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Browse files- README.md +80 -0
- added_tokens.json +6 -0
- all_results.json +14 -0
- checkpoint-28000/added_tokens.json +6 -0
- checkpoint-28000/config.json +117 -0
- checkpoint-28000/optimizer.pt +3 -0
- checkpoint-28000/preprocessor_config.json +10 -0
- checkpoint-28000/pytorch_model.bin +3 -0
- checkpoint-28000/rng_state_0.pth +3 -0
- checkpoint-28000/rng_state_1.pth +3 -0
- checkpoint-28000/rng_state_2.pth +3 -0
- checkpoint-28000/rng_state_3.pth +3 -0
- checkpoint-28000/scheduler.pt +3 -0
- checkpoint-28000/special_tokens_map.json +10 -0
- checkpoint-28000/tokenizer_config.json +56 -0
- checkpoint-28000/trainer_state.json +481 -0
- checkpoint-28000/training_args.bin +3 -0
- checkpoint-28000/vocab.json +1795 -0
- checkpoint-30000/added_tokens.json +6 -0
- checkpoint-30000/config.json +117 -0
- checkpoint-30000/optimizer.pt +3 -0
- checkpoint-30000/preprocessor_config.json +10 -0
- checkpoint-30000/pytorch_model.bin +3 -0
- checkpoint-30000/rng_state_0.pth +3 -0
- checkpoint-30000/rng_state_1.pth +3 -0
- checkpoint-30000/rng_state_2.pth +3 -0
- checkpoint-30000/rng_state_3.pth +3 -0
- checkpoint-30000/scheduler.pt +3 -0
- checkpoint-30000/special_tokens_map.json +10 -0
- checkpoint-30000/tokenizer_config.json +56 -0
- checkpoint-30000/trainer_state.json +514 -0
- checkpoint-30000/training_args.bin +3 -0
- checkpoint-30000/vocab.json +1795 -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 +541 -0
- training_args.bin +3 -0
- vocab.json +1795 -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: ko-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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# ko-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: 0.4215
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- Cer: 0.1103
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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: 1000
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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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| 1.5961 | 0.94 | 2000 | 1.0685 | 0.2712 |
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| 1.2068 | 1.89 | 4000 | 0.8059 | 0.2117 |
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| 1.0519 | 2.83 | 6000 | 0.6764 | 0.1784 |
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| 0.9522 | 3.77 | 8000 | 0.6238 | 0.1667 |
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| 0.8855 | 4.72 | 10000 | 0.5901 | 0.1572 |
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| 0.8353 | 5.66 | 12000 | 0.5560 | 0.1473 |
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| 0.7765 | 6.6 | 14000 | 0.5313 | 0.1418 |
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| 0.7333 | 7.55 | 16000 | 0.5100 | 0.1339 |
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| 0.6887 | 8.49 | 18000 | 0.4902 | 0.1304 |
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| 0.6547 | 9.43 | 20000 | 0.4785 | 0.1252 |
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| 0.612 | 10.37 | 22000 | 0.4594 | 0.1200 |
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| 0.5855 | 11.32 | 24000 | 0.4469 | 0.1176 |
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| 0.5538 | 12.26 | 26000 | 0.4398 | 0.1156 |
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| 0.5341 | 13.2 | 28000 | 0.4318 | 0.1124 |
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| 0.5229 | 14.15 | 30000 | 0.4251 | 0.1111 |
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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>": 1794,
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"<s>": 1793,
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"[PAD]": 1792,
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"[UNK]": 1791
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}
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all_results.json
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{
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"epoch": 15.0,
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"eval_cer": 0.11028324397893882,
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"eval_loss": 0.42147916555404663,
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"eval_runtime": 2742.3876,
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"eval_samples": 16914,
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"eval_samples_per_second": 6.168,
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"eval_steps_per_second": 0.386,
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"train_loss": 1.0674577844967632,
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"train_runtime": 77454.0437,
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"train_samples": 135710,
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"train_samples_per_second": 26.282,
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"train_steps_per_second": 0.411
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}
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checkpoint-28000/added_tokens.json
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{
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"</s>": 1794,
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"<s>": 1793,
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"[PAD]": 1792,
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"[UNK]": 1791
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}
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checkpoint-28000/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,
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| 49 |
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"eos_token_id": 2,
|
| 50 |
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"feat_extract_activation": "gelu",
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| 51 |
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"feat_extract_dropout": 0.0,
|
| 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,
|
| 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,
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| 89 |
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"pad_token_id": 1792,
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| 90 |
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"proj_codevector_dim": 768,
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| 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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| 94 |
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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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| 97 |
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],
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| 98 |
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"tdnn_dim": [
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512,
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| 100 |
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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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| 103 |
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1500
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| 104 |
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],
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| 105 |
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"tdnn_kernel": [
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| 106 |
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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
|
| 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": 1795,
|
| 116 |
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"xvector_output_dim": 512
