{ "_name_or_path": "/export/data1/data/binhnguyen/workspaces/robustspeech/model-bin/asr/wavlm-large_bart-base-deepfilter-word_align_augment_with_noise/avg", "architectures": [ "SEASRModel" ], "asr_config": { "_commit_hash": null, "_name_or_path": "", "add_cross_attention": false, "architectures": null, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": null, "chunk_size_feed_forward": 0, "cross_attention_hidden_size": null, "decoder": { "_name_or_path": "facebook/bart-base", "activation_dropout": 0.1, "activation_function": "gelu", "add_bias_logits": false, "add_cross_attention": true, "add_final_layer_norm": false, "architectures": [ "BartModel" ], "attention_dropout": 0.1, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": 0, "chunk_size_feed_forward": 0, "classif_dropout": 0.1, "classifier_dropout": 0.0, "cross_attention_hidden_size": null, "d_model": 768, "decoder_attention_heads": 12, "decoder_ffn_dim": 3072, "decoder_layerdrop": 0.0, "decoder_layers": 6, "decoder_start_token_id": 2, "diversity_penalty": 0.0, "do_sample": false, "dropout": 0.1, "early_stopping": true, "encoder_attention_heads": 12, "encoder_ffn_dim": 3072, "encoder_layerdrop": 0.0, "encoder_layers": 6, "encoder_no_repeat_ngram_size": 0, "eos_token_id": 2, "exponential_decay_length_penalty": null, "finetuning_task": null, "forced_bos_token_id": 0, "forced_eos_token_id": 2, "gradient_checkpointing": false, "id2label": { "0": "LABEL_0", "1": "LABEL_1", "2": "LABEL_2" }, "init_std": 0.02, "is_decoder": true, "is_encoder_decoder": true, "label2id": { "LABEL_0": 0, "LABEL_1": 1, "LABEL_2": 2 }, "length_penalty": 1.0, "max_length": 20, "max_position_embeddings": 1024, "min_length": 0, "model_type": "bart", "no_repeat_ngram_size": 3, "normalize_before": false, "normalize_embedding": true, "num_beam_groups": 1, "num_beams": 4, "num_hidden_layers": 6, "num_return_sequences": 1, "output_attentions": false, "output_hidden_states": false, "output_scores": false, "pad_token_id": 1, "prefix": null, "problem_type": null, "pruned_heads": {}, "remove_invalid_values": false, "repetition_penalty": 1.0, "return_dict": true, "return_dict_in_generate": false, "scale_embedding": false, "sep_token_id": null, "suppress_tokens": null, "task_specific_params": { "summarization": { "length_penalty": 1.0, "max_length": 128, "min_length": 12, "num_beams": 4 }, "summarization_cnn": { "length_penalty": 2.0, "max_length": 142, "min_length": 56, "num_beams": 4 }, "summarization_xsum": { "length_penalty": 1.0, "max_length": 62, "min_length": 11, "num_beams": 6 } }, "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": null, "top_k": 50, "top_p": 1.0, "torch_dtype": "float32", "torchscript": false, "transformers_version": "4.28.1", "typical_p": 1.0, "use_bfloat16": false, "use_cache": true, "vocab_size": 50265 }, "decoder_start_token_id": null, "diversity_penalty": 0.0, "do_sample": false, "early_stopping": false, "encoder": { "_name_or_path": "microsoft/wavlm-large", "activation_dropout": 0.0, "adapter_kernel_size": 3, "adapter_stride": 2, "add_adapter": true, "add_cross_attention": false, "apply_spec_augment": true, "architectures": [ "WavLMModel" ], "attention_dropout": 0.1, "bad_words_ids": null, "begin_suppress_tokens": null, "bos_token_id": 1, "chunk_size_feed_forward": 