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End of training

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: openai/whisper-tiny
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - PolyAI/minds14
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: whisper-tiny-minds14-en-us
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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: PolyAI/minds14
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+ type: PolyAI/minds14
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+ config: en-US
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+ split: train
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+ args: en-US
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 0.35400516795865633
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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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+ # whisper-tiny-minds14-en-us
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+
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+ This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the PolyAI/minds14 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.7195
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+ - Wer Ortho: 0.3560
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+ - Wer: 0.3540
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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: 16
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+ - eval_batch_size: 16
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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: constant_with_warmup
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+ - lr_scheduler_warmup_steps: 50
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+ - training_steps: 500
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+ - mixed_precision_training: Native AMP
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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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+ | 1.8452 | 1.79 | 50 | 0.8160 | 0.3890 | 0.3534 |
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+ | 0.3172 | 3.57 | 100 | 0.5341 | 0.3573 | 0.3547 |
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+ | 0.1191 | 5.36 | 150 | 0.5525 | 0.3284 | 0.3217 |
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+ | 0.0363 | 7.14 | 200 | 0.6061 | 0.3472 | 0.3456 |
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+ | 0.0099 | 8.93 | 250 | 0.6240 | 0.3546 | 0.3540 |
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+ | 0.0036 | 10.71 | 300 | 0.6596 | 0.3560 | 0.3527 |
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+ | 0.0019 | 12.5 | 350 | 0.6777 | 0.3513 | 0.3508 |
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+ | 0.0012 | 14.29 | 400 | 0.6946 | 0.3540 | 0.3527 |
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+ | 0.0009 | 16.07 | 450 | 0.7079 | 0.3526 | 0.3514 |
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+ | 0.0007 | 17.86 | 500 | 0.7195 | 0.3560 | 0.3540 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.35.2
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+ - Pytorch 2.1.0+cu118
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+ - Datasets 2.15.0
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+ - Tokenizers 0.15.0
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