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End of training

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  1. README.md +88 -0
  2. generation_config.json +265 -0
README.md ADDED
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+ ---
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+ language:
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+ - sw
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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_15_0
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: Incremental Swahili Luganda
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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: Mix data
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+ type: mozilla-foundation/common_voice_15_0
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+ config: lg
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+ split: validation
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+ args: 'config: lu, split: test'
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 30.81815492541098
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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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+ # Incremental Swahili Luganda
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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 Mix data dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3450
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+ - Wer: 30.8182
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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: 8
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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: linear
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+ - lr_scheduler_warmup_steps: 500
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+ - training_steps: 4000
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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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+ | 0.1442 | 0.1129 | 500 | 0.3683 | 32.9502 |
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+ | 0.1532 | 0.2258 | 1000 | 0.3707 | 32.7589 |
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+ | 0.1478 | 0.3388 | 1500 | 0.3663 | 33.0019 |
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+ | 0.1375 | 0.4517 | 2000 | 0.3625 | 31.7817 |
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+ | 0.1509 | 0.5646 | 2500 | 0.3552 | 32.2106 |
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+ | 0.139 | 0.6775 | 3000 | 0.3510 | 31.5271 |
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+ | 0.1404 | 0.7904 | 3500 | 0.3473 | 30.9787 |
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+ | 0.1349 | 0.9033 | 4000 | 0.3450 | 30.8182 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.40.0
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+ - Pytorch 2.2.2+cu118
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+ - Datasets 2.19.0
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+ - Tokenizers 0.19.1
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