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  1. README.md +83 -0
  2. added_tokens.json +4 -0
  3. all_results.json +15 -0
  4. checkpoint-28000/added_tokens.json +4 -0
  5. checkpoint-28000/config.json +117 -0
  6. checkpoint-28000/optimizer.pt +3 -0
  7. checkpoint-28000/preprocessor_config.json +10 -0
  8. checkpoint-28000/pytorch_model.bin +3 -0
  9. checkpoint-28000/rng_state_0.pth +3 -0
  10. checkpoint-28000/rng_state_1.pth +3 -0
  11. checkpoint-28000/rng_state_2.pth +3 -0
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  16. checkpoint-28000/trainer_state.json +495 -0
  17. checkpoint-28000/training_args.bin +3 -0
  18. checkpoint-28000/vocab.json +1795 -0
  19. checkpoint-30000/added_tokens.json +4 -0
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  31. checkpoint-30000/trainer_state.json +529 -0
  32. checkpoint-30000/training_args.bin +3 -0
  33. checkpoint-30000/vocab.json +1795 -0
  34. config.json +117 -0
  35. eval_results.json +10 -0
  36. preprocessor_config.json +10 -0
  37. pytorch_model.bin +3 -0
  38. special_tokens_map.json +30 -0
  39. tokenizer_config.json +51 -0
  40. train_results.json +8 -0
  41. trainer_state.json +556 -0
  42. training_args.bin +3 -0
  43. vocab.json +1795 -0
README.md ADDED
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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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+ metrics:
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+ - wer
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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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+
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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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+
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+ # ko-xlsr
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+
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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: 0.4228
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+ - Cer: 0.1091
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+ - Wer: 0.3025
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Cer | Wer |
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+ |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|
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+ | 1.5566 | 0.94 | 2000 | 1.0226 | 0.2632 | 0.6184 |
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+ | 1.179 | 1.89 | 4000 | 0.7682 | 0.2001 | 0.4990 |
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+ | 1.0432 | 2.83 | 6000 | 0.6633 | 0.1749 | 0.4516 |
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+ | 0.9413 | 3.77 | 8000 | 0.6159 | 0.1624 | 0.4259 |
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+ | 0.8765 | 4.72 | 10000 | 0.5792 | 0.1538 | 0.4061 |
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+ | 0.8248 | 5.66 | 12000 | 0.5456 | 0.1446 | 0.3877 |
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+ | 0.7714 | 6.6 | 14000 | 0.5316 | 0.1397 | 0.3710 |
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+ | 0.7388 | 7.55 | 16000 | 0.5172 | 0.1356 | 0.3657 |
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+ | 0.6912 | 8.49 | 18000 | 0.4892 | 0.1291 | 0.3508 |
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+ | 0.6549 | 9.43 | 20000 | 0.4694 | 0.1241 | 0.3397 |
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+ | 0.614 | 10.37 | 22000 | 0.4615 | 0.1205 | 0.3309 |
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+ | 0.5901 | 11.32 | 24000 | 0.4489 | 0.1177 | 0.3215 |
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+ | 0.555 | 12.26 | 26000 | 0.4419 | 0.1148 | 0.3163 |
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+ | 0.5377 | 13.2 | 28000 | 0.4320 | 0.1122 | 0.3103 |
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+ | 0.5253 | 14.15 | 30000 | 0.4251 | 0.1102 | 0.3052 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.1
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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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