w2v2-L-xls-r

80.4% passed tests (324 passed / 79 failed).

Tests overview

Topic

Passed Tests

Correctness consistency

59.6%

Correctness distribution

33.3%

Correctness regression

0.0%

Correctness speaker average

100.0%

Correctness speaker ranking

0.0%

Fairness accent

92.7%

Fairness language

100.0%

Fairness linguistic sentiment

97.7%

Fairness pitch

86.7%

Fairness sex

100.0%

Robustness background noise

37.5%

Robustness low quality phone

75.0%

Robustness recording condition

0.0%

Robustness simulated recording condition

0.0%

Robustness small changes

60.0%

Robustness spectral tilt

75.0%

Model parameters

Entry

Value

data

msp-2.4.0

model

facebook/wav2vec2-xls-r-300m

sampling_rate

16000

Model information

Entry

Value

Author

jwagner

Date

2022-01-04

Name

onnx

Subgroup

ser.dimensions.wav2vec2

Version

1.0.0

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/32_adv_wav2vec2-xls-r-300m_msp/model/adv/checkpoint-6900’, ‘transformers_version’: ‘4.13.0.dev0’, ‘feat_extract_dropout’: 0.0, ‘gradient_checkpointing’: False, ‘model_type’: ‘wav2vec2’, ‘num_feat_extract_layers’: 7, ‘pooling_mode’: ‘mean’, ‘hidden_size’: 1024, ‘feat_extract_norm’: ‘layer’, ‘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’: True, ‘num_conv_pos_embeddings’: 128, ‘num_conv_pos_embedding_groups’: 16, ‘num_hidden_layers’: 24, ‘intermediate_size’: 4096, ‘hidden_act’: ‘gelu’, ‘num_attention_heads’: 16, ‘hidden_dropout’: 0.1, ‘attention_dropout’: 0.1, ‘activation_dropout’: 0.0, ‘feat_proj_dropout’: 0.1, ‘final_dropout’: 0.0, ‘layerdrop’: 0.1, ‘layer_norm_eps’: 1e-05, ‘initializer_range’: 0.02, ‘vocab_size’: 32, ‘do_stable_layer_norm’: True, ‘use_weighted_layer_sum’: False, ‘classifier_proj_size’: 256, ‘apply_spec_augment’: True, ‘mask_time_prob’: 0.075, ‘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’: 768, ‘proj_codevector_dim’: 768, ‘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’: 1024}

Sample

{‘emodb’: {‘flavor’: {‘bit_depth’: None, ‘channels’: None, ‘format’: ‘wav’, ‘mixdown’: True, ‘sampling_rate’: 16000}, ‘data’: {‘wav/03a01Fa.wav’: {‘hidden_states’: [[0.0027730921283364296, -0.007300561293959618, -0.003108676290139556, -0.0205676332116127, 0.008148113265633583, -0.0002801023074425757, -0.0011539035476744175, -0.006767735816538334, 0.1010642722249031, -0.002801512600854039, 0.0012144268257543445, 0.05299077928066254, 0.06706013530492783, -0.003642373252660036, 0.0004688426561187953, 0.0065902830101549625, 0.003570911707356572, -0.021540943533182144, -0.0019347533816471696, -0.00688297301530838, -0.007887440733611584, -0.02221095561981201, 0.0035438770428299904, -5.550545756705105e-05, -0.003443387569859624, -0.0002332219446543604, 0.02338925562798977, -0.0021998442243784666, 0.0025075464509427547, -0.00469944579526782, -0.003323087003082037, 0.11779674887657166, 0.02168884314596653, -0.0012444407911971211, -0.003194496501237154, -0.003909590188413858, 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