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Browse files- README.md +77 -0
- added_tokens.json +6 -0
- all_results.json +14 -0
- checkpoint-22000/added_tokens.json +6 -0
- checkpoint-22000/config.json +117 -0
- checkpoint-22000/optimizer.pt +3 -0
- checkpoint-22000/preprocessor_config.json +10 -0
- checkpoint-22000/pytorch_model.bin +3 -0
- checkpoint-22000/rng_state_0.pth +3 -0
- checkpoint-22000/rng_state_1.pth +3 -0
- checkpoint-22000/rng_state_2.pth +3 -0
- checkpoint-22000/rng_state_3.pth +3 -0
- checkpoint-22000/scheduler.pt +3 -0
- checkpoint-22000/special_tokens_map.json +10 -0
- checkpoint-22000/tokenizer_config.json +56 -0
- checkpoint-22000/trainer_state.json +778 -0
- checkpoint-22000/training_args.bin +3 -0
- checkpoint-22000/vocab.json +1744 -0
- checkpoint-24000/added_tokens.json +6 -0
- checkpoint-24000/config.json +117 -0
- checkpoint-24000/optimizer.pt +3 -0
- checkpoint-24000/preprocessor_config.json +10 -0
- checkpoint-24000/pytorch_model.bin +3 -0
- checkpoint-24000/rng_state_0.pth +3 -0
- checkpoint-24000/rng_state_1.pth +3 -0
- checkpoint-24000/rng_state_2.pth +3 -0
- checkpoint-24000/rng_state_3.pth +3 -0
- checkpoint-24000/scheduler.pt +3 -0
- checkpoint-24000/special_tokens_map.json +10 -0
- checkpoint-24000/tokenizer_config.json +56 -0
- checkpoint-24000/trainer_state.json +847 -0
- checkpoint-24000/training_args.bin +3 -0
- checkpoint-24000/vocab.json +1744 -0
- config.json +117 -0
- eval_results.json +9 -0
- preprocessor_config.json +10 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +10 -0
- tokenizer_config.json +56 -0
- train_results.json +8 -0
- trainer_state.json +868 -0
- training_args.bin +3 -0
- vocab.json +1744 -0
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-large-xlsr-53
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tags:
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- automatic-speech-recognition
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- ./sample_speech.py
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- generated_from_trainer
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model-index:
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- name: en-xlsr
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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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# en-xlsr
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This model is a fine-tuned version of [facebook/wav2vec2-large-xlsr-53](https://huggingface.co/facebook/wav2vec2-large-xlsr-53) on the ./SAMPLE_SPEECH.PY - NA dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3889
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- Cer: 0.1082
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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: 0.0003
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 64
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- total_eval_batch_size: 16
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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_steps: 1500
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- num_epochs: 15
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Cer |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 1.4503 | 1.22 | 2000 | 1.0610 | 0.2687 |
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| 1.0239 | 2.45 | 4000 | 0.6962 | 0.1904 |
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| 0.8977 | 3.67 | 6000 | 0.5945 | 0.1687 |
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| 0.804 | 4.9 | 8000 | 0.5328 | 0.1492 |
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| 0.698 | 6.12 | 10000 | 0.5014 | 0.1365 |
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| 0.6426 | 7.35 | 12000 | 0.4715 | 0.1322 |
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| 0.61 | 8.57 | 14000 | 0.4530 | 0.1258 |
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| 0.5709 | 9.79 | 16000 | 0.4300 | 0.1201 |
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| 0.5235 | 11.02 | 18000 | 0.4168 | 0.1166 |
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| 0.4778 | 12.24 | 20000 | 0.4057 | 0.1129 |
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| 0.4571 | 13.47 | 22000 | 0.3945 | 0.1100 |
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| 0.4388 | 14.69 | 24000 | 0.3891 | 0.1081 |
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### Framework versions
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- Transformers 4.34.0
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- Pytorch 2.1.0+cu121
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- Datasets 2.14.5
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- Tokenizers 0.14.1
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added_tokens.json
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{
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"</s>": 1743,
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"<s>": 1742,
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"[PAD]": 1741,
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"[UNK]": 1740
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}
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all_results.json
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{
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"epoch": 14.99,
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"eval_cer": 0.1081634945549379,
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"eval_loss": 0.38891980051994324,
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"eval_runtime": 1601.2936,
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"eval_samples": 13093,
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"eval_samples_per_second": 8.177,
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"eval_steps_per_second": 0.511,
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"train_loss": 1.1506779817299688,
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"train_runtime": 54167.2991,
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"train_samples": 104547,
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"train_samples_per_second": 28.951,
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"train_steps_per_second": 0.452
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}
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checkpoint-22000/added_tokens.json
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{
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"</s>": 1743,
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"<s>": 1742,
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"[PAD]": 1741,
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"[UNK]": 1740
