Add GQA config to megatron gpt model #7096

blahBlahhhJ · 2023-07-21T23:17:15Z

What does this PR do ?

Add GQA config in GPT config file.
Note that this PR merge into mcore_gpt_path not main.

Collection: [Note which collection this PR will affect]

Changelog

Add specific line by line info of high level changes in this PR.

Usage

Set num_query_groups in MegatronGPTModel cfg.model. If None, normal (multi-head) attention is used. If 1, multi-query attention is used.

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Additional Information

Related to # (issue)

Signed-off-by: jasonwan <[email protected]>

ericharper

LGTM. Thanks!

* Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update megatron core commit Signed-off-by: eharper <[email protected]> * revert change Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jason Wang <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (NVIDIA#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update megatron core commit Signed-off-by: eharper <[email protected]> * revert change Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jason Wang <[email protected]> Signed-off-by: dorotat <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * update strategy and exp_manager Signed-off-by: ericharper <[email protected]> * update model checkpoint Signed-off-by: ericharper <[email protected]> * update megatron gpt model Signed-off-by: ericharper <[email protected]> * correct var Signed-off-by: ericharper <[email protected]> * check for mcore gpt and use gpt model list Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove model prefix Signed-off-by: ericharper <[email protected]> * setup te tp groups Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * add default Signed-off-by: eharper <[email protected]> * add default Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * update sharded state dict for interleaved Signed-off-by: eharper <[email protected]> * update load for interleaved Signed-off-by: eharper <[email protected]> * check sharded state dict is nonempty Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert comment Signed-off-by: eharper <[email protected]> * inject before checking legacy ckpt Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * pop arg for now Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert jenkins change Signed-off-by: eharper <[email protected]> * remove device state_dict Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * reduce batch size for max steps Signed-off-by: eharper <[email protected]> * update megatron core commit Signed-off-by: eharper <[email protected]> * Integrate dist ckpt with new DistOpt state dict v2 (#7281) * Integrate new DistOpt state dict * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Change optimizer fp32_param key --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * update apex commit Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jason Wang <[email protected]> Co-authored-by: mikolajblaz <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]>

* ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <[email protected]> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add comprehensive error messages (#7261) Signed-off-by: Anton Peganov <[email protected]> * check NEMO_PATH (#7418) Signed-off-by: Nikolay Karpov <[email protected]> * layer selection for ia3 (#7417) * layer selection for ia3 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <[email protected]> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <[email protected]> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <[email protected]> * Updating FlashAttention API to match FlashAttentionV2 * Multiple fixes for mm * Fix CI inductor issue and update to torch compile * Remove suppress error * Fix when conversion config uses fp16 and it complains about precision plugin * Fixing FAv2 API usage * Initial release of content filtering model * Added synthetic dataloader for precached and online mode * Mingyuanm/dreambooth opt * Add llama2 support in neva training * Fix sampler length * Fix all precision issues in nemo multimodal * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method Signed-off-by: Aleksandr Laptev <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Aleksandr Laptev <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add steps for document of getting dataset 'SF Bilingual Speech' (#7378) * Add steps for document of getting dataset 'SF Bilingual Speech' Signed-off-by: Robin Dong <[email protected]> * Update datasets.rst added a link from a tutorial demonstrating detailed data prep steps. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <[email protected]> * tests added Signed-off-by: Aleksandr Laptev <[email protected]> --------- Signed-off-by: Aleksandr Laptev <[email protected]> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <[email protected]> * Update tacotron2.py Signed-off-by: Jason <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Jason <[email protected]> Co-authored-by: Jason <[email protected]> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <[email protected]> * [TTS] Fix audio codec tests Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <[email protected]> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <[email protected]> * transpose conv1d inputs Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: mburchi <[email protected]> * Update subsampling.py change striding_conv1d_k5 to striding_conv1d Signed-off-by: Maxime Burchi <[email protected]> * cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * video manifest Signed-off-by: mburchi <[email protected]> * add collection classes Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add test_step_outputs Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * clean references Signed-off-by: mburchi <[email protected]> * freeze unfreeze transcribe cv models Signed-off-by: mburchi <[email protected]> * correct manifest get_full_path bug Signed-off-by: mburchi <[email protected]> * update for PR Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * guard torchvision Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * _video_speech_collate_fn in cv/data/video_to_text.py Signed-off-by: mburchi <[email protected]> * add self.out = None to asr subsampling Signed-off-by: mburchi <[email protected]> * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * cv -> multimodal/speech_cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: mburchi <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Igor Gitman <[email protected]> * HF StarCoder to NeMo conversion script (#7421) * Script to convert HF StarCoder checkpoint to NeMo Signed-off-by: Jan Lasek <[email protected]> * StarCoder conversion test Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Jan Lasek <[email protected]> * Fix test Signed-off-by: Jan Lasek <[email protected]> * Catch up with save_to changes Signed-off-by: Jan Lasek <[email protected]> * Don't abbreviate args for clarity Signed-off-by: Jan Lasek <[email protected]> * Configurable precision: BF16 vs FP32 Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jan Lasek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix bug when loading dist ckpt in peft (#7452) Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * Fix adding positional embeddings in-place in transformer module (#7440) Signed-off-by: Tamerlan Tabolov <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix (#7478) Signed-off-by: Cheng-Ping Hsieh <[email protected]> * add sleep (#7498) (#7499) * add sleep * add sleep onto config instead * add comment --------- Signed-off-by: Gerald Shen <[email protected]> Co-authored-by: Gerald Shen <[email protected]> * Fix exp manager check for sleep (#7503) (#7504) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * bugfix: trainer.accelerator=auto from None. (#7492) (#7493) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * [doc] fix broken link (#7481) Signed-off-by: Stas Bekman <[email protected]> * [TTS] Read audio as int32 to avoid flac read errors (#7477) * [TTS] Read audio as int32 to avoid flac read errors Signed-off-by: Ryan <[email protected]> * [TTS] Add comment about read failures Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS (#7409) * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS * Train 'AISHELL-3' dataset with multi-speakers Signed-off-by: Robin Dong <[email protected]> * Update get_data.py update copyright header Signed-off-by: Xuesong Yang <[email protected]> * Update get_data.py added a disclaimer Signed-off-by: Xuesong Yang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add new configuration file for AISHELL3 with multispeaker of fastpitch Signed-off-by: Robin Dong <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * dllogger - log on rank 0 only (#7513) Signed-off-by: Stas Bekman <[email protected]> * Fix TTS FastPitch tutorial (#7494) (#7516) * Fix --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix get_dist() tensor dimension (#7506) (#7515) Signed-off-by: Jocelyn Huang <[email protected]> Co-authored-by: Jocelyn <[email protected]> * bugfix: specify trainer.strategy=auto when devices=1 (#7509) (#7512) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * fix (#7511) Signed-off-by: Abhinav Khattar <[email protected]> * [TTS] Fix FastPitch data prep tutorial (#7524) Signed-off-by: Ryan <[email protected]> * add italian tokenization (#7486) * add italian tokenization Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add more ipa lexicon it Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix error deletion Signed-off-by: GiacomoLeoneMaria <[email protected]> * add test Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: GiacomoLeoneMaria <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Replace None strategy with auto in tutorial notebooks (#7521) (#7527) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> * unpin setuptools (#7534) (#7535) Signed-off-by: fayejf <[email protected]> Co-authored-by: fayejf <[email protected]> * remove auto generated examples (#7510) * explicitly remove autogenerated examples for data parallel evaluation Signed-off-by: arendu <[email protected]> * mark autogenrated and remove it for test Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add the `strategy` argument to `MegatronGPTModel.generate()` (#7264) It is passed as an explicit argument rather than through `**strategy_args` so as to ensure someone cannot accidentally pass other arguments that would end up being ignored. It is a keyword-only argument to ensure that if in the future we want to update the signature to `**strategy_args`, we can do it without breaking code. Signed-off-by: Olivier Delalleau <[email protected]> * Fix PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue (#7531) (#7533) * fix none dataloader issue ptl2 * ptl2.0 logging fixes for rnnt_models --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: Kunal Dhawan <[email protected]> Co-authored-by: Nithin Rao <[email protected]> * gpus -> devices (#7542) (#7545) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Update FFMPEG version to fix issue with torchaudio (#7551) (#7553) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * PEFT GPT & T5 Refactor (#7308) * initial implementation of add_adapters API * correct type hint * Add config in add_adapters for save and load (@author bobchen) * Remove AdapterConfig to avoid import error * Add AdaterConfig back and move adaptermixin to sft model * Add NLPSaveRestoreConnector as default in NLPModel.restore_from * Add restore_from_nemo_with_adapter and test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rename t5 file and classes to be consistent with GPT * add t5 sft dataset * add support for single-file format with T5SFTDataset * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Various small changes to make T5 SFT work like GPT SFT * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add adapter evaluation test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add MultiAdaterConfig for ia3 and fix builder issue * Make ptuning for T5SFTModel work using mixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add IA3_Adapter for AdapterName * Add adapter name for ptuning and attention adapter * Make test script GPT/T5 agnostic * Add layer selection feature * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Integrate adapter name and config * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update gpt peft tuning script to new API * add t5 peft tuning script with new API * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix IA3 layer selection issue * Override state_dict on SFT model instead of mixin * Add load adapter by adapter config * move peft config map away from example script * auto get config from nemo adapter * Move PEFTConfig to new file * fix ckpt save/load for t5 * name change: add_adapters -> add_adapter * variable name change * update t5 script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix t5 issues * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add weight tying * update gpt tuning script * PEFT-API proposal * Fix according to comments * update tuning scripts * move merge_cfg_with to mixin class since it applies to both gpt and t5 and requires the model class for restore * Add mcore_gpt support for NLPAdapterMixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo * variable name change to distinguish "peft" and "adapter" * override `load_adapters` to support `add_adapter` name change * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update tuning and eval script for adapter save/load * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add Ptuning on first stage only * add lora tutorial for review * Fix layer selection for mcore * add landing page * fix resume training Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add mcore condition in sharded_state_dict to make sft work * Update lora_tutorial.md First edit of this file for PEFT documentation for NeMO Signed-off-by: hkelly33 <[email protected]> * rename Adapter to AttentionAdapter to avoid confusion in doc * Change load_adapters to load .nemo * add quick start guide * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add load_adapters with .ckpt * Remove setup_complete changes in load_adapters * update landing page * remove typo * Updated quick_start.md per Chen Cui Signed-off-by: hkelly33 <[email protected]> * Add inference config merger and tutorial * Add doc string for NLPAdapterModelMixin and deprecated warning on MegatronGPTPEFTModel * add suppor…

* ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <[email protected]> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add comprehensive error messages (#7261) Signed-off-by: Anton Peganov <[email protected]> * check NEMO_PATH (#7418) Signed-off-by: Nikolay Karpov <[email protected]> * layer selection for ia3 (#7417) * layer selection for ia3 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <[email protected]> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <[email protected]> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <[email protected]> * Updating FlashAttention API to match FlashAttentionV2 * Multiple fixes for mm * Fix CI inductor issue and update to torch compile * Remove suppress error * Fix when conversion config uses fp16 and it complains about precision plugin * Fixing FAv2 API usage * Initial release of content filtering model * Added synthetic dataloader for precached and online mode * Mingyuanm/dreambooth opt * Add llama2 support in neva training * Fix sampler length * Fix all precision issues in nemo multimodal * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method Signed-off-by: Aleksandr Laptev <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Aleksandr Laptev <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add steps for document of getting dataset 'SF Bilingual Speech' (#7378) * Add steps for document of getting dataset 'SF Bilingual Speech' Signed-off-by: Robin Dong <[email protected]> * Update datasets.rst added a link from a tutorial demonstrating detailed data prep steps. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <[email protected]> * tests added Signed-off-by: Aleksandr Laptev <[email protected]> --------- Signed-off-by: Aleksandr Laptev <[email protected]> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <[email protected]> * Update tacotron2.py Signed-off-by: Jason <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Jason <[email protected]> Co-authored-by: Jason <[email protected]> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <[email protected]> * [TTS] Fix audio codec tests Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <[email protected]> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <[email protected]> * transpose conv1d inputs Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: mburchi <[email protected]> * Update subsampling.py change striding_conv1d_k5 to striding_conv1d Signed-off-by: Maxime Burchi <[email protected]> * cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * video manifest Signed-off-by: mburchi <[email protected]> * add collection classes Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add test_step_outputs Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * clean references Signed-off-by: mburchi <[email protected]> * freeze unfreeze transcribe cv models Signed-off-by: mburchi <[email protected]> * correct manifest get_full_path bug Signed-off-by: mburchi <[email protected]> * update for PR Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * guard torchvision Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * _video_speech_collate_fn in cv/data/video_to_text.py Signed-off-by: mburchi <[email protected]> * add self.out = None to asr subsampling Signed-off-by: mburchi <[email protected]> * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * cv -> multimodal/speech_cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: mburchi <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Igor Gitman <[email protected]> * HF StarCoder to NeMo conversion script (#7421) * Script to convert HF StarCoder checkpoint to NeMo Signed-off-by: Jan Lasek <[email protected]> * StarCoder conversion test Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Jan Lasek <[email protected]> * Fix test Signed-off-by: Jan Lasek <[email protected]> * Catch up with save_to changes Signed-off-by: Jan Lasek <[email protected]> * Don't abbreviate args for clarity Signed-off-by: Jan Lasek <[email protected]> * Configurable precision: BF16 vs FP32 Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jan Lasek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix bug when loading dist ckpt in peft (#7452) Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * Fix adding positional embeddings in-place in transformer module (#7440) Signed-off-by: Tamerlan Tabolov <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix (#7478) Signed-off-by: Cheng-Ping Hsieh <[email protected]> * add sleep (#7498) (#7499) * add sleep * add sleep onto config instead * add comment --------- Signed-off-by: Gerald Shen <[email protected]> Co-authored-by: Gerald Shen <[email protected]> * Fix exp manager check for sleep (#7503) (#7504) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * bugfix: trainer.accelerator=auto from None. (#7492) (#7493) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * [doc] fix broken link (#7481) Signed-off-by: Stas Bekman <[email protected]> * [TTS] Read audio as int32 to avoid flac read errors (#7477) * [TTS] Read audio as int32 to avoid flac read errors Signed-off-by: Ryan <[email protected]> * [TTS] Add comment about read failures Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS (#7409) * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS * Train 'AISHELL-3' dataset with multi-speakers Signed-off-by: Robin Dong <[email protected]> * Update get_data.py update copyright header Signed-off-by: Xuesong Yang <[email protected]> * Update get_data.py added a disclaimer Signed-off-by: Xuesong Yang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add new configuration file for AISHELL3 with multispeaker of fastpitch Signed-off-by: Robin Dong <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * dllogger - log on rank 0 only (#7513) Signed-off-by: Stas Bekman <[email protected]> * Fix TTS FastPitch tutorial (#7494) (#7516) * Fix --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix get_dist() tensor dimension (#7506) (#7515) Signed-off-by: Jocelyn Huang <[email protected]> Co-authored-by: Jocelyn <[email protected]> * bugfix: specify trainer.strategy=auto when devices=1 (#7509) (#7512) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * fix (#7511) Signed-off-by: Abhinav Khattar <[email protected]> * [TTS] Fix FastPitch data prep tutorial (#7524) Signed-off-by: Ryan <[email protected]> * add italian tokenization (#7486) * add italian tokenization Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add more ipa lexicon it Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix error deletion Signed-off-by: GiacomoLeoneMaria <[email protected]> * add test Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: GiacomoLeoneMaria <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Replace None strategy with auto in tutorial notebooks (#7521) (#7527) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> * unpin setuptools (#7534) (#7535) Signed-off-by: fayejf <[email protected]> Co-authored-by: fayejf <[email protected]> * remove auto generated examples (#7510) * explicitly remove autogenerated examples for data parallel evaluation Signed-off-by: arendu <[email protected]> * mark autogenrated and remove it for test Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add the `strategy` argument to `MegatronGPTModel.generate()` (#7264) It is passed as an explicit argument rather than through `**strategy_args` so as to ensure someone cannot accidentally pass other arguments that would end up being ignored. It is a keyword-only argument to ensure that if in the future we want to update the signature to `**strategy_args`, we can do it without breaking code. Signed-off-by: Olivier Delalleau <[email protected]> * Fix PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue (#7531) (#7533) * fix none dataloader issue ptl2 * ptl2.0 logging fixes for rnnt_models --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: Kunal Dhawan <[email protected]> Co-authored-by: Nithin Rao <[email protected]> * gpus -> devices (#7542) (#7545) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Update FFMPEG version to fix issue with torchaudio (#7551) (#7553) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * PEFT GPT & T5 Refactor (#7308) * initial implementation of add_adapters API * correct type hint * Add config in add_adapters for save and load (@author bobchen) * Remove AdapterConfig to avoid import error * Add AdaterConfig back and move adaptermixin to sft model * Add NLPSaveRestoreConnector as default in NLPModel.restore_from * Add restore_from_nemo_with_adapter and test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rename t5 file and classes to be consistent with GPT * add t5 sft dataset * add support for single-file format with T5SFTDataset * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Various small changes to make T5 SFT work like GPT SFT * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add adapter evaluation test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add MultiAdaterConfig for ia3 and fix builder issue * Make ptuning for T5SFTModel work using mixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add IA3_Adapter for AdapterName * Add adapter name for ptuning and attention adapter * Make test script GPT/T5 agnostic * Add layer selection feature * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Integrate adapter name and config * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update gpt peft tuning script to new API * add t5 peft tuning script with new API * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix IA3 layer selection issue * Override state_dict on SFT model instead of mixin * Add load adapter by adapter config * move peft config map away from example script * auto get config from nemo adapter * Move PEFTConfig to new file * fix ckpt save/load for t5 * name change: add_adapters -> add_adapter * variable name change * update t5 script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix t5 issues * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add weight tying * update gpt tuning script * PEFT-API proposal * Fix according to comments * update tuning scripts * move merge_cfg_with to mixin class since it applies to both gpt and t5 and requires the model class for restore * Add mcore_gpt support for NLPAdapterMixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo * variable name change to distinguish "peft" and "adapter" * override `load_adapters` to support `add_adapter` name change * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update tuning and eval script for adapter save/load * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add Ptuning on first stage only * add lora tutorial for review * Fix layer selection for mcore * add landing page * fix resume training Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add mcore condition in sharded_state_dict to make sft work * Update lora_tutorial.md First edit of this file for PEFT documentation for NeMO Signed-off-by: hkelly33 <[email protected]> * rename Adapter to AttentionAdapter to avoid confusion in doc * Change load_adapters to load .nemo * add quick start guide * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add load_adapters with .ckpt * Remove setup_complete changes in load_adapters * update landing page * remove typo * Updated quick_start.md per Chen Cui Signed-off-by: hkelly33 <[email protected]> * Add inference config merger and tutorial * Add doc string for NLPAdapterModelMixin and deprecated warning on MegatronGPTPEFTModel * add supported_methods.md and update other documentations * Update supported_methods.md minor updates. Signed-off-by: Adi Renduchintala <[email protected]> * Update landing_page.md minor update. Signed-off-by: Adi Renduchintala <[email protected]> * Modify doc string for NLPAdapterModelMixin * Add doc string add_adapters in NLPAdapterModelMixin * rename canonical adapters * remove mcore hard dependency * [PATCH] move microbatch calculator to nemo from apex * remove apex dependency in gpt and t5 sft models * remove apex dependency in gpt model * render doc strings * fix * Add missing virtual_tokens on ptuning * fix docstrings * update gpt-style model coverage in docs * update docstring * Remove pdb * add lightning_fabric to make docstring rendering work * Add Ptuning missing key * try docstring rendering * Fix ptuning issue * update gpt t5 peft tuning and eval scripts * typos * update eval config * fix bug relating to apex dependency removal * typo * make predict step behave the same as test step * make lora tutorial work in notebook * cosmetics * update yaml scripts * mcore_gpt attribute optional * typo * update eval scripts and fix T5 eval bugs * add NLPDDPStrategyNotebook and trainer builder logic to use it * update lora notebook to use new trainer builder * fix microbatch calculator bug for inference after training * Convert markdown files to RST and incorporate with doc * typo * revise language * remove extra cell * remove unnecessary inheritance * remove old tests * move layer selection default so logging messages make sense * remove `save_adapters` as adapter weights are saved automatically during training * initialize weights from a checkpoint instead of randomly * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fix…

* add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert 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Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email 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more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in 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add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email 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<[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old 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jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. 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pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes 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protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto 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layer selection for ia3 (#7417) * layer selection for ia3 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <[email protected]> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <[email protected]> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <[email protected]> * Updating FlashAttention API to match FlashAttentionV2 * Multiple fixes for mm * Fix CI inductor issue and update to torch compile * Remove suppress error * Fix when conversion config uses fp16 and it complains about precision plugin * Fixing FAv2 API usage * Initial release of content filtering model * Added synthetic dataloader for precached and online mode * Mingyuanm/dreambooth opt * Add llama2 support in neva training * Fix sampler length * Fix all precision issues in nemo multimodal * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method Signed-off-by: Aleksandr Laptev <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Aleksandr Laptev <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add steps for document of getting dataset 'SF Bilingual Speech' (#7378) * Add steps for document of getting dataset 'SF Bilingual Speech' Signed-off-by: Robin Dong <[email protected]> * Update datasets.rst added a link from a tutorial demonstrating detailed data prep steps. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <[email protected]> * tests added Signed-off-by: Aleksandr Laptev <[email protected]> --------- Signed-off-by: Aleksandr Laptev <[email protected]> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <[email protected]> * Update tacotron2.py Signed-off-by: Jason <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Jason <[email protected]> Co-authored-by: Jason <[email protected]> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <[email protected]> * [TTS] Fix audio codec tests Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <[email protected]> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <[email protected]> * transpose conv1d inputs Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, s…

* fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email 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more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in 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add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <[email protected]> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add comprehensive error messages (#7261) Signed-off-by: Anton Peganov <[email protected]> * check NEMO_PATH (#7418) Signed-off-by: Nikolay Karpov <[email protected]> * layer selection for ia3 (#7417) * layer selection for ia3 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <[email protected]> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <[email protected]> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <[email protected]> * Updating FlashAttention API to match FlashAttentionV2 * Multiple fixes for mm * Fix CI inductor issue and update to torch compile * Remove suppress error * Fix when conversion config uses fp16 and it complains about precision plugin * Fixing FAv2 API usage * Initial release of content filtering model * Added synthetic dataloader for precached and online mode * Mingyuanm/dreambooth opt * Add llama2 support in neva training * Fix sampler length * Fix all precision issues in nemo multimodal * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method Signed-off-by: Aleksandr Laptev <[email protected]> * [pre-commit.ci] auto fixes from 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Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <[email protected]> * tests added Signed-off-by: Aleksandr Laptev <[email protected]> --------- Signed-off-by: Aleksandr Laptev <[email protected]> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <[email protected]> * Update tacotron2.py Signed-off-by: Jason <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Jason <[email protected]> Co-authored-by: Jason <[email protected]> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <[email protected]> * [TTS] Fix audio codec tests Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <[email protected]> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <[email protected]> * transpose conv1d inputs Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: mburchi <[email protected]> * Update subsampling.py change striding_conv1d_k5 to striding_conv1d Signed-off-by: Maxime Burchi <[email protected]> * cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * video manifest Signed-off-by: mburchi <[email protected]> * add collection classes Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add test_step_outputs Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * clean references Signed-off-by: mburchi <[email protected]> * freeze unfreeze transcribe cv models Signed-off-by: mburchi <[email protected]> * correct manifest get_full_path bug Signed-off-by: mburchi <[email protected]> * update for PR Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * guard torchvision Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update nemo/collections/cv/data/video_to_text_dataset.py Co-aut…

* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email protected]> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <[email protected]> * make sure backward compatibility Signed-off-by: zhehuaichen <[email 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for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert 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Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in 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add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progres…

* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: 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for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: 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mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update 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Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for 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Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <[email protected]> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more informa…

…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <[email protected]> * Apply isort and black reformatting Signed-off-by: marcromeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <[email protected]> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <[email protected]> * Apply isort and black reformatting Signed-off-by: akoumpa <[email protected]> --------- Signed-off-by: Alexandros Koumparoulis <[email protected]> Signed-off-by: akoumpa <[email protected]> Co-authored-by: akoumpa <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <[email protected]> Co-authored-by: Taejin Park <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <[email protected]> Co-authored-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <[email protected]> Co-authored-by: anmolgupt <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <[email protected]> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Tim Moon <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <[email protected]> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <[email protected]> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <[email protected]> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: vasunvidia <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <[email protected]> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <[email protected]> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <[email protected]> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <[email protected]> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <[email protected]> Signed-off-by: tango4j <[email protected]> Co-authored-by: Taejin Park <[email protected]> Co-authored-by: tango4j <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <[email protected]> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * disable slack Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix alerting Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * increase timeout Signed-off-by: Oliver Koenig <[email protected]> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <[email protected]> * improve readability Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * finalize Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <[email protected]> * all your comments are belong to us Signed-off-by: Oliver Koenig <[email protected]> * remove github output Signed-off-by: Oliver Koenig <[email protected]> * revive more comments Signed-off-by: Oliver Koenig <[email protected]> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <[email protected]> --------- Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Pablo Garay <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <[email protected]> Signed-off-by: blisc <[email protected]> Co-authored-by: Jason <[email protected]> Co-authored-by: blisc <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <[email protected]> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <[email protected]> --------- Signed-off-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <[email protected]> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * replaced log with raise Signed-off-by: Onur Yilmaz <[email protected]> * add converter and loader folders Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_ckpt_convert into the converter folder Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_file into loader folder Signed-off-by: Onur Yilmaz <[email protected]> * reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg Signed-off-by: Onur Yilmaz <[email protected]> * move nemo file back into nemo folder Signed-off-by: Onur Yilmaz <[email protected]> * renamed nemo folder to nemo_ckpt_loader Signed-off-by: Onur Yilmaz <[email protected]> * remove unused function Signed-off-by: Onur Yilmaz <[email protected]> * removed nemo file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * Remove unused imports Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * import csv added Signed-off-by: Onur Yilmaz <[email protected]> --------- Signed-off-by: Onur Yilmaz <[email protected]> Signed-off-by: oyilmaz-nvidia <[email protected]> Co-authored-by: oyilmaz-nvidia <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Signed-off-by: Michal Futrega <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <[email protected]> Signed-off-by: cuichenx <[email protected]> Co-authored-by: Chen Cui <[email protected]> Co-authored-by: cuichenx <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <[email protected]> Signed-off-by: dimapihtar <[email protected]> Co-authored-by: Dmytro Pykhtar <[email protected]> Co-authored-by: dimapihtar <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <[email protected]> * temp save 2 Signed-off-by: yaoyu-33 <[email protected]> * update code Signed-off-by: yaoyu-33 <[email protected]> * enable seq packing Signed-off-by: yaoyu-33 <[email protected]> * fix neva and clip Signed-off-by: yaoyu-33 <[email protected]> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <[email protected]> * Pipeline parallel support Signed-off-by: yaoyu-33 <[email protected]> * Update data preprocess Signed-off-by: yaoyu-33 <[email protected]> * fix few pp issues Signed-off-by: yaoyu-33 <[email protected]> * enable sequence packing w/ PP Signed-off-by: yaoyu-33 <[email protected]> * Fix cu_seqlens in inputs Signed-off-by: yaoyu-33 <[email protected]> * add assert Signed-off-by: yaoyu-33 <[email protected]> * Depend on PP to decide whether do padding Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add docstring Signed-off-by: yaoyu-33 <[email protected]> * Fix few evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Fix few PP evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Address comments Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add llama3 template Signed-off-by: yaoyu-33 <[email protected]> * address comments Signed-off-by: yaoyu-33 <[email protected]> * Fix license Signed-off-by: yaoyu-33 <[email protected]> * Fix llama3 Signed-off-by: yaoyu-33 <[email protected]> * Few fixes Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * llama3 inference fix Signed-off-by: yaoyu-33 <[email protected]> * Force vision encoder to run in fp32 Signed-off-by: yaoyu-33 <[email protected]> * Revert "Force vision encoder to run in fp32" This reverts commit 9d2160d96cb3e2a27a18538950ef43b4482c04da. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Try adding distributed format of checkpoint Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Allow dist checkpoint to be non-strict Signed-off-by: yaoyu-33 <[email protected]> * Fix Signed-off-by: yaoyu-33 <[email protected]> * Some fixes for PP + dist ckpt in Neva Signed-off-by: yaoyu-33 <[email protected]> * fix peft Signed-off-by: yaoyu-33 <[email protected]> * few fixes for lora Signed-off-by: yaoyu-33 <[email protected]> * checkpoint updates Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * bug fix Signed-off-by: yaoyu-33 <[email protected]> * Add HF siglip vision encoder Signed-off-by: HuiyingLi <[email protected]> * handle steerlm label in nv_dpo template Signed-off-by: HuiyingLi <[email protected]> * Add neva dist checkpoint converter Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * fix CLEAN RESPONSE logic to not use last EOS Signed-off-by: HuiyingLi <[email protected]> * strip extra_id_1 from clean response Signed-off-by: HuiyingLi <[email protected]> * change inference time image processor Signed-off-by: HuiyingLi <[email protected]> * resolve comments Signed-off-by: yaoyu-33 <[email protected]> * remove open_clip vision encoder for siglip Signed-off-by: HuiyingLi <[email protected]> * update neva dist ckpt apis Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * fix return Signed-off-by: yaoyu-33 <[email protected]> * resolve CLEAN RESPONSE multiturn issue Signed-off-by: HuiyingLi <[email protected]> * code format Signed-off-by: HuiyingLi <[email protected]> * fixes for isort Signed-off-by: HuiyingLi <[email protected]> * refac image processor loading to util Signed-off-by: HuiyingLi <[email protected]> * black and isort Signed-off-by: HuiyingLi <[email protected]> * move crop size assertion Signed-off-by: HuiyingLi <[email protected]> * few neva fixes Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: HuiyingLi <[email protected]> --------- Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: HuiyingLi <[email protected]> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * [Nemo CICD] timeouts fix (#9407) * timeouts fix * timeouts fix Signed-off-by: Marc Romeyn <[email protected]> * Removing un-used ModelConfig class (#9389) Co-authored-by: Chen Cui <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Extend multimodal/speech_llm with lhotse, t5 and bestow supports (#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email protected]> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <[email protected]> * make sure backward compatibility Signed-off-by: zhehuaichen <[email protected]> * remove pad Signed-off-by: zhehuaichen <[email protected]> * make sure asr_model is frozen Signed-off-by: zhehuaichen <[email protected]> * support greedy decoding Signed-off-by: zhehuaichen <[email protected]> * valid on lhotse Signed-off-by: zhehuaichen <[email protected]> * fix multi dataloader in val case for lhotse SALM; add default data names; keep asr model tokenizer by default to enable adding canary dataset Signed-off-by: zhehuaichen <[email protected]> * remove the bruteforce _keep_special_tokens implementation Signed-off-by: zhehuaichen <[email protected]> * decoding_ratio and convert_canary_prompt_to_text support Signed-off-by: zhehuaichen <[email protected]> * canary_tokens_augment_ratio Signed-off-by: zhehuaichen <[email protected]> * debug Signed-off-by: zhehuaichen <[email protected]> * bug fix Signed-off-by: zhehuaichen <[email protected]> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <[email protected]> * support some overwrite for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert 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Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email 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more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in 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add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support …

* Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: 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for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progres…

