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[Profile] Add pytorch profiler (#1604) #8

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[Profile] Add pytorch profiler (#1604)

[Profile] Add pytorch profiler (#1604) #8

Workflow file for this run

.github/workflows/pr-test.yml at c5325ab
name: PR Test
on:
push:
branches: [ main ]
paths:
- "python/sglang/**"
- "test/**"
pull_request:
branches: [ main ]
paths:
- "python/sglang/**"
- "test/**"
workflow_dispatch:
concurrency:
group: pr-test-${{ github.ref }}
cancel-in-progress: true
jobs:
unit-test-frontend:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[dev]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Run test
timeout-minutes: 20
run: |
cd test/lang
python3 run_suite.py --suite minimal
unit-test-backend-part-1:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[dev]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Run test
timeout-minutes: 20
run: |
cd test/srt
python3 run_suite.py --suite minimal --range-begin 0 --range-end 7
unit-test-backend-part-2:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[dev]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Run test
timeout-minutes: 20
run: |
cd test/srt
python3 run_suite.py --suite minimal --range-begin 7 --range-end 14
unit-test-backend-part-3:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[dev]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Run test
timeout-minutes: 20
run: |
cd test/srt
python3 run_suite.py --suite minimal --range-begin 14
performance-test-1-gpu-part-1:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[all]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Benchmark Single Latency
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_latency.TestBenchLatency.test_default
- name: Benchmark Online Latency
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_online_latency_default
- name: Benchmark Offline Throughput
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_default
- name: Benchmark Offline Throughput (Non-streaming, small batch size)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_non_stream_small_batch_size
performance-test-1-gpu-part-2:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[all]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Benchmark Offline Throughput (w/o RadixAttention)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_without_radix_cache
- name: Benchmark Offline Throughput (w/ Triton)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_with_triton_attention_backend
- name: Benchmark Offline Throughput (w/ FP8)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_default_fp8
performance-test-2-gpu:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 2-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[all]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
- name: Benchmark Offline Throughput (TP=2)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_default
- name: Benchmark Offline Throughput (w/o RadixAttention) (TP=2)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_without_radix_cache
- name: Benchmark Single Latency (TP=2)
timeout-minutes: 10
run: |
cd test/srt
python3 -m unittest test_bench_latency.TestBenchLatency.test_moe_default
accuracy-test-1-gpu:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[all]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
git clone https://github.com/merrymercy/human-eval.git
cd human-eval
pip install -e .
- name: Evaluate Accuracy
timeout-minutes: 20
run: |
cd test/srt
python3 test_eval_accuracy_large.py
accuracy-test-2-gpu:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 2-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
pip install --upgrade pip
pip install -e "python[all]"
pip install transformers==4.44
pip install flashinfer -i https://flashinfer.ai/whl/cu121/torch2.4/ --force-reinstall
git clone https://github.com/merrymercy/human-eval.git
cd human-eval
pip install -e .
- name: Evaluate Accuracy (TP=2)
timeout-minutes: 20
run: |
cd test/srt
python3 test_moe_eval_accuracy_large.py
- name: Evaluate MLA Accuracy (TP=2)
timeout-minutes: 10
run: |
cd test/srt
python3 test_mla.py
python3 test_mla_fp8.py
# Temporarily disabled
#- name: Evaluate Data Parallelism Accuracy (TP=2)
# timeout-minutes: 10
# run: |
# cd test/srt
# python3 test_data_parallelism.py
finish:
needs: [
unit-test-frontend, unit-test-backend-part-1, unit-test-backend-part-2, unit-test-backend-part-3,
performance-test-1-gpu-part-1, performance-test-1-gpu-part-2, performance-test-2-gpu,
accuracy-test-1-gpu, accuracy-test-2-gpu
]
runs-on: ubuntu-latest
steps:
- name: Finish
run: echo "This is an empty step to ensure that all jobs are completed."