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| 117 |
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}
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checkpoint-28000/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:47196ae8ad08a5401e71d6284001b26c6a982c75a937d5f244b03f7a0266d07b
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size 2504878774
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checkpoint-28000/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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| 6 |
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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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| 9 |
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"sampling_rate": 16000
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| 10 |
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}
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checkpoint-28000/pytorch_model.bin
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| 1 |
+
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checkpoint-28000/rng_state_1.pth
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checkpoint-28000/rng_state_3.pth
ADDED
|
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checkpoint-28000/scheduler.pt
ADDED
|
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| 1 |
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checkpoint-28000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
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| 1 |
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| 9 |
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| 10 |
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checkpoint-28000/tokenizer_config.json
ADDED
|
@@ -0,0 +1,56 @@
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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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"single_word": false,
|
| 33 |
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"special": true
|
| 34 |
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}
|
| 35 |
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},
|
| 36 |
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"additional_special_tokens": [
|
| 37 |
+
"<s>",
|
| 38 |
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"</s>"
|
| 39 |
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|
| 40 |
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"bos_token": "<s>",
|
| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 48 |
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| 49 |
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| 54 |
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|
| 55 |
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|
| 56 |
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checkpoint-28000/trainer_state.json
ADDED
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+
"step": 27000
|
| 451 |
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},
|
| 452 |
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{
|
| 453 |
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"epoch": 12.97,
|
| 454 |
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"learning_rate": 4.2048701298701296e-05,
|
| 455 |
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"loss": 0.5497,
|
| 456 |
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"step": 27500
|
| 457 |
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},
|
| 458 |
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{
|
| 459 |
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"epoch": 13.2,
|
| 460 |
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"learning_rate": 3.717857142857143e-05,
|
| 461 |
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"loss": 0.5341,
|
| 462 |
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"step": 28000
|
| 463 |
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},
|
| 464 |
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{
|
| 465 |
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"epoch": 13.2,
|
| 466 |
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"eval_cer": 0.11241640747348813,
|
| 467 |
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"eval_loss": 0.43176981806755066,
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| 468 |
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"eval_runtime": 2707.434,
|
| 469 |
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"eval_samples_per_second": 6.247,
|
| 470 |
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"eval_steps_per_second": 0.391,
|
| 471 |
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"step": 28000
|
| 472 |
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}
|
| 473 |
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],
|
| 474 |
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"logging_steps": 500,
|
| 475 |
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"max_steps": 31800,
|
| 476 |
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"num_train_epochs": 15,
|
| 477 |
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"save_steps": 2000,
|
| 478 |
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"total_flos": 1.8803847061079222e+20,
|
| 479 |
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"trial_name": null,
|
| 480 |
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"trial_params": null
|
| 481 |
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}
|
checkpoint-28000/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5a10e8236471ed2f09c878c3b1c83462663c162754201d8f66e56bb1e79467e7
|
| 3 |
+
size 4472
|
checkpoint-28000/vocab.json
ADDED
|
@@ -0,0 +1,1795 @@
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| 1594 |
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| 1595 |
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| 1596 |
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| 1600 |
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| 1601 |
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| 1602 |
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| 1603 |
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| 1604 |
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| 1605 |
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| 1606 |
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| 1607 |
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| 1608 |
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| 1609 |
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| 1618 |
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| 1626 |
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| 1655 |
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| 1656 |
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| 1658 |
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| 1659 |
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| 1660 |
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|
| 1677 |
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| 1678 |
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| 1679 |
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| 1682 |
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| 1683 |
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|
| 1686 |
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| 1687 |
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|
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| 1691 |
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|
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|
| 1694 |
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|
| 1695 |
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|
