End of training
Browse files- README.md +78 -0
- config.json +1 -1
- model.safetensors +2 -2
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: facebook/wav2vec2-base
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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: wav2vec2transformerEMR3
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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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# wav2vec2transformerEMR3
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This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6589
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- Accuracy: 0.7916
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- Precision: 0.7918
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- Recall: 0.7916
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- F1: 0.7896
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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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- gradient_accumulation_steps: 2
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- total_train_batch_size: 32
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 15
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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 | Precision | Recall | F1 |
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|:-------------:|:-------:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
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| 1.4706 | 1.6420 | 500 | 1.4207 | 0.5409 | 0.5559 | 0.5409 | 0.5180 |
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| 0.953 | 3.2841 | 1000 | 0.9292 | 0.7275 | 0.7438 | 0.7275 | 0.7233 |
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| 0.7575 | 4.9261 | 1500 | 0.7618 | 0.7616 | 0.7686 | 0.7616 | 0.7610 |
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| 0.6084 | 6.5681 | 2000 | 0.7485 | 0.7559 | 0.7658 | 0.7559 | 0.7524 |
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| 0.5221 | 8.2102 | 2500 | 0.6990 | 0.7711 | 0.7767 | 0.7711 | 0.7691 |
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| 0.431 | 9.8522 | 3000 | 0.6967 | 0.7752 | 0.7796 | 0.7752 | 0.7719 |
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| 0.3814 | 11.4943 | 3500 | 0.6523 | 0.7867 | 0.7875 | 0.7867 | 0.7856 |
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| 0.3461 | 13.1363 | 4000 | 0.6589 | 0.7916 | 0.7918 | 0.7916 | 0.7896 |
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| 0.3405 | 14.7783 | 4500 | 0.6703 | 0.7867 | 0.7878 | 0.7867 | 0.7847 |
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### Framework versions
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- Transformers 4.46.2
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- Pytorch 2.5.1+cu121
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- Tokenizers 0.20.3
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config.json
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"bos_token_id": 1,
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:a97f46672eb03a8603484715488a46395e67646d47af4ede6c81ade215bb7d62
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size 378307508
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:88f738b0de0e2ec08cde2bb932bdc6de703bd7b78dfdefd9e9aefb0c7fe27ac0
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size 5240
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