End of training
Browse files- README.md +98 -0
- config.json +49 -0
- generation_config.json +240 -0
- model.safetensors +3 -0
- preprocessor_config.json +14 -0
- training_args.bin +3 -0
README.md
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---
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library_name: transformers
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language:
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- my
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license: mit
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base_model: openai/whisper-large-v3-turbo
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tags:
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- generated_from_trainer
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datasets:
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- chuuhtetnaing/myanmar-speech-dataset-openslr-80
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metrics:
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- wer
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model-index:
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- name: Whisper Large V3 Turbo Burmese Finetune
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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: Myanmar Speech Dataset (OpenSLR-80)
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type: chuuhtetnaing/myanmar-speech-dataset-openslr-80
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args: 'config: my, split: test'
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metrics:
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- name: Wer
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type: wer
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value: 47.10596616206589
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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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# Whisper Large V3 Turbo Burmese Finetune
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This model is a fine-tuned version of [openai/whisper-large-v3-turbo](https://huggingface.co/openai/whisper-large-v3-turbo) on the Myanmar Speech Dataset (OpenSLR-80) dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1727
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- Wer: 47.1060
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- Cer: 15.6324
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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: 3e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Use 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_ratio: 0.1
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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 | Wer | Cer |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|
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| 0.8922 | 1.0 | 143 | 0.4413 | 95.9484 | 48.4730 |
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| 0.2576 | 2.0 | 286 | 0.1971 | 83.8379 | 26.9627 |
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| 0.1481 | 3.0 | 429 | 0.1505 | 66.4292 | 22.9769 |
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| 0.0996 | 4.0 | 572 | 0.1315 | 62.0214 | 20.5786 |
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| 0.0697 | 5.0 | 715 | 0.1344 | 60.8638 | 20.5786 |
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| 0.0507 | 6.0 | 858 | 0.1249 | 57.3464 | 19.3075 |
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| 0.038 | 7.0 | 1001 | 0.1273 | 55.2538 | 18.4391 |
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| 0.0279 | 8.0 | 1144 | 0.1257 | 54.4524 | 18.4908 |
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| 0.02 | 9.0 | 1287 | 0.1374 | 53.3838 | 17.9559 |
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| 0.0147 | 10.0 | 1430 | 0.1422 | 53.3393 | 17.9847 |
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| 0.0101 | 11.0 | 1573 | 0.1530 | 53.8736 | 17.9674 |
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| 0.0066 | 12.0 | 1716 | 0.1512 | 50.8905 | 16.8344 |
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| 0.0043 | 13.0 | 1859 | 0.1526 | 49.5993 | 16.2708 |
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| 0.0026 | 14.0 | 2002 | 0.1594 | 49.9110 | 16.4261 |
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| 0.0017 | 15.0 | 2145 | 0.1612 | 49.0205 | 16.2248 |
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| 0.0008 | 16.0 | 2288 | 0.1646 | 48.7088 | 15.9027 |
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| 0.0003 | 17.0 | 2431 | 0.1676 | 47.8629 | 15.9429 |
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| 0.0001 | 18.0 | 2574 | 0.1707 | 47.5512 | 15.6209 |
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| 0.0001 | 19.0 | 2717 | 0.1721 | 47.3731 | 15.6439 |
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| 0.0 | 20.0 | 2860 | 0.1727 | 47.1060 | 15.6324 |
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### Framework versions
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- Transformers 4.46.2
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- Pytorch 2.5.1+cu124
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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config.json
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{
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"_name_or_path": "openai/whisper-large-v3-turbo",
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"apply_spec_augment": false,
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"architectures": [
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"WhisperForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"begin_suppress_tokens": [
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220,
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50256
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],
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"bos_token_id": 50257,
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"classifier_proj_size": 256,
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"d_model": 1280,
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"decoder_attention_heads": 20,
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"decoder_ffn_dim": 5120,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 4,
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"decoder_start_token_id": 50258,
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"dropout": 0.0,
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"encoder_attention_heads": 20,
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"encoder_ffn_dim": 5120,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 32,
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"eos_token_id": 50257,
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"mask_feature_length": 10,
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"mask_feature_min_masks": 0,
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"mask_feature_prob": 0.0,
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"mask_time_length": 10,
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"mask_time_min_masks": 2,
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"mask_time_prob": 0.05,
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"max_source_positions": 1500,
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"max_target_positions": 448,
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"median_filter_width": 7,
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"model_type": "whisper",
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"num_hidden_layers": 32,
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"num_mel_bins": 128,
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"pad_token_id": 50257,
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"scale_embedding": false,
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"torch_dtype": "float32",
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"transformers_version": "4.46.2",
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"use_cache": true,
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"use_weighted_layer_sum": false,
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"vocab_size": 51866
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}
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generation_config.json
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"alignment_heads": [
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],
