End of training
Browse files- README.md +137 -195
- adapter.ttj.safetensors +3 -0
- config.json +107 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- training_args.bin +3 -0
- vocab.json +1 -73
README.md
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---
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library_name: transformers
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###
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## Model Examination [optional]
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<!-- Relevant interpretability work for the model goes here -->
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[More Information Needed]
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## Environmental Impact
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- **Hardware Type:** [More Information Needed]
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- **Hours used:** [More Information Needed]
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- **Cloud Provider:** [More Information Needed]
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- **Compute Region:** [More Information Needed]
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- **Carbon Emitted:** [More Information Needed]
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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#### Software
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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[More Information Needed]
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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[More Information Needed]
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## More Information [optional]
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[More Information Needed]
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## Model Card Authors [optional]
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## Model Card Contact
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[More Information Needed]
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---
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library_name: transformers
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license: cc-by-nc-4.0
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base_model: facebook/mms-1b-all
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: ssc-ttj-mms-model-mix-adapt-max3-devtrain
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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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# ssc-ttj-mms-model-mix-adapt-max3-devtrain
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This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1190
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- Cer: 0.0590
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- Wer: 0.3410
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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: 0.0005
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- train_batch_size: 8
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- eval_batch_size: 6
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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- optimizer: Use OptimizerNames.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: 100
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- num_epochs: 20
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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 | Cer | Wer |
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|:-------------:|:-------:|:-----:|:---------------:|:------:|:------:|
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| 0.7128 | 0.2602 | 200 | 0.2917 | 0.0890 | 0.4935 |
