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-medium
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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: 11.408629675328264
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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-medium
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This model is a fine-tuned version of [openai/whisper-medium](https://huggingface.co/openai/whisper-medium) 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: 0.2417
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- Wer: 11.4086
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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: 32
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- eval_batch_size: 32
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- seed: 42
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- gradient_accumulation_steps: 2
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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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| 0.0105 | 4.24 | 1000 | 0.1973 | 12.6130 |
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| 0.0016 | 8.47 | 2000 | 0.2198 | 11.8985 |
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| 0.0004 | 12.71 | 3000 | 0.2310 | 11.4547 |
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| 0.0003 | 16.95 | 4000 | 0.2380 | 11.4270 |
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| 0.0002 | 21.19 | 5000 | 0.2417 | 11.4086 |
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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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@@ -488,3 +488,12 @@ Dataset common_voice_11_0 downloaded and prepared to /root/.cache/huggingface/da
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{'loss': 0.0002, 'learning_rate': 1.1333333333333336e-07, 'epoch': 20.97}
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{'loss': 0.0002, 'learning_rate': 5.777777777777778e-08, 'epoch': 21.08}
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{'loss': 0.0002, 'learning_rate': 2.2222222222222225e-09, 'epoch': 21.19}
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{'loss': 0.0002, 'learning_rate': 1.1333333333333336e-07, 'epoch': 20.97}
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{'loss': 0.0002, 'learning_rate': 5.777777777777778e-08, 'epoch': 21.08}
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{'loss': 0.0002, 'learning_rate': 2.2222222222222225e-09, 'epoch': 21.19}
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{'eval_loss': 0.24174600839614868, 'eval_wer': 11.408629675328264, 'eval_runtime': 9721.5421, 'eval_samples_per_second': 0.793, 'eval_steps_per_second': 0.025, 'epoch': 21.19}
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{'train_runtime': 142520.4283, 'train_samples_per_second': 2.245, 'train_steps_per_second': 0.035, 'train_loss': 0.026235109101515264, 'epoch': 21.19}
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12/13/2022 09:40:58 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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12/13/2022 09:40:58 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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12/13/2022 09:52:06 - 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-medium-czech-cv11
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379048f..ae9f79e main -> main
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