Commit
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Parent(s):
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End of training
Browse files- README.md +84 -53
- config.json +110 -110
- model.safetensors +1 -1
- preprocessor_config.json +9 -10
- training_args.bin +1 -1
README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-base-960h
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tags:
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-base-960h
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tags:
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- generated_from_trainer
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datasets:
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- ami
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metrics:
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- wer
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model-index:
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- name: my_awesome_asr_mind_model6e-5
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: ami
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type: ami
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config: ihm
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split: None
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args: ihm
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metrics:
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- name: Wer
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type: wer
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value: 0.26252597552528284
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/jadorantes2-utep/%3Cmy-amazing-projecttokenizer6e-5%3E/runs/ujcw1zru)
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/jadorantes2-utep/%3Cmy-amazing-projecttokenizer6e-5%3E/runs/ujcw1zru)
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# my_awesome_asr_mind_model6e-5
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This model is a fine-tuned version of [facebook/wav2vec2-base-960h](https://huggingface.co/facebook/wav2vec2-base-960h) on the ami dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.9652
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- Wer: 0.2625
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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: 6e-05
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- train_batch_size: 32
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- eval_batch_size: 8
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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: 1000
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- training_steps: 3000
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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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| 3.1601 | 15.1515 | 500 | 3.1815 | 1.0 |
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| 3.0665 | 30.3030 | 1000 | 3.5100 | 1.0 |
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| 2.1863 | 45.4545 | 1500 | 1.2838 | 0.3812 |
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| 0.9609 | 60.6061 | 2000 | 0.9112 | 0.2863 |
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| 0.6826 | 75.7576 | 2500 | 0.9450 | 0.2667 |
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| 0.5687 | 90.9091 | 3000 | 0.9652 | 0.2625 |
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### Framework versions
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- Transformers 4.42.4
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- Pytorch 2.3.1+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "facebook/wav2vec2-base-960h",
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"activation_dropout": 0.1,
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"adapter_kernel_size": 3,
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"adapter_stride": 2,
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"add_adapter": false,
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"apply_spec_augment": true,
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"architectures": [
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"Wav2Vec2ForCTC"
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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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preprocessor_config.json
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{
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training_args.bin
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