End of training
Browse files- README.md +135 -195
- adapter.ruc.safetensors +3 -0
- config.json +107 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- training_args.bin +3 -0
- vocab.json +1 -64
README.md
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---
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library_name: transformers
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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-ruc-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-ruc-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: 0.4248
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- Cer: 0.1349
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- Wer: 0.5697
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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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| 1.0456 | 0.2674 | 200 | 0.7005 | 0.1876 | 0.7348 |
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| 0.9305 | 0.5348 | 400 | 0.6500 | 0.1789 | 0.7143 |
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| 0.9102 | 0.8021 | 600 | 0.6226 | 0.1716 | 0.6959 |
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| 0.8748 | 1.0695 | 800 | 0.5937 | 0.1650 | 0.6777 |
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| 0.8449 | 1.3369 | 1000 | 0.5832 | 0.1629 | 0.6735 |
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| 0.8468 | 1.6043 | 1200 | 0.5809 | 0.1629 | 0.6763 |
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| 0.8773 | 1.8717 | 1400 | 0.5673 | 0.1611 | 0.6642 |
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| 0.842 | 2.1390 | 1600 | 0.5611 | 0.1586 | 0.6618 |
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| 0.8072 | 2.4064 | 1800 | 0.5468 | 0.1536 | 0.6484 |
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| 0.8458 | 2.6738 | 2000 | 0.5488 | 0.1543 | 0.6403 |
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| 0.8067 | 2.9412 | 2200 | 0.5323 | 0.1571 | 0.6530 |
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| 0.8039 | 3.2086 | 2400 | 0.5307 | 0.1556 | 0.6467 |
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| 0.7867 | 3.4759 | 2600 | 0.5273 | 0.1519 | 0.6353 |
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| 0.802 | 3.7433 | 2800 | 0.5372 | 0.1537 | 0.6461 |
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| 0.8293 | 4.0107 | 3000 | 0.5359 | 0.1552 | 0.6490 |
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| 0.7776 | 4.2781 | 3200 | 0.5194 | 0.1542 | 0.6411 |
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| 0.7744 | 4.5455 | 3400 | 0.5169 | 0.1512 | 0.6353 |
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| 0.7815 | 4.8128 | 3600 | 0.5188 | 0.1530 | 0.6397 |
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| 0.75 | 5.0802 | 3800 | 0.5100 | 0.1518 | 0.6291 |
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| 0.7806 | 5.3476 | 4000 | 0.5020 | 0.1482 | 0.6220 |
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| 0.7466 | 5.6150 | 4200 | 0.5074 | 0.1523 | 0.6365 |
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| 0.7769 | 5.8824 | 4400 | 0.5069 | 0.1500 | 0.6262 |
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| 0.716 | 6.1497 | 4600 | 0.5062 | 0.1514 | 0.6285 |
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| 0.7188 | 6.4171 | 4800 | 0.4985 | 0.1473 | 0.6136 |
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| 0.7666 | 6.6845 | 5000 | 0.4906 | 0.1461 | 0.6161 |
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| 0.7389 | 6.9519 | 5200 | 0.4812 | 0.1464 | 0.6111 |
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| 0.7356 | 7.2193 | 5400 | 0.4934 | 0.1458 | 0.6193 |
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| 0.7315 | 7.4866 | 5600 | 0.4823 | 0.1452 | 0.6067 |
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| 0.7446 | 7.7540 | 5800 | 0.4818 | 0.1455 | 0.6115 |
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| 0.7463 | 8.0214 | 6000 | 0.4883 | 0.1455 | 0.6085 |
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| 0.715 | 8.2888 | 6200 | 0.4849 | 0.1452 | 0.6092 |
