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End of training

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README.md ADDED
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+ ---
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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: wav2vec2-large-mms-1b-kazakh-speech2ner-ksc_t-16b-4ep
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+ results: []
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+ ---
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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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+ # wav2vec2-large-mms-1b-kazakh-speech2ner-ksc_t-16b-4ep
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+
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+ This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2397
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+ - Wer: 0.3099
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 8
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+ - seed: 42
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+ - distributed_type: multi-GPU
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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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+ - num_epochs: 4
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Wer |
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+ |:-------------:|:-----:|:-----:|:---------------:|:------:|
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+ | 0.3934 | 0.22 | 2000 | 0.3610 | 0.3687 |
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+ | 0.3361 | 0.43 | 4000 | 0.2983 | 0.3412 |
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+ | 0.3211 | 0.65 | 6000 | 0.2779 | 0.3300 |
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+ | 0.3146 | 0.87 | 8000 | 0.2685 | 0.3238 |
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+ | 0.3104 | 1.09 | 10000 | 0.2613 | 0.3210 |
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+ | 0.2965 | 1.3 | 12000 | 0.2571 | 0.3188 |
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+ | 0.3004 | 1.52 | 14000 | 0.2531 | 0.3166 |
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+ | 0.2889 | 1.74 | 16000 | 0.2504 | 0.3153 |
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+ | 0.2955 | 1.96 | 18000 | 0.2476 | 0.3138 |
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+ | 0.2869 | 2.17 | 20000 | 0.2465 | 0.3126 |
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+ | 0.2855 | 2.39 | 22000 | 0.2443 | 0.3117 |
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+ | 0.2927 | 2.61 | 24000 | 0.2431 | 0.3111 |
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+ | 0.2789 | 2.83 | 26000 | 0.2421 | 0.3107 |
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+ | 0.2854 | 3.04 | 28000 | 0.2412 | 0.3105 |
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+ | 0.2918 | 3.26 | 30000 | 0.2404 | 0.3099 |
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+ | 0.2768 | 3.48 | 32000 | 0.2401 | 0.3096 |
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+ | 0.2771 | 3.69 | 34000 | 0.2398 | 0.3099 |
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+ | 0.2733 | 3.91 | 36000 | 0.2397 | 0.3099 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.33.0.dev0
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+ - Pytorch 2.0.1+cu117
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+ - Datasets 2.13.1
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+ - Tokenizers 0.13.3
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