…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <[email protected]> * Apply isort and black reformatting Signed-off-by: marcromeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <[email protected]> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <[email protected]> * Apply isort and black reformatting Signed-off-by: akoumpa <[email protected]> --------- Signed-off-by: Alexandros Koumparoulis <[email protected]> Signed-off-by: akoumpa <[email protected]> Co-authored-by: akoumpa <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <[email protected]> Co-authored-by: Taejin Park <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <[email protected]> Co-authored-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <[email protected]> Co-authored-by: anmolgupt <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <[email protected]> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Tim Moon <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <[email protected]> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <[email protected]> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <[email protected]> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: vasunvidia <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <[email protected]> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <[email protected]> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <[email protected]> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <[email protected]> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <[email protected]> Signed-off-by: tango4j <[email protected]> Co-authored-by: Taejin Park <[email protected]> Co-authored-by: tango4j <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <[email protected]> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * disable slack Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix alerting Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * increase timeout Signed-off-by: Oliver Koenig <[email protected]> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <[email protected]> * improve readability Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * finalize Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <[email protected]> * all your comments are belong to us Signed-off-by: Oliver Koenig <[email protected]> * remove github output Signed-off-by: Oliver Koenig <[email protected]> * revive more comments Signed-off-by: Oliver Koenig <[email protected]> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <[email protected]> --------- Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Pablo Garay <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <[email protected]> Signed-off-by: blisc <[email protected]> Co-authored-by: Jason <[email protected]> Co-authored-by: blisc <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <[email protected]> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <[email protected]> --------- Signed-off-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <[email protected]> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * replaced log with raise Signed-off-by: Onur Yilmaz <[email protected]> * add converter and loader folders Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_ckpt_convert into the converter folder Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_file into loader folder Signed-off-by: Onur Yilmaz <[email protected]> * reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg Signed-off-by: Onur Yilmaz <[email protected]> * move nemo file back into nemo folder Signed-off-by: Onur Yilmaz <[email protected]> * renamed nemo folder to nemo_ckpt_loader Signed-off-by: Onur Yilmaz <[email protected]> * remove unused function Signed-off-by: Onur Yilmaz <[email protected]> * removed nemo file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * Remove unused imports Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * import csv added Signed-off-by: Onur Yilmaz <[email protected]> --------- Signed-off-by: Onur Yilmaz <[email protected]> Signed-off-by: oyilmaz-nvidia <[email protected]> Co-authored-by: oyilmaz-nvidia <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Signed-off-by: Michal Futrega <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <[email protected]> Signed-off-by: cuichenx <[email protected]> Co-authored-by: Chen Cui <[email protected]> Co-authored-by: cuichenx <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <[email protected]> Signed-off-by: dimapihtar <[email protected]> Co-authored-by: Dmytro Pykhtar <[email protected]> Co-authored-by: dimapihtar <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <[email protected]> * temp save 2 Signed-off-by: yaoyu-33 <[email protected]> * update code Signed-off-by: yaoyu-33 <[email protected]> * enable seq packing Signed-off-by: yaoyu-33 <[email protected]> * fix neva and clip Signed-off-by: yaoyu-33 <[email protected]> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <[email protected]> * Pipeline parallel support Signed-off-by: yaoyu-33 <[email protected]> * Update data preprocess Signed-off-by: yaoyu-33 <[email protected]> * fix few pp issues Signed-off-by: yaoyu-33 <[email protected]> * enable sequence packing w/ PP Signed-off-by: yaoyu-33 <[email protected]> * Fix cu_seqlens in inputs Signed-off-by: yaoyu-33 <[email protected]> * add assert Signed-off-by: yaoyu-33 <[email protected]> * Depend on PP to decide whether do padding Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add docstring Signed-off-by: yaoyu-33 <[email protected]> * Fix few evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Fix few PP evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Address comments Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add llama3 template Signed-off-by: yaoyu-33 <[email protected]> * address comments Signed-off-by: yaoyu-33 <[email protected]> * Fix license Signed-off-by: yaoyu-33 <[email protected]> * Fix llama3 Signed-off-by: yaoyu-33 <[email protected]> * Few fixes Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * llama3 inference fix Signed-off-by: yaoyu-33 <[email protected]> * Force vision encoder to run in fp32 Signed-off-by: yaoyu-33 <[email protected]> * Revert "Force vision encoder to run in fp32" This reverts commit 9d2160d96cb3e2a27a18538950ef43b4482c04da. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Try adding distributed format of checkpoint Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Allow dist checkpoint to be non-strict Signed-off-by: yaoyu-33 <[email protected]> * Fix Signed-off-by: yaoyu-33 <[email protected]> * Some fixes for PP + dist ckpt in Neva Signed-off-by: yaoyu-33 <[email protected]> * fix peft Signed-off-by: yaoyu-33 <[email protected]> * few fixes for lora Signed-off-by: yaoyu-33 <[email protected]> * checkpoint updates Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * bug fix Signed-off-by: yaoyu-33 <[email protected]> * Add HF siglip vision encoder Signed-off-by: HuiyingLi <[email protected]> * handle steerlm label in nv_dpo template Signed-off-by: HuiyingLi <[email protected]> * Add neva dist checkpoint converter Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * fix CLEAN RESPONSE logic to not use last EOS Signed-off-by: HuiyingLi <[email protected]> * strip extra_id_1 from clean response Signed-off-by: HuiyingLi <[email protected]> * change inference time image processor Signed-off-by: HuiyingLi <[email protected]> * resolve comments Signed-off-by: yaoyu-33 <[email protected]> * remove open_clip vision encoder for siglip Signed-off-by: HuiyingLi <[email protected]> * update neva dist ckpt apis Signed-off-by: yaoyu-33 <[email protected]> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <[email protected]> * fix return Signed-off-by: yaoyu-33 <[email protected]> * resolve CLEAN RESPONSE multiturn issue Signed-off-by: HuiyingLi <[email protected]> * code format Signed-off-by: HuiyingLi <[email protected]> * fixes for isort Signed-off-by: HuiyingLi <[email protected]> * refac image processor loading to util Signed-off-by: HuiyingLi <[email protected]> * black and isort Signed-off-by: HuiyingLi <[email protected]> * move crop size assertion Signed-off-by: HuiyingLi <[email protected]> * few neva fixes Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: HuiyingLi <[email protected]> --------- Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: yaoyu-33 <[email protected]> Signed-off-by: HuiyingLi <[email protected]> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: yaoyu-33 <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * [Nemo CICD] timeouts fix (#9407) * timeouts fix * timeouts fix Signed-off-by: Marc Romeyn <[email protected]> * Removing un-used ModelConfig class (#9389) Co-authored-by: Chen Cui <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Extend multimodal/speech_llm with lhotse, t5 and bestow supports (#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email protected]> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <[email protected]> * make sure backward compatibility Signed-off-by: zhehuaichen <[email protected]> * remove pad Signed-off-by: zhehuaichen <[email protected]> * make sure asr_model is frozen Signed-off-by: zhehuaichen <[email protected]> * support greedy decoding Signed-off-by: zhehuaichen <[email protected]> * valid on lhotse Signed-off-by: zhehuaichen <[email protected]> * fix multi dataloader in val case for lhotse SALM; add default data names; keep asr model tokenizer by default to enable adding canary dataset Signed-off-by: zhehuaichen <[email protected]> * remove the bruteforce _keep_special_tokens implementation Signed-off-by: zhehuaichen <[email protected]> * decoding_ratio and convert_canary_prompt_to_text support Signed-off-by: zhehuaichen <[email protected]> * canary_tokens_augment_ratio Signed-off-by: zhehuaichen <[email protected]> * debug Signed-off-by: zhehuaichen <[email protected]> * bug fix Signed-off-by: zhehuaichen <[email protected]> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <[email protected]> * support some overwrite for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for 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<[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email 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…DIA#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest util Signed-off-by: stevehuang52 <[email protected]> * Support multiple tokenizer/parser types, aggregate tokenizers, and custom language fields * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * agg and normal tokenizers actually work * Support weights for NeMo tarred manifests * Temporarily hardcoded pnc stripping/lowercasing * fix * make pnc hack configurable from the config and disabled by default * fix the hack * migrate to ptl2.1 to support multiple dataloaders Signed-off-by: stevehuang52 <[email protected]> * support encoder overwrite Signed-off-by: zhehuaichen <[email protected]> * update misc Signed-off-by: stevehuang52 <[email protected]> * fix eval and clean up Signed-off-by: stevehuang52 <[email protected]> * support add_sep for perception model Signed-off-by: zhehuaichen <[email protected]> * fix https://github.com/Lightning-AI/pytorch-lightning/issues/18803 Signed-off-by: zhehuaichen <[email protected]> * add_bos Signed-off-by: zhehuaichen <[email protected]> * Transformer decoder with conditioning for canary (#8091) * initial commit for multi-task conf-enc transf-dec for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing decoder states caching during training Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email protected]> * support lhotse validation set and canary pretrained ckpt with pseudo label Signed-off-by: zhehuaichen <[email protected]> * make sure backward compatibility Signed-off-by: zhehuaichen <[email protected]> * remove pad Signed-off-by: zhehuaichen <[email protected]> * make sure asr_model is frozen Signed-off-by: zhehuaichen <[email protected]> * support greedy decoding Signed-off-by: zhehuaichen <[email protected]> * valid on lhotse Signed-off-by: zhehuaichen <[email protected]> * fix multi dataloader in val case for lhotse SALM; add default data names; keep asr model tokenizer by default to enable adding canary dataset Signed-off-by: zhehuaichen <[email protected]> * remove the bruteforce _keep_special_tokens implementation Signed-off-by: zhehuaichen <[email protected]> * decoding_ratio and convert_canary_prompt_to_text support Signed-off-by: zhehuaichen <[email protected]> * canary_tokens_augment_ratio Signed-off-by: zhehuaichen <[email protected]> * debug Signed-off-by: zhehuaichen <[email protected]> * bug fix Signed-off-by: zhehuaichen <[email protected]> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <[email protected]> * support some overwrite for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit f03dd660bd26d88fd569e76c6f74b83a7c203ff9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update 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Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for 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Fixing indentation bug. 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protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progres…

…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <[email protected]> * Apply isort and black reformatting Signed-off-by: marcromeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <[email protected]> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <[email protected]> * Apply isort and black reformatting Signed-off-by: akoumpa <[email protected]> --------- Signed-off-by: Alexandros Koumparoulis <[email protected]> Signed-off-by: akoumpa <[email protected]> Co-authored-by: akoumpa <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <[email protected]> Co-authored-by: Taejin Park <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <[email protected]> Co-authored-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <[email protected]> Co-authored-by: anmolgupt <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <[email protected]> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Tim Moon <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <[email protected]> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <[email protected]> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <[email protected]> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: vasunvidia <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <[email protected]> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <[email protected]> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <[email protected]> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <[email protected]> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <[email protected]> Signed-off-by: tango4j <[email protected]> Co-authored-by: Taejin Park <[email protected]> Co-authored-by: tango4j <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <[email protected]> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * disable slack Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix alerting Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * increase timeout Signed-off-by: Oliver Koenig <[email protected]> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <[email protected]> * improve readability Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * finalize Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <[email protected]> * all your comments are belong to us Signed-off-by: Oliver Koenig <[email protected]> * remove github output Signed-off-by: Oliver Koenig <[email protected]> * revive more comments Signed-off-by: Oliver Koenig <[email protected]> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <[email protected]> --------- Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Pablo Garay <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <[email protected]> Signed-off-by: blisc <[email protected]> Co-authored-by: Jason <[email protected]> Co-authored-by: blisc <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <[email protected]> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <[email protected]> --------- Signed-off-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <[email protected]> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * replaced log with raise Signed-off-by: Onur Yilmaz <[email protected]> * add converter and loader folders Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_ckpt_convert into the converter folder Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_file into loader folder Signed-off-by: Onur Yilmaz <[email protected]> * reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg Signed-off-by: Onur Yilmaz <[email protected]> * move nemo file back into nemo folder Signed-off-by: Onur Yilmaz <[email protected]> * renamed nemo folder to nemo_ckpt_loader Signed-off-by: Onur Yilmaz <[email protected]> * remove unused function Signed-off-by: Onur Yilmaz <[email protected]> * removed nemo file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * Remove unused imports Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * import csv added Signed-off-by: Onur Yilmaz <[email protected]> --------- Signed-off-by: Onur Yilmaz <[email protected]> Signed-off-by: oyilmaz-nvidia <[email protected]> Co-authored-by: oyilmaz-nvidia <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Signed-off-by: Michal Futrega <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <[email protected]> Signed-off-by: cuichenx <[email protected]> Co-authored-by: Chen Cui <[email protected]> Co-authored-by: cuichenx <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <[email protected]> Signed-off-by: dimapihtar <[email protected]> Co-authored-by: Dmytro Pykhtar <[email protected]> Co-authored-by: dimapihtar <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <[email protected]> * temp save 2 Signed-off-by: yaoyu-33 <[email protected]> * update code Signed-off-by: yaoyu-33 <[email protected]> * enable seq packing Signed-off-by: yaoyu-33 <[email protected]> * fix neva and clip Signed-off-by: yaoyu-33 <[email protected]> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <[email protected]> * Pipeline parallel support Signed-off-by: yaoyu-33 <[email protected]> * Update data preprocess Signed-off-by: yaoyu-33 <[email protected]> * fix few pp issues Signed-off-by: yaoyu-33 <[email protected]> * enable sequence packing w/ PP Signed-off-by: yaoyu-33 <[email protected]> * Fix cu_seqlens in inputs Signed-off-by: yaoyu-33 <[email protected]> * add assert Signed-off-by: yaoyu-33 <[email protected]> * Depend on PP to decide whether do padding Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add docstring Signed-off-by: yaoyu-33 <[email protected]> * Fix few evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Fix few PP evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Address comments Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add llama3 template Signed-off-by: yaoyu-33 <[email protected]> * address comments Signed-off-by: yaoyu-33 <[email protected]> * Fix license Signed-off-by: yaoyu-33 <[email protected]> * Fix llama3 Signed-off-by: yaoyu-33 <[email protected]> * Few fixes Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * llama3 inference fix Signed-off-by: yaoyu-33 <[email protected]> * Force vision encoder to run in fp32 Signed-off-by: yaoyu-33 <[email protected]> * Revert "Force vision encoder to run in fp32" This reverts commit 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Co-authored-by: Chen Cui <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Extend multimodal/speech_llm with lhotse, t5 and bestow supports (#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo 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<66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email 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zhehuaichen <[email protected]> * bug fix Signed-off-by: zhehuaichen <[email protected]> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <[email protected]> * support some overwrite for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: 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question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: 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mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update 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Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for 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…DIA#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo manifests * migrate to PTL2.0 Signed-off-by: stevehuang52 <[email protected]> * clean up Signed-off-by: stevehuang52 <[email protected]> * update manifest 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for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: zhehuaichen <[email protected]> * Support RnnGatedCrossAttention Signed-off-by: zhehuaichen <[email protected]> * add include_ffw and fix _optimizer_param_groups for all unfrozen run Signed-off-by: zhehuaichen <[email protected]> * support grad acc when using bucket Signed-off-by: zhehuaichen <[email protected]> * support TransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ProjectTransformerCrossAttention Signed-off-by: zhehuaichen <[email protected]> * support ++model.use_am_tokenizer ++model.override_vocab_size ++model.override.hidden_size Signed-off-by: zhehuaichen <[email protected]> * support question set on val without canary Signed-off-by: zhehuaichen <[email protected]> * support load_audio_encoder and wip in optim_param_groups Signed-off-by: zhehuaichen <[email protected]> * minor fix for audio pretrain model init Signed-off-by: zhehuaichen <[email protected]> * simplify canary_tokens_augment Signed-off-by: zhehuaichen <[email protected]> * use question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update text server to support compute logprobs (#7733) * update text server to support compute logprobs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo --------- Signed-off-by: Zhilin Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add multi-layer feat extract and fix random question insertion Signed-off-by: stevehuang52 <[email protected]> * Configure MCore logger (#7781) Signed-off-by: Mikołaj Błaż <[email protected]> * Revert "PEFT eval fix (#7626) (#7638)" (#7693) This reverts commit c24bb454bf1fa6f5820f1805c6387254a73220b9. * remove TN from ctc_segm tut (#7807) Signed-off-by: Evelina <[email protected]> * [TTS] Support audio offsets in TTS data loaders (#7156) * [TTS] Support audio offsets in TTS data loaders Signed-off-by: Ryan <[email protected]> * [TTS] Change docstring mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert 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Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email 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peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progres…

