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module av_bench #40

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bliinmaker opened this issue Feb 7, 2025 · 7 comments
Open

module av_bench #40

bliinmaker opened this issue Feb 7, 2025 · 7 comments

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@bliinmaker
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bliinmaker commented Feb 7, 2025 •
edited by hkchengrex
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Hello, can you tell me where the avbenchmark project should be located so that I can access it in MMAudio? It is stored separately or inside MMAudio. I will be very grateful if you answer.

I am currently storing avbenchmark in the MM Audio folder, here is my mistake for your understanding:

(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$ OMP_NUM_THREADS=4 torchrun --standalone --nproc_per_node=1 train.py exp_id=debug compile=False  debug=True example_train=True  batch_size=1
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/train.py", line 18, in <module>
    from mmaudio.runner import Runner
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/mmaudio/runner.py", line 12, in <module>
    from avbenchmark.av_bench.evaluate import evaluate
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/avbenchmark/av_bench/evaluate.py", line 9, in <module>
    from av_bench.metrics import compute_fd, compute_isc, compute_kl
ModuleNotFoundError: No module named 'av_bench'
E0208 00:11:29.127000 53067 torch/distributed/elastic/multiprocessing/api.py:869] failed (exitcode: 1) local_rank: 0 (pid: 53074) of binary: /media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/python3
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/torchrun", line 8, in <module>
    sys.exit(main())
             ^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 355, in wrapper
    return f(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 918, in main
    run(args)
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 909, in run
    elastic_launch(
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 138, in call
    return launch_agent(self._config, self._entrypoint, list(args))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 269, in launch_agent
    raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
train.py FAILED
------------------------------------------------------------
Failures:
  <NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
  time      : 2025-02-08_00:11:29
  host      : Cinemamix-AI
  rank      : 0 (local_rank: 0)
  exitcode  : 1 (pid: 53074)
  error_file: <N/A>
  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html

(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$
@hkchengrex
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It doesn't matter where you are putting it. Did you perform the pip install -e . step listed here https://github.com/hkchengrex/av-benchmark?

@bliinmaker
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yes, I did, but I have a question how can I access the av_bench module in the mmaudio/runner file? That's why I'm asking where to put this module better.

@bliinmaker
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bliinmaker commented Feb 7, 2025 •
edited by hkchengrex
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initially, I installed av_bench due to an error

(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$ OMP_NUM_THREADS=4 torchrun --standalone --nproc_per_node=1 train.py exp_id=debug compile=False  debug=True example_train=True  batch_size=1
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/train.py", line 18, in <module>
    from mmaudio.runner import Runner
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/mmaudio/runner.py", line 12, in <module>
    from av_bench.evaluate import evaluate
ModuleNotFoundError: No module named 'av_bench'
E0207 21:06:10.187000 49314 torch/distributed/elastic/multiprocessing/api.py:869] failed (exitcode: 1) local_rank: 0 (pid: 49321) of binary: /media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/python3
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/torchrun", line 8, in <module>
    sys.exit(main())
             ^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 355, in wrapper
    return f(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 918, in main
    run(args)
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 909, in run
    elastic_launch(
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 138, in call
    return launch_agent(self._config, self._entrypoint, list(args))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 269, in launch_agent
    raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
============================================================
train.py FAILED
------------------------------------------------------------
Failures:
  <NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
  time      : 2025-02-07_21:06:10
  host      : Cinemamix-AI
  rank      : 0 (local_rank: 0)
  exitcode  : 1 (pid: 49321)
  error_file: <N/A>
  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
============================================================
(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$

@hkchengrex
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If you have installed it, python should find it just like any other pip-installed package. How about uninstalling and reinstalling it?

