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exp/kmeans/38epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4fd02581b4dd06736d1a6aa29e20c442afe3d9b299c88359f63320292a5c5cff
+size 2306233340

exp/kmeans/config.yaml

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+config: conf/tuning/train_xeus.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/ssl_train_xeus_raw
+ngpu: 1
+seed: 1
+num_workers: 4
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+gradient_as_bucket_view: true
+ddp_comm_hook: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 1
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - loss
+    - min
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 10.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+log_interval: null
+use_matplotlib: true
+use_tensorboard: false
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 10
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1600000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/ssl_stats_raw/train/speech_shape
+valid_shape_file:
+- exp/ssl_stats_raw/valid/speech_shape
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 400
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - dump/raw/train_960/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_960/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+multi_task_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.0003
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 32000
+token_list:
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+- <unk>
+- <sos/eos>
+init: xavier_uniform
+collate_fn_conf:
+    label_downsampling: 1
+    pad: false
+    rand_crop: true
+    crop_audio: true
+input_size: null
+num_classes: null
+use_preprocessor: true
+token_type: word
+bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
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+noise_scp: null
+noise_apply_prob: 1.0
+noise_db_range: '13_15'
+window_size: null
+window_shift: null
+loss:
+-   name: hubert
+    conf:
+        num_classes: 2048
+        final_dim: 768
+util:
+-   name: mask
+    conf: {}
+frontend: wav2vec_cnn
+frontend_conf:
+    norm_mode: layer_norm
+    conv_mode: standard
+    bias: true
+    normalize_audio: true
+    normalize_output: false
+    fs: 16k
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    output_size: 1024
+encoder: e_branchformer
+encoder_conf:
+    output_size: 1024
+    attention_heads: 8
+    attention_layer_type: selfattn
+    pos_enc_layer_type: conv
+    rel_pos_type: latest
+    cgmlp_linear_units: 4096
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 19
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: null
+    layer_drop_rate: 0.0
+    linear_units: 4096
+    positionwise_layer_type: linear
+    macaron_ffn: true
+    use_ffn: true
+    merge_conv_kernel: 31
+model: espnet
+model_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

exp/kmeans/xeus_18_5000clusters/km_5000.mdl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9954425d38ea74b0fed2ea2a26a70406ef34441c8a643284e02a3bc73320fbd9
+size 20500858