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],
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],
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]
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],
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"begin_suppress_tokens": [
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220,
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50257
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],
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"bos_token_id": 50257,
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"decoder_start_token_id": 50258,
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"eos_token_id": 50257,
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"is_multilingual": true,
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"lang_to_id": {
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"<|af|>": 50327,
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"<|am|>": 50334,
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"<|ar|>": 50272,
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"<|as|>": 50350,
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"<|az|>": 50304,
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"<|ba|>": 50355,
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"<|be|>": 50330,
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"<|bg|>": 50292,
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"<|bn|>": 50302,
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"<|bo|>": 50347,
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"<|br|>": 50309,
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"<|bs|>": 50315,
|
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+
"<|ca|>": 50270,
|
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"<|cs|>": 50283,
|
51 |
+
"<|cy|>": 50297,
|
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+
"<|da|>": 50285,
|
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"<|de|>": 50261,
|
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+
"<|el|>": 50281,
|
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+
"<|en|>": 50259,
|
56 |
+
"<|es|>": 50262,
|
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+
"<|et|>": 50307,
|
58 |
+
"<|eu|>": 50310,
|
59 |
+
"<|fa|>": 50300,
|
60 |
+
"<|fi|>": 50277,
|
61 |
+
"<|fo|>": 50338,
|
62 |
+
"<|fr|>": 50265,
|
63 |
+
"<|gl|>": 50319,
|
64 |
+
"<|gu|>": 50333,
|
65 |
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"<|haw|>": 50352,
|
66 |
+
"<|ha|>": 50354,
|
67 |
+
"<|he|>": 50279,
|
68 |
+
"<|hi|>": 50276,
|
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+
"<|hr|>": 50291,
|
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+
"<|ht|>": 50339,
|
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+
"<|hu|>": 50286,
|
72 |
+
"<|hy|>": 50312,
|
73 |
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"<|id|>": 50275,
|
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+
"<|is|>": 50311,
|
75 |
+
"<|it|>": 50274,
|
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"<|ja|>": 50266,
|
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"<|jw|>": 50356,
|
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+
"<|ka|>": 50329,
|
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"<|kk|>": 50316,
|
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+
"<|km|>": 50323,
|
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+
"<|kn|>": 50306,
|
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+
"<|ko|>": 50264,
|
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"<|la|>": 50294,
|
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+
"<|lb|>": 50345,
|
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"<|ln|>": 50353,
|
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+
"<|lo|>": 50336,
|
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+
"<|lt|>": 50293,
|
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"<|lv|>": 50301,
|
89 |
+
"<|mg|>": 50349,
|
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"<|mi|>": 50295,
|
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+
"<|mk|>": 50308,
|
92 |
+
"<|ml|>": 50296,
|
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"<|mn|>": 50314,
|
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"<|mr|>": 50320,
|
95 |
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"<|ms|>": 50282,
|
96 |
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"<|mt|>": 50343,
|
97 |
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"<|my|>": 50346,
|
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"<|ne|>": 50313,
|
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"<|nl|>": 50271,
|
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"<|nn|>": 50342,
|
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"<|no|>": 50288,
|
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"<|oc|>": 50328,
|
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"<|pa|>": 50321,
|
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"<|pl|>": 50269,
|
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"<|ps|>": 50340,
|
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"<|pt|>": 50267,
|
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"<|ro|>": 50284,
|
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"<|ru|>": 50263,
|
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"<|sa|>": 50344,
|
110 |
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"<|sd|>": 50332,
|
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"<|si|>": 50322,
|
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"<|sk|>": 50298,
|
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"<|sl|>": 50305,
|
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"<|sn|>": 50324,
|
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"<|so|>": 50326,
|
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"<|sq|>": 50317,
|
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"<|sr|>": 50303,
|
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"<|su|>": 50357,
|
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"<|sv|>": 50273,
|
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"<|sw|>": 50318,
|
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"<|ta|>": 50287,
|
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"<|te|>": 50299,
|
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"<|tg|>": 50331,
|
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"<|th|>": 50289,
|
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"<|tk|>": 50341,
|
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"<|tl|>": 50348,
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127 |
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|
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|
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|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:ac29db9cab26a87a7b00b195eb2833f4c7f8aef43f2fc2491bb8bbf65a8a655e
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size 3235581408
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preprocessor_config.json
ADDED
@@ -0,0 +1,14 @@
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{
|
2 |
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|
3 |
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|
4 |
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|
5 |
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|
6 |
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|
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|
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|
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|
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|
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"processor_class": "WhisperProcessor",
|
12 |
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"return_attention_mask": false,
|
13 |
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"sampling_rate": 16000
|
14 |
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}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
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|
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|
|
1 |
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version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:d12ff3ba17d4a079f7ef7d7a59a1cba3607d975ed3914df81cc90b34ee19ef43
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3 |
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size 5432
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