0, "classifier_proj_size": 256, "codevector_dim": 768, "contrastive_logits_temperature": 0.1, "conv_bias": false, "conv_dim": [ 512, 512, 512, 512, 512, 512, 512 ], "conv_kernel": [ 10, 3, 3, 3, 3, 2, 2 ], "conv_stride": [ 5, 2, 2, 2, 2, 2, 2 ], "cross_attention_hidden_size": null, "ctc_loss_reduction": "sum", "ctc_zero_infinity": false, "decoder_start_token_id": null, "diversity_loss_weight": 0.1, "diversity_penalty": 0.0, "do_sample": false, "do_stable_layer_norm": true, "early_stopping": false, "encoder_no_repeat_ngram_size": 0, "eos_token_id": 2, "exponential_decay_length_penalty": null, "feat_extract_activation": "gelu", "feat_extract_dropout": 0.0, "feat_extract_norm": "layer", "feat_proj_dropout": 0.1, "feat_quantizer_dropout": 0.0, "final_dropout": 0.0, "finetuning_task": null, "forced_bos_token_id": null, "forced_eos_token_id": null, "gradient_checkpointing": false, "hidden_act": "gelu", "hidden_dropout": 0.1, "hidden_size": 1024, "id2label": { "0": "LABEL_0", "1": "LABEL_1" }, "initializer_range": 0.02, "intermediate_size": 4096, "is_decoder": false, "is_encoder_decoder": false, "label2id": { "LABEL_0": 0, "LABEL_1": 1 }, "layer_norm_eps": 1e-05, "layerdrop": 0.1, "length_penalty": 1.0, "mask_channel_length": 10, "mask_channel_min_space": 1, "mask_channel_other": 0.0, "mask_channel_prob": 0.0, "mask_channel_selection": "static", "mask_feature_length": 10, "mask_feature_min_masks": 0, "mask_feature_prob": 0.0, "mask_time_length": 10, "mask_time_min_masks": 2, "mask_time_min_space": 1, "mask_time_other": 0.0, "mask_time_prob": 0.075, "mask_time_selection": "static", "max_bucket_distance": 800, "max_length": 20, "min_length": 0, "model_type": "wavlm", "no_repeat_ngram_size": 0, "num_adapter_layers": 3, "num_attention_heads": 16, "num_beam_groups": 1, "num_beams": 1, "num_buckets": 320, "num_codevector_groups": 2, "num_codevectors_per_group": 320, "num_conv_pos_embedding_groups": 16, "num_conv_pos_embeddings": 128, "num_ctc_classes": 80, "num_feat_extract_layers": 7, "num_hidden_layers": 24, "num_negatives": 100, "num_return_sequences": 1, "output_attentions": false, "output_hidden_size": 1024, "output_hidden_states": false, "output_scores": false, "pad_token_id": 0, "prefix": null, "problem_type": null, "proj_codevector_dim": 768, "pruned_heads": {}, "remove_invalid_values": false, "repetition_penalty": 1.0, "replace_prob": 0.5, "return_dict": true, "return_dict_in_generate": false, "sep_token_id": null, "suppress_tokens": null, "task_specific_params": null, "tdnn_dilation": [ 1, 2, 3, 1, 1 ], "tdnn_dim": [ 512, 512, 512, 512, 1500 ], "tdnn_kernel": [ 5, 3, 3, 1, 1 ], "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": "Wav2Vec2CTCTokenizer", "top_k": 50, "top_p": 1.0, "torch_dtype": "float32", "torchscript": false, "transformers_version": "4.28.1", "typical_p": 1.0, "use_bfloat16": false, "use_weighted_layer_sum": false, "vocab_size": 32, "xvector_output_dim": 512 }, "encoder_no_repeat_ngram_size": 0, "eos_token_id": null, "exponential_decay_length_penalty": null, "finetuning_task": null, "forced_bos_token_id": null, "forced_eos_token_id": null, "id2label": { "0": "LABEL_0", "1": "LABEL_1" }, "is_decoder": false, "is_encoder_decoder": true, "label2id": { "LABEL_0": 0, "LABEL_1": 1 }, "length_penalty": 1.0, "max_length": 