End of training
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README.md
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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: distilhubert-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: 0.83
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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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This model is a fine-tuned version of [arshsin/distilhubert-finetuned-gtzan](https://huggingface.co/arshsin/distilhubert-finetuned-gtzan) on the GTZAN dataset.
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It achieves the following results on the evaluation set:
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate:
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- train_batch_size:
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- eval_batch_size:
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- seed: 42
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- gradient_accumulation_steps:
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- total_train_batch_size:
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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_ratio: 0.1
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- num_epochs:
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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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| 0.0017 | 0.99 | 28 | 1.0910 | 0.82 |
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| 0.0143 | 1.98 | 56 | 1.1379 | 0.83 |
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| 0.01 | 2.97 | 84 | 1.1370 | 0.82 |
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| 0.0377 | 4.0 | 113 | 1.1428 | 0.82 |
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| 0.0318 | 4.96 | 140 | 1.1522 | 0.83 |
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### Framework versions
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- Transformers 4.35.2
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- generated_from_trainer
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datasets:
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- marsyas/gtzan
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model-index:
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- name: distilhubert-finetuned-gtzan
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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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This model is a fine-tuned version of [arshsin/distilhubert-finetuned-gtzan](https://huggingface.co/arshsin/distilhubert-finetuned-gtzan) on the GTZAN dataset.
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It achieves the following results on the evaluation set:
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- eval_loss: 1.3357
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- eval_accuracy: 0.84
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- eval_runtime: 72.1033
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- eval_samples_per_second: 1.387
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- eval_steps_per_second: 0.236
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- epoch: 3.97
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- step: 85
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## Model description
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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: 6
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- eval_batch_size: 6
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- seed: 42
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- gradient_accumulation_steps: 7
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- total_train_batch_size: 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_ratio: 0.1
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- num_epochs: 10
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- mixed_precision_training: Native AMP
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### Framework versions
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- Transformers 4.35.2
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model.safetensors
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