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| 0.5556 | 0.5205 | 400 | 0.2645 | 0.0906 | 0.5049 |
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| 0.5374 | 0.7807 | 600 | 0.2462 | 0.0864 | 0.4736 |
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| 0.485 | 1.0403 | 800 | 0.2209 | 0.0818 | 0.4473 |
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| 0.4974 | 1.3006 | 1000 | 0.2127 | 0.0797 | 0.4365 |
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| 0.4915 | 1.5608 | 1200 | 0.2094 | 0.0788 | 0.4319 |
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| 0.4822 | 1.8211 | 1400 | 0.2037 | 0.0767 | 0.4238 |
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| 0.4566 | 2.0807 | 1600 | 0.2007 | 0.0776 | 0.4306 |
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| 0.4499 | 2.3409 | 1800 | 0.1891 | 0.0740 | 0.4121 |
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| 0.4539 | 2.6012 | 2000 | 0.1904 | 0.0746 | 0.4131 |
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| 0.4726 | 2.8614 | 2200 | 0.1835 | 0.0737 | 0.4066 |
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| 0.4478 | 3.1210 | 2400 | 0.1822 | 0.0725 | 0.4034 |
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| 0.4316 | 3.3813 | 2600 | 0.1813 | 0.0729 | 0.4011 |
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| 0.4333 | 3.6415 | 2800 | 0.1782 | 0.0723 | 0.4018 |
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| 0.4448 | 3.9018 | 3000 | 0.1786 | 0.0724 | 0.4002 |
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| 0.3983 | 4.1614 | 3200 | 0.1747 | 0.0718 | 0.3945 |
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| 0.4093 | 4.4216 | 3400 | 0.1691 | 0.0705 | 0.3918 |
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| 0.4011 | 4.6818 | 3600 | 0.1625 | 0.0680 | 0.3827 |
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| 0.4155 | 4.9421 | 3800 | 0.1642 | 0.0693 | 0.3895 |
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| 0.396 | 5.2017 | 4000 | 0.1658 | 0.0693 | 0.3876 |
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| 0.391 | 5.4619 | 4200 | 0.1658 | 0.0692 | 0.3913 |
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| 0.3835 | 5.7222 | 4400 | 0.1624 | 0.0680 | 0.3793 |
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| 0.4102 | 5.9824 | 4600 | 0.1595 | 0.0679 | 0.3832 |
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| 0.3711 | 6.2420 | 4800 | 0.1542 | 0.0673 | 0.3765 |
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| 0.3836 | 6.5023 | 5000 | 0.1533 | 0.0673 | 0.3776 |
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| 0.3727 | 6.7625 | 5200 | 0.1566 | 0.0676 | 0.3804 |
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| 0.3726 | 7.0221 | 5400 | 0.1519 | 0.0665 | 0.3721 |
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| 0.3851 | 7.2824 | 5600 | 0.1482 | 0.0650 | 0.3715 |
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| 0.3535 | 7.5426 | 5800 | 0.1492 | 0.0661 | 0.3722 |
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| 0.3885 | 7.8029 | 6000 | 0.1501 | 0.0655 | 0.3683 |
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| 0.3744 | 8.0625 | 6200 | 0.1452 | 0.0655 | 0.3700 |
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| 0.3388 | 8.3227 | 6400 | 0.1466 | 0.0650 | 0.3683 |
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| 0.3751 | 8.5830 | 6600 | 0.1477 | 0.0658 | 0.3698 |
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| 0.347 | 8.8432 | 6800 | 0.1413 | 0.0643 | 0.3680 |
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| 0.3181 | 9.1028 | 7000 | 0.1416 | 0.0641 | 0.3626 |
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| 0.3619 | 9.3630 | 7200 | 0.1419 | 0.0638 | 0.3609 |
