w2v2-b-cat

75.3% passed tests (463 passed / 152 failed).

Tests overview

Topic	Passed Tests
Correctness classification	49.0%
Correctness distribution	70.0%
Correctness speaker average	41.7%
Correctness speaker ranking	75.0%
Fairness accent	100.0%
Fairness language	83.3%
Fairness linguistic sentiment	90.6%
Fairness pitch	100.0%
Fairness sex	100.0%
Robustness background noise	38.3%
Robustness low quality phone	100.0%
Robustness recording condition	0.0%
Robustness simulated recording condition	0.0%
Robustness small changes	60.0%
Robustness spectral tilt	90.0%

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/wav2vec2-base
sampling_rate	16000
quantization	False

Model information

Entry	Value
Author	aderington
Date	2023-03-10
Name	onnx
Subgroup	ser.basic4.wav2vec2
Version	1.0.1
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/wav2vec2-base’: {‘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’: [‘Wav2Vec2ForSpeechClassification’], ‘finetuning_task’: ‘wav2vec2_clf’, ‘id2label’: {0: ‘anger’, 1: ‘happiness’, 2: ‘neutral’, 3: ‘sadness’}, ‘label2id’: {‘anger’: 0, ‘happiness’: 1, ‘neutral’: 2, ‘sadness’: 3}, ‘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’: ‘multi_label_classification’, ‘_name_or_path’: ‘wav2vec2-base/basic4/checkpoint-2500’, ‘transformers_version’: ‘4.26.1’, ‘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’: 0.0, ‘layer_norm_eps’: 1e-05, ‘initializer_range’: 0.02, ‘vocab_size’: 32, ‘do_stable_layer_norm’: False, ‘use_weighted_layer_sum’: False, ‘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, ‘classifier_proj_size’: 256, ‘tdnn_dim’: [512, 512, 512, 512, 1500], ‘tdnn_kernel’: [5, 3, 3, 1, 1], ‘tdnn_dilation’: [1, 2, 3, 1, 1], ‘xvector_output_dim’: 512}}}
Max_length_train	8.0
Sample	{‘emodb’: {‘version’: ‘1.1.1’, ‘flavor’: {‘bit_depth’: None, ‘channels’: None, ‘format’: ‘wav’, ‘mixdown’: True, ‘sampling_rate’: 16000}, ‘data’: {‘wav/03a01Fa.wav’: {‘hidden_states’: [[-0.09940734505653381, -0.16808876395225525, -0.2249741405248642, 0.06595523655414581, -0.3477530777454376, -0.003349471837282181, -0.12851141393184662, -0.4038167893886566, 0.05568466708064079, -0.21717184782028198, -0.08927664905786514, 0.2533399760723114, -0.17259076237678528, -0.20543451607227325, -0.23677489161491394, -0.3341774344444275, -0.5883496999740601, -0.23571866750717163, 0.243550643324852, -0.1892779916524887, -0.04948478192090988, -0.0756903886795044, -0.08702497184276581, 0.08925674110651016, -0.3440181612968445, 0.0981891006231308, 0.19486595690250397, -0.18123386800289154, -0.4186953008174896, -0.11336106806993484, 0.008308197371661663, -0.1114223450422287, 0.2668358087539673, 0.020055672153830528, 0.1483440399169922, -0.06482920795679092, 0.7102320194244385, 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