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}
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checkpoint-22000/config.json
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{
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"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
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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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"Wav2Vec2ForCTC"
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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": 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": "mean",
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| 46 |
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"ctc_zero_infinity": false,
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| 47 |
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"diversity_loss_weight": 0.1,
|
| 48 |
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"do_stable_layer_norm": true,
|
| 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": 0.05,
|
| 54 |
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"feat_quantizer_dropout": 0.0,
|
| 55 |
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"final_dropout": 0.0,
|
| 56 |
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"gradient_checkpointing": false,
|
| 57 |
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"hidden_act": "gelu",
|
| 58 |
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"hidden_dropout": 0.05,
|
| 59 |
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"hidden_size": 1024,
|
| 60 |
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"initializer_range": 0.02,
|
| 61 |
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"intermediate_size": 4096,
|
| 62 |
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"layer_norm_eps": 1e-05,
|
| 63 |
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"layerdrop": 0.05,
|
| 64 |
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"mask_channel_length": 10,
|
| 65 |
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"mask_channel_min_space": 1,
|
| 66 |
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"mask_channel_other": 0.0,
|
| 67 |
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"mask_channel_prob": 0.0,
|
| 68 |
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"mask_channel_selection": "static",
|
| 69 |
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"mask_feature_length": 10,
|
| 70 |
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"mask_feature_min_masks": 0,
|
| 71 |
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"mask_feature_prob": 0.0,
|
| 72 |
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"mask_time_length": 10,
|
| 73 |
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"mask_time_min_masks": 2,
|
| 74 |
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"mask_time_min_space": 1,
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| 75 |
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"mask_time_other": 0.0,
|
| 76 |
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"mask_time_prob": 0.05,
|
| 77 |
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"mask_time_selection": "static",
|
| 78 |
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"model_type": "wav2vec2",
|
| 79 |
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"num_adapter_layers": 3,
|
| 80 |
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"num_attention_heads": 16,
|
| 81 |
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"num_codevector_groups": 2,
|
| 82 |
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"num_codevectors_per_group": 320,
|
| 83 |
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"num_conv_pos_embedding_groups": 16,
|
| 84 |
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"num_conv_pos_embeddings": 128,
|
| 85 |
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"num_feat_extract_layers": 7,
|
| 86 |
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"num_hidden_layers": 24,
|
| 87 |
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"num_negatives": 100,
|
| 88 |
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"output_hidden_size": 1024,
|
| 89 |
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"pad_token_id": 1741,
|
| 90 |
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"proj_codevector_dim": 768,
|
| 91 |
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"tdnn_dilation": [
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| 92 |
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1,
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| 93 |
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2,
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3,
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| 95 |
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1,
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| 96 |
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1
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],
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"tdnn_dim": [
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512,
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512,
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| 101 |
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512,
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| 102 |
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512,
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1500
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],
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| 105 |
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"tdnn_kernel": [
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5,
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| 107 |
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3,
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| 108 |
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3,
|
| 109 |
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1,
|
| 110 |
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1
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| 111 |
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],
|
| 112 |
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"torch_dtype": "float32",
|
| 113 |
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"transformers_version": "4.34.0",
|
| 114 |
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"use_weighted_layer_sum": false,
|
| 115 |
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"vocab_size": 1744,
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| 116 |