| 1696 |
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|
| 1697 |
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|
| 1698 |
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|
| 1699 |
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|
| 1700 |
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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 |
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|
| 1726 |
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|
| 1727 |
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"헷": 1723,
|
| 1728 |
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|
| 1729 |
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|
| 1730 |
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|
| 1731 |
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"현": 1727,
|
| 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 |
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|
| 1743 |
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|
| 1744 |
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|
| 1745 |
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|
| 1746 |
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|
| 1747 |
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|
| 1748 |
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|
| 1749 |
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|
| 1750 |
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|
| 1751 |
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"활": 1747,
|
| 1752 |
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|
| 1753 |
+
"황": 1749,
|
| 1754 |
+
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|
| 1755 |
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|
| 1756 |
+
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|
| 1757 |
+
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|
| 1758 |
+
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|
| 1759 |
+
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|
| 1760 |
+
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|
| 1761 |
+
"후": 1757,
|
| 1762 |
+
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|
| 1763 |
+
"훈": 1759,
|
| 1764 |
+
"훌": 1760,
|
| 1765 |
+
"훑": 1761,
|
| 1766 |
+
"훔": 1762,
|
| 1767 |
+
"훗": 1763,
|
| 1768 |
+
"훙": 1764,
|
| 1769 |
+
"훡": 1765,
|
| 1770 |
+
"훨": 1766,
|
| 1771 |
+
"훼": 1767,
|
| 1772 |
+
"휘": 1768,
|
| 1773 |
+
"휙": 1769,
|
| 1774 |
+
"휠": 1770,
|
| 1775 |
+
"휩": 1771,
|
| 1776 |
+
"휴": 1772,
|
| 1777 |
+
"흉": 1773,
|
| 1778 |
+
"흐": 1774,
|
| 1779 |
+
"흑": 1775,
|
| 1780 |
+
"흔": 1776,
|
| 1781 |
+
"흘": 1777,
|
| 1782 |
+
"흙": 1778,
|
| 1783 |
+
"흠": 1779,
|
| 1784 |
+
"흡": 1780,
|
| 1785 |
+
"흣": 1781,
|
| 1786 |
+
"흥": 1782,
|
| 1787 |
+
"흩": 1783,
|
| 1788 |
+
"희": 1784,
|
| 1789 |
+
"흰": 1785,
|
| 1790 |
+
"히": 1786,
|
| 1791 |
+
"힌": 1787,
|
| 1792 |
+
"힐": 1788,
|
| 1793 |
+
"힘": 1789,
|
| 1794 |
+
"힙": 1790
|
| 1795 |
+
}
|
checkpoint-30000/added_tokens.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"</s>": 1794,
|
| 3 |
+
"<s>": 1793,
|
| 4 |
+
"[PAD]": 1792,
|
| 5 |
+
"[UNK]": 1791
|
| 6 |
+
}
|
checkpoint-30000/config.json
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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 |
+
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,
|
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|
| 72 |
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|
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|
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|
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|
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|
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
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|
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|
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|
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|
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
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|
| 99 |
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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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|
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|
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|
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|
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|
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|
checkpoint-30000/optimizer.pt
ADDED
|
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| 3 |
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size 2504878774
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checkpoint-30000/preprocessor_config.json
ADDED
|
@@ -0,0 +1,10 @@
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|
| 1 |
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{
|
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"do_normalize": true,
|
| 3 |
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
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"feature_size": 1,
|
| 5 |
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|
| 6 |
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"padding_value": 0,
|
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"processor_class": "Wav2Vec2Processor",
|
| 8 |
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"return_attention_mask": true,
|
| 9 |
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"sampling_rate": 16000
|
| 10 |
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}
|
checkpoint-30000/pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 1269261866
|
checkpoint-30000/rng_state_0.pth
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 15088
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checkpoint-30000/rng_state_1.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-30000/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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|
| 3 |
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size 15024
|
checkpoint-30000/rng_state_3.pth
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 15088
|
checkpoint-30000/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 1064
|
checkpoint-30000/special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
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|
|
|
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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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"bos_token": "<s>",
|
| 7 |
+
"eos_token": "</s>",
|
| 8 |
+
"pad_token": "[PAD]",
|
| 9 |
+
"unk_token": "[UNK]"
|
| 10 |
+
}
|
checkpoint-30000/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 |
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"1791": {
|
| 4 |
+
"content": "[UNK]",
|
| 5 |
+
"lstrip": true,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": true,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": false
|
| 10 |
+
},
|
| 11 |
+
"1792": {
|
| 12 |
+
"content": "[PAD]",
|
| 13 |
+
"lstrip": true,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": true,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": false
|
| 18 |
+
},
|
| 19 |
+
"1793": {
|
| 20 |
+
"content": "<s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"1794": {
|
| 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 |
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"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-30000/trainer_state.json
ADDED
|
@@ -0,0 +1,514 @@
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checkpoint-30000/training_args.bin
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version https://git-lfs.github.com/spec/v1