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| 0.3474 | 9.6233 | 7400 | 0.1438 | 0.0644 | 0.3677 |
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| 0.3326 | 9.8835 | 7600 | 0.1375 | 0.0632 | 0.3606 |
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| 0.3288 | 10.1431 | 7800 | 0.1394 | 0.0634 | 0.3595 |
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| 0.3368 | 10.4034 | 8000 | 0.1384 | 0.0638 | 0.3617 |
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| 0.342 | 10.6636 | 8200 | 0.1351 | 0.0629 | 0.3596 |
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| 0.3267 | 10.9239 | 8400 | 0.1342 | 0.0631 | 0.3634 |
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| 0.3062 | 11.1835 | 8600 | 0.1327 | 0.0626 | 0.3578 |
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| 0.3336 | 11.4437 | 8800 | 0.1312 | 0.0621 | 0.3573 |
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| 0.3268 | 11.7040 | 9000 | 0.1329 | 0.0628 | 0.3605 |
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| 0.3336 | 11.9642 | 9200 | 0.1329 | 0.0629 | 0.3573 |
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| 0.3173 | 12.2238 | 9400 | 0.1297 | 0.0622 | 0.3575 |
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| 0.3082 | 12.4841 | 9600 | 0.1301 | 0.0619 | 0.3550 |
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| 0.3188 | 12.7443 | 9800 | 0.1294 | 0.0618 | 0.3546 |
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| 0.3397 | 13.0039 | 10000 | 0.1281 | 0.0615 | 0.3566 |
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| 0.316 | 13.2642 | 10200 | 0.1315 | 0.0620 | 0.3576 |
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| 0.3084 | 13.5244 | 10400 | 0.1282 | 0.0609 | 0.3517 |
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| 0.3152 | 13.7846 | 10600 | 0.1292 | 0.0612 | 0.3533 |
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| 0.2819 | 14.0442 | 10800 | 0.1277 | 0.0610 | 0.3500 |
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| 0.3114 | 14.3045 | 11000 | 0.1255 | 0.0607 | 0.3502 |
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| 0.3106 | 14.5647 | 11200 | 0.1264 | 0.0606 | 0.3473 |
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| 0.2999 | 14.8250 | 11400 | 0.1243 | 0.0608 | 0.3499 |
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| 0.3029 | 15.0846 | 11600 | 0.1243 | 0.0605 | 0.3506 |
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| 0.3004 | 15.3448 | 11800 | 0.1255 | 0.0606 | 0.3515 |
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| 0.2935 | 15.6051 | 12000 | 0.1244 | 0.0608 | 0.3522 |
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| 0.3084 | 15.8653 | 12200 | 0.1232 | 0.0605 | 0.3495 |
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| 0.2796 | 16.1249 | 12400 | 0.1216 | 0.0597 | 0.3458 |
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| 0.2988 | 16.3852 | 12600 | 0.1213 | 0.0594 | 0.3458 |
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| 0.2863 | 16.6454 | 12800 | 0.1221 | 0.0598 | 0.3455 |
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| 0.3014 | 16.9057 | 13000 | 0.1233 | 0.0598 | 0.3436 |
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| 0.2972 | 17.1653 | 13200 | 0.1203 | 0.0589 | 0.3417 |
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| 0.3098 | 17.4255 | 13400 | 0.1214 | 0.0594 | 0.3430 |
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| 0.284 | 17.6858 | 13600 | 0.1206 | 0.0594 | 0.3438 |
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| 0.2847 | 17.9460 | 13800 | 0.1200 | 0.0595 | 0.3448 |
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| 0.2849 | 18.2056 | 14000 | 0.1192 | 0.0588 | 0.3414 |