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"xvector_output_dim": 512
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| 117 |
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}
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checkpoint-22000/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:25fcb59c6cb08679bba4f9e47b0c19bf38e5056d067d48b817a13d88e4308bc6
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size 2504460598
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checkpoint-22000/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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"processor_class": "Wav2Vec2Processor",
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| 8 |
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"return_attention_mask": true,
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"sampling_rate": 16000
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}
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checkpoint-22000/pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:59e5060840889b0b4ae7240b94a66edd8b7283f576ae25cbff4e9ab254f7839b
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size 1269052778
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checkpoint-22000/rng_state_0.pth
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 15024
|
checkpoint-22000/rng_state_1.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:3221e336a42d20a3cd1fcbfcc5fb855a0f6eff64d1e726316d1139b310402b4e
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| 3 |
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size 15024
|
checkpoint-22000/rng_state_2.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:52cec5e130a71aa404d53bb4652add23d7a0d2f752a3752ae7f0731fcbcddbf4
|
| 3 |
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size 15088
|
checkpoint-22000/rng_state_3.pth
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
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|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:5d27b6a69ddcac4e34afac2ab9690a00bfca4ec0b3ebe4bfa5c32b693201827e
|
| 3 |
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size 14960
|
checkpoint-22000/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:067844c63df10c9eeb76811daadba0a6033e0fed0ccde8c648bc780a57419ddf
|
| 3 |
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size 1064
|
checkpoint-22000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
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|
|
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|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
"<s>",
|
| 4 |
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"</s>"
|
| 5 |
+
],
|
| 6 |
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"bos_token": "<s>",
|
| 7 |
+
"eos_token": "</s>",
|
| 8 |
+
"pad_token": "[PAD]",
|
| 9 |
+
"unk_token": "[UNK]"
|
| 10 |
+
}
|
checkpoint-22000/tokenizer_config.json
ADDED
|
@@ -0,0 +1,56 @@
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|
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|
|
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|
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|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"1740": {
|
| 4 |
+
"content": "[UNK]",
|
| 5 |
+
"lstrip": true,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": true,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": false
|
| 10 |
+
},
|
| 11 |
+
"1741": {
|
| 12 |
+
"content": "[PAD]",
|
| 13 |
+
"lstrip": true,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": true,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": false
|
| 18 |
+
},
|
| 19 |
+
"1742": {
|
| 20 |
+
"content": "<s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"1743": {
|
| 28 |
+
"content": "</s>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"additional_special_tokens": [
|
| 37 |
+
"<s>",
|
| 38 |
+
"</s>"
|
| 39 |
+
],
|
| 40 |
+
"bos_token": "<s>",
|
| 41 |
+
"clean_up_tokenization_spaces": true,
|
| 42 |
+
"config": null,
|
| 43 |
+
"do_lower_case": false,
|
| 44 |
+
"eos_token": "</s>",
|
| 45 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 46 |
+
"pad_token": "[PAD]",
|
| 47 |
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"processor_class": "Wav2Vec2Processor",
|
| 48 |
+
"replace_word_delimiter_char": " ",
|
| 49 |
+
"target_lang": null,
|
| 50 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 51 |
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"tokenizer_file": null,
|
| 52 |
+
"tokenizer_type": "wav2vec2",
|
| 53 |
+
"trust_remote_code": false,
|
| 54 |
+
"unk_token": "[UNK]",
|
| 55 |
+
"word_delimiter_token": "|"
|
| 56 |
+
}
|
checkpoint-22000/trainer_state.json
ADDED
|
@@ -0,0 +1,778 @@
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|
checkpoint-22000/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:f2a53791a3905b5426f4f4a28dc53b7bf0cdde7382afe6d18a7f69f8c493b179
|
| 3 |
+
size 4472
|
checkpoint-22000/vocab.json
ADDED
|
@@ -0,0 +1,1744 @@
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|
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|
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|
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|
| 1650 |
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|
| 1651 |
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|
| 1652 |
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|
| 1653 |
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|
| 1654 |
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|
| 1655 |
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|
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|
| 1657 |
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|
| 1658 |
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|
| 1659 |
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|
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|
| 1661 |
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|
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|
| 1663 |
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|
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|
| 1665 |
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|
| 1666 |
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|
| 1667 |
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|
| 1668 |
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|
| 1669 |
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|
| 1670 |
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|
| 1671 |
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|
| 1672 |
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|
| 1673 |
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|
| 1674 |
