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Browse files- README.md +79 -0
- checkpoint-100/config.json +52 -0
- checkpoint-100/generation_config.json +248 -0
- checkpoint-100/model.safetensors +3 -0
- checkpoint-100/optimizer.pt +3 -0
- checkpoint-100/preprocessor_config.json +14 -0
- checkpoint-100/rng_state.pth +3 -0
- checkpoint-100/scheduler.pt +3 -0
- checkpoint-100/trainer_state.json +112 -0
- checkpoint-100/training_args.bin +3 -0
- checkpoint-200/config.json +52 -0
- checkpoint-200/generation_config.json +248 -0
- checkpoint-200/model.safetensors +3 -0
- checkpoint-200/optimizer.pt +3 -0
- checkpoint-200/preprocessor_config.json +14 -0
- checkpoint-200/rng_state.pth +3 -0
- checkpoint-200/scheduler.pt +3 -0
- checkpoint-200/trainer_state.json +191 -0
- checkpoint-200/training_args.bin +3 -0
- config.json +52 -0
- generation_config.json +248 -0
- model.safetensors +3 -0
- preprocessor_config.json +14 -0
- runs/Apr08_11-39-40_lsk/events.out.tfevents.1744083588.lsk.1156.0 +3 -0
- training_args.bin +3 -0
README.md
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+
---
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language:
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- zh
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+
license: apache-2.0
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+
base_model: openai/whisper-tiny
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+
tags:
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+
- hf-asr-leaderboard
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| 8 |
+
- generated_from_trainer
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| 9 |
+
datasets:
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| 10 |
+
- whucedar/zh-CN-model-tiny
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| 11 |
+
metrics:
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+
- wer
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+
model-index:
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+
- name: zh-CN-model-tiny
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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: zh-CN
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type: whucedar/zh-CN-model-tiny
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args: 'config: zh, split: test'
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+
metrics:
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+
- name: Wer
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+
type: wer
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+
value: 829.1094147582697
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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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# zh-CN-model-tiny
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+
This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the zh-CN dataset.
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+
It achieves the following results on the evaluation set:
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| 36 |
+
- Loss: 0.8035
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- Wer: 829.1094
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+
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## Model description
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+
More information needed
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+
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+
## Intended uses & limitations
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| 44 |
+
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+
More information needed
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| 46 |
+
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+
## Training and evaluation data
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| 48 |
+
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+
More information needed
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| 50 |
+
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| 51 |
+
