Instructions to use werent4/gliclas-hu-audio-base-emo-4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use werent4/gliclas-hu-audio-base-emo-4 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("werent4/gliclas-hu-audio-base-emo-4", dtype="auto") - Notebooks
- Google Colab
- Kaggle
Upload model
Browse files- config.json +259 -0
- model.safetensors +3 -0
config.json
ADDED
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{
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"_name_or_path": "models/gliclas-hu-audio-base-emo-4/checkpoint-24",
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"architecture_type": "audio-encoder",
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"architectures": [
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"GLiClassModel"
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],
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"audio_model_config": {
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"_attn_implementation_autoset": false,
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"_name_or_path": "facebook/hubert-large-ls960-ft",
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"activation_dropout": 0.1,
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"add_cross_attention": false,
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| 12 |
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"apply_spec_augment": true,
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"architectures": [
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"HubertForCTC"
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],
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"attention_dropout": 0.1,
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"bad_words_ids": null,
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| 18 |
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"begin_suppress_tokens": null,
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"bos_token_id": 1,
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"chunk_size_feed_forward": 0,
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"classifier_proj_size": 256,
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"conv_bias": true,
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"conv_dim": [
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512,
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512,
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512,
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512,
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512,
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512,
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512
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],
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"conv_kernel": [
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10,
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3,
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3,
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3,
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3,
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2,
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2
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],
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| 41 |
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"conv_pos_batch_norm": false,
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"conv_stride": [
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5,
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2,
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2,
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],
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| 51 |
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"cross_attention_hidden_size": null,
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"ctc_loss_reduction": "sum",
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| 53 |
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"ctc_zero_infinity": false,
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| 54 |
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"decoder_start_token_id": null,
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| 55 |
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"diversity_loss_weight": 0.1,
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| 56 |
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"diversity_penalty": 0.0,
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| 57 |
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"do_sample": false,
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| 58 |
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"do_stable_layer_norm": true,
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| 59 |
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"early_stopping": false,
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| 60 |
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"encoder_no_repeat_ngram_size": 0,
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| 61 |
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"eos_token_id": 2,
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| 62 |
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"exponential_decay_length_penalty": null,
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| 63 |
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"feat_extract_activation": "gelu",
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| 64 |
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"feat_extract_dropout": 0.0,
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| 65 |
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"feat_extract_norm": "layer",
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| 66 |
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"feat_proj_dropout": 0.1,
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| 67 |
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"feat_proj_layer_norm": true,
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| 68 |
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"final_dropout": 0.1,
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| 69 |
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"finetuning_task": null,
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| 70 |
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"forced_bos_token_id": null,
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| 71 |
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"forced_eos_token_id": null,
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| 72 |
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"gradient_checkpointing": false,
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| 73 |
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"hidden_act": "gelu",
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| 74 |
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"hidden_dropout": 0.1,
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| 75 |
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"hidden_dropout_prob": 0.1,
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| 76 |
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"hidden_size": 1024,
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| 77 |
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"id2label": {
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| 78 |
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"0": "LABEL_0",
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| 79 |
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"1": "LABEL_1"
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| 80 |
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},
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| 81 |
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"initializer_range": 0.02,
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| 82 |