@bliinmaker
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in other words, I can download av-bench anywhere. And to do this, it is important to execute the pip install -e command. in MMAudio, so that python finds the av-bench. Am I right? Thanks

@bliinmaker
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bliinmaker commented Feb 8, 2025 •
edited by hkchengrex
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the av_bench project has started, but an error occurs during the test run of training

(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$ OMP_NUM_THREADS=4 torchrun --standalone --nproc_per_node=1 train.py exp_id=debug compile=False  debug=True example_train=True  batch_size=1
[2025-02-08 16:14:17][r0][INFO] - Initialized: local_rank=0, world_size=1
[2025-02-08 16:14:17][r0][INFO] - git - main 58a74a4bcdf75753a123adc6b7c37bf1ac9703f9
[2025-02-08 16:14:17][r0][INFO] - All configuration: {'data': {'VGGSound': {'root': '../data/video', 'subset_name': 'sets/vgg3-train.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'VGGSound_test': {'root': '../data/video', 'subset_name': 'sets/vgg3-test.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'VGGSound_val': {'root': '../data/video', 'subset_name': 'sets/vgg3-val.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'ExtractedVGG': {'tsv': '../data/v1-16-memmap/vgg-train.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-train'}, 'ExtractedVGG_test': {'tag': 'test', 'gt_cache': '../data/eval-cache/vggsound-test', 'output_subdir': None, 'tsv': '../data/v1-16-memmap/vgg-test.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-test'}, 'ExtractedVGG_val': {'tag': 'val', 'gt_cache': '../data/eval-cache/vggsound-val', 'output_subdir': 'val', 'tsv': '../data/v1-16-memmap/vgg-val.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-val'}, 'AudioCaps': {'tsv': '../data/v1-16-memmap/audiocaps.tsv', 'memmap_dir': '../data/v1-16-memmap/audiocaps'}, 'AudioSetSL': {'tsv': '../data/v1-16-memmap/audioset_sl.tsv', 'memmap_dir': '../data/v1-16-memmap/audioset_sl'}, 'BBCSound': {'tsv': '../data/v1-16-memmap/bbcsound.tsv', 'memmap_dir': '../data/v1-16-memmap/bbcsound'}, 'FreeSound': {'tsv': '../data/v1-16-memmap/freesound.tsv', 'memmap_dir': '../data/v1-16-memmap/freesound'}, 'Clotho': {'tsv': '../data/v1-16-memmap/clotho.tsv', 'memmap_dir': '../data/v1-16-memmap/clotho'}, 'Example_video': {'tsv': './training/example_output/memmap/vgg-example.tsv', 'memmap_dir': './training/example_output/memmap/vgg-example'}, 'Example_audio': {'tsv': './training/example_output/memmap/audio-example.tsv', 'memmap_dir': './training/example_output/memmap/audio-example'}}, 'eval_data': {'AudioCaps': {'audio_path': '../data/AudioCaps-test-audioldm-ver', 'csv_path': '../data/AudioCaps-test-audioldm-ver/data.csv'}, 'AudioCaps_full': {'audio_path': '../data/AudioCaps-test-full-ver', 'csv_path': '../data/AudioCaps-test-full-ver/data.csv'}, 'MovieGen': {'video_path': '../data/MovieGen/MovieGenAudioBenchSfx/video_with_audio', 'jsonl_path': '../data/MovieGen/MovieGenAudioBenchSfx/metadata'}, 'VGGSound': {'video_path': '../data/test-videos', 'csv_path': '../data/vggsound.csv'}}, 'enable_email': False, 'model': 'small_16k', 'exp_id': 'debug', 'debug': True, 'cudnn_benchmark': True, 'compile': False, 'amp': True, 'weights': None, 'checkpoint': None, 'seed': 14159265, 'num_workers': 10, 'pin_memory': False, 'data_dim': {'text_seq_len': 77, 'clip_dim': 1024, 'sync_dim': 768, 'text_dim': 1024, 'latent_seq_len': 250, 'clip_seq_len': 64, 'sync_seq_len': 192}, 'ema': {'enable': True, 'sigma_rels': [0.05, 0.1], 'update_every': 1, 'checkpoint_every': 5000, 'checkpoint_folder': './output/${exp_id}/ema_ckpts', 'default_output_sigma': 0.05, 'start': 0}, 'sampling': {'mean': 0.0, 'scale': 1.0, 'min_sigma': 0.0, 'method': 'euler', 'num_steps': 25}, 'null_condition_probability': 0.1, 'cfg_strength': 4.5, 'vae_16k_ckpt': './ext_weights/v1-16.pth', 'vae_44k_ckpt': './ext_weights/v1-44.pth', 'bigvgan_vocoder_ckpt': './ext_weights/best_netG.pt', 'synchformer_ckpt': './ext_weights/synchformer_state_dict.pth', 'mini_train': False, 'example_train': True, 'vgg_oversample_rate': 3, 'log_text_interval': 200, 'log_extra_interval': 20000, 'val_interval': 5000, 'eval_interval': 20000, 'save_eval_interval': 40000, 'save_weights_interval': 10000, 'save_checkpoint_interval': 10000, 'save_copy_iterations': [], 'batch_size': 1, 'eval_batch_size': 256, 'num_iterations': 300000, 'learning_rate': 0.0001, 'linear_warmup_steps': 1000, 'lr_schedule': 'step', 'lr_schedule_steps': [240000,
