heado/audio
Browse files- README.md +74 -0
- config.json +140 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- runs/Sep18_21-00-11_56be5970f861/events.out.tfevents.1758229217.56be5970f861.9317.0 +3 -0
- runs/Sep18_21-06-29_4ed70b94172d/events.out.tfevents.1758229594.4ed70b94172d.1153.0 +3 -0
- runs/Sep18_21-07-16_4ed70b94172d/events.out.tfevents.1758229637.4ed70b94172d.1153.1 +3 -0
- runs/Sep18_21-07-47_4ed70b94172d/events.out.tfevents.1758229668.4ed70b94172d.1153.2 +3 -0
- runs/Sep18_21-10-44_577eea9f1c0c/events.out.tfevents.1758229846.577eea9f1c0c.6632.0 +3 -0
- runs/Sep18_21-11-22_577eea9f1c0c/events.out.tfevents.1758229883.577eea9f1c0c.6632.1 +3 -0
- runs/Sep18_21-11-49_577eea9f1c0c/events.out.tfevents.1758229909.577eea9f1c0c.6632.2 +3 -0
- runs/Sep18_21-12-59_577eea9f1c0c/events.out.tfevents.1758229980.577eea9f1c0c.7887.0 +3 -0
- runs/Sep18_21-14-06_577eea9f1c0c/events.out.tfevents.1758230047.577eea9f1c0c.7887.1 +3 -0
- runs/Sep18_21-15-09_577eea9f1c0c/events.out.tfevents.1758230110.577eea9f1c0c.8575.0 +3 -0
- runs/Sep18_21-17-46_577eea9f1c0c/events.out.tfevents.1758230267.577eea9f1c0c.9322.0 +3 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: facebook/wav2vec2-xls-r-300m
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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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model-index:
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- name: my_model
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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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# my_model
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This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.6403
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- Accuracy: 0.0672
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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: 0.0001
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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: 2
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- total_train_batch_size: 16
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- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 10
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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 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 2.6453 | 1.0 | 30 | 2.6434 | 0.0336 |
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| 2.6503 | 2.0 | 60 | 2.6434 | 0.0840 |
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| 2.649 | 3.0 | 90 | 2.6506 | 0.0588 |
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| 2.6433 | 4.0 | 120 | 2.6488 | 0.0924 |
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| 2.6252 | 5.0 | 150 | 2.6514 | 0.1008 |
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| 2.6123 | 6.0 | 180 | 2.6542 | 0.0840 |
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| 2.6167 | 7.0 | 210 | 2.6520 | 0.0840 |
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| 2.6051 | 8.0 | 240 | 2.6461 | 0.0588 |
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| 2.5975 | 9.0 | 270 | 2.6402 | 0.1345 |
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| 2.5809 | 10.0 | 300 | 2.6403 | 0.0672 |
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### Framework versions
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- Transformers 4.56.1
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- Pytorch 2.8.0+cu126
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- Datasets 4.0.0
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- Tokenizers 0.22.0
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config.json
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{
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"activation_dropout": 0.0,
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| 3 |
+
"adapter_attn_dim": null,
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| 4 |
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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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| 12 |
+
"bos_token_id": 1,
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"classifier_proj_size": 256,
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"codevector_dim": 768,
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"contrastive_logits_temperature": 0.1,
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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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"conv_stride": [
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5,
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2,
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+
2,
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+
2,
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+
2,
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+
2,
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+
2
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],
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"ctc_loss_reduction": "sum",
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| 45 |
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"ctc_zero_infinity": false,
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| 46 |
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"diversity_loss_weight": 0.1,
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| 47 |
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"do_stable_layer_norm": true,
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| 48 |
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"dtype": "float32",
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| 49 |
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"eos_token_id": 2,
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| 50 |
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"feat_extract_activation": "gelu",
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| 51 |
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"feat_extract_dropout": 0.0,
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| 52 |
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"feat_extract_norm": "layer",
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| 53 |
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"feat_proj_dropout": 0.1,
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| 54 |
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"feat_quantizer_dropout": 0.0,
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| 55 |
