Sanchit Gandhi
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update model card README.md
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README.md
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---
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tags:
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- generated_from_trainer
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datasets:
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- librispeech_asr
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model-index:
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- name: ''
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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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#
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This model was trained from scratch on the librispeech_asr dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8384
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- Wer: 0.1367
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 32
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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: 20.0
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 6.2245 | 1.68 | 1500 | 6.1442 | 1.5986 |
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| 5.4521 | 3.36 | 3000 | 5.4335 | 1.6439 |
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| 3.3659 | 5.04 | 4500 | 3.6455 | 0.6503 |
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| 1.5724 | 6.73 | 6000 | 2.3554 | 0.3386 |
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| 1.4759 | 8.41 | 7500 | 1.7423 | 0.2889 |
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| 1.0826 | 10.09 | 9000 | 1.3818 | 0.2209 |
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| 0.6769 | 11.77 | 10500 | 1.1268 | 0.1737 |
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| 0.7348 | 13.45 | 12000 | 0.9990 | 0.1575 |
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| 0.5419 | 15.13 | 13500 | 0.9435 | 0.1560 |
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| 0.4212 | 16.82 | 15000 | 0.8678 | 0.1405 |
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| 0.3805 | 18.5 | 16500 | 0.8384 | 0.1367 |
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### Framework versions
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- Transformers 4.17.0.dev0
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- Pytorch 1.10.2+cu113
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- Datasets 1.18.3
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- Tokenizers 0.11.0
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wandb/run-20220315_195757-3ex43zbl/run-3ex43zbl.wandb
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