## Training procedure
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| 52 |
+
|
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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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| 58 |
+
- eval_batch_size: 8
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| 59 |
+
- seed: 42
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| 60 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 61 |
+
- lr_scheduler_type: linear
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| 62 |
+
- lr_scheduler_warmup_steps: 50
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| 63 |
+
- training_steps: 200
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| 64 |
+
- mixed_precision_training: Native AMP
|
| 65 |
+
|
| 66 |
+
### Training results
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| 67 |
+
|
| 68 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer |
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| 69 |
+
|:-------------:|:------:|:----:|:---------------:|:--------:|
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| 70 |
+
| 0.7877 | 0.6897 | 100 | 0.8534 | 677.4555 |
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| 71 |
+
| 0.6772 | 1.3793 | 200 | 0.8035 | 829.1094 |
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| 72 |
+
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| 73 |
+
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| 74 |
+
### Framework versions
|
| 75 |
+
|
| 76 |
+
- Transformers 4.42.3
|
| 77 |
+
- Pytorch 2.3.1+cu118
|
| 78 |
+
- Datasets 2.20.0
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| 79 |
+
- Tokenizers 0.19.1
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checkpoint-100/config.json
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+
{
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| 2 |
+
"_name_or_path": "openai/whisper-tiny",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"activation_function": "gelu",
|
| 5 |
+
"apply_spec_augment": false,
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| 6 |
+
"architectures": [
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| 7 |
+
"WhisperForConditionalGeneration"
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| 8 |
+
],
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| 9 |
+
"attention_dropout": 0.0,
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| 10 |
+
"begin_suppress_tokens": [
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| 11 |
+
220,
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| 12 |
+
50257
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| 13 |
+
],
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| 14 |
+
"bos_token_id": 50257,
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| 15 |
+
"classifier_proj_size": 256,
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| 16 |
+
"d_model": 384,
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| 17 |
+
"decoder_attention_heads": 6,
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| 18 |
+
"decoder_ffn_dim": 1536,
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| 19 |
+
"decoder_layerdrop": 0.0,
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| 20 |
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"decoder_layers": 4,
|
| 21 |
+
"decoder_start_token_id": 50258,
|
| 22 |
+
"dropout": 0.0,
|
| 23 |
+
"encoder_attention_heads": 6,
|
| 24 |
+
"encoder_ffn_dim": 1536,
|
| 25 |
+
"encoder_layerdrop": 0.0,
|
| 26 |
+
"encoder_layers": 4,
|
| 27 |
+
"eos_token_id": 50257,
|
| 28 |
+
"forced_decoder_ids": null,
|
| 29 |
+
"init_std": 0.02,
|
| 30 |
+
"is_encoder_decoder": true,
|
| 31 |
+
"mask_feature_length": 10,
|
| 32 |
+
"mask_feature_min_masks": 0,
|
| 33 |
+
"mask_feature_prob": 0.0,
|
| 34 |
+
"mask_time_length": 10,
|
| 35 |
+
"mask_time_min_masks": 2,
|
| 36 |
+
"mask_time_prob": 0.05,
|
| 37 |
+
"max_length": 448,
|
| 38 |
+
"max_source_positions": 1500,
|
| 39 |
+
"max_target_positions": 448,
|
| 40 |
+
"median_filter_width": 7,
|
| 41 |
+
"model_type": "whisper",
|
| 42 |
+
"num_hidden_layers": 4,
|
| 43 |
+
"num_mel_bins": 80,