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checkpoint-30000/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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| 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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| 1467 |
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| 1521 |
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| 1523 |
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| 1529 |
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| 1531 |
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| 1534 |
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| 1537 |
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| 1540 |
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| 1541 |
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| 1542 |
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| 1545 |
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| 1546 |
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| 1561 |
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| 1562 |
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| 1564 |
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| 1568 |
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| 1569 |
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| 1583 |
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| 1585 |
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| 1586 |
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| 1587 |
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| 1597 |
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| 1600 |
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| 1601 |
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| 1602 |
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| 1604 |
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| 1605 |
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| 1606 |
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| 1607 |
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| 1608 |
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| 1609 |
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| 1610 |
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| 1611 |
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| 1612 |
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| 1613 |
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| 1614 |
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| 1615 |
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| 1616 |
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| 1617 |
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| 1618 |
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| 1619 |
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| 1620 |
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| 1621 |
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| 1622 |
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| 1623 |
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| 1624 |
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| 1625 |
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| 1626 |
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| 1627 |
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| 1628 |
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|
| 1629 |
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| 1630 |
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| 1632 |
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| 1633 |
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| 1634 |
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| 1636 |
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|
| 1637 |
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| 1638 |
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|
| 1639 |
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| 1641 |
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| 1643 |
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| 1644 |
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| 1645 |
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|
| 1646 |
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| 1647 |
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| 1648 |
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|
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|
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|
| 1652 |
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|
| 1653 |
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|
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|
| 1655 |
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|
| 1656 |
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|
| 1657 |
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| 1658 |
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|
| 1659 |
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|
| 1660 |
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|
| 1661 |
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| 1662 |
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|
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|
| 1664 |
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| 1665 |
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|
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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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|
| 1688 |
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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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|
| 1694 |
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|
| 1695 |
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|
| 1696 |
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|
| 1697 |
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|
| 1698 |
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|
| 1699 |
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|
| 1700 |
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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 |
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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 |
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|
| 1743 |
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|
| 1744 |
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|
| 1745 |
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|
| 1746 |
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|
| 1747 |
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|
| 1748 |
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|
| 1749 |
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|
| 1750 |
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|
| 1751 |
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|
| 1752 |
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"홧": 1748,
|
| 1753 |
+
"황": 1749,
|
| 1754 |
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|
| 1755 |
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"회": 1751,
|
| 1756 |
+
"획": 1752,
|
| 1757 |
+
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|
| 1758 |
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|
| 1759 |
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|
| 1760 |
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"효": 1756,
|
| 1761 |
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|
| 1762 |
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"훅": 1758,
|
| 1763 |
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|
| 1764 |
+
"훌": 1760,
|
| 1765 |
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"훑": 1761,
|
| 1766 |
+
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|
| 1767 |
+
