Training in progress, step 50
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README.md
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---
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base_model: openai/whisper-small
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datasets:
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- mozilla-foundation/common_voice_17_0
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language: sw
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library_name: transformers
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license: apache-2.0
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model-index:
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- name:
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results:
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- task:
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type: automatic-speech-recognition
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name: Speech-to-Text
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dataset:
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name:
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type:
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metrics:
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---
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## Evaluation results on 12253 audio samples of Swahili:
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###
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- Word Error Rate: 133.795
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- Loss: 2.459
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---
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library_name: transformers
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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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- common_voice_17_0
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metrics:
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- wer
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model-index:
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- name: ASR-Swahili-Small
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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_17_0
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type: common_voice_17_0
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config: sw
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split: test
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args: sw
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metrics:
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- name: Wer
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type: wer
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value: 53.40302063717767
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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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# ASR-Swahili-Small
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the common_voice_17_0 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8496
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- Model Preparation Time: 0.003
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- Wer: 53.4030
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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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: 4
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- total_train_batch_size: 128
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 50
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- num_epochs: 1
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:----------------------:|:-------:|
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| 1.5828 | 0.32 | 50 | 1.1291 | 0.003 | 63.7351 |
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| 0.8342 | 0.64 | 100 | 0.8994 | 0.003 | 56.2661 |
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| 0.7015 | 0.96 | 150 | 0.8496 | 0.003 | 53.4030 |
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### Framework versions
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- Transformers 4.49.0
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- Pytorch 2.6.0+cu124
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- Datasets 3.3.1
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- Tokenizers 0.21.0
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model.safetensors
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runs/Feb27_15-10-06_ai4d-Lambda-Vector/events.out.tfevents.1740660521.ai4d-Lambda-Vector.2836067.0
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training_args.bin
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