End of training
Browse files- README.md +100 -0
- config.json +60 -0
- events.out.tfevents.1748552133.1be8c16b1302.2024.0 +3 -0
- events.out.tfevents.1748639559.edaa1010b6c7.1830.0 +3 -0
- events.out.tfevents.1748646150.edaa1010b6c7.1830.1 +3 -0
- events.out.tfevents.1748659635.426209ca1afa.3468.0 +3 -0
- generation_config.json +165 -0
- model.safetensors +3 -0
- preprocessor_config.json +15 -0
- training_args.bin +3 -0
README.md
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+
---
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| 2 |
+
library_name: transformers
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+
language:
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+
- ru
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license: apache-2.0
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+
base_model: openai/whisper-small
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| 7 |
+
tags:
|
| 8 |
+
- hf-asr-leaderboard
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| 9 |
+
- generated_from_trainer
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| 10 |
+
datasets:
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| 11 |
+
- mozilla-foundation/common_voice_17_0
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| 12 |
+
metrics:
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+
- wer
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| 14 |
+
model-index:
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+
- name: Whisper Small ru - slowlydoor
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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: Common Voice 17.0
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type: mozilla-foundation/common_voice_17_0
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config: ru
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split: None
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args: 'config: ru, split: test'
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metrics:
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- name: Wer
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type: wer
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value: 16.040464106107944
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+
---
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| 31 |
+
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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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| 34 |
+
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+
# Whisper Small ru - slowlydoor
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the Common Voice 17.0 dataset.
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+
It achieves the following results on the evaluation set:
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- Loss: 0.2125
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- Wer: 16.0405
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- Cer: 4.2321
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- Ser: 57.5223
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| 43 |
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+
## Model description
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+
More information needed
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## Intended uses & limitations
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| 49 |
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+
More information needed
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| 51 |
+
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| 52 |
+
## Training and evaluation data
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| 53 |
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| 54 |
+
More information needed
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| 55 |
+
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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: 1e-05
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- train_batch_size: 8
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| 63 |
+
- eval_batch_size: 4
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| 64 |
+
- seed: 42
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+
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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| 66 |
+
- lr_scheduler_type: linear
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| 67 |
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- num_epochs: 3
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| 68 |
+
