w2v2-L-xls-r-cat

76.7% passed tests (472 passed / 143 failed).

Tests overview

Topic	Passed Tests
Correctness classification	48.0%
Correctness distribution	47.5%
Correctness speaker average	25.0%
Correctness speaker ranking	37.5%
Fairness accent	99.2%
Fairness language	91.7%
Fairness linguistic sentiment	96.9%
Fairness pitch	100.0%
Fairness sex	100.0%
Robustness background noise	55.0%
Robustness low quality phone	100.0%
Robustness recording condition	0.0%
Robustness simulated recording condition	100.0%
Robustness small changes	70.0%
Robustness spectral tilt	70.0%

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-xls-r-300m
sampling_rate	16000
quantization	False

Model information

Entry	Value
Author	aderington
Date	2023-04-17
Name	onnx
Subgroup	ser.basic4.wav2vec2
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/wav2vec2-xls-r-300m’: {‘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-xls-r-300m/basic4/checkpoint-2200’, ‘transformers_version’: ‘4.27.4’, ‘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, ‘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, ‘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’: [[0.06764741241931915, 0.00047305869520641863, 0.18420542776584625, -0.07038132101297379, -0.1398686319589615, 0.14540699124336243, 0.007342157419770956, -0.08353260904550552, -0.06542836874723434, 0.05405525863170624, 0.031316351145505905, 0.02385091222822666, -0.039590127766132355, 0.16290710866451263, 0.05571882426738739, 0.01327193807810545, 0.02176463045179844, -0.20197492837905884, -0.18957647681236267, -0.008999685756862164, 0.062213730067014694, 0.15837286412715912, 0.11117414385080338, 0.037386439740657806, 0.006961432751268148, 0.11593667417764664, 0.015938812866806984, -0.1307554543018341, 0.13541793823242188, 0.030205506831407547, -0.001608791877515614, 0.07353049516677856, 0.03657390549778938, 0.060143694281578064, -0.04940475896000862, -0.009847084060311317, 0.11367049068212509, 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