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Feature extraction fails with [E video_decoder.cc:151] Insufficient data to determine video format #110

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R2D2oid opened this issue May 7, 2020 · 5 comments
Open

Feature extraction fails with [E video_decoder.cc:151] Insufficient data to determine video format #110

R2D2oid opened this issue May 7, 2020 · 5 comments
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modules:c2

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@R2D2oid
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R2D2oid commented May 7, 2020 •
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I'm using a pre-trained C3D model from here to extract feature for a single video clip but it fails with the following error:
[E video_decoder.cc:151] Insufficient data to determine video format

I have noted the suggestions from this issue and picked a large video with 7051 frames.
Logically my video len should pass the condition from this line
so I think there may be an issue with how I prepare my csv file for lmdb creation. Here is what my csv file looks like:

csv file

org_video,label,start_frm,video_id
/path/to/my/video/v_P3vu94B0KGY.mp4,0,1,0
/path/to/my/video/v_P3vu94B0KGY.mp4,0,17,1
/path/to/my/video/v_P3vu94B0KGY.mp4,0,33,2
/path/to/my/video/v_P3vu94B0KGY.mp4,0,49,3
/path/to/my/video/v_P3vu94B0KGY.mp4,0,65,4
/path/to/my/video/v_P3vu94B0KGY.mp4,0,81,5
...
/path/to/my/video/v_P3vu94B0KGY.mp4,0,1537,96
/path/to/my/video/v_P3vu94B0KGY.mp4,0,1553,97
/path/to/my/video/v_P3vu94B0KGY.mp4,0,1569,98
/path/to/my/video/v_P3vu94B0KGY.mp4,0,1585,99

I have also tried starting the video_id from 0 and from 1 but both return the same error.
I'd appreciate if you can provide any insights on what what may be causing this.

create_video_db command

Here is the command I used to create lmdb for my video:
python3 data/create_video_db.py \
--list_file=/path/to/artifacts/v_P3vu94B0KGY.csv
--output_file=/path/to/artifacts/my_lmdb_data \
--use_list=1 \
--use_video_id=1 \
--use_start_frame=1

Feature Extraction command

and this is my feature extraction command:
python3 tools/extract_features.py \
--test_data=/path/to/artifacts/my_lmdb_data \
--model_name=r2plus1d \
--model_depth=152 \
--batch_size=4 \
--load_model_path=/path/to/VMZ/pretrained_models/r2plus1d_152_ft_kinetics_from_sports1m_f128957437.pkl \
--output_path=/path/to/artifacts/my_features.pkl \
--features=softmax,final_avg,video_id \
--sanity_check=0 \
--use_local_file=1 \
--num_labels=400 \
--num_gpus=1 \
--use_cudnn=0 &> error.log

Environment

  • Ubuntu 18.04.4 LTS
  • Python 3.6.9
  • NVIDIA-SMI 418.39
  • Driver Version: 418.39
  • CUDA Version: 10.1