- mixed_precision_training: Native AMP
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| 69 |
+
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| 70 |
+
### Training results
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+
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| Training Loss | Epoch | Step | Cer | Validation Loss | Ser | Wer |
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| 73 |
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|:-------------:|:------:|:----:|:------:|:---------------:|:-------:|:-------:|
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| 74 |
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| 0.2206 | 0.1516 | 500 | 5.4963 | 0.2603 | 69.4306 | 21.2669 |
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| 75 |
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| 0.22 | 0.3032 | 1000 | 5.3823 | 0.2467 | 67.3527 | 20.2971 |
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| 76 |
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| 0.1901 | 0.4548 | 1500 | 5.1160 | 0.2377 | 66.1766 | 19.5642 |
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| 77 |
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| 0.1969 | 0.6064 | 2000 | 5.0754 | 0.2273 | 64.3242 | 19.0509 |
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| 78 |
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| 0.1743 | 0.7580 | 2500 | 4.8523 | 0.2188 | 63.1481 | 18.2286 |
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| 79 |
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| 0.1747 | 0.9096 | 3000 | 4.8867 | 0.2167 | 62.4032 | 18.0985 |
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| 80 |
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| 0.077 | 1.0612 | 3500 | 4.5272 | 0.2142 | 60.5998 | 17.2007 |
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| 81 |
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| 0.0839 | 1.2129 | 4000 | 4.4628 | 0.2126 | 60.8743 | 17.1601 |
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| 82 |
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| 0.0888 | 1.3645 | 4500 | 4.4864 | 0.2092 | 60.3940 | 17.3529 |
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| 83 |
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| 0.069 | 1.5161 | 5000 | 4.4667 | 0.2118 | 60.1588 | 17.1578 |
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| 0.0609 | 1.6677 | 5500 | 4.4298 | 0.2077 | 59.3355 | 16.8546 |
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| 0.0721 | 1.8193 | 6000 | 4.3442 | 0.2060 | 58.6592 | 16.5527 |
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| 0.0681 | 1.9709 | 6500 | 4.3284 | 0.2038 | 58.1692 | 16.3575 |
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| 0.0322 | 2.1225 | 7000 | 0.2130 | 16.2809 | 4.2709 | 57.7771 |
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| 0.0277 | 2.2741 | 7500 | 0.2151 | 16.1067 | 4.2543 | 57.4733 |
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| 0.0249 | 2.4257 | 8000 | 0.2130 | 16.0741 | 4.2513 | 57.4635 |
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| 0.0234 | 2.5773 | 8500 | 0.2150 | 16.2600 | 4.2832 | 57.6693 |
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| 0.0264 | 2.7289 | 9000 | 0.2145 | 16.1160 | 4.2645 | 57.6301 |
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| 0.0268 | 2.8805 | 9500 | 0.2125 | 16.0405 | 4.2321 | 57.5223 |
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### Framework versions
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- Transformers 4.52.4
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- Pytorch 2.6.0+cu124
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| 99 |
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- Datasets 3.6.0
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| 100 |
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- Tokenizers 0.21.1
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config.json
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| 1 |
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{
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| 2 |
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"activation_dropout": 0.0,
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| 3 |
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"activation_function": "gelu",
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| 4 |
+
"apply_spec_augment": false,
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| 5 |
+
"architectures": [
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| 6 |
+
"WhisperForConditionalGeneration"