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|
| 1675 |
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|
| 1676 |
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|
| 1677 |
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|
| 1678 |
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|
| 1679 |
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|
| 1680 |
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|
| 1681 |
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|
| 1682 |
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|
| 1683 |
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|
| 1684 |
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|
| 1685 |
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|
| 1686 |
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|
| 1687 |
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|
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|
| 1689 |
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|
| 1690 |
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|
| 1691 |
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|
| 1692 |
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|
| 1693 |
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|
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|
| 1695 |
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|
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|
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|
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|
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|
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|
| 1701 |
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|
| 1702 |
+
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|
| 1703 |
+
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|
| 1704 |
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|
| 1705 |
+
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|
| 1706 |
+
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|
| 1707 |
+
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|
| 1708 |
+
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|
| 1709 |
+
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|
| 1710 |
+
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|
| 1711 |
+
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|
| 1712 |
+
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|
| 1713 |
+
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|
| 1714 |
+
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|
| 1715 |
+
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|
| 1716 |
+
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|
| 1717 |
+
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|
| 1718 |
+
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|
| 1719 |
+
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|
| 1720 |
+
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|
| 1721 |
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|
| 1722 |
+
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|
| 1723 |
+
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|
| 1724 |
+
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|
| 1725 |
+
"휴": 1721,
|
| 1726 |
+
"흉": 1722,
|
| 1727 |
+
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|
| 1728 |
+
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|
| 1729 |
+
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|
| 1730 |
+
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|
| 1731 |
+
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|
| 1732 |
+
"흠": 1728,
|
| 1733 |
+
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|
| 1734 |
+
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|
| 1735 |
+
"흩": 1731,
|
| 1736 |
+
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|
| 1737 |
+
"흰": 1733,
|
| 1738 |
+
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|
| 1739 |
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|
| 1740 |
+
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|
| 1741 |
+
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|
| 1742 |
+
"힙": 1738,
|
| 1743 |
+
"힝": 1739
|
| 1744 |
+
}
|
checkpoint-24000/added_tokens.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"</s>": 1743,
|
| 3 |
+
"<s>": 1742,
|
| 4 |
+
"[PAD]": 1741,
|
| 5 |
+
"[UNK]": 1740
|
| 6 |
+
}
|
checkpoint-24000/config.json
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"adapter_attn_dim": null,
|
| 5 |
+
"adapter_kernel_size": 3,
|
| 6 |
+
"adapter_stride": 2,
|
| 7 |
+
"add_adapter": false,
|
| 8 |
+
"apply_spec_augment": true,
|
| 9 |
+
"architectures": [
|
| 10 |
+
"Wav2Vec2ForCTC"
|
| 11 |
+
],
|
| 12 |
+
"attention_dropout": 0.1,
|
| 13 |
+
"bos_token_id": 1,
|
| 14 |
+
"classifier_proj_size": 256,
|
| 15 |
+
"codevector_dim": 768,
|
| 16 |
+
"contrastive_logits_temperature": 0.1,
|
| 17 |
+
"conv_bias": true,
|
| 18 |
+
"conv_dim": [
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512,
|
| 25 |
+
512
|
| 26 |
+
],
|
| 27 |
+
"conv_kernel": [
|
| 28 |
+
10,
|
| 29 |
+
3,
|
| 30 |
+
3,
|
| 31 |
+
3,
|
| 32 |
+
3,
|
| 33 |
+
2,
|
| 34 |
+
2
|
| 35 |
+
],
|
| 36 |
+
"conv_stride": [
|
| 37 |
+
5,
|
| 38 |
+
2,
|
| 39 |
+
2,
|
| 40 |
+
2,
|
| 41 |
+
2,
|
| 42 |
+
2,
|
| 43 |
+
2
|
| 44 |
+
],
|
| 45 |
+
"ctc_loss_reduction": "mean",
|
| 46 |
+
"ctc_zero_infinity": false,
|
| 47 |
+
"diversity_loss_weight": 0.1,
|
| 48 |
+
"do_stable_layer_norm": true,
|
| 49 |
+
"eos_token_id": 2,
|
| 50 |
+
"feat_extract_activation": "gelu",
|
| 51 |
+
"feat_extract_dropout": 0.0,
|
| 52 |
+
"feat_extract_norm": "layer",
|
| 53 |
+
"feat_proj_dropout": 0.05,
|
| 54 |
+
"feat_quantizer_dropout": 0.0,
|
| 55 |
+
"final_dropout": 0.0,
|
| 56 |
+
"gradient_checkpointing": false,
|
| 57 |
+
"hidden_act": "gelu",
|
| 58 |
+
"hidden_dropout": 0.05,
|
| 59 |
+
"hidden_size": 1024,
|
| 60 |
+
"initializer_range": 0.02,
|
| 61 |
+
"intermediate_size": 4096,
|
| 62 |
+
"layer_norm_eps": 1e-05,
|
| 63 |
+
"layerdrop": 0.05,
|
| 64 |
+
"mask_channel_length": 10,
|
| 65 |
+
"mask_channel_min_space": 1,
|
| 66 |
+
"mask_channel_other": 0.0,
|
| 67 |
+
"mask_channel_prob": 0.0,
|
| 68 |
+
"mask_channel_selection": "static",
|
| 69 |
+
"mask_feature_length": 10,
|
| 70 |
+
"mask_feature_min_masks": 0,
|
| 71 |
+
"mask_feature_prob": 0.0,
|
| 72 |
+
"mask_time_length": 10,
|
| 73 |
+
"mask_time_min_masks": 2,
|
| 74 |
+
"mask_time_min_space": 1,
|
| 75 |
+
"mask_time_other": 0.0,
|
| 76 |
+
"mask_time_prob": 0.05,
|
| 77 |
+
"mask_time_selection": "static",
|
| 78 |
+
"model_type": "wav2vec2",
|
| 79 |
+
"num_adapter_layers": 3,
|
| 80 |
+
"num_attention_heads": 16,
|
| 81 |
+
"num_codevector_groups": 2,
|
| 82 |
+