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| 0.2744 | 18.4658 | 14200 | 0.1189 | 0.0590 | 0.3436 |
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| 0.2737 | 18.7261 | 14400 | 0.1207 | 0.0591 | 0.3423 |
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| 0.2859 | 18.9863 | 14600 | 0.1197 | 0.0590 | 0.3414 |
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| 0.2772 | 19.2459 | 14800 | 0.1187 | 0.0590 | 0.3409 |
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| 0.2844 | 19.5062 | 15000 | 0.1190 | 0.0590 | 0.3417 |
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| 0.2815 | 19.7664 | 15200 | 0.1190 | 0.0590 | 0.3410 |
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### Framework versions
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- Transformers 4.52.1
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- Pytorch 2.9.1+cu128
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- Datasets 3.6.0
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- Tokenizers 0.21.4
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adapter.ttj.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d723162f29e3fe48a78f07fcf60bdc13dae57b26e9acf8203c7557e8cadd73fe
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size 9003508
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|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.05,
|
| 3 |
+
"adapter_attn_dim": 16,
|
| 4 |
+
"adapter_kernel_size": 3,
|
| 5 |
+
"adapter_stride": 2,
|
| 6 |
+
"add_adapter": false,
|
| 7 |
+
"apply_spec_augment": true,
|
| 8 |
+
"architectures": [
|
| 9 |
+
"Wav2Vec2ForCTC"
|
| 10 |
+
],
|
| 11 |
+
"attention_dropout": 0.0,
|
| 12 |
+
"bos_token_id": 1,
|
| 13 |
+
"classifier_proj_size": 256,
|
| 14 |
+
"codevector_dim": 1024,
|
| 15 |
+
"contrastive_logits_temperature": 0.1,
|
| 16 |
+
"conv_bias": true,
|
| 17 |
+
"conv_dim": [
|
| 18 |
+
512,
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512
|
| 25 |
+
],
|
| 26 |
+
"conv_kernel": [
|
| 27 |
+
10,
|
| 28 |
+
3,
|
| 29 |
+
3,
|
| 30 |
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3,
|
| 31 |
+
3,
|
| 32 |
+
2,
|
| 33 |
+
2
|
| 34 |
+
],
|
| 35 |
+
"conv_stride": [
|
| 36 |
+
5,
|
| 37 |
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2,
|
| 38 |
+
2,
|
| 39 |
+
2,
|
| 40 |
+
2,
|
| 41 |
+
2,
|
| 42 |
+
2
|
| 43 |
+
],
|
| 44 |
+
"ctc_loss_reduction": "mean",
|
| 45 |
+
"ctc_zero_infinity": false,
|
| 46 |
+
"diversity_loss_weight": 0.1,
|
| 47 |
+
"do_stable_layer_norm": true,
|
| 48 |
+
"eos_token_id": 2,
|
| 49 |
+
"feat_extract_activation": "gelu",
|
| 50 |
+
"feat_extract_dropout": 0.0,
|
| 51 |
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"feat_extract_norm": "layer",
|
| 52 |
+
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|
| 53 |
+
"feat_quantizer_dropout": 0.0,
|
| 54 |
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"final_dropout": 0.05,
|
| 55 |
+
"hidden_act": "gelu",
|
| 56 |
+
"hidden_dropout": 0.0,
|
| 57 |
+
"hidden_size": 1280,
|
| 58 |
+
"initializer_range": 0.02,
|
| 59 |
+
"intermediate_size": 5120,
|
| 60 |
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"layer_norm_eps": 1e-05,
|
| 61 |
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"layerdrop": 0.0,
|
| 62 |
+
"mask_feature_length": 10,
|
| 63 |
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"mask_feature_min_masks": 0,
|
| 64 |
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"mask_feature_prob": 0.0,
|
| 65 |
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|
| 66 |
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"mask_time_min_masks": 2,
|
| 67 |
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"mask_time_prob": 0.05,
|
| 68 |
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"model_type": "wav2vec2",