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| 7 |
+
],
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| 8 |
+
"attention_dropout": 0.0,
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| 9 |
+
"begin_suppress_tokens": null,
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| 10 |
+
"bos_token_id": 50257,
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| 11 |
+
"classifier_proj_size": 256,
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| 12 |
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"d_model": 768,
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| 13 |
+
"decoder_attention_heads": 12,
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| 14 |
+
"decoder_ffn_dim": 3072,
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| 15 |
+
"decoder_layerdrop": 0.0,
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| 16 |
+
"decoder_layers": 12,
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| 17 |
+
"decoder_start_token_id": 50258,
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| 18 |
+
"dropout": 0.0,
|
| 19 |
+
"encoder_attention_heads": 12,
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| 20 |
+
"encoder_ffn_dim": 3072,
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| 21 |
+
"encoder_layerdrop": 0.0,
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| 22 |
+
"encoder_layers": 12,
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| 23 |
+
"eos_token_id": 50257,
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| 24 |
+
"forced_decoder_ids": [
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| 25 |
+
[
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| 26 |
+
1,
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| 27 |
+
50263
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| 28 |
+
],
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| 29 |
+
[
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| 30 |
+
2,
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| 31 |
+
50359
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| 32 |
+
],
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| 33 |
+
[
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| 34 |
+
3,
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| 35 |
+
50363
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| 36 |
+
]
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| 37 |
+
],
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| 38 |
+
"init_std": 0.02,
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| 39 |
+
"is_encoder_decoder": true,
|
| 40 |
+
"mask_feature_length": 10,
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| 41 |
+
"mask_feature_min_masks": 0,
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| 42 |
+
"mask_feature_prob": 0.0,
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| 43 |
+
"mask_time_length": 10,
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| 44 |
+
"mask_time_min_masks": 2,
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| 45 |
+
"mask_time_prob": 0.05,
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| 46 |
+
"max_length": null,
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| 47 |
+
"max_source_positions": 1500,
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| 48 |
+
"max_target_positions": 448,
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| 49 |
+
"median_filter_width": 7,
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| 50 |
+
"model_type": "whisper",
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| 51 |
+
"num_hidden_layers": 12,
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| 52 |
+
"num_mel_bins": 80,
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| 53 |
+
"pad_token_id": 50257,
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| 54 |
+
"scale_embedding": false,
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| 55 |
+
"torch_dtype": "float32",
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| 56 |
+
"transformers_version": "4.52.4",
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| 57 |
+
"use_cache": false,
|
| 58 |
+
"use_weighted_layer_sum": false,
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| 59 |
+
"vocab_size": 51865
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| 60 |
+
}
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events.out.tfevents.1748552133.1be8c16b1302.2024.0
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version https://git-lfs.github.com/spec/v1
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size 70234
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events.out.tfevents.1748639559.edaa1010b6c7.1830.0