Error log

[E init_intrinsics_check.cc:43] CPU feature avx is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.
[E init_intrinsics_check.cc:43] CPU feature avx2 is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.
[E init_intrinsics_check.cc:43] CPU feature fma is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.
INFO:feature_extractor:Namespace(batch_size=4, bottleneck_multiplier=1.0, channel_multiplier=1.0, clip_length_of=8, clip_length_rgb=16, clip_per_video=1, crop_per_clip=1, crop_size=112, db_type='pickle', decode_type=2, do_flow_aggregation=0, features='softmax,final_avg,video_id', flow_data_type=0, frame_gap_of=2, get_start_frame=0, get_video_id=0, gpus=None, input_type=0, load_model_path='/path/to/VMZ/pretrained_models/r2plus1d_152_ft_kinetics_from_sports1m_f128957437.pkl',
model_depth=152, model_name='r2plus1d', multi_label=0, num_channels=3, num_decode_threads=4, num_gpus=1, num_iterations=-1, num_labels=400, output_path='temp_output/zv_features.pkl', sampling_rate_of=2, sampling_rate_rgb=1, sanity_check=0, save_h5=0, scale_h=128, scale_w=171, test_data='temp_output/zv_lmdb_data', use_convolutional_pred=0, use_cudnn=0, use_dropout=0, use_local_file=1, use_pool1=0, video_res_type=0)
INFO:model_builder:Validated: r2plus1d with 152 layers
INFO:model_builder:with input 16x112x112
INFO:feature_extractor:Running on GPUs: range(0, 1)
WARNING:root:[====DEPRECATE WARNING====]: you are creating an object from CNNModelHelper class which will be deprecated soon. Please use ModelHelper object with brew module. For more information, please refer to caffe2.ai and python/brew.py, python/brew_test.py for more information.
INFO:data_parallel_model:Parallelizing model for devices: range(0, 1)
INFO:data_parallel_model:Create input and model training operators
WARNING:data_parallel_model:
WARNING:data_parallel_model:############# WARNING #############
WARNING:data_parallel_model:Model Extract Features/<caffe2.python.cnn.CNNModelHelper object at 0x7fee974de940> is used for testing/validation but
WARNING:data_parallel_model:has init_params=True!
WARNING:data_parallel_model:This can conflict with model training.
WARNING:data_parallel_model:Please ensure model = ModelHelper(init_params=False)
WARNING:data_parallel_model:####################################
WARNING:data_parallel_model:
INFO:data_parallel_model:Model for GPU : 0
INFO:model_helper:outputing rgb data
INFO:model_builder:creating r2plus1d, depth=152...
INFO:video_model:in: 64 out: 64
INFO:video_model:in: 64 out: 64
INFO:video_model:in: 64 out: 256
INFO:video_model:in: 256 out: 64
INFO:video_model:in: 64 out: 64
INFO:video_model:in: 64 out: 256
INFO:video_model:in: 256 out: 64
INFO:video_model:in: 64 out: 64
INFO:video_model:in: 64 out: 256
INFO:video_model:in: 256 out: 128
INFO:video_model:in: 128 out: 128
INFO:video_model:in: 128 out: 512
INFO:video_model:in: 512 out: 128
INFO:video_model:in: 128 out: 128
INFO:video_model:in: 128 out: 512
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INFO:video_model:in: 128 out: 128
INFO:video_model:in: 128 out: 512
INFO:video_model:in: 512 out: 128
INFO:video_model:in: 128 out: 128
INFO:video_model:in: 128 out: 512
INFO:video_model:in: 512 out: 128
INFO:video_model:in: 128 out: 128
INFO:video_model:in: 128 out: 512
INFO:video_model:in: 512 out: 128
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INFO:video_model:in: 128 out: 512
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INFO:data_parallel_model:Parameter update function not defined --> only forward
INFO:model_loader:copying conv1_middle_w
INFO:model_loader:copying conv1_middle_spatbn_relu_s
INFO:model_loader:copying conv1_middle_spatbn_relu_b
INFO:model_loader:copying conv1_w
INFO:model_loader:copying conv1_spatbn_relu_s
INFO:model_loader:copying conv1_spatbn_relu_b
INFO:model_loader:copying comp_0_conv_1_w
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INFO:model_loader:copying comp_0_spatbn_2_middle_s
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INFO:model_loader:copying comp_0_spatbn_3_s
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INFO:model_loader:copying comp_2_conv_1_w
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INFO:model_loader:copying comp_3_conv_1_w
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INFO:model_loader:copying comp_4_conv_1_w
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INFO:model_loader:copying comp_5_conv_1_w
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INFO:model_loader:copying comp_7_conv_1_w
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INFO:model_loader:copying comp_47_spatbn_2_s
INFO:model_loader:copying comp_47_spatbn_2_b
INFO:model_loader:copying comp_47_conv_3_w
INFO:model_loader:copying comp_47_spatbn_3_s
INFO:model_loader:copying comp_47_spatbn_3_b
INFO:model_loader:copying shortcut_projection_47_w
INFO:model_loader:copying shortcut_projection_47_spatbn_s
INFO:model_loader:copying shortcut_projection_47_spatbn_b
INFO:model_loader:copying comp_48_conv_1_w
INFO:model_loader:copying comp_48_spatbn_1_s
INFO:model_loader:copying comp_48_spatbn_1_b
INFO:model_loader:copying comp_48_conv_2_middle_w
INFO:model_loader:copying comp_48_spatbn_2_middle_s
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INFO:model_loader:copying comp_48_conv_2_w
INFO:model_loader:copying comp_48_spatbn_2_s
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INFO:model_loader:copying comp_48_conv_3_w
INFO:model_loader:copying comp_48_spatbn_3_s
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INFO:model_loader:copying comp_49_conv_1_w
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INFO:model_loader:copying comp_49_conv_2_middle_w
INFO:model_loader:copying comp_49_spatbn_2_middle_s
INFO:model_loader:copying comp_49_spatbn_2_middle_b
INFO:model_loader:copying comp_49_conv_2_w
INFO:model_loader:copying comp_49_spatbn_2_s
