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End of training

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  1. README.md +87 -0
  2. generation_config.json +267 -0
README.md ADDED
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+ ---
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+ language:
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+ - dv
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+ license: apache-2.0
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+ base_model: openai/whisper-small
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - mozilla-foundation/common_voice_13_0
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: dysarthria_emo_enhancer_0_0
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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: custom_torgo_0_0
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+ type: mozilla-foundation/common_voice_13_0
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 33.51724137931035
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+ ---
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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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+
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+ # dysarthria_emo_enhancer_0_0
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+
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+ This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the custom_torgo_0_0 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.5371
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+ - Wer Ortho: 50.5634
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+ - Wer: 33.5172
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 16
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+ - seed: 42
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 16
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: constant_with_warmup
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+ - lr_scheduler_warmup_steps: 50
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+ - training_steps: 500
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
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+ |:-------------:|:-----:|:----:|:---------------:|:---------:|:-------:|
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+ | 3.4478 | 0.35 | 50 | 3.6845 | 67.3239 | 50.4828 |
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+ | 2.3364 | 0.7 | 100 | 2.4193 | 60.5634 | 44.0 |
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+ | 0.2024 | 1.05 | 150 | 0.7172 | 56.4789 | 36.6897 |
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+ | 0.3609 | 1.39 | 200 | 0.5792 | 54.9296 | 36.8276 |
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+ | 0.2227 | 1.74 | 250 | 0.5763 | 53.9437 | 35.4483 |
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+ | 0.0752 | 2.09 | 300 | 0.5516 | 53.6620 | 34.8966 |
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+ | 0.0249 | 2.44 | 350 | 0.5511 | 46.7606 | 29.5172 |
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+ | 0.17 | 2.79 | 400 | 0.5289 | 50.4225 | 31.8621 |
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+ | 0.0736 | 3.14 | 450 | 0.5618 | 51.5493 | 32.5517 |
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+ | 0.0375 | 3.48 | 500 | 0.5371 | 50.5634 | 33.5172 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.0
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+ - Pytorch 2.0.1+cu118
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+ - Datasets 2.14.5
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+ - Tokenizers 0.14.1
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