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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: hu
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split: test
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args: hu
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metrics:
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- name: Wer
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type: wer
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value: 15.600355766380078
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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: 0.3313
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- Wer: 15.6004
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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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| 0.0076 | 7.52 | 1000 | 0.2607 | 16.0332 |
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| 0.0013 | 15.04 | 2000 | 0.2896 | 15.7842 |
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| 0.0009 | 22.55 | 3000 | 0.3042 | 16.2378 |
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| 0.0003 | 30.07 | 4000 | 0.3247 | 15.5944 |
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| 0.0002 | 37.59 | 5000 | 0.3313 | 15.6004 |
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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
CHANGED
@@ -6455,3 +6455,10 @@ Time to load utils op: 0.0003173351287841797 seconds
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[2022-12-19 17:53:29,120] [INFO] [engine.py:2900:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
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[2022-12-19 17:53:30,350] [INFO] [engine.py:2840:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
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{'train_runtime': 64619.8702, 'train_samples_per_second': 4.952, 'train_steps_per_second': 0.077, 'train_loss': 0.01643497463464737, 'epoch': 37.59}
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[2022-12-19 17:53:29,120] [INFO] [engine.py:2900:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
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[2022-12-19 17:53:30,350] [INFO] [engine.py:2840:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
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{'train_runtime': 64619.8702, 'train_samples_per_second': 4.952, 'train_steps_per_second': 0.077, 'train_loss': 0.01643497463464737, 'epoch': 37.59}
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12/19/2022 17:56:04 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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12/19/2022 17:56:04 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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12/19/2022 17:56:11 - 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-hu-cv11
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ac2e03c..27a232c main -> main
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