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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-large-v2
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - 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: 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_13_0
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+ type: common_voice_13_0
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+ config: eu
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+ split: validation
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+ args: eu
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 12.627697515565494
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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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+ # openai/whisper-large-v2
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+
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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_13_0 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4121
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+ - Wer: 12.6277
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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: 32
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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: 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: 20000
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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 |
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+ |:-------------:|:------:|:-----:|:---------------:|:-------:|
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+ | 0.1098 | 5.85 | 1000 | 0.2495 | 16.6354 |
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+ | 0.022 | 11.7 | 2000 | 0.2733 | 14.6306 |
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+ | 0.0089 | 17.54 | 3000 | 0.3075 | 13.9697 |
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+ | 0.0056 | 23.39 | 4000 | 0.3206 | 14.0724 |
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+ | 0.0053 | 29.24 | 5000 | 0.3314 | 13.7944 |
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+ | 0.0037 | 35.09 | 6000 | 0.3376 | 13.7480 |
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+ | 0.0027 | 40.94 | 7000 | 0.3492 | 13.6815 |
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+ | 0.0023 | 46.78 | 8000 | 0.3455 | 13.8488 |
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+ | 0.002 | 52.63 | 9000 | 0.3500 | 13.5123 |
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+ | 0.0009 | 58.48 | 10000 | 0.3590 | 13.2967 |
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+ | 0.0016 | 64.33 | 11000 | 0.3675 | 13.4679 |
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+ | 0.0007 | 70.18 | 12000 | 0.3785 | 13.2685 |
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+ | 0.0008 | 76.02 | 13000 | 0.3822 | 13.3652 |
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+ | 0.0004 | 81.87 | 14000 | 0.3929 | 13.3148 |
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+ | 0.0006 | 87.72 | 15000 | 0.3880 | 13.1032 |
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+ | 0.0002 | 93.57 | 16000 | 0.4005 | 12.6982 |
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+ | 0.0002 | 99.42 | 17000 | 0.4004 | 13.1516 |
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+ | 0.0001 | 105.26 | 18000 | 0.4140 | 12.8735 |
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+ | 0.0001 | 111.11 | 19000 | 0.4131 | 12.5128 |
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+ | 0.0001 | 116.96 | 20000 | 0.4121 | 12.6277 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.2
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+ - Pytorch 2.2.0+cu121
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.1
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