init

examples/wav2vec/unsupervised/config/finetuning/w2v_finetune.yaml

+# @package _group_
+
+common:
+  fp16: true
+  log_format: json
+  log_interval: 200
+  tensorboard_logdir: tb
+
+checkpoint:
+  no_epoch_checkpoints: true
+  save_interval_updates: 20000
+
+task:
+  _name: audio_pretraining
+  data: ???
+  normalize: true
+  labels: ltr
+
+dataset:
+  num_workers: 6
+  max_tokens: 800000
+  skip_invalid_size_inputs_valid_test: true
+  train_subset: train
+  valid_subset: valid
+
+distributed_training:
+  ddp_backend: legacy_ddp
+  distributed_world_size: 8
+  find_unused_parameters: True
+
+criterion:
+  _name: ctc
+  zero_infinity: true
+  post_process: letter
+
+optimization:
+  max_update: 80000
+  lr: [0.00003]
+  sentence_avg: true
+  update_freq: [1]
+
+optimizer:
+  _name: adam
+  adam_betas: (0.9,0.98)
+  adam_eps: 1e-08
+
+lr_scheduler:
+  _name: tri_stage
+  phase_ratio: [0.1, 0.4, 0.5]
+  final_lr_scale: 0.05
+
+model:
+  _name: wav2vec_ctc
+  w2v_path: ???
+  apply_mask: true
+  mask_prob: 0.25
+  mask_channel_prob: 0.1
+  mask_channel_length: 64
+  layerdrop: 0.1
+  activation_dropout: 0.1
+  feature_grad_mult: 0.0
+  freeze_finetune_updates: 0

examples/wav2vec/unsupervised/config/gan/w2vu.yaml

+# @package _group_
+
+common:
+  fp16: false
+  fp16_no_flatten_grads: true
+  log_format: json
+  log_interval: 100
+  tensorboard_logdir: tb
+  reset_logging: false
+  suppress_crashes: false
+
+checkpoint:
+  save_interval: 1000
+  save_interval_updates: 1000
+  no_epoch_checkpoints: true
+  best_checkpoint_metric: weighted_lm_ppl
+  save_dir: .
+
+distributed_training:
+  distributed_world_size: 1
+
+task:
+  _name: unpaired_audio_text
+  data: ???
+  text_data: ???
+  labels: phn
+  sort_by_length: false
+  unfiltered: false
+  max_length: null
+  append_eos: false
+  kenlm_path: ???
+
+dataset:
+  num_workers: 6
+  batch_size: 160
+  skip_invalid_size_inputs_valid_test: true
+  valid_subset: valid
+  validate_interval: 1000
+  validate_interval_updates: 1000
+
+criterion:
+  _name: model
+  log_keys:
+    - accuracy_dense
+    - accuracy_token
+    - temp
+    - code_ppl
+
+optimization:
+  max_update: 150000
+  clip_norm: 5.0
+  lr: [0]
+
+optimizer:
+  _name: composite
+  groups:
+    generator:
+      lr: [0.0004]
+      lr_float: null
+      optimizer:
+        _name: adam
+        adam_betas: [0.5,0.98]
+        adam_eps: 1e-06
+        weight_decay: 0
+        amsgrad: false
+      lr_scheduler:
+        _name: fixed
+        warmup_updates: 0
+    discriminator:
+      lr: [ 0.0005 ]
+      lr_float: null
+      optimizer:
+        _name: adam
+        adam_betas: [0.5,0.98]
+        adam_eps: 1e-06
+        weight_decay: 0.0001
+        amsgrad: false
+      lr_scheduler:
+        _name: fixed
+        warmup_updates: 0
+
+lr_scheduler: pass_through
+
+model:
+  _name: wav2vec_u
+
+  discriminator_dim: 384
+  discriminator_depth: 2
+  discriminator_kernel: 6
+  discriminator_linear_emb: false
+  discriminator_causal: true
+  discriminator_max_pool: false
+  discriminator_act_after_linear: false
+  discriminator_dropout: 0.0
+  discriminator_weight_norm: false
+
+  generator_stride: 1
+  generator_kernel: 4
+  generator_bias: false
+  generator_dropout: 0.1
+
+  smoothness_weight: 0.5
+  smoothing: 0
+  smoothing_one_sided: false
+  gumbel: false
+  hard_gumbel: false
+  gradient_penalty: 1.5
+  code_penalty: 4.0
+  temp: [ 2,0.1,0.99995 ]
+  input_dim: 512
+
+  segmentation:
+    type: JOIN
+    mean_pool_join: false
+    remove_zeros: false

examples/wav2vec/unsupervised/config/generate/viterbi.yaml

+# @package _group_
+
+fairseq:
+  task:
+    _name: unpaired_audio_text
+    labels: phn
+    data: ???
+    sort_by_length: false
+    shuffle: false
+    text_data: ''
+
+  common_eval:
+    path: ???
+    quiet: true
+
+  dataset:
+    gen_subset: valid
+    batch_size: 1
+
+w2l_decoder: VITERBI
+post_process: silence

examples/wav2vec/unsupervised/config/timit_matched/test.uid

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examples/wav2vec/unsupervised/config/timit_matched/train.uid

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examples/wav2vec/unsupervised/config/timit_matched/train_text.uid

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examples/wav2vec/unsupervised/config/timit_matched/valid.uid

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