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End of training

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: facebook/hubert-base-ls960
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - accuracy
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+ - precision
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+ - recall
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+ - f1
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+ model-index:
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+ - name: hubert-classifier-aug-fold-4
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+ results: []
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+ ---
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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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+
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+ # hubert-classifier-aug-fold-4
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+
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+ This model is a fine-tuned version of [facebook/hubert-base-ls960](https://huggingface.co/facebook/hubert-base-ls960) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 4.4212
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+ - Accuracy: 0.0162
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+ - Precision: 0.0003
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+ - Recall: 0.0162
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+ - F1: 0.0005
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+ - Binary: 0.1372
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0001
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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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: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 30
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 | Binary |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|:------:|
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+ | No log | 0.19 | 50 | 4.4257 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | No log | 0.38 | 100 | 4.4274 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1261 |
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+ | No log | 0.58 | 150 | 4.4261 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1243 |
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+ | No log | 0.77 | 200 | 4.4265 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1261 |
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+ | No log | 0.96 | 250 | 4.4254 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.44 | 1.15 | 300 | 4.4262 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.44 | 1.34 | 350 | 4.4259 | 0.0108 | 0.0001 | 0.0108 | 0.0002 | 0.1296 |
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+ | 4.44 | 1.53 | 400 | 4.4249 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1315 |
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+ | 4.44 | 1.73 | 450 | 4.4237 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.44 | 1.92 | 500 | 4.4235 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.4196 | 2.11 | 550 | 4.4231 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1261 |
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+ | 4.4196 | 2.3 | 600 | 4.4243 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1253 |
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+ | 4.4196 | 2.49 | 650 | 4.4258 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1261 |
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+ | 4.4196 | 2.68 | 700 | 4.4226 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.4196 | 2.88 | 750 | 4.4225 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.4188 | 3.07 | 800 | 4.4240 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+ | 4.4188 | 3.26 | 850 | 4.4240 | 0.0135 | 0.0002 | 0.0135 | 0.0004 | 0.1334 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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+ - Pytorch 2.3.0
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+ - Datasets 2.19.1
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+ - Tokenizers 0.15.1
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