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| 0.7065 | 8.5561 | 6400 | 0.4759 | 0.1442 | 0.6026 |
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| 0.717 | 8.8235 | 6600 | 0.4707 | 0.1433 | 0.5998 |
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| 0.7102 | 9.0909 | 6800 | 0.4627 | 0.1420 | 0.6038 |
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| 0.6856 | 9.3583 | 7000 | 0.4647 | 0.1414 | 0.5957 |
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| 0.7235 | 9.6257 | 7200 | 0.4651 | 0.1425 | 0.6086 |
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| 0.6834 | 9.8930 | 7400 | 0.4635 | 0.1413 | 0.5982 |
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| 0.6923 | 10.1604 | 7600 | 0.4642 | 0.1414 | 0.5999 |
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| 0.7048 | 10.4278 | 7800 | 0.4643 | 0.1419 | 0.5944 |
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| 0.6968 | 10.6952 | 8000 | 0.4584 | 0.1397 | 0.5960 |
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| 0.7231 | 10.9626 | 8200 | 0.4611 | 0.1414 | 0.6021 |
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| 0.6572 | 11.2299 | 8400 | 0.4579 | 0.1404 | 0.5964 |
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| 0.6755 | 11.4973 | 8600 | 0.4573 | 0.1394 | 0.5914 |
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| 0.6942 | 11.7647 | 8800 | 0.4512 | 0.1394 | 0.5889 |
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| 0.6712 | 12.0321 | 9000 | 0.4499 | 0.1395 | 0.5910 |
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| 0.6926 | 12.2995 | 9200 | 0.4522 | 0.1380 | 0.5823 |
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| 0.6955 | 12.5668 | 9400 | 0.4623 | 0.1423 | 0.6001 |
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| 0.6834 | 12.8342 | 9600 | 0.4494 | 0.1381 | 0.5847 |
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| 0.6262 | 13.1016 | 9800 | 0.4451 | 0.1379 | 0.5866 |
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| 0.6621 | 13.3690 | 10000 | 0.4454 | 0.1384 | 0.5841 |
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| 0.6614 | 13.6364 | 10200 | 0.4460 | 0.1383 | 0.5886 |
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| 0.6656 | 13.9037 | 10400 | 0.4423 | 0.1366 | 0.5784 |
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| 0.6491 | 14.1711 | 10600 | 0.4418 | 0.1375 | 0.5815 |
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| 0.6288 | 14.4385 | 10800 | 0.4436 | 0.1367 | 0.5761 |
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| 0.6544 | 14.7059 | 11000 | 0.4349 | 0.1360 | 0.5767 |
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| 0.6391 | 14.9733 | 11200 | 0.4369 | 0.1360 | 0.5738 |
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| 0.6572 | 15.2406 | 11400 | 0.4402 | 0.1354 | 0.5772 |
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| 0.6427 | 15.5080 | 11600 | 0.4383 | 0.1357 | 0.5733 |
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| 0.6382 | 15.7754 | 11800 | 0.4360 | 0.1361 | 0.5727 |
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| 0.6314 | 16.0428 | 12000 | 0.4368 | 0.1359 | 0.5743 |
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| 0.6525 | 16.3102 | 12200 | 0.4375 | 0.1354 | 0.5742 |
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| 0.6267 | 16.5775 | 12400 | 0.4325 | 0.1351 | 0.5713 |
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| 0.6299 | 16.8449 | 12600 | 0.4336 | 0.1348 | 0.5703 |
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| 0.6261 | 17.1123 | 12800 | 0.4294 | 0.1356 | 0.5758 |
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| 0.6182 | 17.3797 | 13000 | 0.4301 | 0.1356 | 0.5701 |
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| 0.6048 | 17.6471 | 13200 | 0.4311 | 0.1360 | 0.5743 |
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| 0.634 | 17.9144 | 13400 | 0.4303 | 0.1344 | 0.5644 |
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| 0.6001 | 18.1818 | 13600 | 0.4289 | 0.1363 | 0.5727 |
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| 0.6674 | 18.4492 | 13800 | 0.4282 | 0.1351 | 0.5697 |