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"intermediate_size": 4096,
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| 83 |
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"is_decoder": false,
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| 84 |
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"is_encoder_decoder": false,
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| 85 |
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"label2id": {
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| 86 |
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"LABEL_0": 0,
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| 87 |
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"LABEL_1": 1
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| 88 |
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},
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| 89 |
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"layer_norm_eps": 1e-05,
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| 90 |
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"layerdrop": 0.1,
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| 91 |
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"length_penalty": 1.0,
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| 92 |
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"mask_feature_length": 10,
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| 93 |
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"mask_feature_min_masks": 0,
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| 94 |
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"mask_feature_prob": 0.0,
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| 95 |
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"mask_time_length": 10,
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| 96 |
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"mask_time_min_masks": 2,
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| 97 |
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"mask_time_prob": 0.05,
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| 98 |
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"max_length": 20,
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| 99 |
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"min_length": 0,
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| 100 |
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"model_type": "hubert",
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| 101 |
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"no_repeat_ngram_size": 0,
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| 102 |
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"num_attention_heads": 16,
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| 103 |
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"num_beam_groups": 1,
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| 104 |
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"num_beams": 1,
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| 105 |
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"num_conv_pos_embedding_groups": 16,
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| 106 |
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"num_conv_pos_embeddings": 128,
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| 107 |
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"num_feat_extract_layers": 7,
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| 108 |
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"num_hidden_layers": 24,
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| 109 |
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"num_return_sequences": 1,
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| 110 |
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"output_attentions": false,
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| 111 |
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"output_hidden_states": false,
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| 112 |
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"output_scores": false,
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| 113 |
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"pad_token_id": 0,
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| 114 |
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"prefix": null,
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| 115 |
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"problem_type": null,
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| 116 |
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"pruned_heads": {},
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| 117 |
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"remove_invalid_values": false,
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| 118 |
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"repetition_penalty": 1.0,
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| 119 |
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"return_dict": true,
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| 120 |
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"return_dict_in_generate": false,
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| 121 |
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"sep_token_id": null,
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| 122 |
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"suppress_tokens": null,
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| 123 |
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"task_specific_params": null,
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| 124 |
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"temperature": 1.0,
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| 125 |
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"tf_legacy_loss": false,
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| 126 |
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"tie_encoder_decoder": false,
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| 127 |
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"tie_word_embeddings": true,
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| 128 |
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"tokenizer_class": null,
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| 129 |
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"top_k": 50,
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| 130 |
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"top_p": 1.0,
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| 131 |
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"torch_dtype": null,
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| 132 |
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"torchscript": false,
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| 133 |
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"typical_p": 1.0,
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| 134 |
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"use_bfloat16": false,
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| 135 |
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"use_weighted_layer_sum": false,
|
| 136 |
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"vocab_size": 32
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| 137 |
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},
|
| 138 |
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"audio_model_name": "facebook/hubert-large-ls960-ft",
|
| 139 |
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"audio_token_index": 128003,
|
| 140 |
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"class_token_index": 128001,
|
| 141 |
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"contrastive_loss_coef": 0.0,
|
| 142 |
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"embed_class_token": true,
|
| 143 |
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"encoder_config": {