…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <[email protected]> * Apply isort and black reformatting Signed-off-by: marcromeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <[email protected]> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <[email protected]> * Apply isort and black reformatting Signed-off-by: akoumpa <[email protected]> --------- Signed-off-by: Alexandros Koumparoulis <[email protected]> Signed-off-by: akoumpa <[email protected]> Co-authored-by: akoumpa <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <[email protected]> Co-authored-by: Marc Romeyn <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <[email protected]> Co-authored-by: Taejin Park <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <[email protected]> Co-authored-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <[email protected]> Co-authored-by: anmolgupt <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <[email protected]> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Tim Moon <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <[email protected]> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <[email protected]> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <[email protected]> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <[email protected]> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <[email protected]> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <[email protected]> * Cleanup Signed-off-by: Vasudevan Rengasamy <[email protected]> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Vasudevan Rengasamy <[email protected]> Signed-off-by: Jan Baczek <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: vasunvidia <[email protected]> Co-authored-by: Jaemin Choi <[email protected]> Co-authored-by: Jan Baczek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <[email protected]> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <[email protected]> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <[email protected]> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <[email protected]> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <[email protected]> --------- Signed-off-by: Wil Kong <[email protected]> Signed-off-by: ericharper <[email protected]> Co-authored-by: Wil Kong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: ericharper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <[email protected]> Signed-off-by: tango4j <[email protected]> Co-authored-by: Taejin Park <[email protected]> Co-authored-by: tango4j <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <[email protected]> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * disable slack Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix alerting Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * increase timeout Signed-off-by: Oliver Koenig <[email protected]> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <[email protected]> * improve readability Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * test Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * finalize Signed-off-by: Oliver Koenig <[email protected]> * fix Signed-off-by: Oliver Koenig <[email protected]> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <[email protected]> * all your comments are belong to us Signed-off-by: Oliver Koenig <[email protected]> * remove github output Signed-off-by: Oliver Koenig <[email protected]> * revive more comments Signed-off-by: Oliver Koenig <[email protected]> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <[email protected]> --------- Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Pablo Garay <[email protected]> Co-authored-by: Pablo Garay <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <[email protected]> Signed-off-by: blisc <[email protected]> Co-authored-by: Jason <[email protected]> Co-authored-by: blisc <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <[email protected]> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <[email protected]> --------- Signed-off-by: Daniel Galvez <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <[email protected]> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * replaced log with raise Signed-off-by: Onur Yilmaz <[email protected]> * add converter and loader folders Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_ckpt_convert into the converter folder Signed-off-by: Onur Yilmaz <[email protected]> * move nemo_file into loader folder Signed-off-by: Onur Yilmaz <[email protected]> * reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg converter Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * continue to reorg Signed-off-by: Onur Yilmaz <[email protected]> * move nemo file back into nemo folder Signed-off-by: Onur Yilmaz <[email protected]> * renamed nemo folder to nemo_ckpt_loader Signed-off-by: Onur Yilmaz <[email protected]> * remove unused function Signed-off-by: Onur Yilmaz <[email protected]> * removed nemo file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * Remove unused imports Signed-off-by: Onur Yilmaz <[email protected]> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <[email protected]> * import csv added Signed-off-by: Onur Yilmaz <[email protected]> --------- Signed-off-by: Onur Yilmaz <[email protected]> Signed-off-by: oyilmaz-nvidia <[email protected]> Co-authored-by: oyilmaz-nvidia <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <[email protected]> --------- Signed-off-by: Rachit Garg <[email protected]> Signed-off-by: michal2409 <[email protected]> Signed-off-by: Michal Futrega <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: Rachit Garg <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <[email protected]> Co-authored-by: michal2409 <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <[email protected]> Signed-off-by: cuichenx <[email protected]> Co-authored-by: Chen Cui <[email protected]> Co-authored-by: cuichenx <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <[email protected]> Signed-off-by: dimapihtar <[email protected]> Co-authored-by: Dmytro Pykhtar <[email protected]> Co-authored-by: dimapihtar <[email protected]> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <[email protected]> * temp save 2 Signed-off-by: yaoyu-33 <[email protected]> * update code Signed-off-by: yaoyu-33 <[email protected]> * enable seq packing Signed-off-by: yaoyu-33 <[email protected]> * fix neva and clip Signed-off-by: yaoyu-33 <[email protected]> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <[email protected]> * Pipeline parallel support Signed-off-by: yaoyu-33 <[email protected]> * Update data preprocess Signed-off-by: yaoyu-33 <[email protected]> * fix few pp issues Signed-off-by: yaoyu-33 <[email protected]> * enable sequence packing w/ PP Signed-off-by: yaoyu-33 <[email protected]> * Fix cu_seqlens in inputs Signed-off-by: yaoyu-33 <[email protected]> * add assert Signed-off-by: yaoyu-33 <[email protected]> * Depend on PP to decide whether do padding Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add docstring Signed-off-by: yaoyu-33 <[email protected]> * Fix few evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Fix few PP evaluation issues Signed-off-by: yaoyu-33 <[email protected]> * Address comments Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add llama3 template Signed-off-by: yaoyu-33 <[email protected]> * address comments Signed-off-by: yaoyu-33 <[email protected]> * Fix license Signed-off-by: yaoyu-33 <[email protected]> * Fix llama3 Signed-off-by: yaoyu-33 <[email protected]> * Few fixes Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Few neva bugs Signed-off-by: yaoyu-33 <[email protected]> * llama3 inference fix Signed-off-by: yaoyu-33 <[email protected]> * Force vision encoder to run in fp32 Signed-off-by: yaoyu-33 <[email protected]> * Revert "Force vision encoder to run in fp32" This reverts commit 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Co-authored-by: Chen Cui <[email protected]> Signed-off-by: Marc Romeyn <[email protected]> * Extend multimodal/speech_llm with lhotse, t5 and bestow supports (#9169) * Fixes * Docs fix * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * Add support for custom NeMo fields in Lhotse-NeMo adapters (attach to cut.custom) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * support distributed_fused_adam Signed-off-by: zhehuaichen <[email protected]> * Add support for sharded NeMo manifest files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support megatron_amp_O2 Signed-off-by: zhehuaichen <[email protected]> * Support heterogeneous sampling rates in non tarred NeMo 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<66853113+pre-commit-ci[bot]@users.noreply.github.com> * Option to limit the number of open streams (#8095) * audio signal support in multi Signed-off-by: zhehuaichen <[email protected]> * update asr evaluator Signed-off-by: stevehuang52 <[email protected]> * fix from https://github.com/NVIDIA/NeMo/commit/fcc0f9f6ff7947c3c7fba3ed17d8ec8af6391397 and https://github.com/NVIDIA/NeMo/commit/f97c9016e6438ca4174b66bf9c3e248b28197aaa Signed-off-by: zhehuaichen <[email protected]> * transcribe fn for Canary models (#8110) * improve readability Signed-off-by: Krishna Puvvada <[email protected]> * adding context in transcribe function for ConfTransfModels Signed-off-by: Krishna Puvvada <[email protected]> * supporting relative paths in transcribe function for canary Signed-off-by: Krishna Puvvada <[email protected]> * removing cuts.sort_by_duration in __getitem__ to maintain manifest order during inference Signed-off-by: Krishna Puvvada <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Krishna Puvvada <[email protected]> Co-authored-by: Krishna Puvvada <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * update for eval Signed-off-by: stevehuang52 <[email protected]> * update for evaluation Signed-off-by: stevehuang52 <[email protected]> * fix bleu Signed-off-by: stevehuang52 <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Add missing audio_filepath validation for Canary (#8119) * Add missing audio_filepath validation for Canary * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * add default concat_sampling_probabilities Signed-off-by: zhehuaichen <[email protected]> * support lhotse dataset in speechllm Signed-off-by: zhehuaichen <[email protected]> * bypass get_iterator_k_split Signed-off-by: zhehuaichen <[email protected]> * tmp fix Signed-off-by: zhehuaichen <[email protected]> * try to use fixed batch with megatron Signed-off-by: zhehuaichen <[email protected]> * add batch logging Signed-off-by: zhehuaichen <[email protected]> * support unfrozen llm Signed-off-by: zhehuaichen <[email protected]> * Create README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * Update README.md Signed-off-by: He Huang (Steve) <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * rename Signed-off-by: stevehuang52 <[email protected]> * add llama prompt template Signed-off-by: zhehuaichen <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * support sample alpha Signed-off-by: zhehuaichen <[email 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zhehuaichen <[email protected]> * bug fix Signed-off-by: zhehuaichen <[email protected]> * fix lhotse based eval of llama canary model Signed-off-by: zhehuaichen <[email protected]> * support some overwrite for eval Signed-off-by: zhehuaichen <[email protected]> * support zero shot prompt in training Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * support cross attention based SALM Signed-off-by: zhehuaichen <[email protected]> * fix for batch train/valid of cross Signed-off-by: zhehuaichen <[email protected]> * support learnable gate and plotting Signed-off-by: zhehuaichen <[email protected]> * support using pseudo label in prompt rather than cross att Signed-off-by: zhehuaichen <[email protected]> * bug fix for perception cfg and context tokens shift Signed-off-by: zhehuaichen <[email protected]> * DentityConnectorsAdd Signed-off-by: zhehuaichen <[email protected]> * fix ckpt saving Signed-off-by: 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question in the manifest if it exists Signed-off-by: zhehuaichen <[email protected]> * support dataset weighting for non tar Signed-off-by: zhehuaichen <[email protected]> * Update SpeechLLM code (#8475) * add pleasefixme marker for potential failed nightly tests. (#7678) Signed-off-by: Xuesong Yang <[email protected]> * Add new text segmentation library for better TTS quality (#7645) * Add new text segmentation library for better TTS quality * Update zh_cn_pinyin.py added detailed instruction on how to install pkuseg. Signed-off-by: Xuesong Yang <[email protected]> * Update requirements_tts.txt remove pkuseg as the default dependency of NeMo TTS, and instead, direct users to manually install pkuseg if they really need. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer (#7767) (#7774) * Create PrecisionPlugin for megatron_ckpt_to_nemo.py trainer * Add ddp_find_unused_parameters_true for punctuation_capitalization_train_evaluate.py * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add '32-true' for precision values --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix(clustering_diarizer.py): fix typo (#7772) Signed-off-by: Jean-Louis Queguiner <[email protected]> * fix(diarization-README): typo (#7771) Signed-off-by: Jean-Louis Queguiner <[email protected]> * Fix bug wrt change decoding strategy for bpe models (#7762) (#7764) * Fix bug wrt change decoding strategy for bpe models * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Remove incorrect extra argument for load_from_checkpoint_dir() (#7500) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Add nemo to mcore GPT conversion script (#7730) * add conversion script Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove references to 'ckpt' Signed-off-by: Chen Cui <[email protected]> * add one more sanity check to make sure there is no unexpected keys in state dict Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make cpu loading work Signed-off-by: Chen Cui <[email protected]> * make script work for llama2 models Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address code check Signed-off-by: Chen Cui <[email protected]> * remove trainer precision (was for old sanity check) Signed-off-by: Chen Cui <[email protected]> * fix script for llama2 model Signed-off-by: Chen Cui <[email protected]> * remove commented code Signed-off-by: Chen Cui <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Fix bug in ConditionalInput: cat along the feature dim, not the batch dim (#7785) Signed-off-by: anferico <[email protected]> * Add some docs and update scripts for ASR (#7790) * Add some docs and update scripts Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Signed-off-by: Somshubra Majumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * set context for text memmap to fork (#7784) * set context for text memmap to fork Signed-off-by: arendu <[email protected]> * typo Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> * add training with multiple audios Signed-off-by: stevehuang52 <[email protected]> * Support flash decoding (#7744) * Add flash-decoding Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7761) * Change accelerator to 'auto' in nlp_checkpoint_port.py (#7747) * Change accelerator to auto Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in nlp_checkpoint_port.py Signed-off-by: Abhishree <[email protected]> * Pass omegaconf object to trainer in export.py Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Signed-off-by: Abhishree <[email protected]> * docs: fix typos (#7758) Signed-off-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Signed-off-by: Abhishree <[email protected]> * Snake act (#7736) Signed-off-by: Abhishree <[email protected]> * Update gpt_dataset.py (#6963) Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: shuoer86 <[email protected]> Signed-off-by: Xin Yao <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: shuoer86 <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Nithin Rao <[email protected]> Co-authored-by: Xin Yao <[email protected]> Co-authored-by: Sandeep Subramanian <[email protected]> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico <[email protected]> * Update configuration files Signed-off-by: anferico <[email protected]> * add informative comment in config files Signed-off-by: anferico <[email protected]> * sample random index for reference audio selection Signed-off-by: anferico <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: anferico <[email protected]> Co-authored-by: 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mentions of .pt to .npy Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Update Apex install command in Dockerfile (#7794) (#7804) * move core install to /workspace (#7706) * update apex install in dockerfile * use fetch head --------- Signed-off-by: Abhinav Khattar <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Abhinav Khattar <[email protected]> * fix typo Signed-off-by: stevehuang52 <[email protected]> * Nemo to HF converter for LLaMA model (#7770) * Create config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Add files via upload Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update config_llama_truncate.yaml Signed-off-by: Utkarsh <[email protected]> * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update convert_nemo_llama_to_hf.py Signed-off-by: Utkarsh <[email protected]> * clean up trainer * remove dependency on yaml config. load config from nemo file instead. * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable ckpt saving into other precision formats * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * support 70b + cleanup qkv slice logic * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix bug * move hf model folder code from comment to function and add instruction to run * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Utkarsh <[email protected]> Signed-off-by: Chen Cui <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> Co-authored-by: Chen Cui <[email protected]> * Save best NeMo model only when necessary (#7836) Signed-off-by: Ante Jukić <[email protected]> * add guard if its a distributed checkpoint (#7845) Signed-off-by: Gerald Shen <[email protected]> * Fix tn duplex (#7808) * fix duplex tn infer Signed-off-by: Evelina <[email protected]> * fix typo Signed-off-by: Evelina <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix TN docs Signed-off-by: Evelina <[email protected]> --------- Signed-off-by: Evelina <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update transformers cache on Jenkins (#7854) * update transformers cache Signed-off-by: eharper <[email protected]> * update Signed-off-by: eharper <[email protected]> * add cd Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> * Update README.rst for container update (#7844) Signed-off-by: fayejf <[email protected]> * Add support for finetuning with huggingface datasets (#7834) * add finetune with huggingface dataset Signed-off-by: stevehuang52 <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update yaml Signed-off-by: stevehuang52 <[email protected]> * update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * add extrac hf text and update Signed-off-by: stevehuang52 <[email protected]> * update and refactor Signed-off-by: stevehuang52 <[email protected]> * move dataset dependency to common Signed-off-by: stevehuang52 <[email protected]> * add docstring Signed-off-by: stevehuang52 <[email protected]> * Add to Dics Signed-off-by: Nithin Rao Koluguri <nithinraok> * add ci test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add max steps in jenkins Signed-off-by: Nithin Rao Koluguri <nithinraok> * reduce max steps Signed-off-by: Nithin Rao Koluguri <nithinraok> * jenkins test Signed-off-by: Nithin Rao Koluguri <nithinraok> * add bs=2 Signed-off-by: Nithin Rao Koluguri <nithinraok> --------- Signed-off-by: stevehuang52 <[email protected]> Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Multimodal merge (#7728) * ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support …

