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pacomesimon/KinyarwandaModel

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README.md ADDED
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+ ---
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+ base_model: mbazaNLP/Whisper-Small-Kinyarwanda
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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-small-rw
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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: rw
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+ split: None
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+ args: rw
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 33.420365535248045
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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-small-rw
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+
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+ This model is a fine-tuned version of [mbazaNLP/Whisper-Small-Kinyarwanda](https://huggingface.co/mbazaNLP/Whisper-Small-Kinyarwanda) 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: 2.0954
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+ - Wer: 33.4204
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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: 8
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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: 5
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+ - training_steps: 100
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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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+ | No log | 1.4286 | 10 | 2.3900 | 34.2037 |
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+ | No log | 2.8571 | 20 | 2.3111 | 34.5953 |
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+ | 2.1422 | 4.2857 | 30 | 2.2492 | 34.2037 |
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+ | 2.1422 | 5.7143 | 40 | 2.2022 | 33.9426 |
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+ | 1.8742 | 7.1429 | 50 | 2.1669 | 33.8120 |
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+ | 1.8742 | 8.5714 | 60 | 2.1406 | 33.6815 |
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+ | 1.8742 | 10.0 | 70 | 2.1216 | 33.4204 |
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+ | 1.7608 | 11.4286 | 80 | 2.1077 | 33.2898 |
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+ | 1.7608 | 12.8571 | 90 | 2.0994 | 33.5509 |
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+ | 1.6573 | 14.2857 | 100 | 2.0954 | 33.4204 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.44.0
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.21.0
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+ - Tokenizers 0.19.1
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