|
| 69 |
+
"num_adapter_layers": 3,
|
| 70 |
+
"num_attention_heads": 16,
|
| 71 |
+
"num_codevector_groups": 2,
|
| 72 |
+
"num_codevectors_per_group": 320,
|
| 73 |
+
"num_conv_pos_embedding_groups": 16,
|
| 74 |
+
"num_conv_pos_embeddings": 128,
|
| 75 |
+
"num_feat_extract_layers": 7,
|
| 76 |
+
"num_hidden_layers": 48,
|
| 77 |
+
"num_negatives": 100,
|
| 78 |
+
"output_hidden_size": 1280,
|
| 79 |
+
"pad_token_id": 68,
|
| 80 |
+
"proj_codevector_dim": 1024,
|
| 81 |
+
"tdnn_dilation": [
|
| 82 |
+
1,
|
| 83 |
+
2,
|
| 84 |
+
3,
|
| 85 |
+
1,
|
| 86 |
+
1
|
| 87 |
+
],
|
| 88 |
+
"tdnn_dim": [
|
| 89 |
+
512,
|
| 90 |
+
512,
|
| 91 |
+
512,
|
| 92 |
+
512,
|
| 93 |
+
1500
|
| 94 |
+
],
|
| 95 |
+
"tdnn_kernel": [
|
| 96 |
+
5,
|
| 97 |
+
3,
|
| 98 |
+
3,
|
| 99 |
+
1,
|
| 100 |
+
1
|
| 101 |
+
],
|
| 102 |
+
"torch_dtype": "float32",
|
| 103 |
+
"transformers_version": "4.52.1",
|
| 104 |
+
"use_weighted_layer_sum": false,
|
| 105 |
+
"vocab_size": 71,
|
| 106 |
+
"xvector_output_dim": 512
|
| 107 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b1897f6f4ddec5ec458281da7522ff3dbf291635b9de7745b6fb50e2da4539d8
|
| 3 |
+
size 3859095884
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
| 5 |
+
"padding_side": "right",
|
| 6 |
+
"padding_value": 0.0,
|
| 7 |
+
"return_attention_mask": true,
|
| 8 |
+
"sampling_rate": 16000
|
| 9 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e6b2a22adc9e078f38755893451a83e88c13278511a2768eb00a7545551059ba
|
| 3 |
+
size 5969
|
vocab.json
CHANGED
|
@@ -1,73 +1 @@
|
|
| 1 |
-
{
|
| 2 |
-
"ttj": {
|
| 3 |
-
"&": 43,
|
| 4 |
-
"'": 22,
|
| 5 |
-
"(": 44,
|
| 6 |
-
")": 29,
|
| 7 |
-
"-": 2,
|
| 8 |
-
"...": 66,
|
| 9 |
-
"0": 19,
|
| 10 |
-
"1": 57,
|
| 11 |
-
"2": 23,
|
| 12 |
-
"8": 53,
|
| 13 |
-
"A": 33,
|
| 14 |
-
"B": 24,
|
| 15 |
-
"C": 20,
|
| 16 |
-
"D": 62,
|
| 17 |
-
"E": 65,
|
| 18 |
-
"F": 0,
|
| 19 |
-
"G": 28,
|
| 20 |
-
"H": 55,
|
| 21 |
-
"I": 5,
|
| 22 |
-
"K": 58,
|
| 23 |
-
"L": 41,
|
| 24 |
-
"M": 1,
|
| 25 |
-
"N": 52,
|
| 26 |
-
"O": 10,
|
| 27 |
-
"P": 16,
|
| 28 |
-
"Q": 26,
|
| 29 |
-
"R": 47,
|
| 30 |
-
"S": 27,
|
| 31 |
-
"T": 50,
|
| 32 |
-
"U": 48,
|
| 33 |
-
"W": 12,
|
| 34 |
-
"Y": 6,
|
| 35 |
-
"Z": 21,
|
| 36 |
-
"[PAD]": 68,
|
| 37 |
-
"[UNK]": 67,
|
| 38 |
-
"a": 4,
|
| 39 |
-
"b": 14,
|
| 40 |
-
"bb": 17,
|
| 41 |
-
"c": 56,
|
| 42 |
-
"d": 39,
|
| 43 |
-
"e": 32,
|
| 44 |
-
"f": 34,
|
| 45 |
-
"g": 51,
|
| 46 |
-
"h": 35,
|
| 47 |
-
"i": 13,
|
| 48 |
-
"j": 18,
|
| 49 |
-
"k": 36,
|
| 50 |
-
"l": 40,
|
| 51 |
-
"m": 25,
|
| 52 |
-
"n": 59,
|
| 53 |
-
"ny": 3,
|
| 54 |
-
"o": 37,
|
| 55 |
-
"p": 7,
|
| 56 |
-
"q": 31,
|
| 57 |
-
"r": 8,
|
| 58 |
-
"s": 11,
|
| 59 |
-
"t": 60,
|
| 60 |
-
"u": 15,
|
| 61 |
-
"v": 45,
|
| 62 |
-
"w": 63,
|
| 63 |
-
"y": 46,
|
| 64 |
-
"z": 38,
|
| 65 |
-
"|": 54,
|
| 66 |
-
"ö": 64,
|
| 67 |
-
"ü": 9,
|
| 68 |
-
"ę": 42,
|
| 69 |
-
"ʼ": 49,
|
| 70 |
-
"": 61,
|
| 71 |
-
"‘": 30
|
| 72 |
-
}
|
| 73 |
-
}
|
|
|
|
| 1 |
+
{"ttj": {"F": 0, "M": 1, "-": 2, "ny": 3, "a": 4, "I": 5, "Y": 6, "p": 7, "r": 8, "\u00fc": 9, "O": 10, "s": 11, "W": 12, "i": 13, "b": 14, "u": 15, "P": 16, "bb": 17, "j": 18, "0": 19, "C": 20, "Z": 21, "'": 22, "2": 23, "B": 24, "m": 25, "Q": 26, "S": 27, "G": 28, ")": 29, "\u2018": 30, "q": 31, "e": 32, "A": 33, "f": 34, "h": 35, "k": 36, "o": 37, "z": 38, "d": 39, "l": 40, "L": 41, "\u0119": 42, "&": 43, "(": 44, "v": 45, "y": 46, "R": 47, "U": 48, "\u02bc": 49, "T": 50, "g": 51, "N": 52, "8": 53, "H": 55, "c": 56, "1": 57, "K": 58, "n": 59, "t": 60, "\u200b": 61, "D": 62, "w": 63, "\u00f6": 64, "E": 65, "|": 54, "...": 66, "[UNK]": 67, "[PAD]": 68}}
|
|
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|