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (NVIDIA#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update megatron core commit Signed-off-by: eharper <[email protected]> * revert change Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jason Wang <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (NVIDIA#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * update strategy and exp_manager Signed-off-by: ericharper <[email protected]> * update model checkpoint Signed-off-by: ericharper <[email protected]> * update megatron gpt model Signed-off-by: ericharper <[email protected]> * correct var Signed-off-by: ericharper <[email protected]> * check for mcore gpt and use gpt model list Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove model prefix Signed-off-by: ericharper <[email protected]> * setup te tp groups Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * add default Signed-off-by: eharper <[email protected]> * add default Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * update sharded state dict for interleaved Signed-off-by: eharper <[email protected]> * update load for interleaved Signed-off-by: eharper <[email protected]> * check sharded state dict is nonempty Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert comment Signed-off-by: eharper <[email protected]> * inject before checking legacy ckpt Signed-off-by: eharper <[email protected]> * revert Signed-off-by: eharper <[email protected]> * pop arg for now Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert jenkins change Signed-off-by: eharper <[email protected]> * remove device state_dict Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * reduce batch size for max steps Signed-off-by: eharper <[email protected]> * update megatron core commit Signed-off-by: eharper <[email protected]> * Integrate dist ckpt with new DistOpt state dict v2 (NVIDIA#7281) * Integrate new DistOpt state dict * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Change optimizer fp32_param key --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * update apex commit Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Jason Wang <[email protected]> Co-authored-by: mikolajblaz <[email protected]>

* start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com 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<[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (NVIDIA#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper 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hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (NVIDIA#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (NVIDIA#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (NVIDIA#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (NVIDIA#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to 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<[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (NVIDIA#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]>

