End of training
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README.md
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---
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language:
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- en
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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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- rngzhi/cs3264-project
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metrics:
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- wer
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model-index:
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- name: Whisper Small - Singlish 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: rngzhi/cs3264-project
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type: rngzhi/cs3264-project
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metrics:
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- name: Wer
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type: wer
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value: 4.923638021426943
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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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# Whisper Small - Singlish v2
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the rngzhi/cs3264-project dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1850
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- Wer: 4.9236
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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: 16
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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: 32
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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: 25
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- training_steps: 800
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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 | Wer |
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|:-------------:|:------:|:----:|:---------------:|:------:|
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| 0.5404 | 0.0625 | 50 | 0.1970 | 5.6075 |
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| 0.075 | 1.0144 | 100 | 0.1557 | 4.8780 |
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| 0.042 | 1.0769 | 150 | 0.1610 | 4.9692 |
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| 0.0185 | 2.0288 | 200 | 0.1628 | 4.9122 |
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| 0.0117 | 2.0913 | 250 | 0.1651 | 5.0262 |
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| 0.0096 | 3.0431 | 300 | 0.1716 | 5.0490 |
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| 0.007 | 3.1056 | 350 | 0.1747 | 5.0034 |
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| 0.0045 | 4.0575 | 400 | 0.1783 | 5.1402 |
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| 0.0046 | 5.0094 | 450 | 0.1749 | 5.1288 |
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| 0.004 | 5.0719 | 500 | 0.1782 | 5.0148 |
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| 0.0021 | 6.0237 | 550 | 0.1814 | 5.0034 |
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| 0.004 | 6.0862 | 600 | 0.1813 | 4.9920 |
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| 0.0024 | 7.0381 | 650 | 0.1844 | 4.9350 |
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| 0.0022 | 7.1006 | 700 | 0.1834 | 4.9008 |
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| 0.0032 | 8.0525 | 750 | 0.1850 | 4.9236 |
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| 0.0016 | 9.0044 | 800 | 0.1850 | 4.9236 |
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### Framework versions
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- Transformers 4.40.0.dev0
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.1.dev0
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- Tokenizers 0.19.1
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model.safetensors
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runs/Apr18_12-36-23_c39313b4a886/events.out.tfevents.1713443826.c39313b4a886.2744.2
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