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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size 37187
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generation_config.json
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[
|
| 40 |
+
10,
|
| 41 |
+
5
|
| 42 |
+
]
|
| 43 |
+
],
|
| 44 |
+
"begin_suppress_tokens": [
|
| 45 |
+
220,
|
| 46 |
+
50257
|
| 47 |
+
],
|
| 48 |
+
"bos_token_id": 50257,
|
| 49 |
+
"decoder_start_token_id": 50258,
|
| 50 |
+
"eos_token_id": 50257,
|
| 51 |
+
"is_multilingual": true,
|
| 52 |
+
"lang_to_id": {
|
| 53 |
+
"<|af|>": 50327,
|
| 54 |
+
"<|am|>": 50334,
|
| 55 |
+
"<|ar|>": 50272,
|
| 56 |
+
"<|as|>": 50350,
|
| 57 |
+
"<|az|>": 50304,
|
| 58 |
+
"<|ba|>": 50355,
|
| 59 |
+
"<|be|>": 50330,
|
| 60 |
+
"<|bg|>": 50292,
|
| 61 |
+
"<|bn|>": 50302,
|
| 62 |
+
"<|bo|>": 50347,
|
| 63 |
+
"<|br|>": 50309,
|
| 64 |
+
"<|bs|>": 50315,
|
| 65 |
+
"<|ca|>": 50270,
|
| 66 |
+
"<|cs|>": 50283,
|
| 67 |
+
"<|cy|>": 50297,
|
| 68 |
+
"<|da|>": 50285,
|
| 69 |
+
"<|de|>": 50261,
|
| 70 |
+
"<|el|>": 50281,
|
| 71 |
+
"<|en|>": 50259,
|
| 72 |
+
"<|es|>": 50262,
|
| 73 |
+
"<|et|>": 50307,
|
| 74 |
+
"<|eu|>": 50310,
|
| 75 |
+
"<|fa|>": 50300,
|
| 76 |
+
"<|fi|>": 50277,
|
| 77 |
+
"<|fo|>": 50338,
|
| 78 |
+
"<|fr|>": 50265,
|
| 79 |
+
"<|gl|>": 50319,
|
| 80 |
+
"<|gu|>": 50333,
|
| 81 |
+
"<|haw|>": 50352,
|
| 82 |
+
"<|ha|>": 50354,
|
| 83 |
+
"<|he|>": 50279,
|
| 84 |
+
"<|hi|>": 50276,
|
| 85 |
+
"<|hr|>": 50291,
|
| 86 |
+
"<|ht|>": 50339,
|
| 87 |
+
"<|hu|>": 50286,
|
| 88 |
+
"<|hy|>": 50312,
|
| 89 |
+
"<|id|>": 50275,
|
| 90 |
+
"<|is|>": 50311,
|
| 91 |
+
"<|it|>": 50274,
|
| 92 |
+
"<|ja|>": 50266,
|
| 93 |
+
"<|jw|>": 50356,
|
| 94 |
+
"<|ka|>": 50329,
|
| 95 |
+
"<|kk|>": 50316,
|
| 96 |
+
"<|km|>": 50323,
|
| 97 |
+
"<|kn|>": 50306,
|
| 98 |
+
"<|ko|>": 50264,
|
| 99 |
+
"<|la|>": 50294,
|
| 100 |
+
"<|lb|>": 50345,
|
| 101 |
+
"<|ln|>": 50353,
|
| 102 |
+
"<|lo|>": 50336,
|
| 103 |
+
"<|lt|>": 50293,
|
| 104 |
+
"<|lv|>": 50301,
|
| 105 |
+
"<|mg|>": 50349,
|
| 106 |
+
"<|mi|>": 50295,
|
| 107 |
+
"<|mk|>": 50308,
|
| 108 |
+
"<|ml|>": 50296,
|
| 109 |
+
"<|mn|>": 50314,
|
| 110 |
+
"<|mr|>": 50320,
|
| 111 |
+
"<|ms|>": 50282,
|
| 112 |
+
"<|mt|>": 50343,
|
| 113 |
+
"<|my|>": 50346,
|
| 114 |
+
"<|ne|>": 50313,
|
| 115 |
+
"<|nl|>": 50271,
|
| 116 |
+
"<|nn|>": 50342,
|
| 117 |
+
"<|no|>": 50288,
|
| 118 |
+
"<|oc|>": 50328,
|
| 119 |
+
"<|pa|>": 50321,
|
| 120 |
+
"<|pl|>": 50269,
|
| 121 |
+
"<|ps|>": 50340,
|
| 122 |
+
"<|pt|>": 50267,
|
| 123 |
+
"<|ro|>": 50284,
|
| 124 |
+
"<|ru|>": 50263,
|
| 125 |
+
"<|sa|>": 50344,
|
| 126 |
+
"<|sd|>": 50332,
|
| 127 |
+
"<|si|>": 50322,
|
| 128 |
+
"<|sk|>": 50298,
|
| 129 |
+
"<|sl|>": 50305,
|
| 130 |
+
"<|sn|>": 50324,
|
| 131 |
+
"<|so|>": 50326,
|
| 132 |
+
"<|sq|>": 50317,
|
| 133 |
+
"<|sr|>": 50303,
|
| 134 |
+
"<|su|>": 50357,
|
| 135 |
+
"<|sv|>": 50273,
|
| 136 |
+
"<|sw|>": 50318,
|
| 137 |
+
"<|ta|>": 50287,
|
| 138 |
+
"<|te|>": 50299,
|
| 139 |
+
"<|tg|>": 50331,
|
| 140 |
+
"<|th|>": 50289,
|
| 141 |
+
"<|tk|>": 50341,
|
| 142 |
+
"<|tl|>": 50348,
|
| 143 |
+
"<|tr|>": 50268,
|
| 144 |
+
"<|tt|>": 50351,
|
| 145 |
+
"<|uk|>": 50280,
|
| 146 |
+
"<|ur|>": 50290,
|
| 147 |
+
"<|uz|>": 50337,
|
| 148 |
+
"<|vi|>": 50278,
|
| 149 |
+
"<|yi|>": 50335,
|
| 150 |
+
"<|yo|>": 50325,
|
| 151 |
+
"<|zh|>": 50260
|
| 152 |
+
},
|
| 153 |
+
"max_initial_timestamp_index": 50,
|
| 154 |
+
"max_length": 448,
|
| 155 |
+
"no_timestamps_token_id": 50363,
|
| 156 |
+
"pad_token_id": 50257,
|
| 157 |
+
"prev_sot_token_id": 50361,
|
| 158 |
+
"return_timestamps": false,
|
| 159 |
+
"suppress_tokens": [],
|
| 160 |
+
"task_to_id": {
|
| 161 |
+
"transcribe": 50359,
|
| 162 |
+
"translate": 50358
|
| 163 |
+
},
|
| 164 |
+
"transformers_version": "4.52.4"
|
| 165 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5ae75dd7f2f81f48a24b9b1c0b46ee1031313b9debc5ab97b8633b73afd9d83
|
| 3 |
+
size 966995080
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"chunk_length": 30,
|
| 3 |
+
"dither": 0.0,
|
| 4 |
+
"feature_extractor_type": "WhisperFeatureExtractor",
|
| 5 |
+
"feature_size": 80,
|
| 6 |
+
"hop_length": 160,
|
| 7 |
+
"n_fft": 400,
|
| 8 |
+
"n_samples": 480000,
|
| 9 |
+
"nb_max_frames": 3000,
|
| 10 |
+
"padding_side": "right",
|
| 11 |
+
"padding_value": 0.0,
|
| 12 |
+
"processor_class": "WhisperProcessor",
|
| 13 |
+
"return_attention_mask": false,
|
| 14 |
+
"sampling_rate": 16000
|
| 15 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6b38eee52b411c89d8673d023f90e3f61f94622be847e6ed84d72c3f6eadeab7
|
| 3 |
+
size 5432
|