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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: 9.045873924973758
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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: 0.2120
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- Wer: 9.0459
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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: 8
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- seed: 42
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- distributed_type: multi-GPU
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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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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| 0.0106 | 4.24 | 1000 | 0.1625 | 9.9888 |
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| 0.0034 | 8.47 | 2000 | 0.1841 | 9.8304 |
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| 0.0011 | 12.71 | 3000 | 0.1917 | 9.4031 |
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| 0.0004 | 16.95 | 4000 | 0.2075 | 9.1177 |
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| 0.0003 | 21.19 | 5000 | 0.2120 | 9.0459 |
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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.dev0
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- Tokenizers 0.13.2
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run.log
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@@ -6380,3 +6380,10 @@ Time to load utils op: 0.00031685829162597656 seconds
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[2022-12-17 14:33:29,392] [INFO] [engine.py:2900:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
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[2022-12-17 14:33:32,457] [INFO] [engine.py:2840:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
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{'train_runtime': 67979.462, 'train_samples_per_second': 4.707, 'train_steps_per_second': 0.074, 'train_loss': 0.015194951736927033, 'epoch': 21.19}
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[2022-12-17 14:33:29,392] [INFO] [engine.py:2900:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
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[2022-12-17 14:33:32,457] [INFO] [engine.py:2840:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
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{'train_runtime': 67979.462, 'train_samples_per_second': 4.707, 'train_steps_per_second': 0.074, 'train_loss': 0.015194951736927033, 'epoch': 21.19}
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12/17/2022 14:35:04 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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12/17/2022 14:35:04 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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12/17/2022 14:36:20 - 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-v2
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409b7ab..826f494 main -> main
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