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| 0.6198 | 18.7166 | 14000 | 0.4261 | 0.1342 | 0.5656 |
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| 0.6218 | 18.9840 | 14200 | 0.4255 | 0.1354 | 0.5699 |
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| 0.6215 | 19.2513 | 14400 | 0.4254 | 0.1354 | 0.5708 |
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| 0.6267 | 19.5187 | 14600 | 0.4250 | 0.1345 | 0.5676 |
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| 0.6536 | 19.7861 | 14800 | 0.4248 | 0.1349 | 0.5697 |
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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.ruc.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:9eff23c694c102016678fef947ae08acca0b3205808e10ce5f9a83177cf27cc9
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size 8957392
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config.json
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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 |
+
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 |
+
"feat_extract_norm": "layer",
|
| 52 |
+
"feat_proj_dropout": 0.0,
|
| 53 |
+
"feat_quantizer_dropout": 0.0,
|
| 54 |
+
"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 |
+
"layer_norm_eps": 1e-05,
|
| 61 |
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"layerdrop": 0.0,
|
| 62 |
+
"mask_feature_length": 10,
|
| 63 |
+
"mask_feature_min_masks": 0,
|
| 64 |
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"mask_feature_prob": 0.0,
|
| 65 |
+
"mask_time_length": 10,
|
| 66 |
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"mask_time_min_masks": 2,
|
| 67 |
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"mask_time_prob": 0.05,
|
| 68 |
+
"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": 59,
|
| 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": 62,
|
| 106 |
+
"xvector_output_dim": 512
|
| 107 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:47455947d9a8210387b97572d9e5b4c9fc4512505e88fa13823a5afce6eefd3c
|
| 3 |
+
size 3859049768
|
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 sha256:3974a2c84f2f45b413b92546f8bbdb0a6e21f5f0dcba1e68b9747011625661f5
|
| 3 |
+
size 5969
|
vocab.json
CHANGED
|
@@ -1,64 +1 @@
|
|
| 1 |
-
{
|
| 2 |
-
"ruc": {
|
| 3 |
-
"'": 21,
|
| 4 |
-
"-": 48,
|
| 5 |
-
".": 34,
|
| 6 |
-
"...": 57,
|
| 7 |
-
"A": 46,
|
| 8 |
-
"B": 47,
|
| 9 |
-
"C": 8,
|
| 10 |
-
"E": 53,
|
| 11 |
-
"F": 17,
|
| 12 |
-
"G": 28,
|
| 13 |
-
"H": 29,
|
| 14 |
-
"I": 42,
|
| 15 |
-
"J": 9,
|
| 16 |
-
"K": 50,
|
| 17 |
-
"L": 40,
|
| 18 |
-
"M": 7,
|
| 19 |
-
"N": 25,
|
| 20 |
-
"O": 11,
|
| 21 |
-
"R": 18,
|
| 22 |
-
"S": 36,
|
| 23 |
-
"T": 27,
|
| 24 |
-
"U": 22,
|
| 25 |
-
"V": 3,
|
| 26 |
-
"W": 54,
|
| 27 |
-
"Y": 51,
|
| 28 |
-
"Z": 4,
|
| 29 |
-
"[PAD]": 59,
|
| 30 |
-
"[UNK]": 58,
|
| 31 |
-
"a": 19,
|
| 32 |
-
"b": 2,
|
| 33 |
-
"bb": 30,
|
| 34 |
-
"c": 33,
|
| 35 |
-
"d": 13,
|
| 36 |
-
"dd": 14,
|
| 37 |
-
"e": 23,
|
| 38 |
-
"f": 38,
|
| 39 |
-
"g": 41,
|
| 40 |
-
"gy": 10,
|
| 41 |
-
"h": 55,
|
| 42 |
-
"i": 52,
|
| 43 |
-
"j": 15,
|
| 44 |
-
"k": 39,
|
| 45 |
-
"ky": 26,
|
| 46 |
-
"l": 1,
|
| 47 |
-
"m": 6,
|
| 48 |
-
"n": 0,
|
| 49 |
-
"ng": 43,
|
| 50 |
-
"o": 31,
|
| 51 |
-
"p": 5,
|
| 52 |
-
"r": 32,
|
| 53 |
-
"s": 35,
|
| 54 |
-
"sy": 44,
|
| 55 |
-
"t": 16,
|
| 56 |
-
"u": 12,
|
| 57 |
-
"v": 20,
|
| 58 |
-
"w": 49,
|
| 59 |
-
"x": 37,
|
| 60 |
-
"y": 56,
|
| 61 |
-
"z": 45,
|
| 62 |
-
"|": 24
|
| 63 |
-
}
|
| 64 |
-
}
|
|
|
|
| 1 |
+
{"ruc": {"n": 0, "l": 1, "b": 2, "V": 3, "Z": 4, "p": 5, "m": 6, "M": 7, "C": 8, "J": 9, "gy": 10, "O": 11, "u": 12, "d": 13, "dd": 14, "j": 15, "t": 16, "F": 17, "R": 18, "a": 19, "v": 20, "'": 21, "U": 22, "e": 23, "N": 25, "ky": 26, "T": 27, "G": 28, "H": 29, "bb": 30, "o": 31, "r": 32, "c": 33, ".": 34, "s": 35, "S": 36, "x": 37, "f": 38, "k": 39, "L": 40, "g": 41, "I": 42, "ng": 43, "sy": 44, "z": 45, "A": 46, "B": 47, "-": 48, "w": 49, "K": 50, "Y": 51, "i": 52, "E": 53, "W": 54, "h": 55, "y": 56, "|": 24, "...": 57, "[UNK]": 58, "[PAD]": 59}}
|
|
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|