"num_codevectors_per_group": 320,
|
| 83 |
+
"num_conv_pos_embedding_groups": 16,
|
| 84 |
+
"num_conv_pos_embeddings": 128,
|
| 85 |
+
"num_feat_extract_layers": 7,
|
| 86 |
+
"num_hidden_layers": 24,
|
| 87 |
+
"num_negatives": 100,
|
| 88 |
+
"output_hidden_size": 1024,
|
| 89 |
+
"pad_token_id": 1741,
|
| 90 |
+
"proj_codevector_dim": 768,
|
| 91 |
+
"tdnn_dilation": [
|
| 92 |
+
1,
|
| 93 |
+
2,
|
| 94 |
+
3,
|
| 95 |
+
1,
|
| 96 |
+
1
|
| 97 |
+
],
|
| 98 |
+
"tdnn_dim": [
|
| 99 |
+
512,
|
| 100 |
+
512,
|
| 101 |
+
512,
|
| 102 |
+
512,
|
| 103 |
+
1500
|
| 104 |
+
],
|
| 105 |
+
"tdnn_kernel": [
|
| 106 |
+
5,
|
| 107 |
+
3,
|
| 108 |
+
3,
|
| 109 |
+
1,
|
| 110 |
+
1
|
| 111 |
+
],
|
| 112 |
+
"torch_dtype": "float32",
|
| 113 |
+
"transformers_version": "4.34.0",
|
| 114 |
+
"use_weighted_layer_sum": false,
|
| 115 |
+
"vocab_size": 1744,
|
| 116 |
+
"xvector_output_dim": 512
|
| 117 |
+
}
|
checkpoint-24000/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:756b003e4f65921b07ae78325ce08c74266a23e234cc2b7713dda58240611c26
|
| 3 |
+
size 2504460598
|
checkpoint-24000/preprocessor_config.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
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|
| 9 |
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|
| 10 |
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}
|
checkpoint-24000/pytorch_model.bin
ADDED
|
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checkpoint-24000/rng_state_0.pth
ADDED
|
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checkpoint-24000/rng_state_1.pth
ADDED
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 15024
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checkpoint-24000/rng_state_2.pth
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 15088
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checkpoint-24000/rng_state_3.pth
ADDED
|
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 14960
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checkpoint-24000/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 1064
|
checkpoint-24000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
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|
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|
| 1 |
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{
|
| 2 |
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"additional_special_tokens": [
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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"pad_token": "[PAD]",
|
| 9 |
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"unk_token": "[UNK]"
|
| 10 |
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}
|
checkpoint-24000/tokenizer_config.json
ADDED
|
@@ -0,0 +1,56 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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"1740": {
|
| 4 |
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"content": "[UNK]",
|
| 5 |
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"lstrip": true,
|
| 6 |
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"normalized": false,
|
| 7 |
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"rstrip": true,
|
| 8 |
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"single_word": false,
|
| 9 |
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"special": false
|
| 10 |
+
},
|
| 11 |
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"1741": {
|
| 12 |
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"content": "[PAD]",
|
| 13 |
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"lstrip": true,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": true,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": false
|
| 18 |
+
},
|
| 19 |
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"1742": {
|
| 20 |
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"content": "<s>",
|
| 21 |
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|
| 22 |
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"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"1743": {
|
| 28 |
+
"content": "</s>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"additional_special_tokens": [
|
| 37 |
+
"<s>",
|
| 38 |
+
"</s>"
|
| 39 |
+
],
|
| 40 |
+
"bos_token": "<s>",
|
| 41 |
+
"clean_up_tokenization_spaces": true,
|
| 42 |
+
"config": null,
|
| 43 |
+
"do_lower_case": false,
|
| 44 |
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"eos_token": "</s>",
|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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"target_lang": null,
|
| 50 |
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
+
"unk_token": "[UNK]",
|
| 55 |
+
"word_delimiter_token": "|"
|
| 56 |
+
}
|
checkpoint-24000/trainer_state.json
ADDED
|
@@ -0,0 +1,847 @@
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checkpoint-24000/training_args.bin
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version https://git-lfs.github.com/spec/v1
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checkpoint-24000/vocab.json
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| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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"|": 0,
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| 220 |
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| 221 |
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| 222 |
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| 223 |
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| 224 |
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| 225 |
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| 227 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 1720 |
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|
| 1721 |
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|
| 1722 |
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|
| 1723 |
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|
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|
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|
| 1726 |
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|
| 1727 |
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|
| 1728 |
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|
| 1729 |
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|
| 1730 |
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|
| 1731 |
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|
| 1732 |
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|
| 1733 |
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|
| 1734 |
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|
| 1735 |
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|
| 1736 |
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|