|
| 144 |
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"_attn_implementation_autoset": false,
|
| 145 |
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"_name_or_path": "microsoft/deberta-v3-base",
|
| 146 |
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"add_cross_attention": false,
|
| 147 |
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"architectures": null,
|
| 148 |
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"attention_probs_dropout_prob": 0.1,
|
| 149 |
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"bad_words_ids": null,
|
| 150 |
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"begin_suppress_tokens": null,
|
| 151 |
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"bos_token_id": null,
|
| 152 |
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"chunk_size_feed_forward": 0,
|
| 153 |
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"cross_attention_hidden_size": null,
|
| 154 |
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"decoder_start_token_id": null,
|
| 155 |
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"diversity_penalty": 0.0,
|
| 156 |
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"do_sample": false,
|
| 157 |
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"early_stopping": false,
|
| 158 |
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"encoder_no_repeat_ngram_size": 0,
|
| 159 |
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"eos_token_id": null,
|
| 160 |
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"exponential_decay_length_penalty": null,
|
| 161 |
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"finetuning_task": null,
|
| 162 |
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"forced_bos_token_id": null,
|
| 163 |
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"forced_eos_token_id": null,
|
| 164 |
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"hidden_act": "gelu",
|
| 165 |
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"hidden_dropout_prob": 0.1,
|
| 166 |
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"hidden_size": 768,
|
| 167 |
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"id2label": {
|
| 168 |
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"0": "LABEL_0",
|
| 169 |
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"1": "LABEL_1"
|
| 170 |
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},
|
| 171 |
+
"initializer_range": 0.02,
|
| 172 |
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"intermediate_size": 3072,
|
| 173 |
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"is_decoder": false,
|
| 174 |
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"is_encoder_decoder": false,
|
| 175 |
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"label2id": {
|
| 176 |
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"LABEL_0": 0,
|
| 177 |
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"LABEL_1": 1
|
| 178 |
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},
|
| 179 |
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"layer_norm_eps": 1e-07,
|
| 180 |
+
"legacy": true,
|
| 181 |
+
"length_penalty": 1.0,
|
| 182 |
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"max_length": 20,
|
| 183 |
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"max_position_embeddings": 512,
|
| 184 |
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"max_relative_positions": -1,
|
| 185 |
+
"min_length": 0,
|
| 186 |
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"model_type": "deberta-v2",
|
| 187 |
+
"no_repeat_ngram_size": 0,
|
| 188 |
+
"norm_rel_ebd": "layer_norm",
|
| 189 |
+
"num_attention_heads": 12,
|
| 190 |
+
"num_beam_groups": 1,
|
| 191 |
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"num_beams": 1,
|
| 192 |
+
"num_hidden_layers": 12,
|
| 193 |
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"num_return_sequences": 1,
|
| 194 |
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"output_attentions": false,
|
| 195 |
+
"output_hidden_states": false,
|
| 196 |
+
"output_scores": false,
|
| 197 |
+
"pad_token_id": 0,
|
| 198 |
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"pooler_dropout": 0,
|
| 199 |
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"pooler_hidden_act": "gelu",
|
| 200 |
+
"pooler_hidden_size": 768,
|
| 201 |
+
"pos_att_type": [
|
| 202 |
+
"p2c",
|
| 203 |
+
"c2p"
|
| 204 |
+
],
|
| 205 |
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"position_biased_input": false,
|
| 206 |
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"position_buckets": 256,
|
| 207 |
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"prefix": null,
|
| 208 |
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"problem_type": null,
|
| 209 |
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"pruned_heads": {},
|
| 210 |
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"relative_attention": true,
|
| 211 |
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"remove_invalid_values": false,
|
| 212 |
+
"repetition_penalty": 1.0,
|
| 213 |
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"return_dict": true,
|
| 214 |
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"return_dict_in_generate": false,
|
| 215 |
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"sep_token_id": null,
|
| 216 |
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"share_att_key": true,
|
| 217 |
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"suppress_tokens": null,
|
| 218 |
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"task_specific_params": null,
|
| 219 |
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"temperature": 1.0,
|
| 220 |
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"tf_legacy_loss": false,
|
| 221 |
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"tie_encoder_decoder": false,
|
| 222 |
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"tie_word_embeddings": true,
|
| 223 |
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"tokenizer_class": null,
|
| 224 |
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"top_k": 50,
|
| 225 |
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"top_p": 1.0,
|
| 226 |
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"torch_dtype": null,
|
| 227 |
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"torchscript": false,
|
| 228 |
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"type_vocab_size": 0,
|
| 229 |
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"typical_p": 1.0,
|
| 230 |
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"use_bfloat16": false,
|
| 231 |
+
"vocab_size": 128004
|
| 232 |
+
},
|
| 233 |
+
"encoder_model_name": "microsoft/deberta-v3-base",
|
| 234 |
+
"extract_text_features": false,
|
| 235 |
+
"focal_loss_alpha": 0.6,
|
| 236 |
+
"focal_loss_gamma": 2,
|
| 237 |
+
"hidden_size": 768,
|
| 238 |
+
"ignore_index": -100,
|
| 239 |
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"init_from_larger_clap": false,
|
| 240 |
+
"initializer_range": 0.03,
|
| 241 |
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"label_model_config": null,
|
| 242 |
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"label_model_name": null,
|
| 243 |
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"logit_scale_init_value": 2.6592,
|
| 244 |
+
"max_num_classes": 25,
|
| 245 |
+
"model_type": "GLiClass",
|
| 246 |
+
"normalize_features": true,
|
| 247 |
+
"pooling_strategy": "first",
|
| 248 |
+
"projection_dim": 512,
|
| 249 |
+
"projector_hidden_act": "gelu",
|
| 250 |
+
"prompt_first": true,
|
| 251 |
+
"scorer_type": "audio-token-dot",
|
| 252 |
+
"shuffle_labels": true,
|
| 253 |
+
"squeeze_layers": false,
|
| 254 |
+
"text_token_index": 128002,
|
| 255 |
+
"torch_dtype": "float32",
|
| 256 |
+
"transformers_version": "4.48.2",
|
| 257 |
+
"use_lstm": false,
|
| 258 |
+
"vocab_size": 128004
|
| 259 |
+
}
|
model.safetensors
ADDED
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| 1 |
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