patrickvonplaten
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update model card README.md
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README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- common_voice
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model-index:
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- name: ''
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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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#
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This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the common_voice dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2777
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- Wer: 0.2534
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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: 7.5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 32
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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: 2000
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- num_epochs: 50.0
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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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| 3.3224 | 1.37 | 500 | 3.3354 | 1.0 |
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| 2.9318 | 2.74 | 1000 | 2.9361 | 1.0000 |
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| 2.1371 | 4.11 | 1500 | 1.1157 | 0.8359 |
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| 1.6883 | 5.48 | 2000 | 0.6003 | 0.6314 |
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| 1.5812 | 6.85 | 2500 | 0.4746 | 0.4725 |
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| 1.5145 | 8.22 | 3000 | 0.4376 | 0.4736 |
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| 1.4763 | 9.59 | 3500 | 0.4006 | 0.3863 |
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| 1.4215 | 10.96 | 4000 | 0.3783 | 0.3629 |
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| 1.3638 | 12.33 | 4500 | 0.3555 | 0.3425 |
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| 1.3561 | 13.7 | 5000 | 0.3340 | 0.3228 |
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| 1.3406 | 15.07 | 5500 | 0.3373 | 0.3295 |
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| 1.3055 | 16.44 | 6000 | 0.3432 | 0.3210 |
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| 1.3048 | 17.81 | 6500 | 0.3282 | 0.3118 |
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| 1.2863 | 19.18 | 7000 | 0.3226 | 0.3018 |
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| 1.2389 | 20.55 | 7500 | 0.3050 | 0.2986 |
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| 1.2361 | 21.92 | 8000 | 0.3048 | 0.2980 |
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| 1.2263 | 23.29 | 8500 | 0.3011 | 0.2977 |
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| 1.2225 | 24.66 | 9000 | 0.3017 | 0.2959 |
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| 1.2044 | 26.03 | 9500 | 0.2977 | 0.2782 |
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| 1.2017 | 27.4 | 10000 | 0.2966 | 0.2781 |
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| 1.1912 | 28.77 | 10500 | 0.2999 | 0.2786 |
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| 1.1658 | 30.14 | 11000 | 0.2991 | 0.2757 |
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| 1.148 | 31.51 | 11500 | 0.2915 | 0.2684 |
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| 1.1423 | 32.88 | 12000 | 0.2913 | 0.2643 |
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| 1.123 | 34.25 | 12500 | 0.2777 | 0.2630 |
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| 1.1297 | 35.62 | 13000 | 0.2873 | 0.2646 |
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| 1.0987 | 36.98 | 13500 | 0.2829 | 0.2619 |
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| 1.0873 | 38.36 | 14000 | 0.2864 | 0.2608 |
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| 1.0848 | 39.73 | 14500 | 0.2827 | 0.2577 |
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| 1.0628 | 41.1 | 15000 | 0.2896 | 0.2581 |
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| 1.0815 | 42.47 | 15500 | 0.2814 | 0.2561 |
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| 1.0587 | 43.83 | 16000 | 0.2738 | 0.2542 |
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| 1.0709 | 45.21 | 16500 | 0.2785 | 0.2578 |
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| 1.0512 | 46.57 | 17000 | 0.2793 | 0.2539 |
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| 1.0396 | 47.94 | 17500 | 0.2788 | 0.2525 |
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| 1.0481 | 49.31 | 18000 | 0.2777 | 0.2534 |
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### Framework versions
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- Transformers 4.17.0.dev0
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- Pytorch 1.10.1+cu113
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- Datasets 1.18.4.dev0
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- Tokenizers 0.10.3
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wandb/run-20220202_223026-1j0459xm/files/output.log
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@@ -14621,3 +14621,122 @@ Deleting older checkpoint [checkpoint-3500] due to args.save_total_limit
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{'train_runtime': 31196.8756, 'train_samples_per_second': 18.736, 'train_steps_per_second': 0.585, 'train_loss': 1.449225697974636, 'epoch': 50.0}
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{'train_runtime': 31196.8756, 'train_samples_per_second': 18.736, 'train_steps_per_second': 0.585, 'train_loss': 1.449225697974636, 'epoch': 50.0}
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2022-02-03 07:15:24,963 INFO Thread-8 :21197 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/patrick/experiments/xls-r-300m-sv-cv8/wandb/run-20220202_223026-1j0459xm/files/output.log
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2022-02-03 07:15:26,965 INFO Thread-8 :21197 [dir_watcher.py:_on_file_modified():230] file/dir modified: /home/patrick/experiments/xls-r-300m-sv-cv8/wandb/run-20220202_223026-1j0459xm/files/output.log
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