wav2vec2-attempt2
Browse files- README.md +70 -0
- config.json +168 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- runs/Apr30_02-41-40_ip-10-0-2-211/events.out.tfevents.1714444902.ip-10-0-2-211.4674.0 +3 -0
- runs/Apr30_02-41-40_ip-10-0-2-211/events.out.tfevents.1714444973.ip-10-0-2-211.4674.1 +3 -0
- runs/Apr30_02-45-32_ip-10-0-2-211/events.out.tfevents.1714445133.ip-10-0-2-211.4978.0 +3 -0
- runs/Apr30_02-45-32_ip-10-0-2-211/events.out.tfevents.1714445261.ip-10-0-2-211.4978.1 +3 -0
- runs/Apr30_02-48-56_ip-10-0-2-211/events.out.tfevents.1714445337.ip-10-0-2-211.5396.0 +3 -0
- runs/Apr30_02-48-56_ip-10-0-2-211/events.out.tfevents.1714445463.ip-10-0-2-211.5396.1 +3 -0
- runs/Apr30_02-57-55_ip-10-0-2-211/events.out.tfevents.1714445875.ip-10-0-2-211.5783.0 +3 -0
- runs/Apr30_02-57-55_ip-10-0-2-211/events.out.tfevents.1714446005.ip-10-0-2-211.5783.1 +3 -0
- runs/Apr30_03-01-39_ip-10-0-2-211/events.out.tfevents.1714446100.ip-10-0-2-211.6210.0 +3 -0
- runs/Apr30_03-01-39_ip-10-0-2-211/events.out.tfevents.1714446216.ip-10-0-2-211.6210.1 +3 -0
- runs/Apr30_03-05-25_ip-10-0-2-211/events.out.tfevents.1714446325.ip-10-0-2-211.6875.0 +3 -0
- runs/Apr30_03-05-25_ip-10-0-2-211/events.out.tfevents.1714446443.ip-10-0-2-211.6875.1 +3 -0
- runs/Apr30_03-09-22_ip-10-0-2-211/events.out.tfevents.1714446563.ip-10-0-2-211.7327.0 +3 -0
- runs/Apr30_03-09-22_ip-10-0-2-211/events.out.tfevents.1714446678.ip-10-0-2-211.7327.1 +3 -0
- runs/Apr30_03-12-49_ip-10-0-2-211/events.out.tfevents.1714446770.ip-10-0-2-211.7795.0 +3 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-base
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: wav2vec2-attempt2
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# wav2vec2-attempt2
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This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 3.1347
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- Accuracy: 0.0952
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- F1: 0.0491
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-06
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 5
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- total_train_batch_size: 40
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 8
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| No log | 0.56 | 1 | 3.1350 | 0.0952 | 0.0625 |
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| No log | 1.67 | 3 | 3.1350 | 0.0952 | 0.0625 |
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| No log | 2.78 | 5 | 3.1350 | 0.0952 | 0.0625 |
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| No log | 3.89 | 7 | 3.1347 | 0.0952 | 0.0491 |
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| No log | 4.44 | 8 | 3.1347 | 0.0952 | 0.0491 |
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 2.1.2+cu121
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- Datasets 2.16.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "facebook/wav2vec2-base",
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"activation_dropout": 0.0,
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"adapter_attn_dim": null,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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"classifier_proj_size": 256,
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"codevector_dim": 256,
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"contrastive_logits_temperature": 0.1,
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"conv_bias": false,
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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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2,
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2
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],
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"conv_stride": [
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5,
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2,
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],
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"ctc_loss_reduction": "sum",
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"ctc_zero_infinity": false,
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"diversity_loss_weight": 0.1,
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"do_stable_layer_norm": false,
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"eos_token_id": 2,
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"feat_extract_activation": "gelu",
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"feat_extract_norm": "group",
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"feat_proj_dropout": 0.1,
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"feat_quantizer_dropout": 0.0,
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"final_dropout": 0.0,
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"freeze_feat_extract_train": true,
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "en",
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"1": "ca",
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"10": "sw",
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"11": "fa",
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"12": "it",
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"13": "mhr",
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"14": "zh-CN",
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"15": "ba",
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"16": "ta",
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"17": "ru",
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"18": "eu",
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"19": "th",
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"2": "rw",
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"20": "pt",
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"21": "pl",
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"22": "ja",
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"3": "be",
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"4": "eo",
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"5": "de",
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"6": "fr",
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"7": "kab",
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"8": "es",
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"9": "lg"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"ba": "15",
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"be": "3",
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"ca": "1",
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"de": "5",
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"en": "0",
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"eo": "4",
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"es": "8",
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"eu": "18",
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"fa": "11",
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"fr": "6",
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"it": "12",
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"ja": "22",
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"kab": "7",
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"lg": "9",
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"mhr": "13",
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"pl": "21",
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"pt": "20",
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"ru": "17",
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"rw": "2",
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"sw": "10",
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"ta": "16",
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"th": "19",
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"zh-CN": "14"
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},
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"layer_norm_eps": 1e-05,
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"layerdrop": 0.0,
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"mask_channel_length": 10,
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"mask_channel_min_space": 1,
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"mask_channel_other": 0.0,
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"mask_channel_prob": 0.0,
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"mask_channel_selection": "static",
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_other": 0.0,
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"mask_time_prob": 0.05,
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"mask_time_selection": "static",
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"model_type": "wav2vec2",
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"no_mask_channel_overlap": false,
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"no_mask_time_overlap": false,
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"num_adapter_layers": 3,
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"num_attention_heads": 12,
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"num_codevector_groups": 2,
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"num_codevectors_per_group": 320,
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"num_conv_pos_embedding_groups": 16,
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"num_conv_pos_embeddings": 128,
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"num_hidden_layers": 12,
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"num_negatives": 100,
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"output_hidden_size": 768,
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"pad_token_id": 0,
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"proj_codevector_dim": 256,
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"tdnn_dilation": [
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],
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"tdnn_dim": [
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],
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"torch_dtype": "float32",
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"transformers_version": "4.36.2",
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"use_weighted_layer_sum": false,
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"vocab_size": 32,
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"xvector_output_dim": 512
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}
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model.safetensors
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preprocessor_config.json
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0.0,
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"sampling_rate": 16000
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