PyTorch
ssl-aasist
custom_code
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includes: projects/mfmmlm.yaml
project_dir: retri/videoretri
run_task:
  - how2.yaml
task_group:
  pretrain:
    task: VideoRetriTask
    retri_epoch: 1
    vectorpool_cls: VideoVectorPool
    retriever_cls: VectorRetriever
    num_cands: 64
    dataset:
      train_path: data/how2/how2_s3d_train.lst
      meta_processor: ShardedHow2VideoRetriMetaProcessor
      video_processor: ShardedVideoRetriVideoProcessor
      text_processor: ShardedVideoRetriTextProcessor
      aligner: VideoRetriOverlappedAligner
      sampled_video_min_len: 3
      sampled_video_max_len: 32
      sampled_min_len: 8
      sampled_max_len: 64
      num_video_per_batch: 32
      # do not use subsampling as it changes fairseq batch_size.
      subsampling: 1 # disable subsampling
      clip_per_video: 16
    fairseq:
      dataset:
        batch_size: 1
      optimization:
        max_epoch: 25
    model:
      model_cls: MMFusionShare
      mm_encoder_cls: MMBertForEncoder
    loss:
      loss_cls: MMContraLoss
  finetune:
    task_list: [vtt_videoclip.yaml, youcook_videoclip.yaml, vttqa_videoclip.yaml, crosstask_videoclip.yaml, coin_videoclip.yaml]
  test:
    task_list:
      - test_youcook_zs.yaml
      - test_vtt_zs.yaml
      - test_vttqa_zs.yaml
      - test_crosstask_zs_videoclip.yaml
      - test_coin_zs.yaml
      - test_didemo_zs.yaml
      - test_youcook_videoclip.yaml
      - test_vtt_videoclip.yaml
      - test_vttqa_videoclip.yaml
      - test_crosstask_videoclip.yaml
      - test_coin_videoclip.yaml