hubert-L-cat

79.5% passed tests (489 passed / 126 failed).

Tests overview

Topic

Passed Tests

Correctness classification

64.0%

Correctness distribution

62.5%

Correctness speaker average

66.7%

Correctness speaker ranking

62.5%

Fairness accent

100.0%

Fairness language

91.7%

Fairness linguistic sentiment

85.4%

Fairness pitch

96.3%

Fairness sex

100.0%

Robustness background noise

41.7%

Robustness low quality phone

80.0%

Robustness recording condition

100.0%

Robustness simulated recording condition

66.7%

Robustness small changes

78.0%

Robustness spectral tilt

95.0%

Model parameters

Entry

Value

data

{‘train’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.train.gold_standard’]}}, ‘dev’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.dev.gold_standard’]}}}

model

facebook/hubert-large-ll60k

sampling_rate

16000

quantization

False

Model information

Entry

Value

Author

aderington

Date

2023-03-10

Name

onnx

Subgroup

ser.basic4.hubert

Version

1.0.0

Data

{‘train’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.train.gold_standard’]}}, ‘dev’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.dev.gold_standard’]}}}

Model

{‘facebook/hubert-large-ll60k’: {‘batch_size’: 16, ‘learning_rate’: 0.0001, ‘gradient_accumulation_steps’: 2, ‘config’: {‘return_dict’: True, ‘output_hidden_states’: False, ‘output_attentions’: False, ‘torchscript’: False, ‘torch_dtype’: ‘float32’, ‘use_bfloat16’: False, ‘tf_legacy_loss’: 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, ‘typical_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, ‘exponential_decay_length_penalty’: None, ‘suppress_tokens’: None, ‘begin_suppress_tokens’: None, ‘architectures’: [‘HubertForSpeechClassification’], ‘finetuning_task’: ‘wav2vec2_clf’, ‘id2label’: {0: ‘anger’, 1: ‘happiness’, 2: ‘neutral’, 3: ‘sadness’}, ‘label2id’: {‘anger’: 0, ‘happiness’: 1, ‘neutral’: 2, ‘sadness’: 3}, ‘tokenizer_class’: ‘Wav2Vec2CTCTokenizer’, ‘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’: ‘multi_label_classification’, ‘_name_or_path’: ‘hubert-large-ll60k/basic4/checkpoint-2200’, ‘transformers_version’: ‘4.26.1’, ‘feat_extract_dropout’: 0.0, ‘gradient_checkpointing’: False, ‘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’: ‘hubert’, ‘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_layer_norm’: True, ‘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, ‘ctc_loss_reduction’: ‘sum’, ‘ctc_zero_infinity’: False}}}

Max_length_train

8.0

Sample

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