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c33d085
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Initial import of the model

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Files changed (2) hide show
  1. hyperparams.yaml +57 -0
  2. model.ckpt +3 -0
hyperparams.yaml ADDED
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+ # ############################################################################
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+ # Model: SSL with Wav2Vec (training from scratch)
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+ # Authors: Artem Ploujnikov, Yingzhi Wang
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+ # # ############################################################################
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+
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+
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+ # Seed needs to be set at top of yaml, before objects with parameters are instantiated
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+ seed: 42
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+ __set_seed: !apply:torch.manual_seed [!ref <seed>]
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+
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+ train_regression_metric: True
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+ batch_size: 4
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+ num_workers: 4
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+ src_sample_rate: 24000
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+ tgt_sample_rate: 16000
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+ contrastive: False
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+
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+ lr: 0.00001
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+
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+ number_of_epochs: 10
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+ ckpt_interval_minutes: 15
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+ activation: !name:torch.nn.LeakyReLU
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+
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+ d_model: 512
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+ d_ffn: 2048
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+ num_layers: 3
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+ nhead: 4
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+ dropout: 0.5
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+
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+ wavlm_source: microsoft/wavlm-large
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+ wavlm_save_path: .
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+
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+
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+ splits: ["train", "valid", "test"]
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+ subset: "full"
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+ skip_prep: False
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+
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+ wavlm: !new:speechbrain.lobes.models.huggingface_transformers.wavlm.WavLM
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+ source: !ref <wavlm_source>
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+ output_norm: True
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+ save_path: !ref <wavlm_save_path>
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+
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+ model: !new:speechbrain.lobes.models.eval.ssl.TransformerRegression
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+ base_model: !ref <wavlm>
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+ d_model: !ref <d_model>
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+ d_ffn: !ref <d_ffn>
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+ num_layers: !ref <num_layers>
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+ nhead: !ref <nhead>
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+ dropout: !ref <dropout>
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+ activation: !ref <activation>
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+
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+ modules:
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+ model: !ref <model>
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+
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+ pretrainer: !new:speechbrain.utils.parameter_transfer.Pretrainer
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+ loadables:
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+ model: !ref <model>
model.ckpt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:92a1dbd86f911d1c261b7638282f1f5ceb0aea95a7337602263ca50bf43d2374
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+ size 1281843773