| 1737 |
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|
| 1738 |
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|
| 1739 |
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|
| 1740 |
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|
| 1741 |
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|
| 1742 |
+
"힙": 1738,
|
| 1743 |
+
"힝": 1739
|
| 1744 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,117 @@
|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "facebook/wav2vec2-large-xlsr-53",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"adapter_attn_dim": null,
|
| 5 |
+
"adapter_kernel_size": 3,
|
| 6 |
+
"adapter_stride": 2,
|
| 7 |
+
"add_adapter": false,
|
| 8 |
+
"apply_spec_augment": true,
|
| 9 |
+
"architectures": [
|
| 10 |
+
"Wav2Vec2ForCTC"
|
| 11 |
+
],
|
| 12 |
+
"attention_dropout": 0.1,
|
| 13 |
+
"bos_token_id": 1,
|
| 14 |
+
"classifier_proj_size": 256,
|
| 15 |
+
"codevector_dim": 768,
|
| 16 |
+
"contrastive_logits_temperature": 0.1,
|
| 17 |
+
"conv_bias": true,
|
| 18 |
+
"conv_dim": [
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512,
|
| 25 |
+
512
|
| 26 |
+
],
|
| 27 |
+
"conv_kernel": [
|
| 28 |
+
10,
|
| 29 |
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3,
|
| 30 |
+
3,
|
| 31 |
+
3,
|
| 32 |
+
3,
|
| 33 |
+
2,
|
| 34 |
+
2
|
| 35 |
+
],
|
| 36 |
+
"conv_stride": [
|
| 37 |
+
5,
|
| 38 |
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2,
|
| 39 |
+
2,
|
| 40 |
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2,
|
| 41 |
+
2,
|
| 42 |
+
2,
|
| 43 |
+
2
|
| 44 |
+
],
|
| 45 |
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"ctc_loss_reduction": "mean",
|
| 46 |
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"ctc_zero_infinity": false,
|
| 47 |
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|
| 48 |
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|
| 49 |
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"eos_token_id": 2,
|
| 50 |
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"feat_extract_activation": "gelu",
|
| 51 |
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"feat_extract_dropout": 0.0,
|
| 52 |
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"feat_extract_norm": "layer",
|
| 53 |
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"feat_proj_dropout": 0.05,
|
| 54 |
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|
| 55 |
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| 56 |
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"gradient_checkpointing": false,
|
| 57 |
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"hidden_act": "gelu",
|
| 58 |
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|
| 59 |
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"hidden_size": 1024,
|
| 60 |
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|
| 61 |
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"intermediate_size": 4096,
|
| 62 |
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"layer_norm_eps": 1e-05,
|
| 63 |
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|
| 64 |
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"mask_channel_length": 10,
|
| 65 |
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|
| 66 |
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"mask_channel_other": 0.0,
|
| 67 |
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"mask_channel_prob": 0.0,
|
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| 69 |
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|
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|
| 71 |
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"mask_feature_prob": 0.0,
|
| 72 |
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"mask_time_length": 10,
|
| 73 |
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|
| 74 |
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"mask_time_min_space": 1,
|
| 75 |
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"mask_time_other": 0.0,
|
| 76 |
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"mask_time_prob": 0.05,
|
| 77 |
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"mask_time_selection": "static",
|
| 78 |
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"model_type": "wav2vec2",
|
| 79 |
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"num_adapter_layers": 3,
|
| 80 |
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|
| 81 |
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"num_codevector_groups": 2,
|
| 82 |
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"num_codevectors_per_group": 320,
|
| 83 |
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"num_conv_pos_embedding_groups": 16,
|
| 84 |
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"num_conv_pos_embeddings": 128,
|
| 85 |
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|
| 86 |
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"num_hidden_layers": 24,
|
| 87 |
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"num_negatives": 100,
|
| 88 |
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"output_hidden_size": 1024,
|
| 89 |
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"pad_token_id": 1741,
|
| 90 |
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"proj_codevector_dim": 768,
|
| 91 |
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"tdnn_dilation": [
|
| 92 |
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1,
|
| 93 |
+
2,
|
| 94 |
+
3,
|
| 95 |
+
1,
|
| 96 |
+
1
|
| 97 |
+
],
|
| 98 |
+
"tdnn_dim": [
|
| 99 |
+
512,
|
| 100 |
+
512,
|
| 101 |
+
512,
|
| 102 |
+
512,
|
| 103 |
+
1500
|
| 104 |
+
],
|
| 105 |
+
"tdnn_kernel": [
|
| 106 |
+
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|
| 107 |
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3,
|
| 108 |
+
3,
|
| 109 |
+
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|
| 110 |
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1
|
| 111 |
+
],
|
| 112 |
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"torch_dtype": "float32",
|
| 113 |
+
"transformers_version": "4.34.0",
|
| 114 |
+
"use_weighted_layer_sum": false,
|
| 115 |
+
"vocab_size": 1744,
|
| 116 |
+
"xvector_output_dim": 512
|
| 117 |
+
}
|
eval_results.json
ADDED
|
@@ -0,0 +1,9 @@
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|
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|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 14.99,
|
| 3 |
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"eval_cer": 0.1081634945549379,
|
| 4 |
+
"eval_loss": 0.38891980051994324,
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| 5 |
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"eval_runtime": 1601.2936,
|
| 6 |
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"eval_samples": 13093,
