w2v2-b¶
79.2% passed tests (350 passed / 92 failed).
Topic |
Passed Tests |
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46.8% |
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33.3% |
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0.0% |
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100.0% |
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0.0% |
|
98.7% |
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75.0% |
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89.6% |
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100.0% |
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100.0% |
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29.2% |
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0.0% |
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0.0% |
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0.0% |
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75.0% |
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75.0% |
Entry |
Value |
---|---|
data |
msp-2.4.0 |
model |
facebook/wav2vec2-base |
sampling_rate |
16000 |
Entry |
Value |
---|---|
Author |
jwagner |
Date |
2022-01-05 |
Name |
onnx |
Subgroup |
ser.dimensions.wav2vec2 |
Version |
1.1.0 |
Config |
{‘return_dict’: True, ‘output_hidden_states’: False, ‘output_attentions’: False, ‘torchscript’: False, ‘torch_dtype’: ‘float32’, ‘use_bfloat16’: False, ‘pruned_heads’: {}, ‘tie_word_embeddings’: True, ‘is_encoder_decoder’: False, ‘is_decoder’: False, ‘cross_attention_hidden_size’: None, ‘add_cross_attention’: False, ‘tie_encoder_decoder’: False, ‘max_length’: 20, ‘min_length’: 0, ‘do_sample’: False, ‘early_stopping’: False, ‘num_beams’: 1, ‘num_beam_groups’: 1, ‘diversity_penalty’: 0.0, ‘temperature’: 1.0, ‘top_k’: 50, ‘top_p’: 1.0, ‘repetition_penalty’: 1.0, ‘length_penalty’: 1.0, ‘no_repeat_ngram_size’: 0, ‘encoder_no_repeat_ngram_size’: 0, ‘bad_words_ids’: None, ‘num_return_sequences’: 1, ‘chunk_size_feed_forward’: 0, ‘output_scores’: False, ‘return_dict_in_generate’: False, ‘forced_bos_token_id’: None, ‘forced_eos_token_id’: None, ‘remove_invalid_values’: False, ‘architectures’: [‘Wav2Vec2ForSpeechClassification’], ‘finetuning_task’: ‘wav2vec2_reg’, ‘id2label’: {0: ‘LABEL_0’, 1: ‘LABEL_1’, 2: ‘LABEL_2’}, ‘label2id’: {‘LABEL_0’: 0, ‘LABEL_1’: 1, ‘LABEL_2’: 2}, ‘tokenizer_class’: None, ‘prefix’: None, ‘bos_token_id’: 1, ‘pad_token_id’: 0, ‘eos_token_id’: 2, ‘sep_token_id’: None, ‘decoder_start_token_id’: None, ‘task_specific_params’: None, ‘problem_type’: ‘regression’, ‘_name_or_path’: ‘/scratch/jwagner/git/transformers/wav2vec/30_adv_wav2vec2-base_msp/model/adv/checkpoint-5000’, ‘transformers_version’: ‘4.13.0.dev0’, ‘freeze_feat_extract_train’: True, ‘mask_channel_length’: 10, ‘mask_channel_min_space’: 1, ‘mask_channel_other’: 0.0, ‘mask_channel_prob’: 0.0, ‘mask_channel_selection’: ‘static’, ‘mask_time_min_space’: 1, ‘mask_time_other’: 0.0, ‘mask_time_selection’: ‘static’, ‘model_type’: ‘wav2vec2’, ‘no_mask_channel_overlap’: False, ‘no_mask_time_overlap’: False, ‘num_feat_extract_layers’: 7, ‘pooling_mode’: ‘mean’, ‘hidden_size’: 768, ‘feat_extract_norm’: ‘group’, ‘feat_extract_activation’: ‘gelu’, ‘conv_dim’: [512, 512, 512, 512, 512, 512, 512], ‘conv_stride’: [5, 2, 2, 2, 2, 2, 2], ‘conv_kernel’: [10, 3, 3, 3, 3, 2, 2], ‘conv_bias’: False, ‘num_conv_pos_embeddings’: 128, ‘num_conv_pos_embedding_groups’: 16, ‘num_hidden_layers’: 12, ‘intermediate_size’: 3072, ‘hidden_act’: ‘gelu’, ‘num_attention_heads’: 12, ‘hidden_dropout’: 0.1, ‘attention_dropout’: 0.1, ‘activation_dropout’: 0.0, ‘feat_proj_dropout’: 0.1, ‘final_dropout’: 0.0, ‘layerdrop’: 0.05, ‘layer_norm_eps’: 1e-05, ‘initializer_range’: 0.02, ‘vocab_size’: 32, ‘do_stable_layer_norm’: False, ‘use_weighted_layer_sum’: False, ‘classifier_proj_size’: 256, ‘apply_spec_augment’: True, ‘mask_time_prob’: 0.05, ‘mask_time_length’: 10, ‘mask_time_min_masks’: 2, ‘mask_feature_prob’: 0.0, ‘mask_feature_length’: 10, ‘mask_feature_min_masks’: 0, ‘num_codevectors_per_group’: 320, ‘num_codevector_groups’: 2, ‘contrastive_logits_temperature’: 0.1, ‘feat_quantizer_dropout’: 0.0, ‘num_negatives’: 100, ‘codevector_dim’: 256, ‘proj_codevector_dim’: 256, ‘diversity_loss_weight’: 0.1, ‘ctc_loss_reduction’: ‘sum’, ‘ctc_zero_infinity’: False, ‘add_adapter’: False, ‘adapter_kernel_size’: 3, ‘adapter_stride’: 2, ‘num_adapter_layers’: 3, ‘output_hidden_size’: 768} |
Sample |
{‘emodb’: {‘flavor’: {‘bit_depth’: None, ‘channels’: None, ‘format’: ‘wav’, ‘mixdown’: True, ‘sampling_rate’: 16000}, ‘data’: {‘wav/03a01Fa.wav’: {‘hidden_states’: [[-0.02259642258286476, -0.0009849510388448834, 0.003386586904525757, 0.0037983388174325228, 0.03447210416197777, -0.041781947016716, 0.05269694700837135, 0.001793747884221375, 0.0011869793524965644, 0.015583337284624577, -0.021791843697428703, -0.011579606682062149, -0.006669294089078903, -0.01723432168364525, 0.007902801036834717, -0.025684963911771774, 0.003877136157825589, 0.013787269592285156, -0.030445683747529984, -0.013608892448246479, 0.007433327846229076, 0.0005307458341121674, 0.2646874785423279, 0.06344013661146164, 0.128499835729599, -0.012145533226430416, 0.028718475252389908, 0.010292784310877323, 0.00998451467603445, 0.0018566427752375603, 0.0012772481422871351, -0.016031069681048393, -0.01662990264594555, -0.02365061454474926, -0.04524747654795647, -0.04895027354359627, 0.00884353555738926, 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