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|
| 1768 |
+
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|
| 1769 |
+
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|
| 1770 |
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"훨": 1766,
|
| 1771 |
+
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|
| 1772 |
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"휘": 1768,
|
| 1773 |
+
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|
| 1774 |
+
"휠": 1770,
|
| 1775 |
+
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|
| 1776 |
+
"휴": 1772,
|
| 1777 |
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|
| 1778 |
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"흐": 1774,
|
| 1779 |
+
"흑": 1775,
|
| 1780 |
+
"흔": 1776,
|
| 1781 |
+
"흘": 1777,
|
| 1782 |
+
"흙": 1778,
|
| 1783 |
+
"흠": 1779,
|
| 1784 |
+
"흡": 1780,
|
| 1785 |
+
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|
| 1786 |
+
"흥": 1782,
|
| 1787 |
+
"흩": 1783,
|
| 1788 |
+
"희": 1784,
|
| 1789 |
+
"흰": 1785,
|
| 1790 |
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"히": 1786,
|
| 1791 |
+
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|
| 1792 |
+
"힐": 1788,
|
| 1793 |
+
"힘": 1789,
|
| 1794 |
+
"힙": 1790
|
| 1795 |
+
}
|
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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|
|
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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 |
+
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 |
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"final_dropout": 0.0,
|
| 56 |
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"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 |
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"mask_channel_other": 0.0,
|
| 67 |
+
"mask_channel_prob": 0.0,
|
| 68 |
+
"mask_channel_selection": "static",
|
| 69 |
+
"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 |
+
"mask_time_length": 10,
|
| 73 |
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"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 |
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"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": 1792,
|
| 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": 1795,
|
| 116 |
+
"xvector_output_dim": 512
|
| 117 |
+
}
|
eval_results.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 15.0,
|
| 3 |
+
"eval_cer": 0.11028324397893882,
|
| 4 |
+
"eval_loss": 0.42147916555404663,
|
| 5 |
+
"eval_runtime": 2742.3876,
|
| 6 |
+
"eval_samples": 16914,
|
| 7 |
+
"eval_samples_per_second": 6.168,
|
| 8 |
+
"eval_steps_per_second": 0.386
|
| 9 |
+
}
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:c3b0f9fd4a8e169b7fb3914036bc24a4e6a4241c5de085dca3959aa1c34abc27
|
| 3 |
+
size 1269261866
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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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|
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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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"1791": {
|
| 4 |
+
"content": "[UNK]",
|
| 5 |
+
"lstrip": true,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": true,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": false
|
| 10 |
+
},
|
| 11 |
+
"1792": {
|
| 12 |
+
"content": "[PAD]",
|
| 13 |
+
"lstrip": true,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": true,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": false
|
| 18 |
+
},
|
| 19 |
+
"1793": {
|
| 20 |
+
"content": "<s>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"1794": {
|
| 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": 15.0,
|
| 3 |
+
"train_loss": 1.0674577844967632,
|
| 4 |
+
"train_runtime": 77454.0437,
|
| 5 |
+
"train_samples": 135710,
|
| 6 |
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"train_samples_per_second": 26.282,
|
| 7 |
+
"train_steps_per_second": 0.411
|
| 8 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,541 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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| 1 |
+
{
|
| 2 |
+
"\"": 1,
|
| 3 |
+
"&": 2,
|
| 4 |
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"0": 3,
|
| 5 |
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"1": 4,
|
| 6 |
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"2": 5,
|
| 7 |
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|
| 8 |
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|
| 9 |
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"5": 8,
|
| 10 |
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"6": 9,
|
| 11 |
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"7": 10,
|
| 12 |
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"8": 11,
|
| 13 |
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"9": 12,
|
| 14 |
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"=": 13,
|
| 15 |
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"[PAD]": 1792,
|
| 16 |
+
"[UNK]": 1791,
|
| 17 |
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"_": 14,
|
| 18 |
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"a": 15,
|
| 19 |
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"b": 16,
|
| 20 |
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"c": 17,
|
| 21 |
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"d": 18,
|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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"h": 22,
|
| 26 |
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"i": 23,
|
| 27 |
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"j": 24,
|
| 28 |
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"k": 25,
|
| 29 |
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"l": 26,
|
| 30 |
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"m": 27,
|
| 31 |
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"n": 28,
|
| 32 |
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"o": 29,
|
| 33 |
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"p": 30,
|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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"x": 38,
|
| 42 |
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"y": 39,
|
| 43 |
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"z": 40,
|
| 44 |
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"|": 0,
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| 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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| 50 |
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| 51 |
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| 52 |
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| 53 |
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| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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"가": 54,
|
| 59 |
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|
| 60 |
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| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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| 65 |
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|
| 66 |
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|
| 67 |
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| 68 |
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|
| 69 |
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|
| 70 |
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"갖": 66,
|
| 71 |
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"같": 67,
|
| 72 |
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"갚": 68,
|
| 73 |
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"갛": 69,
