update model card README.md
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README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- common_voice_11_0
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metrics:
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- wer
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model-index:
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- name: openai/whisper-large-v2
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: common_voice_11_0
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type: common_voice_11_0
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config: cs
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split: test
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args: cs
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metrics:
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- name: Wer
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type: wer
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value: 9.044032338262648
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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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# openai/whisper-large-v2
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This model is a fine-tuned version of [openai/whisper-large-v2](https://huggingface.co/openai/whisper-large-v2) on the common_voice_11_0 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2131
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- Wer: 9.0440
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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: 1e-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: 8
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- total_train_batch_size: 64
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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: 500
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- training_steps: 5000
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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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| 0.0149 | 4.25 | 1000 | 0.1622 | 10.0403 |
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| 0.0027 | 8.51 | 2000 | 0.1848 | 9.5136 |
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| 0.0008 | 12.76 | 3000 | 0.1930 | 9.3166 |
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| 0.0004 | 17.02 | 4000 | 0.2062 | 9.0330 |
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| 0.0003 | 21.28 | 5000 | 0.2131 | 9.0440 |
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### Framework versions
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- Transformers 4.26.0.dev0
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- Pytorch 1.13.0+cu117
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- Datasets 2.7.1
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- Tokenizers 0.13.2
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run.log
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@@ -436,3 +436,12 @@ xpu_backend=None,
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{'loss': 0.0003, 'learning_rate': 1.2222222222222225e-07, 'epoch': 21.06}
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{'loss': 0.0003, 'learning_rate': 6.666666666666668e-08, 'epoch': 21.17}
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{'loss': 0.0003, 'learning_rate': 1.1111111111111112e-08, 'epoch': 21.28}
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{'loss': 0.0003, 'learning_rate': 1.2222222222222225e-07, 'epoch': 21.06}
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{'loss': 0.0003, 'learning_rate': 6.666666666666668e-08, 'epoch': 21.17}
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{'loss': 0.0003, 'learning_rate': 1.1111111111111112e-08, 'epoch': 21.28}
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{'eval_loss': 0.2131042629480362, 'eval_wer': 9.044032338262648, 'eval_runtime': 12843.4698, 'eval_samples_per_second': 0.601, 'eval_steps_per_second': 0.075, 'epoch': 21.28}
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{'train_runtime': 245218.2405, 'train_samples_per_second': 1.305, 'train_steps_per_second': 0.02, 'train_loss': 0.02271956424098462, 'epoch': 21.28}
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12/16/2022 12:16:11 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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12/16/2022 12:16:11 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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12/16/2022 12:16:25 - WARNING - huggingface_hub.repository - remote: Scanning LFS files for validity, may be slow...
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remote: LFS file scan complete.
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To https://huggingface.co/mikr/whisper-large2-czech-cv11
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07013c1..f0ad068 main -> main
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