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INFO:model_loader:copying comp_49_conv_3_w
INFO:model_loader:copying comp_49_spatbn_3_s
INFO:model_loader:copying comp_49_spatbn_3_b
INFO:model_loader:copying last_out_L400_w
INFO:model_loader:copying last_out_L400_b
INFO:model_loader:copying conv1_middle_spatbn_relu_rm
INFO:model_loader:copying conv1_middle_spatbn_relu_riv
INFO:model_loader:copying conv1_spatbn_relu_rm
INFO:model_loader:copying conv1_spatbn_relu_riv
INFO:model_loader:copying comp_0_spatbn_1_rm
INFO:model_loader:copying comp_0_spatbn_1_riv
INFO:model_loader:copying comp_0_spatbn_2_middle_rm
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INFO:model_loader:copying comp_0_spatbn_3_rm
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INFO:model_loader:copying shortcut_projection_0_spatbn_rm
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INFO:model_loader:copying comp_1_spatbn_1_rm
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INFO:model_loader:copying comp_1_spatbn_3_rm
INFO:model_loader:copying comp_1_spatbn_3_riv
INFO:model_loader:copying comp_2_spatbn_1_rm
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INFO:model_loader:copying comp_3_spatbn_1_rm
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INFO:model_loader:copying comp_3_spatbn_2_middle_rm
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INFO:model_loader:copying shortcut_projection_3_spatbn_rm
INFO:model_loader:copying shortcut_projection_3_spatbn_riv
INFO:model_loader:copying comp_4_spatbn_1_rm
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INFO:model_loader:copying comp_4_spatbn_2_middle_rm
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INFO:model_loader:copying comp_5_spatbn_1_rm
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INFO:model_loader:copying comp_5_spatbn_3_riv
INFO:model_loader:copying comp_6_spatbn_1_rm
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INFO:model_loader:copying comp_6_spatbn_3_riv
INFO:model_loader:copying comp_7_spatbn_1_rm
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INFO:model_loader:copying comp_8_spatbn_1_rm
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INFO:model_loader:copying comp_9_spatbn_3_riv
INFO:model_loader:copying comp_10_spatbn_1_rm
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INFO:model_loader:copying comp_11_spatbn_1_rm
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INFO:model_loader:copying comp_11_spatbn_3_rm
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INFO:model_loader:copying shortcut_projection_11_spatbn_rm
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INFO:model_loader:copying comp_12_spatbn_1_rm
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INFO:model_loader:copying comp_13_spatbn_1_rm
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INFO:model_loader:copying comp_14_spatbn_1_rm
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INFO:model_loader:copying comp_15_spatbn_1_rm
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INFO:model_loader:copying comp_16_spatbn_1_rm
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INFO:model_loader:copying comp_17_spatbn_3_riv
INFO:model_loader:copying comp_18_spatbn_1_rm
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INFO:model_loader:copying comp_19_spatbn_1_rm
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INFO:model_loader:copying comp_20_spatbn_1_rm
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INFO:model_loader:copying comp_21_spatbn_1_rm
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INFO:model_loader:copying comp_22_spatbn_1_rm
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INFO:model_loader:copying comp_23_spatbn_1_rm
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INFO:model_loader:copying comp_24_spatbn_1_rm
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INFO:model_loader:copying comp_25_spatbn_1_rm
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INFO:model_loader:copying comp_26_spatbn_1_rm
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INFO:data_parallel_model:Creating checkpoint synchronization net
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[E video_decoder.h:269] Error opening video file
@^@^HI^@^@^H ^@^@^K4^@^@^Gå^@^@^H¶^@^@^K[^@^@^Hw^@^@^G«^@^@
\^@^@^GË^@^@
J^@^@^Fã^@^@
... <82>^@^@^E.^@^@^E>^@^@^F^H^@^@^C,^@^@^C<8f>^@^@^Eê^@^@^Ee^@^@^DG^@^@^E¨^@^@^GT^@^@^E<84>^@^@^Gç^@^@+µ^@^@^EG^@^@^Hæ^@^@^FÇ^@^@
^W^@^@^G^W^@^@^H^Z^@^@
¹^@^@^G^C^
[E video_decoder.cc:151] Insufficient data to determine video format
free(): invalid pointer
@dutran
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dutran commented May 8, 2020

This error indicates Error opening video file with Insufficient data to determine video format -> you video files are corrupted or you compiled caffe2 without the right codecs.

@R2D2oid
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R2D2oid commented May 8, 2020

you video files are corrupted or you compiled caffe2 without the right codecs.

Thanks for the pointers.

  • As for the input video, I have tried using the example video from the old C3D codebase as well as other videos from ActivityNet dataset.

  • Regarding the caffe2 compilation, I have followed the instructions and installed pytorch with caffe2 using USE_OPENCV=1 USE_FFMPEG=1 USE_LMDB=1.

I'll continue to debug and will report if I could figure out the cause.

@nassimaNoufail
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@R2D2oid can you plz let me know how did you prepare the csv file for lmdb creation

@R2D2oid
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R2D2oid commented Jul 7, 2020

@nassimaNoufail The original tutorial from here has an example csv that you can follow. I have also copied an example above, with a stride of 16 frames.

@ThatAIGeek
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@R2D2oid were you able to fix this error?

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