|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 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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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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"걔": 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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|
| 93 |
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"검": 89,
|
| 94 |
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"겁": 90,
|
| 95 |
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"것": 91,
|
| 96 |
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"겄": 92,
|
| 97 |
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"겅": 93,
|
| 98 |
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"겉": 94,
|
| 99 |
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"겊": 95,
|
| 100 |
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"겋": 96,
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| 101 |
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"게": 97,
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| 102 |
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"겍": 98,
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| 103 |
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"겐": 99,
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| 104 |
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"겔": 100,
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| 105 |
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"겜": 101,
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| 106 |
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| 108 |
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| 109 |
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"격": 105,
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| 110 |
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"겪": 106,
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| 111 |
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| 112 |
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"결": 108,
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| 113 |
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"겸": 109,
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| 114 |
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"겹": 110,
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| 115 |
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"겼": 111,
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| 116 |
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"경": 112,
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| 117 |
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| 118 |
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| 125 |
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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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|
| 1688 |
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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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|
| 1694 |
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|
| 1695 |
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"핥": 1691,
|
| 1696 |
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|
| 1697 |
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|
| 1698 |
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"합": 1694,
|
| 1699 |
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"핫": 1695,
|
| 1700 |
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"핬": 1696,
|
| 1701 |
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"항": 1697,
|
| 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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"헀": 1711,
|
| 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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"험": 1716,
|
| 1721 |
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"헛": 1717,
|
| 1722 |
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"헝": 1718,
|
| 1723 |
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"헤": 1719,
|
| 1724 |
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"헥": 1720,
|
| 1725 |
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"헨": 1721,
|
| 1726 |
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"헬": 1722,
|
| 1727 |
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"헷": 1723,
|
| 1728 |
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"헹": 1724,
|
| 1729 |
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"혀": 1725,
|
| 1730 |
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"혁": 1726,
|
| 1731 |
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"현": 1727,
|
| 1732 |
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"혈": 1728,
|
| 1733 |
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"혐": 1729,
|
| 1734 |
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"협": 1730,
|
| 1735 |
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"혓": 1731,
|
| 1736 |
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"혔": 1732,
|
| 1737 |
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"형": 1733,
|
| 1738 |
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"혜": 1734,
|
| 1739 |
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"호": 1735,
|
| 1740 |
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"혹": 1736,
|
| 1741 |
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"혼": 1737,
|
| 1742 |
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"홀": 1738,
|
| 1743 |
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"홈": 1739,
|
| 1744 |
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"홉": 1740,
|
| 1745 |
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"홋": 1741,
|
| 1746 |
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"홍": 1742,
|
| 1747 |
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"홑": 1743,
|
| 1748 |
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"화": 1744,
|
| 1749 |
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"확": 1745,
|
| 1750 |
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"환": 1746,
|
| 1751 |
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"활": 1747,
|
| 1752 |
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"홧": 1748,
|
| 1753 |
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"황": 1749,
|
| 1754 |
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"홰": 1750,
|
| 1755 |
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"회": 1751,
|
| 1756 |
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"획": 1752,
|
| 1757 |
+
"횔": 1753,
|
| 1758 |
+
"횟": 1754,
|
| 1759 |
+
"횡": 1755,
|
| 1760 |
+
"효": 1756,
|
| 1761 |
+
"후": 1757,
|
| 1762 |
+
"훅": 1758,
|
| 1763 |
+
"훈": 1759,
|
| 1764 |
+
"훌": 1760,
|
| 1765 |
+
"훑": 1761,
|
| 1766 |
+
"훔": 1762,
|
| 1767 |
+
"훗": 1763,
|
| 1768 |
+
"훙": 1764,
|
| 1769 |
+
"훡": 1765,
|
| 1770 |
+
"훨": 1766,
|
| 1771 |
+
"훼": 1767,
|
| 1772 |
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"휘": 1768,
|
| 1773 |
+
"휙": 1769,
|
| 1774 |
+
"휠": 1770,
|
| 1775 |
+
"휩": 1771,
|
| 1776 |
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"휴": 1772,
|
| 1777 |
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"흉": 1773,
|
| 1778 |
+
"흐": 1774,
|
| 1779 |
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"흑": 1775,
|
| 1780 |
+
"흔": 1776,
|
| 1781 |
+
"흘": 1777,
|
| 1782 |
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"흙": 1778,
|
| 1783 |
+
"흠": 1779,
|
| 1784 |
+
"흡": 1780,
|
| 1785 |
+
"흣": 1781,
|
| 1786 |
+
"흥": 1782,
|
| 1787 |
+
"흩": 1783,
|
| 1788 |
+
"희": 1784,
|
| 1789 |
+
"흰": 1785,
|
| 1790 |
+
"히": 1786,
|
| 1791 |
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"힌": 1787,
|
| 1792 |
+
"힐": 1788,
|
| 1793 |
+
"힘": 1789,
|
| 1794 |
+
"힙": 1790
|
| 1795 |
+
}
|