270000], 'lr_schedule_gamma': 0.1, 'clip_grad_norm': 1.0, 'weight_decay': 1e-06}
[2025-02-08 16:14:17][r0][INFO] - Number of GPUs detected: 1
[2025-02-08 16:14:17][r0][INFO] - Number of dataloader workers (per GPU): 10
[2025-02-08 16:14:17][r0][INFO] - Training configuration: {'data': {'VGGSound': {'root': '../data/video', 'subset_name': 'sets/vgg3-train.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'VGGSound_test': {'root': '../data/video', 'subset_name': 'sets/vgg3-test.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'VGGSound_val': {'root': '../data/video', 'subset_name': 'sets/vgg3-val.tsv', 'fps': 8, 'height': 384, 'width': 384, 'sample_duration_sec': 8.0}, 'ExtractedVGG': {'tsv': '../data/v1-16-memmap/vgg-train.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-train'}, 'ExtractedVGG_test': {'tag': 'test', 'gt_cache': '../data/eval-cache/vggsound-test', 'output_subdir': None, 'tsv': '../data/v1-16-memmap/vgg-test.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-test'}, 'ExtractedVGG_val': {'tag': 'val', 'gt_cache': '../data/eval-cache/vggsound-val', 'output_subdir': 'val', 'tsv': '../data/v1-16-memmap/vgg-val.tsv', 'memmap_dir': '../data/v1-16-memmap/vgg-val'}, 'AudioCaps': {'tsv': '../data/v1-16-memmap/audiocaps.tsv', 'memmap_dir': '../data/v1-16-memmap/audiocaps'}, 'AudioSetSL': {'tsv': '../data/v1-16-memmap/audioset_sl.tsv', 'memmap_dir': '../data/v1-16-memmap/audioset_sl'}, 'BBCSound': {'tsv': '../data/v1-16-memmap/bbcsound.tsv', 'memmap_dir': '../data/v1-16-memmap/bbcsound'}, 'FreeSound': {'tsv': '../data/v1-16-memmap/freesound.tsv', 'memmap_dir': '../data/v1-16-memmap/freesound'}, 'Clotho': {'tsv': '../data/v1-16-memmap/clotho.tsv', 'memmap_dir': '../data/v1-16-memmap/clotho'}, 'Example_video': {'tsv': './training/example_output/memmap/vgg-example.tsv', 'memmap_dir': './training/example_output/memmap/vgg-example'}, 'Example_audio': {'tsv': './training/example_output/memmap/audio-example.tsv', 'memmap_dir': './training/example_output/memmap/audio-example'}}, 'eval_data': {'AudioCaps': {'audio_path': '../data/AudioCaps-test-audioldm-ver', 'csv_path': '../data/AudioCaps-test-audioldm-ver/data.csv'}, 'AudioCaps_full': {'audio_path': '../data/AudioCaps-test-full-ver', 'csv_path': '../data/AudioCaps-test-full-ver/data.csv'}, 'MovieGen': {'video_path': '../data/MovieGen/MovieGenAudioBenchSfx/video_with_audio', 'jsonl_path': '../data/MovieGen/MovieGenAudioBenchSfx/metadata'}, 'VGGSound': {'video_path': '../data/test-videos', 'csv_path': '../data/vggsound.csv'}}, 'enable_email': False, 'model': 'small_16k', 'exp_id': 'debug', 'debug': True, 'cudnn_benchmark': True, 'compile': False, 'amp': True, 'weights': None, 'checkpoint': None, 'seed': 14159265, 'num_workers': 10, 'pin_memory': False, 'data_dim': {'text_seq_len': 77, 'clip_dim': 1024, 'sync_dim': 768, 'text_dim': 1024, 'latent_seq_len': 250, 'clip_seq_len': 64, 'sync_seq_len': 192}, 'ema': {'enable': True, 'sigma_rels': [0.05, 0.1], 'update_every': 1, 'checkpoint_every': 5000, 'checkpoint_folder': './output/${exp_id}/ema_ckpts', 'default_output_sigma': 0.05, 'start': 0}, 'sampling': {'mean': 0.0, 'scale': 1.0, 'min_sigma': 0.0, 'method': 'euler', 'num_steps': 25}, 'null_condition_probability': 0.1, 'cfg_strength': 4.5, 'vae_16k_ckpt': './ext_weights/v1-16.pth', 'vae_44k_ckpt': './ext_weights/v1-44.pth', 'bigvgan_vocoder_ckpt': './ext_weights/best_netG.pt', 'synchformer_ckpt': './ext_weights/synchformer_state_dict.pth', 'mini_train': False, 'example_train': True, 'vgg_oversample_rate': 3, 'log_text_interval': 200, 'log_extra_interval': 20000, 'val_interval': 5000, 'eval_interval': 20000, 'save_eval_interval': 40000, 'save_weights_interval': 10000, 'save_checkpoint_interval': 10000, 'save_copy_iterations': [], 'batch_size': 1, 'eval_batch_size': 256, 'num_iterations': 300000, 'learning_rate': 0.0001, 'linear_warmup_steps': 1000, 'lr_schedule': 'step', 'lr_schedule_steps': [240000, 270000], 'lr_schedule_gamma': 0.1, 'clip_grad_norm': 1.0, 'weight_decay': 1e-06}