|
| 7 |
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"eval_samples_per_second": 8.177,
|
| 8 |
+
"eval_steps_per_second": 0.511
|
| 9 |
+
}
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
| 5 |
+
"padding_side": "right",
|
| 6 |
+
"padding_value": 0,
|
| 7 |
+
"processor_class": "Wav2Vec2Processor",
|
| 8 |
+
"return_attention_mask": true,
|
| 9 |
+
"sampling_rate": 16000
|
| 10 |
+
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:416f31c2909f85b637313f51236e7dacc2f9ca4d62360e2b41f00bd10c9bba50
|
| 3 |
+
size 1269052778
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
"<s>",
|
| 4 |
+
"</s>"
|
| 5 |
+
],
|
| 6 |
+
"bos_token": "<s>",
|
| 7 |
+
"eos_token": "</s>",
|
| 8 |
+
"pad_token": "[PAD]",
|
| 9 |
+
"unk_token": "[UNK]"
|
| 10 |
+
}
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"1740": {
|
| 4 |
+
"content": "[UNK]",
|
| 5 |
+
"lstrip": true,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": true,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": false
|
| 10 |
+
},
|
| 11 |
+
"1741": {
|
| 12 |
+
"content": "[PAD]",
|
| 13 |
+
"lstrip": true,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": true,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": false
|
| 18 |
+
},
|
| 19 |
+
"1742": {
|
| 20 |
+
"content": "<s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"1743": {
|
| 28 |
+
"content": "</s>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"additional_special_tokens": [
|
| 37 |
+
"<s>",
|
| 38 |
+
"</s>"
|
| 39 |
+
],
|
| 40 |
+
"bos_token": "<s>",
|
| 41 |
+
"clean_up_tokenization_spaces": true,
|
| 42 |
+
"config": null,
|
| 43 |
+
"do_lower_case": false,
|
| 44 |
+
"eos_token": "</s>",
|
| 45 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 46 |
+
"pad_token": "[PAD]",
|
| 47 |
+
"processor_class": "Wav2Vec2Processor",
|
| 48 |
+
"replace_word_delimiter_char": " ",
|
| 49 |
+
"target_lang": null,
|
| 50 |
+
"tokenizer_class": "Wav2Vec2CTCTokenizer",
|
| 51 |
+
"tokenizer_file": null,
|
| 52 |
+
"tokenizer_type": "wav2vec2",
|
| 53 |
+
"trust_remote_code": false,
|
| 54 |
+
"unk_token": "[UNK]",
|
| 55 |
+
"word_delimiter_token": "|"
|
| 56 |
+
}
|
train_results.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 14.99,
|
| 3 |
+
"train_loss": 1.1506779817299688,
|
| 4 |
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"train_runtime": 54167.2991,
|
| 5 |
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"train_samples": 104547,
|
| 6 |
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"train_samples_per_second": 28.951,
|
| 7 |
+
"train_steps_per_second": 0.452
|
| 8 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,868 @@
|
|
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|
| 1 |
+
{
|
| 2 |
+
"&": 1,
|
| 3 |
+
"0": 2,
|
| 4 |
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"1": 3,
|
| 5 |
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"2": 4,
|
| 6 |
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"3": 5,
|
| 7 |
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"4": 6,
|
| 8 |
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"5": 7,
|
| 9 |
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"6": 8,
|
| 10 |
+
"7": 9,
|
| 11 |
+
"8": 10,
|
| 12 |
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"9": 11,
|
| 13 |
+
"[PAD]": 1741,
|
| 14 |
+
"[UNK]": 1740,
|
| 15 |
+
"\\": 12,
|
| 16 |
+
"a": 13,
|
| 17 |
+
"b": 14,
|
| 18 |
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"c": 15,
|
| 19 |
+
"d": 16,
|
| 20 |
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"e": 17,
|
| 21 |
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"f": 18,
|
| 22 |
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"g": 19,
|
| 23 |
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"h": 20,
|
| 24 |
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"i": 21,
|
| 25 |
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"j": 22,
|
| 26 |
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"k": 23,
|
| 27 |
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"l": 24,
|
| 28 |
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"m": 25,
|
| 29 |
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"n": 26,
|
| 30 |
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"o": 27,
|
| 31 |
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"p": 28,
|
| 32 |
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"q": 29,
|
| 33 |
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"r": 30,
|
| 34 |
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"s": 31,
|
| 35 |
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"t": 32,
|
| 36 |
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"u": 33,
|
| 37 |
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"v": 34,
|
| 38 |
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"w": 35,
|
| 39 |
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"x": 36,
|
| 40 |
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"y": 37,
|
| 41 |
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"z": 38,
|
| 42 |
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"|": 0,
|
| 43 |
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"°": 39,
|
| 44 |
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"μ": 40,
|
| 45 |
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"ᆫ": 41,
|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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"ㅇ": 49,
|
| 54 |
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|
| 55 |
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|
| 56 |
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"ㅠ": 52,
|
| 57 |
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"ㅡ": 53,
|
| 58 |
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"가": 54,
|
| 59 |
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"각": 55,
|
| 60 |
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|
| 61 |
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"갇": 57,
|
| 62 |
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"갈": 58,
|
| 63 |
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"감": 59,
|
| 64 |
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"갑": 60,
|
| 65 |
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"값": 61,
|
| 66 |
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"갓": 62,
|
| 67 |
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"갔": 63,
|
| 68 |
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"강": 64,
|
| 69 |
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"갖": 65,
|
| 70 |
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"같": 66,
|
| 71 |
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"갚": 67,