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"final_dropout": 0.0,
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| 56 |
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"gradient_checkpointing": false,
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| 57 |
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"hidden_act": "gelu",
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"hidden_dropout": 0.1,
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| 59 |
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"hidden_size": 1024,
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| 60 |
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"id2label": {
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"0": "abroad",
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"1": "address",
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"10": "high_value_payment",
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"11": "joint_account",
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"12": "latest_transactions",
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"13": "pay_bill",
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"2": "app_error",
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"3": "atm_limit",
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"4": "balance",
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"5": "business_loan",
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"6": "card_issues",
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"7": "cash_deposit",
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"8": "direct_debit",
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"9": "freeze"
|
| 75 |
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},
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| 76 |
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"initializer_range": 0.02,
|
| 77 |
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"intermediate_size": 4096,
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| 78 |
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"label2id": {
|
| 79 |
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"abroad": "0",
|
| 80 |
+
"address": "1",
|
| 81 |
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"app_error": "2",
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| 82 |
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"atm_limit": "3",
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| 83 |
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"balance": "4",
|
| 84 |
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"business_loan": "5",
|
| 85 |
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"card_issues": "6",
|
| 86 |
+
"cash_deposit": "7",
|
| 87 |
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"direct_debit": "8",
|
| 88 |
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"freeze": "9",
|
| 89 |
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"high_value_payment": "10",
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| 90 |
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"joint_account": "11",
|
| 91 |
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"latest_transactions": "12",
|
| 92 |
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"pay_bill": "13"
|
| 93 |
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},
|
| 94 |
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"layer_norm_eps": 1e-05,
|
| 95 |
+
"layerdrop": 0.1,
|
| 96 |
+
"mask_feature_length": 10,
|
| 97 |
+
"mask_feature_min_masks": 0,
|
| 98 |
+
"mask_feature_prob": 0.0,
|
| 99 |
+
"mask_time_length": 10,
|
| 100 |
+
"mask_time_min_masks": 2,
|
| 101 |
+
"mask_time_prob": 0.075,
|
| 102 |
+
"model_type": "wav2vec2",
|
| 103 |
+
"num_adapter_layers": 3,
|
| 104 |
+
"num_attention_heads": 16,
|
| 105 |
+
"num_codevector_groups": 2,
|
| 106 |
+
"num_codevectors_per_group": 320,
|
| 107 |
+
"num_conv_pos_embedding_groups": 16,
|
| 108 |
+
"num_conv_pos_embeddings": 128,
|
| 109 |
+
"num_feat_extract_layers": 7,
|
| 110 |
+
"num_hidden_layers": 24,
|
| 111 |
+
"num_negatives": 100,
|
| 112 |
+
"output_hidden_size": 1024,
|
| 113 |
+
"pad_token_id": 0,
|
| 114 |
+
"proj_codevector_dim": 768,
|
| 115 |
+
"tdnn_dilation": [
|
| 116 |
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1,
|
| 117 |
+
2,
|
| 118 |
+
3,
|
| 119 |
+
1,
|
| 120 |
+
1
|
| 121 |
+
],
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| 122 |
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"tdnn_dim": [
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| 123 |
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512,
|
| 124 |
+
512,
|
| 125 |
+
512,
|
| 126 |
+
512,
|
| 127 |
+
1500
|
| 128 |
+
],
|
| 129 |
+
"tdnn_kernel": [
|
| 130 |
+
5,
|
| 131 |
+
3,
|
| 132 |
+
3,
|
| 133 |
+
1,
|
| 134 |
+
1
|
| 135 |
+
],
|
| 136 |
+
"transformers_version": "4.56.1",
|
| 137 |
+
"use_weighted_layer_sum": false,
|
| 138 |
+
"vocab_size": 32,
|
| 139 |
+
"xvector_output_dim": 512
|
| 140 |
+
}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:212d07978168a0f426223d415210db9ae6f34713fa113f5d5bb3a24dc391e008
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size 1262871640
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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,
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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runs/Sep18_21-00-11_56be5970f861/events.out.tfevents.1758229217.56be5970f861.9317.0
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oid sha256:734951e421f22f75e6201a0f6c8d82324f2719d2e450293636dd7ad7a68bc0d2
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size 88
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runs/Sep18_21-06-29_4ed70b94172d/events.out.tfevents.1758229594.4ed70b94172d.1153.0
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oid sha256:4aa82bfc02a829793a768b7b82dbeb2816b192340738c1e6c0cac3716b63a13c
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size 7111
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runs/Sep18_21-07-16_4ed70b94172d/events.out.tfevents.1758229637.4ed70b94172d.1153.1
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oid sha256:37c16c779e8fe394bb3bb6093982525fda7163cf6e69222e574d1bff3c1a8729
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size 7109
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runs/Sep18_21-07-47_4ed70b94172d/events.out.tfevents.1758229668.4ed70b94172d.1153.2
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