* ControlNet TRT export * Final MR before release * SD2 update * Fixed export issue * Fix for instruct p2p and reformat * Fix SD export issue * Add nemo clip export for DB * Fix ins pix2pix * fix sd2 config * [Mingyuan Ma] BF16 and SD conversion script * [Imagen] NHWC Feature * Fix .nemo loading issue for NeMo CLIP in SD * NeMo r1.20.0 Multimodal Merge * fix the inductor issue in inference * Fix inductor loading .nemo issue * Add Neva Model Support * Imagen Optimizations * Neva inference code * NeMo TOT 1.21 to Internal/main * Update neva_inference.yaml * REBASING for latest code changes * Update internal/main to main tot * Parallel DDIM implementation * 1. Fixing indentation bug. (#7352) Signed-off-by: Micha Livne <[email protected]> * NeMo MCore llama2 support + MCore PEFT adapters (#7299) * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove imports Signed-off-by: ericharper <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * mcore llama2 ckpt conversion & small fix Signed-off-by: jasonwan <[email protected]> * Add inference & sft config by Hongbin Co-authored-by: Hongbin Liu <[email protected]> Signed-off-by: jasonwan <[email protected]> * fix config Signed-off-by: jasonwan <[email protected]> * add inference param. update TP/PP script to support mcore gpt Signed-off-by: jasonwan <[email protected]> * p-tuning Signed-off-by: jasonwan <[email protected]> * modify ckpt conversion script (adding model cast) Signed-off-by: jasonwan <[email protected]> * ckpt conversion use relative path for config Signed-off-by: jasonwan <[email protected]> * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * set vp size to none if it is 1 Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add TransformerConfig Signed-off-by: ericharper <[email protected]> * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * add todo Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove import Signed-off-by: ericharper <[email protected]> * small clean up Signed-off-by: ericharper <[email protected]> * update hidden size in peft base model, add mcore commit to jenkins Signed-off-by: ericharper <[email protected]> * update module args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add config obj to flash attention tests Signed-off-by: ericharper <[email protected]> * remove args Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove sequence parallel arg Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * add config to test Signed-off-by: ericharper <[email protected]> * get hidden_size from config Signed-off-by: ericharper <[email protected]> * add try except Signed-off-by: ericharper <[email protected]> * use default Signed-off-by: ericharper <[email protected]> * update config with hidden size Signed-off-by: ericharper <[email protected]> * remove arg Signed-off-by: ericharper <[email protected]> * comment out jenkins test Signed-off-by: ericharper <[email protected]> * revert import Signed-off-by: ericharper <[email protected]> * remove optimizer_idx Signed-off-by: eharper <[email protected]> * prefetch num microbatches Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <[email protected]> * set model parallel config Signed-off-by: ericharper <[email protected]> * use model parallel config object Signed-off-by: ericharper <[email protected]> * update args Signed-off-by: ericharper <[email protected]> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <[email protected]> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <[email protected]> * revert to model parallel config Signed-off-by: ericharper <[email protected]> * add hidden_size to model_parallel_config Signed-off-by: ericharper <[email protected]> * remove imports Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <[email protected]> * add config to self Signed-off-by: ericharper <[email protected]> * build transformer config Signed-off-by: ericharper <[email protected]> * add model to provider func Signed-off-by: ericharper <[email protected]> * update forward and float16 wrapper Signed-off-by: ericharper <[email protected]> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <[email protected]> * set virtual rank Signed-off-by: ericharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <[email protected]> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> * revert Signed-off-by: ericharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <[email protected]> * update for dist adam Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <[email protected]> * ptl2.0 patch for llama config Signed-off-by: jasonwan <[email protected]> * add plugins to trainer in scripts Signed-off-by: jasonwan <[email protected]> * fix activation checkpointing mcore Signed-off-by: jasonwan <[email protected]> * fix variable names Signed-off-by: jasonwan <[email protected]> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <[email protected]> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <[email protected]> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <[email protected]> * small fix for lora and ptuning Signed-off-by: jasonwan <[email protected]> * support layerwise peft Signed-off-by: jasonwan <[email protected]> * support multiple target layers Signed-off-by: jasonwan <[email protected]> * support lora GQA Signed-off-by: jasonwan <[email protected]> * support amp O2 Signed-off-by: jasonwan <[email protected]> * revert & more O2 fix Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <[email protected]> * support lora weight tying Signed-off-by: jasonwan <[email protected]> * add copyright header Signed-off-by: jasonwan <[email protected]> * rollback ptuning name change. full string match mcore target Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * remove comment Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * clean up config Signed-off-by: jasonwan <[email protected]> * Sync llama branch (#7297) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * change layer names for SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug in SFT Signed-off-by: Hongbin Liu <[email protected]> * fix bug: cpu initialization is not really enabled Signed-off-by: Hongbin Liu <[email protected]> * add use_cpu_initialization to TransformerConfig Signed-off-by: Hongbin Liu <[email protected]> * fix bug: wrong config path when using relative cjpt path Signed-off-by: Hongbin Liu <[email protected]> * revert mcore config change Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * clean up ckpt conversion script Signed-off-by: jasonwan <[email protected]> * rollback git merge errors Signed-off-by: jasonwan <[email protected]> * update mcore, add check for mcore+te Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * formatting Signed-off-by: jasonwan <[email protected]> * make sft test dataset optional. fix indentation in config Signed-off-by: jasonwan <[email protected]> * one more fix for optional test set Signed-off-by: jasonwan <[email protected]> * support merging lora weights in mcore Signed-off-by: jasonwan <[email protected]> * update mcore for cpu init Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion for code llama Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add seq_len_interpolation_factor support for long-context llama ckpts (#7312) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <[email protected]> * add seq_len_interpolation_factor Signed-off-by: Hongbin Liu <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: jasonwan <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * fix old ptuning model, update mcore to support seq_len_interpolation_factor Signed-off-by: jasonwan <[email protected]> * support fused layernorm linear, fix ptuning O2 Signed-off-by: jasonwan <[email protected]> * drop loss mask for mcore for now Signed-off-by: jasonwan <[email protected]> * disable dist ckpt in peft Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix loading non dist ckpt Signed-off-by: jasonwan <[email protected]> * add ckpt conversion to CI Signed-off-by: jasonwan <[email protected]> * update CI Signed-off-by: jasonwan <[email protected]> * mcore_mixin docstring Signed-off-by: jasonwan <[email protected]> * minor change in mcore peft error message Signed-off-by: jasonwan <[email protected]> * fix amp o2 in lora weight tying Signed-off-by: jasonwan <[email protected]> * correct mcore fp8 config Signed-off-by: jasonwan <[email protected]> * add TE installation Signed-off-by: jasonwan <[email protected]> * support mcore adapter tuning Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * comment out new CI test. rollback docker image Signed-off-by: jasonwan <[email protected]> * ignore FA tests, try new CI on 23.08 Signed-off-by: jasonwan <[email protected]> * mark new CI as L2, put to beginning to test Signed-off-by: jasonwan <[email protected]> * minor fix for prompt learning Signed-off-by: jasonwan <[email protected]> * rollback to 23.06. comment out CI Signed-off-by: jasonwan <[email protected]> * minor fix ckpt conversion script Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor rollback gpt model change Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: ericharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Signed-off-by: eharper <[email protected]> Signed-off-by: Hongbin Liu <[email protected]> Signed-off-by: Jason Wang <[email protected]> Co-authored-by: ericharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: eharper <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> Co-authored-by: Kelvin Liu <[email protected]> * Hiddens modules documentation (#7303) * 1. Changed hiddens transformations module from `transformations` to `hiddens`. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * 1. Finished doc. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> * 1. Debugging. Signed-off-by: Micha Livne <[email protected]> --------- Signed-off-by: Micha Livne <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Support for flash attention 2.0 (#7063) * Add flash attn 2 Signed-off-by: MaximumEntropy <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add FA2 feature Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove debugging Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: MaximumEntropy <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Oleksii Kuchaiev <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * lora merge fix for O2 names (#7325) * wip Signed-off-by: arendu <[email protected]> * adjust key names based on O2 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * minor Signed-off-by: arendu <[email protected]> --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * multiple fields can form a context (#7147) * list of context fields and flexible prompt template Signed-off-by: arendu <[email protected]> * list of fields for context Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add multiple truncation fields and middle truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Compatible to old ckpt Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix tokenize detokenize issue Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove detokenization, add truncation augmentation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Resolve comments Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove unused import Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * revert eos Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Add tokenizer space_sensitive attribute Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix error Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Fix erorr and use re Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Change assert logic Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Follow adi suggestion Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove merge function Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add example and comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove context_key and add comment Signed-off-by: Cheng-Ping Hsieh <[email protected]> * Remove random truncation Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix template none Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: arendu <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Load buffers in checkpoint (#7357) Signed-off-by: Jason Wang <[email protected]> * Add migration guide for lightning 2.0 upgrade (#7360) * Add lightning 2.0 migration guide in NeMo docs Signed-off-by: Abhishree <[email protected]> * Add remaining guide for lightning 2.0 upgrade Signed-off-by: Abhishree <[email protected]> * Remove line spill over and continue in next line Signed-off-by: Abhishree <[email protected]> * Add missing dataloader_iter in the guide Signed-off-by: Abhishree <[email protected]> * Fix minor typo Signed-off-by: Abhishree <[email protected]> --------- Signed-off-by: Abhishree <[email protected]> * adding bias_dropout_add_fusion option for BERT (#7332) Signed-off-by: Alexander Jipa <[email protected]> Co-authored-by: Alexander Jipa <[email protected]> * [TTS] Change audio codec token type to TokenIndex (#7356) Signed-off-by: Ryan <[email protected]> * enable selective unfreeze (#7326) * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * wip Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * avoid PTL method conflicts Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix typos (#7361) * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typos Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> * fix typo Signed-off-by: omahs <[email protected]> --------- Signed-off-by: omahs <[email protected]> * pin numba=0.57.1 to fix reinstall.sh error (#7366) Signed-off-by: Xuesong Yang <[email protected]> * Update new conversion script for converting safetensors. * Upgrade pytorch container to 23.08 (#7353) * upgrade pytorch container Signed-off-by: eharper <[email protected]> * use mcore Signed-off-by: eharper <[email protected]> * revert test change Signed-off-by: eharper <[email protected]> * pleasefixme Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for ampere Signed-off-by: eharper <[email protected]> * comment test temporarily Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * enable fp32 optimizer for output_layer in mcore (#7355) Signed-off-by: lhb8125 <[email protected]> * revert comment (#7368) Signed-off-by: eharper <[email protected]> * Update to core 23.08 branch ToT (#7371) Signed-off-by: Abhinav Khattar <[email protected]> * upper bounding ptl (#7370) Signed-off-by: eharper <[email protected]> * fix pipeline parallel inference (#7367) * fix pp inference Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix for peft tied weights (#7372) Signed-off-by: arendu <[email protected]> * fixed trainer.strategy=auto from None. (#7369) Signed-off-by: Xuesong Yang <[email protected]> * add O2 option in gpt eval (#7358) * add O2 option in eval Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add doc for O2 config Signed-off-by: jasonwan <[email protected]> * add to llama inference config Signed-off-by: jasonwan <[email protected]> --------- Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * Move model precision copy (#7336) * move cfg precision set to megatron base model Signed-off-by: Maanu Grover <[email protected]> * remove copy from other models Signed-off-by: Maanu Grover <[email protected]> * modify attribute not arg Signed-off-by: Maanu Grover <[email protected]> * fix gpt model test for ptl 2.0 Signed-off-by: Maanu Grover <[email protected]> * rename function and add docstring Signed-off-by: Maanu Grover <[email protected]> * replace precision to dtype conditionals with func call Signed-off-by: Maanu Grover <[email protected]> * unnecessary function and cfg reset Signed-off-by: Maanu Grover <[email protected]> * set default value Signed-off-by: Maanu Grover <[email protected]> * fix precision lookup in a few more places Signed-off-by: Maanu Grover <[email protected]> * rename mapping function Signed-off-by: Maanu Grover <[email protected]> * ununsed import Signed-off-by: Maanu Grover <[email protected]> * save torch datatype to model Signed-off-by: Maanu Grover <[email protected]> * set weights precision wrt amp o2 Signed-off-by: Maanu Grover <[email protected]> * Revert "set weights precision wrt amp o2" This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c. Signed-off-by: Maanu Grover <[email protected]> * revert half precision at inference attempt Signed-off-by: Maanu Grover <[email protected]> * move autocast dtype to base model Signed-off-by: Maanu Grover <[email protected]> * move params dtype to base model, enable fp16 O2 inf Signed-off-by: Maanu Grover <[email protected]> * unused imports Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Fix PEFT checkpoint loading (#7388) * Fix PEFT checkpoint loading Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Use distributed optimizer support for multiple dtypes (#7359) * Update distopt wrapper with multiple dtype support Remove manual handling of separate FP32 optimizer. Signed-off-by: Tim Moon <[email protected]> * Use distopt support for contiguous buffers with multiple dtypes Signed-off-by: Tim Moon <[email protected]> * Fix typo Signed-off-by: Tim Moon <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Separate distopt buckets for first GPT layer and non-overlapped params Signed-off-by: Tim Moon <[email protected]> * Add distopt logic for int dtypes Signed-off-by: Tim Moon <[email protected]> * Update Apex commit Signed-off-by: Tim Moon <[email protected]> * Remove unused variables Signed-off-by: Tim Moon <[email protected]> * Update Apex commit in README and Jenkensfile Signed-off-by: Tim Moon <[email protected]> * Debug Dockerfile and Jenkinsfile Signed-off-by: Tim Moon <[email protected]> --------- Signed-off-by: Tim Moon <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <[email protected]> * minor fix for llama ckpt conversion script (#7387) * minor fix for llama ckpt conversion script Signed-off-by: Jason Wang <[email protected]> * Update Jenkinsfile Signed-off-by: Jason Wang <[email protected]> * remove fast_swiglu configuration Signed-off-by: Jason Wang <[email protected]> --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix wrong calling of librosa.get_duration() in notebook (#7376) Signed-off-by: Robin Dong <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * [PATCH] PEFT import mcore (#7393) * [PATCH] PEFT import mcore Signed-off-by: Jason Wang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jason Wang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Added a callback for logging initial data (#7384) Signed-off-by: Ante Jukić <[email protected]> * Update Core Commit (#7402) * Update Core Commit Signed-off-by: Abhinav Khattar <[email protected]> * update commit Signed-off-by: Abhinav Khattar <[email protected]> --------- Signed-off-by: Abhinav Khattar <[email protected]> * Use cfg attribute in bert (#7394) * use cfg attribute instead of arg Signed-off-by: Maanu Grover <[email protected]> * use torch_dtype in place of cfg.precision Signed-off-by: Maanu Grover <[email protected]> * move precision copy before super constructor Signed-off-by: Maanu Grover <[email protected]> * use trainer arg Signed-off-by: Maanu Grover <[email protected]> --------- Signed-off-by: Maanu Grover <[email protected]> * Add support for bias conversion in Swiglu models (#7386) * Add support for bias conversion in Swiglu models Signed-off-by: smajumdar <[email