End of training
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README.md
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---
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license: apache-2.0
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base_model: openai/whisper-large-v3
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tags:
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- generated_from_trainer
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datasets:
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- marsyas/gtzan
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metrics:
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- accuracy
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model-index:
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- name: whisper-large-v3-finetuned-gtzan
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results:
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- task:
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name: Audio Classification
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type: audio-classification
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dataset:
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name: GTZAN
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type: marsyas/gtzan
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config: all
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split: train
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args: all
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.94
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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-large-v3-finetuned-gtzan
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This model is a fine-tuned version of [openai/whisper-large-v3](https://huggingface.co/openai/whisper-large-v3) on the GTZAN dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2657
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- Accuracy: 0.94
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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: 4e-05
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- train_batch_size: 1
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- eval_batch_size: 1
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 4
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 16
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- total_eval_batch_size: 4
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 10
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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 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 2.1646 | 0.5 | 28 | 1.8012 | 0.55 |
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| 1.0152 | 1.0 | 56 | 0.8618 | 0.79 |
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| 1.1129 | 1.49 | 84 | 0.7426 | 0.8 |
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| 0.8163 | 1.99 | 112 | 0.8078 | 0.75 |
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| 0.4374 | 2.49 | 140 | 0.6259 | 0.81 |
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| 0.4607 | 2.99 | 168 | 0.5424 | 0.83 |
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| 0.4225 | 3.48 | 196 | 0.3723 | 0.89 |
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| 0.1769 | 3.98 | 224 | 0.3517 | 0.9 |
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| 0.0927 | 4.48 | 252 | 0.3385 | 0.89 |
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| 0.0159 | 4.98 | 280 | 0.3985 | 0.88 |
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| 0.0119 | 5.48 | 308 | 0.4626 | 0.9 |
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| 0.029 | 5.97 | 336 | 0.4292 | 0.91 |
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| 0.0064 | 6.47 | 364 | 0.2710 | 0.93 |
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| 0.0057 | 6.97 | 392 | 0.2665 | 0.93 |
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| 0.0048 | 7.47 | 420 | 0.2784 | 0.93 |
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| 0.0049 | 7.96 | 448 | 0.2550 | 0.94 |
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| 0.0049 | 8.46 | 476 | 0.3011 | 0.94 |
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| 0.0044 | 8.96 | 504 | 0.2759 | 0.94 |
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| 0.0045 | 9.46 | 532 | 0.2661 | 0.94 |
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| 0.0048 | 9.96 | 560 | 0.2657 | 0.94 |
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### Framework versions
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- Transformers 4.37.2
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- Pytorch 2.2.0+cu121
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- Datasets 2.17.0
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- Tokenizers 0.15.1
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model.safetensors
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runs/Feb13_22-12-10_rocket/events.out.tfevents.1707829938.rocket.2101387.0
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