[2025-02-08 16:14:17][r0][INFO] - Batch size (per GPU): 1
Error executing job with overrides: ['exp_id=debug', 'compile=False', 'debug=True', 'example_train=True', 'batch_size=1']
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/train.py", line 88, in train
    dataset, sampler, loader = setup_training_datasets(cfg)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/mmaudio/data/data_setup.py", line 51, in setup_training_datasets
    video = load_vgg_data(cfg, cfg.data.Example_video)
            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/mmaudio/data/data_setup.py", line 30, in load_vgg_data
    dataset = ExtractedVGG(tsv_path=data_cfg.tsv,
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/mmaudio/data/extracted_vgg.py", line 27, in init
    self.df_list = pd.read_csv(tsv_path, sep='\t').to_dict('records')
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1026, in read_csv
    return _read(filepath_or_buffer, kwds)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 620, in _read
    parser = TextFileReader(filepath_or_buffer, **kwds)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1620, in init
    self._engine = self._make_engine(f, self.engine)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1880, in _make_engine
    self.handles = get_handle(
                   ^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/pandas/io/common.py", line 873, in get_handle
    handle = open(
             ^^^^^
FileNotFoundError: [Errno 2] No such file or directory: './training/example_output/memmap/vgg-example.tsv'
Set the environment variable HYDRA_FULL_ERROR=1 for a complete stack trace.
[rank0]:[W208 16:14:17.619578307 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
E0208 16:14:18.248000 9711 torch/distributed/elastic/multiprocessing/api.py:869] failed (exitcode: 1) local_rank: 0 (pid: 9718) of binary: /media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/python3
Traceback (most recent call last):
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/bin/torchrun", line 8, in <module>
    sys.exit(main())
             ^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 355, in wrapper
    return f(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 918, in main
    run(args)
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/run.py", line 909, in run
    elastic_launch(
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 138, in call
    return launch_agent(self._config, self._entrypoint, list(args))
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/media/tariell/AI/AI/Audio_AI/MMAudio/venv/lib/python3.12/site-packages/torch/distributed/launcher/api.py", line 269, in launch_agent
    raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError: 
============================================================
train.py FAILED
------------------------------------------------------------
Failures:
  <NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
  time      : 2025-02-08_16:14:18
  host      : Cinemamix-AI
  rank      : 0 (local_rank: 0)
  exitcode  : 1 (pid: 9718)
  error_file: <N/A>
  traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
============================================================
(venv) tariell@Cinemamix-AI:/media/tariell/AI/AI/Audio_AI/MMAudio$

@hkchengrex
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FileNotFoundError: [Errno 2] No such file or directory: './training/example_output/memmap/vgg-example.tsv'

Do you have this file generated? It should be a product of extract_video_training_latents.py

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@hkchengrex @bliinmaker