protected]> * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support for auto extracting tokenizer model Signed-off-by: smajumdar <[email protected]> * Fix issue with missing tokenizer Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * Refactor Signed-off-by: smajumdar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: smajumdar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Update save_to and restore_from for dist checkpointing (#7343) * add dist ckpt to save to, in progress Signed-off-by: eharper <[email protected]> * move dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean up Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update restore from, need to figure out how to initialize distributed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * launch distrib if needed when restoring dist ckpt Signed-off-by: eharper <[email protected]> * when using mcore we can change tp pp on the fly Signed-off-by: eharper <[email protected]> * add load_from_checkpoint support for dist ckpt Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update llama convert script to save dist .nemo Signed-off-by: eharper <[email protected]> * fix load dist ckpt Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup TE TP groups if needed Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * setup te tp groups if needed Signed-off-by: eharper <[email protected]> * remove import Signed-off-by: eharper <[email protected]> --------- Signed-off-by: eharper <[email protected]> Signed-off-by: jasonwan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: jasonwan <[email protected]> * fix forward for with mcore=false (#7403) Signed-off-by: Jimmy Zhang <[email protected]> Co-authored-by: Jimmy Zhang <[email protected]> * Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374) * Add CustomProgressBar class to exp_manager and trainer callbacks Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the progress bar to reflect total microbatch cnt Signed-off-by: Abhishree <[email protected]> * Modify CustomProgressBar class 1) Modify CustomProgressBar class to update progress bar per global_step instead of per microbatch 2) Add the callback to other megatron training/finetuning files that are not using MegatronTrainerBuilder Signed-off-by: Abhishree <[email protected]> * Add CustomProgressBar callback to tuning files Signed-off-by: Abhishree <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Set Activation Checkpointing Defaults (#7404) * Set Activation Checkpointing Defaults Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * check for None Signed-off-by: Abhinav Khattar <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhinav Khattar <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * make loss mask default to false (#7407) Signed-off-by: eharper <[email protected]> * Add dummy userbuffer config files (#7408) Signed-off-by: Sangkug Lym <[email protected]> * add missing ubconf files (#7412) Signed-off-by: Abhinav Khattar <[email protected]> * New tutorial on Speech Data Explorer (#7405) * Added Google Colab based tutorial on Speech Data Explorer Signed-off-by: George Zelenfroynd <[email protected]> * Update ptl training ckpt conversion script to work with dist ckpt (#7416) * update ptl convert script Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * don't break legacy Signed-off-by: eharper <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: eharper <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Allow disabling sanity checking when num_sanity_val_steps=0 (#7413) * Allow disabling sanity checking when num_sanity_val_steps=0 Signed-off-by: Abhishree <[email protected]> * Update num_sanity_val_steps to be a multiple of num_microbatches Signed-off-by: Abhishree Thittenamane <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Abhishree <[email protected]> Signed-off-by: Abhishree Thittenamane <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add comprehensive error messages (#7261) Signed-off-by: Anton Peganov <[email protected]> * check NEMO_PATH (#7418) Signed-off-by: Nikolay Karpov <[email protected]> * layer selection for ia3 (#7417) * layer selection for ia3 Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix missing pip package 'einops' (#7397) Signed-off-by: Robin Dong <[email protected]> * Fix failure of pyaudio in Google Colab (#7396) Signed-off-by: Robin Dong <[email protected]> * Update README.md: output_path --> output_manifest_filepath (#7442) Signed-off-by: Samuele Cornell <[email protected]> * Updating FlashAttention API to match FlashAttentionV2 * Multiple fixes for mm * Fix CI inductor issue and update to torch compile * Remove suppress error * Fix when conversion config uses fp16 and it complains about precision plugin * Fixing FAv2 API usage * Initial release of content filtering model * Added synthetic dataloader for precached and online mode * Mingyuanm/dreambooth opt * Add llama2 support in neva training * Fix sampler length * Fix all precision issues in nemo multimodal * Add rope dynamic linear scaling (#7437) * Add dynamic linear scaling Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix bug Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yang Zhang <[email protected]> * Fix None dataloader issue in PTL2.0 (#7455) * Fix None dataloader issue in PTL2.0 Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * updating values of self._validation_dl and self._test_dl as well Signed-off-by: KunalDhawan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [ASR] Confidence measure -> method renames (#7434) * measure -> method Signed-off-by: Aleksandr Laptev <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Aleksandr Laptev <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add steps for document of getting dataset 'SF Bilingual Speech' (#7378) * Add steps for document of getting dataset 'SF Bilingual Speech' Signed-off-by: Robin Dong <[email protected]> * Update datasets.rst added a link from a tutorial demonstrating detailed data prep steps. Signed-off-by: Xuesong Yang <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * RNN-T confidence and alignment bugfix (#7381) * new frame_confidence and alignments lists are now always created after the while loop Signed-off-by: Aleksandr Laptev <[email protected]> * tests added Signed-off-by: Aleksandr Laptev <[email protected]> --------- Signed-off-by: Aleksandr Laptev <[email protected]> * Fix resume from checkpoint in exp_manager (#7424) (#7426) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> Co-authored-by: Eric Harper <[email protected]> * Fix checking of cuda/cpu device for inputs of Decoder (#7444) * Fix checking of cuda/cpu device for inputs of Decoder Signed-off-by: Robin Dong <[email protected]> * Update tacotron2.py Signed-off-by: Jason <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Jason <[email protected]> Co-authored-by: Jason <[email protected]> * Fix failure of ljspeech's get_data.py (#7430) * Fix failure of ljspeech's get_data.py Signed-off-by: Robin Dong <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Robin Dong <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [TTS] Fix audio codec type checks (#7373) * [TTS] Fix audio codec type checks Signed-off-by: Ryan <[email protected]> * [TTS] Fix audio codec tests Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * [TTS] Add dataset to path of logged artifacts (#7462) * [TTS] Add dataset to path of logged artifacts Signed-off-by: Ryan <[email protected]> * [TTS] Revert axis name back to Audio Frames Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Fix sft dataset truncation (#7464) * Add fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix Signed-off-by: Cheng-Ping Hsieh <[email protected]> --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330) * striding_conv1d_k5 and dw_striding_conv1d_k5 subsampling Signed-off-by: mburchi <[email protected]> * transpose conv1d inputs Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: mburchi <[email protected]> * Update subsampling.py change striding_conv1d_k5 to striding_conv1d Signed-off-by: Maxime Burchi <[email protected]> * cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * video manifest Signed-off-by: mburchi <[email protected]> * add collection classes Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add test_step_outputs Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * correct manifest bug when having only audio or only videos Signed-off-by: mburchi <[email protected]> * clean references Signed-off-by: mburchi <[email protected]> * freeze unfreeze transcribe cv models Signed-off-by: mburchi <[email protected]> * correct manifest get_full_path bug Signed-off-by: mburchi <[email protected]> * update for PR Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * guard torchvision Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * _video_speech_collate_fn in cv/data/video_to_text.py Signed-off-by: mburchi <[email protected]> * add self.out = None to asr subsampling Signed-off-by: mburchi <[email protected]> * Update nemo/collections/cv/data/video_to_text_dataset.py Co-authored-by: Igor Gitman <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> * cv -> multimodal/speech_cv branch Signed-off-by: mburchi <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: mburchi <[email protected]> Signed-off-by: Maxime Burchi <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Igor Gitman <[email protected]> * HF StarCoder to NeMo conversion script (#7421) * Script to convert HF StarCoder checkpoint to NeMo Signed-off-by: Jan Lasek <[email protected]> * StarCoder conversion test Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Jan Lasek <[email protected]> * Fix test Signed-off-by: Jan Lasek <[email protected]> * Catch up with save_to changes Signed-off-by: Jan Lasek <[email protected]> * Don't abbreviate args for clarity Signed-off-by: Jan Lasek <[email protected]> * Configurable precision: BF16 vs FP32 Signed-off-by: Jan Lasek <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Jan Lasek <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * fix bug when loading dist ckpt in peft (#7452) Signed-off-by: Hongbin Liu <[email protected]> Co-authored-by: Hongbin Liu <[email protected]> * Fix adding positional embeddings in-place in transformer module (#7440) Signed-off-by: Tamerlan Tabolov <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix (#7478) Signed-off-by: Cheng-Ping Hsieh <[email protected]> * add sleep (#7498) (#7499) * add sleep * add sleep onto config instead * add comment --------- Signed-off-by: Gerald Shen <[email protected]> Co-authored-by: Gerald Shen <[email protected]> * Fix exp manager check for sleep (#7503) (#7504) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * bugfix: trainer.accelerator=auto from None. (#7492) (#7493) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * [doc] fix broken link (#7481) Signed-off-by: Stas Bekman <[email protected]> * [TTS] Read audio as int32 to avoid flac read errors (#7477) * [TTS] Read audio as int32 to avoid flac read errors Signed-off-by: Ryan <[email protected]> * [TTS] Add comment about read failures Signed-off-by: Ryan <[email protected]> --------- Signed-off-by: Ryan <[email protected]> * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS (#7409) * Add dataset 'AISHELL-3' from OpenSLR for training mandarin TTS * Train 'AISHELL-3' dataset with multi-speakers Signed-off-by: Robin Dong <[email protected]> * Update get_data.py update copyright header Signed-off-by: Xuesong Yang <[email protected]> * Update get_data.py added a disclaimer Signed-off-by: Xuesong Yang <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add new configuration file for AISHELL3 with multispeaker of fastpitch Signed-off-by: Robin Dong <[email protected]> --------- Signed-off-by: Robin Dong <[email protected]> Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Xuesong Yang <[email protected]> * dllogger - log on rank 0 only (#7513) Signed-off-by: Stas Bekman <[email protected]> * Fix TTS FastPitch tutorial (#7494) (#7516) * Fix --------- Signed-off-by: Cheng-Ping Hsieh <[email protected]> Co-authored-by: Cheng-Ping Hsieh <[email protected]> * Fix get_dist() tensor dimension (#7506) (#7515) Signed-off-by: Jocelyn Huang <[email protected]> Co-authored-by: Jocelyn <[email protected]> * bugfix: specify trainer.strategy=auto when devices=1 (#7509) (#7512) Signed-off-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> Co-authored-by: Xuesong Yang <[email protected]> * fix (#7511) Signed-off-by: Abhinav Khattar <[email protected]> * [TTS] Fix FastPitch data prep tutorial (#7524) Signed-off-by: Ryan <[email protected]> * add italian tokenization (#7486) * add italian tokenization Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add more ipa lexicon it Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix error deletion Signed-off-by: GiacomoLeoneMaria <[email protected]> * add test Signed-off-by: GiacomoLeoneMaria <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: GiacomoLeoneMaria <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Replace None strategy with auto in tutorial notebooks (#7521) (#7527) Signed-off-by: Abhishree <[email protected]> Co-authored-by: Abhishree Thittenamane <[email protected]> * unpin setuptools (#7534) (#7535) Signed-off-by: fayejf <[email protected]> Co-authored-by: fayejf <[email protected]> * remove auto generated examples (#7510) * explicitly remove autogenerated examples for data parallel evaluation Signed-off-by: arendu <[email protected]> * mark autogenrated and remove it for test Signed-off-by: arendu <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: arendu <[email protected]> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Add the `strategy` argument to `MegatronGPTModel.generate()` (#7264) It is passed as an explicit argument rather than through `**strategy_args` so as to ensure someone cannot accidentally pass other arguments that would end up being ignored. It is a keyword-only argument to ensure that if in the future we want to update the signature to `**strategy_args`, we can do it without breaking code. Signed-off-by: Olivier Delalleau <[email protected]> * Fix PTL2.0 related ASR bugs in r1.21.0: Val metrics logging, None dataloader issue (#7531) (#7533) * fix none dataloader issue ptl2 * ptl2.0 logging fixes for rnnt_models --------- Signed-off-by: KunalDhawan <[email protected]> Co-authored-by: Kunal Dhawan <[email protected]> Co-authored-by: Nithin Rao <[email protected]> * gpus -> devices (#7542) (#7545) Signed-off-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: Nithin Rao <[email protected]> * Update FFMPEG version to fix issue with torchaudio (#7551) (#7553) Signed-off-by: smajumdar <[email protected]> Co-authored-by: Somshubra Majumdar <[email protected]> * PEFT GPT & T5 Refactor (#7308) * initial implementation of add_adapters API * correct type hint * Add config in add_adapters for save and load (@author bobchen) * Remove AdapterConfig to avoid import error * Add AdaterConfig back and move adaptermixin to sft model * Add NLPSaveRestoreConnector as default in NLPModel.restore_from * Add restore_from_nemo_with_adapter and test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rename t5 file and classes to be consistent with GPT * add t5 sft dataset * add support for single-file format with T5SFTDataset * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Various small changes to make T5 SFT work like GPT SFT * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add adapter evaluation test script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add MultiAdaterConfig for ia3 and fix builder issue * Make ptuning for T5SFTModel work using mixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add IA3_Adapter for AdapterName * Add adapter name for ptuning and attention adapter * Make test script GPT/T5 agnostic * Add layer selection feature * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Integrate adapter name and config * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update gpt peft tuning script to new API * add t5 peft tuning script with new API * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix IA3 layer selection issue * Override state_dict on SFT model instead of mixin * Add load adapter by adapter config * move peft config map away from example script * auto get config from nemo adapter * Move PEFTConfig to new file * fix ckpt save/load for t5 * name change: add_adapters -> add_adapter * variable name change * update t5 script * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix t5 issues * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add weight tying * update gpt tuning script * PEFT-API proposal * Fix according to comments * update tuning scripts * move merge_cfg_with to mixin class since it applies to both gpt and t5 and requires the model class for restore * Add mcore_gpt support for NLPAdapterMixin * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix typo * variable name change to distinguish "peft" and "adapter" * override `load_adapters` to support `add_adapter` name change * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update tuning and eval script for adapter save/load * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add Ptuning on first stage only * add lora tutorial for review * Fix layer selection for mcore * add landing page * fix resume training Signed-off-by: jasonwan <[email protected]> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add mcore condition in sharded_state_dict to make sft work * Update lora_tutorial.md First edit of this file for PEFT documentation for NeMO Signed-off-by: hkelly33 <[email protected]> * rename Adapter to AttentionAdapter to avoid confusion in doc * Change load_adapters to load .nemo * add quick start guide * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add load_adapters with .ckpt * Remove setup_complete changes in load_adapters * update landing page * remove typo * Updated quick_start.md per Chen Cui Signed-off-by: hkelly33 <[email protected]> * Add inference config merger and tutorial * Add doc string for NLPAdapterModelMixin and deprecated warning on MegatronGPTPEFTModel * add suppor…

blahBlahhhJ added 2 commits July 21, 2023 16:02

Add GQA config in gpt config file

b60128b

Signed-off-by: jasonwan <[email protected]>

Verify mcore is enabled when using GQA

f236d9a

Signed-off-by: jasonwan <[email protected]>

blahBlahhhJ requested a review from ericharper July 21, 2023 23:17

github-actions bot added the NLP label Jul 21, 2023

blahBlahhhJ self-assigned this Jul 21, 2023

ericharper approved these changes Jul 21, 2023

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ericharper merged commit 002829b into mcore_gpt_model Jul 21, 2023

ericharper deleted the jasonwan/mcore_gpt_gqa branch July 21, 2023 23:32

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Add GQA config to megatron gpt model #7096

Add GQA config to megatron gpt model #7096

blahBlahhhJ commented Jul 21, 2023 •

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Add GQA config to megatron gpt model #7096

Add GQA config to megatron gpt model #7096

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blahBlahhhJ commented Jul 21, 2023 • edited Loading

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blahBlahhhJ commented Jul 21, 2023 •

edited

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