update model card README.md
Browse files- README.md +81 -0
- train_20221217-004912.log +7 -0
- train_run_1.log +17 -0
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: whisper-base-belarusian
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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: be
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split: validation
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args: be
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metrics:
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- name: Wer
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type: wer
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value: 12.206885082321635
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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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# whisper-base-belarusian
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This model is a fine-tuned version of [openai/whisper-base](https://huggingface.co/openai/whisper-base) 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: 0.1080
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- Wer: 12.2069
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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: 0.0001
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- train_batch_size: 64
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- eval_batch_size: 32
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- seed: 42
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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: 6000
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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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| 0.2445 | 0.17 | 1000 | 0.3059 | 32.4163 |
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| 0.1823 | 0.33 | 2000 | 0.2004 | 22.1259 |
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| 0.1412 | 0.5 | 3000 | 0.1752 | 20.0700 |
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| 0.1093 | 0.67 | 4000 | 0.1413 | 16.0533 |
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| 0.1137 | 0.83 | 5000 | 0.1155 | 13.3108 |
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| 0.0585 | 1.1 | 6000 | 0.1080 | 12.2069 |
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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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train_20221217-004912.log
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12/17/2022 02:39:16 - WARNING - datasets.download.streaming_download_manager - Got disconnected from remote data host. Retrying in 5sec [1/20]
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12/17/2022 03:40:45 - WARNING - huggingface_hub.repository - Adding files tracked by Git LFS: ['src/__pycache__/preprocess.cpython-38.pyc', 'src/__pycache__/run_speech_recognition_seq2seq_streaming.cpython-38.pyc']. This may take a bit of time if the files are large.
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12/17/2022 16:02:39 - INFO - __main__ - ShuffleCallback. shuffling train dataset. seed: 42. dataset epoch: 1
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12/17/2022 02:39:16 - WARNING - datasets.download.streaming_download_manager - Got disconnected from remote data host. Retrying in 5sec [1/20]
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12/17/2022 03:40:45 - WARNING - huggingface_hub.repository - Adding files tracked by Git LFS: ['src/__pycache__/preprocess.cpython-38.pyc', 'src/__pycache__/run_speech_recognition_seq2seq_streaming.cpython-38.pyc']. This may take a bit of time if the files are large.
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12/17/2022 16:02:39 - INFO - __main__ - ShuffleCallback. shuffling train dataset. seed: 42. dataset epoch: 1
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12/17/2022 17:58:40 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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12/17/2022 17:58:40 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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12/17/2022 17:58:44 - 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/ales/whisper-base-belarusian
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4074dad..52d55ef main -> main
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train_run_1.log
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[INFO|tokenization_utils_base.py:2157] 2022-12-17 17:58:19,260 >> tokenizer config file saved in ./tokenizer_config.json
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[INFO|tokenization_utils_base.py:2164] 2022-12-17 17:58:19,260 >> Special tokens file saved in ./special_tokens_map.json
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[INFO|tokenization_utils_base.py:2210] 2022-12-17 17:58:19,260 >> added tokens file saved in ./added_tokens.json
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[INFO|tokenization_utils_base.py:2157] 2022-12-17 17:58:19,260 >> tokenizer config file saved in ./tokenizer_config.json
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[INFO|tokenization_utils_base.py:2164] 2022-12-17 17:58:19,260 >> Special tokens file saved in ./special_tokens_map.json
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[INFO|tokenization_utils_base.py:2210] 2022-12-17 17:58:19,260 >> added tokens file saved in ./added_tokens.json
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Several commits (2) will be pushed upstream.
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{'eval_loss': 0.10796044021844864, 'eval_wer': 12.206885082321635, 'eval_runtime': 2137.698, 'eval_samples_per_second': 7.425, 'eval_steps_per_second': 0.232, 'epoch': 1.1}
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{'train_runtime': 61737.3829, 'train_samples_per_second': 6.22, 'train_steps_per_second': 0.097, 'train_loss': 0.17721048017342886, 'epoch': 1.1}
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12/17/2022 17:58:40 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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The progress bars may be unreliable.
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12/17/2022 17:58:40 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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remote: LFS file scan complete.
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To https://huggingface.co/ales/whisper-base-belarusian
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4074dad..52d55ef main -> main
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12/17/2022 17:58:44 - 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/ales/whisper-base-belarusian
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4074dad..52d55ef main -> main
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