saurabhy27-outcomes
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README.md
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---
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library_name: transformers
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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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- whisper-event
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- generated_from_trainer
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datasets:
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- saurabhy27-outcomes/singlish_speech_corpus
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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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---
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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 Singlish Speech Corpus dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2000
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- Wer: 33.7188
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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: 16
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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: 500
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- training_steps: 5000
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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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| 0.1765 | 0.7407 | 500 | 0.1531 | 9.8226 |
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| 0.0711 | 1.4815 | 1000 | 0.1481 | 32.2996 |
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| 0.0415 | 2.2222 | 1500 | 0.1568 | 51.1892 |
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| 0.0221 | 2.9630 | 2000 | 0.1582 | 33.1932 |
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| 0.0064 | 3.7037 | 2500 | 0.1750 | 37.4310 |
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| 0.0024 | 4.4444 | 3000 | 0.1856 | 40.0394 |
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| 0.0017 | 5.1852 | 3500 | 0.1903 | 34.0539 |
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| 0.0008 | 5.9259 | 4000 | 0.1948 | 34.5269 |
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| 0.0006 | 6.6667 | 4500 | 0.1996 | 33.6662 |
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| 0.0005 | 7.4074 | 5000 | 0.2000 | 33.7188 |
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### Framework versions
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- Transformers 4.45.0.dev0
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- Pytorch 2.4.0+cu121
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- Datasets 2.21.0
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- Tokenizers 0.19.1
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model.safetensors
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runs/Sep05_11-36-56_ip-172-31-47-76/events.out.tfevents.1725536220.ip-172-31-47-76.42406.0
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