20, "min_length": 0, "model_type": "speech-encoder-decoder", "no_repeat_ngram_size": 0, "num_beam_groups": 1, "num_beams": 1, "num_return_sequences": 1, "output_attentions": false, "output_hidden_states": false, "output_scores": false, "pad_token_id": null, "prefix": null, "problem_type": null, "pruned_heads": {}, "remove_invalid_values": false, "repetition_penalty": 1.0, "return_dict": true, "return_dict_in_generate": false, "sep_token_id": null, "suppress_tokens": null, "task_specific_params": null, "temperature": 1.0, "tf_legacy_loss": false, "tie_encoder_decoder": false, "tie_word_embeddings": true, "tokenizer_class": null, "top_k": 50, "top_p": 1.0, "torch_dtype": null, "torchscript": false, "transformers_version": null, "typical_p": 1.0, "use_bfloat16": false }, "encoder_add_adapter": true, "max_timestamp": 20, "model_type": "robustspeech", "speech_decoder_id": "facebook/bart-base", "speech_encoder_id": "microsoft/wavlm-large", "speech_enhance_config": { "deepfilternet": { "conv_ch": "64", "conv_dec_mode": "transposed", "conv_depthwise": "True", "conv_kernel": "1,3", "conv_kernel_inp": "3,3", "conv_lookahead": "2", "convt_depthwise": "True", "df_gru_skip": "none", "df_hidden_dim": "256", "df_lookahead": "2", "df_n_iter": "1", "df_num_layers": "2", "df_order": "5", "df_output_layer": "groupedlinear", "df_pathway_kernel_size_t": "5", "dfop_method": "df", "emb_hidden_dim": "256", "emb_num_layers": "3", "enc_concat": "True", "group_shuffle": "False", "gru_groups": "8", "gru_type": "squeeze", "linear_groups": "8", "mask_pf": "False" }, "df": { "fft_size": "960", "hop_size": "480", "lsnr_max": "35", "lsnr_min": "-15", "min_nb_erb_freqs": "2", "nb_df": "96", "nb_erb": "32", "norm_tau": "1", "pad_mode": "input_specf", "sr": "48000" }, "dfalphaloss": { "factor": "0.0" }, "localsnrloss": { "factor": "1e-3" }, "maskloss": { "f_under": "1", "factor": "0", "gamma": "0.6", "gamma_pred": "0.6", "mask": "iam" }, "multiresspecloss": { "factor": "500", "factor_complex": "500", "fft_sizes": "256,512,1024", "gamma": "0.3" }, "optim": { "lr": "0.001", "lr_cycle_decay": "0.5", "lr_cycle_epochs": "-1", "lr_cycle_limit": "1", "lr_cycle_mul": "1.0", "lr_min": "1e-06", "lr_update_per_epoch": "False", "lr_warmup": "0.0001", "momentum": "0", "optimizer": "adamw", "warmup_epochs": "3", "weight_decay": "1e-12", "weight_decay_end": "0.05" }, "sdrloss": { "factor": "0.0", "segmental_ws": "0" }, "spectralloss": { "factor_complex": "1000", "factor_magnitude": "1000", "gamma": "0.3" }, "train": { "batch_size": "96", "batch_size_eval": "128", "batch_size_scheduling": "0/8,1/16,2/24,5/32,10/64,20/128,40/9999", "dataloader_snrs": "-5,0,5,10,20,40", "detect_anomaly": "false", "device": "", "df_only": "false", "early_stopping_patience": "15", "global_ds_sampling_f": "1", "jit": "false", "log_freq": "100", "log_timings": "False", "mask_only": "false", "max_epochs": "100", "max_sample_len_s": "3.0", "model": "deepfilternet2", "num_prefetch_batches": "8", "num_workers": "16", "overfit": "false", "p_atten_lim": "0.0", "p_reverb": "0.1", "seed": "43", "start_eval": "true", "validation_criteria": "loss", "validation_criteria_rule": "min", "validation_set_caching": "false" } }, "timestamp_stride": 0.02, "torch_dtype": "float32", "transformers_version": "4.30.2" }