|
| 72 |
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"갛": 68,
|
| 73 |
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"개": 69,
|
| 74 |
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|
| 75 |
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"갠": 71,
|
| 76 |
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"갤": 72,
|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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"갸": 78,
|
| 83 |
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|
| 84 |
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"걍": 80,
|
| 85 |
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"걔": 81,
|
| 86 |
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"걘": 82,
|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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"검": 88,
|
| 93 |
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"겁": 89,
|
| 94 |
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"것": 90,
|
| 95 |
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"겄": 91,
|
| 96 |
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"겉": 92,
|
| 97 |
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"게": 93,
|
| 98 |
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"겐": 94,
|
| 99 |
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"겔": 95,
|
| 100 |
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"겜": 96,
|
| 101 |
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"겟": 97,
|
| 102 |
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"겠": 98,
|
| 103 |
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"겨": 99,
|
| 104 |
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"격": 100,
|
| 105 |
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"겪": 101,
|
| 106 |
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"견": 102,
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| 107 |
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"결": 103,
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| 108 |
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"겸": 104,
|
| 109 |
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"겹": 105,
|
| 110 |
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"겼": 106,
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| 111 |
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"경": 107,
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| 112 |
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"곁": 108,
|
| 113 |
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"계": 109,
|
| 114 |
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"곗": 110,
|
| 115 |
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"고": 111,
|
| 116 |
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"곡": 112,
|
| 117 |
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"곤": 113,
|
| 118 |
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"곧": 114,
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| 119 |
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| 120 |
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| 121 |
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| 122 |
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"곱": 118,
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| 123 |
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"곳": 119,
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| 124 |
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"공": 120,
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| 125 |
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"곶": 121,
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| 126 |
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"과": 122,
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| 127 |
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"곽": 123,
|
| 128 |
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"관": 124,
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| 129 |
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| 130 |
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| 131 |
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"광": 127,
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| 132 |
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| 133 |
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| 134 |
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| 135 |
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| 136 |
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| 137 |
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| 138 |
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|
| 139 |
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"구": 135,
|
| 140 |
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"국": 136,
|
| 141 |
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|
| 142 |
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"굳": 138,
|
| 143 |
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|
| 144 |
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"굵": 140,
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| 145 |
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|
| 146 |
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"굽": 142,
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| 147 |
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| 148 |
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| 149 |
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"궂": 145,
|
| 150 |
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|
| 151 |
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"권": 147,
|
| 152 |
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"궐": 148,
|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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"귓": 153,
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"효": 1705,
|
| 1710 |
+
"후": 1706,
|
| 1711 |
+
"훅": 1707,
|
| 1712 |
+
"훈": 1708,
|
| 1713 |
+
"훌": 1709,
|
| 1714 |
+
"훑": 1710,
|
| 1715 |
+
"훔": 1711,
|
| 1716 |
+
"훤": 1712,
|
| 1717 |
+
"훨": 1713,
|
| 1718 |
+
"훼": 1714,
|
| 1719 |
+
"휑": 1715,
|
| 1720 |
+
"휘": 1716,
|
| 1721 |
+
"휙": 1717,
|
| 1722 |
+
"휜": 1718,
|
| 1723 |
+
"휠": 1719,
|
| 1724 |
+
"휩": 1720,
|
| 1725 |
+
"휴": 1721,
|
| 1726 |
+
"흉": 1722,
|
| 1727 |
+
"흐": 1723,
|
| 1728 |
+
"흑": 1724,
|
| 1729 |
+
"흔": 1725,
|
| 1730 |
+
"흘": 1726,
|
| 1731 |
+
"흙": 1727,
|
| 1732 |
+
"흠": 1728,
|
| 1733 |
+
"흡": 1729,
|
| 1734 |
+
"흥": 1730,
|
| 1735 |
+
"흩": 1731,
|
| 1736 |
+
"희": 1732,
|
| 1737 |
+
"흰": 1733,
|
| 1738 |
+
"히": 1734,
|
| 1739 |
+
"힌": 1735,
|
| 1740 |
+
"힐": 1736,
|
| 1741 |
+
"힘": 1737,
|
| 1742 |
+
"힙": 1738,
|
| 1743 |
+
"힝": 1739
|
| 1744 |
+
}
|