|
| 44 |
+
"pad_token_id": 50257,
|
| 45 |
+
"scale_embedding": false,
|
| 46 |
+
"suppress_tokens": [],
|
| 47 |
+
"torch_dtype": "float32",
|
| 48 |
+
"transformers_version": "4.42.3",
|
| 49 |
+
"use_cache": true,
|
| 50 |
+
"use_weighted_layer_sum": false,
|
| 51 |
+
"vocab_size": 51865
|
| 52 |
+
}
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checkpoint-100/generation_config.json
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| 1 |
+
{
|
| 2 |
+
"alignment_heads": [
|
| 3 |
+
[
|
| 4 |
+
2,
|
| 5 |
+
2
|
| 6 |
+
],
|
| 7 |
+
[
|
| 8 |
+
3,
|
| 9 |
+
0
|
| 10 |
+
],
|
| 11 |
+
[
|
| 12 |
+
3,
|
| 13 |
+
2
|
| 14 |
+
],
|
| 15 |
+
[
|
| 16 |
+
3,
|
| 17 |
+
3
|
| 18 |
+
],
|
| 19 |
+
[
|
| 20 |
+
3,
|
| 21 |
+
4
|
| 22 |
+
],
|
| 23 |
+
[
|
| 24 |
+
3,
|
| 25 |
+
5
|
| 26 |
+
]
|
| 27 |
+
],
|
| 28 |
+
"begin_suppress_tokens": [
|
| 29 |
+
220,
|
| 30 |
+
50257
|
| 31 |
+
],
|
| 32 |
+
"bos_token_id": 50257,
|
| 33 |
+
"decoder_start_token_id": 50258,
|
| 34 |
+
"eos_token_id": 50257,
|
| 35 |
+
"forced_decoder_ids": [
|
| 36 |
+
[
|
| 37 |
+
1,
|
| 38 |
+
null
|
| 39 |
+
],
|
| 40 |
+
[
|
| 41 |
+
2,
|
| 42 |
+
50359
|
| 43 |
+
]
|
| 44 |
+
],
|
| 45 |
+
"is_multilingual": true,
|
| 46 |
+
"lang_to_id": {
|
| 47 |
+
"<|af|>": 50327,
|
| 48 |
+
"<|am|>": 50334,
|
| 49 |
+
"<|ar|>": 50272,
|
| 50 |
+
"<|as|>": 50350,
|
| 51 |
+
"<|az|>": 50304,
|
| 52 |
+
"<|ba|>": 50355,
|
| 53 |
+
"<|be|>": 50330,
|
| 54 |
+
"<|bg|>": 50292,
|
| 55 |
+
"<|bn|>": 50302,
|
| 56 |
+
"<|bo|>": 50347,
|
| 57 |
+
"<|br|>": 50309,
|
| 58 |
+
"<|bs|>": 50315,
|
| 59 |
+
"<|ca|>": 50270,
|
| 60 |
+
"<|cs|>": 50283,
|
| 61 |
+
"<|cy|>": 50297,
|
| 62 |
+
"<|da|>": 50285,
|
| 63 |
+
"<|de|>": 50261,
|
| 64 |
+
"<|el|>": 50281,
|
| 65 |
+
"<|en|>": 50259,
|
| 66 |
+
"<|es|>": 50262,
|
| 67 |
+
"<|et|>": 50307,
|
| 68 |
+
"<|eu|>": 50310,
|
| 69 |
+
"<|fa|>": 50300,
|
| 70 |
+
"<|fi|>": 50277,
|
| 71 |
+
"<|fo|>": 50338,
|
| 72 |
+
"<|fr|>": 50265,
|
| 73 |
+
"<|gl|>": 50319,
|
| 74 |
+
"<|gu|>": 50333,
|
| 75 |
+
"<|haw|>": 50352,
|
| 76 |
+
"<|ha|>": 50354,
|
| 77 |
+
"<|he|>": 50279,
|
| 78 |
+
"<|hi|>": 50276,
|
| 79 |
+
"<|hr|>": 50291,
|
| 80 |
+
"<|ht|>": 50339,
|
| 81 |
+
"<|hu|>": 50286,
|
| 82 |
+
"<|hy|>": 50312,
|
| 83 |
+
"<|id|>": 50275,
|
| 84 |
+
"<|is|>": 50311,
|
| 85 |
+
"<|it|>": 50274,
|
| 86 |
+
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "openai/whisper-tiny",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"activation_function": "gelu",
|
| 5 |
+
"apply_spec_augment": false,
|
| 6 |
+
"architectures": [
|
| 7 |
+
"WhisperForConditionalGeneration"
|
| 8 |
+
],
|
| 9 |
+
"attention_dropout": 0.0,
|
| 10 |
+
"begin_suppress_tokens": [
|
| 11 |
+
220,
|
| 12 |
+
50257
|
| 13 |
+
],
|
| 14 |
+
"bos_token_id": 50257,
|
| 15 |
+
"classifier_proj_size": 256,
|
| 16 |
+
"d_model": 384,
|
| 17 |
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"decoder_attention_heads": 6,
|
| 18 |
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"decoder_ffn_dim": 1536,
|
| 19 |
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|
| 20 |
+
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|
| 21 |
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"decoder_start_token_id": 50258,
|
| 22 |
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|
| 23 |
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|
| 24 |
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"encoder_ffn_dim": 1536,
|
| 25 |
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|
| 26 |
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"encoder_layers": 4,
|
| 27 |
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"eos_token_id": 50257,
|
| 28 |
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"forced_decoder_ids": null,
|
| 29 |
+
"init_std": 0.02,
|
| 30 |
+
"is_encoder_decoder": true,
|
| 31 |
+
"mask_feature_length": 10,
|
| 32 |
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"mask_feature_min_masks": 0,
|
| 33 |
+
"mask_feature_prob": 0.0,
|
| 34 |
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"mask_time_length": 10,
|
| 35 |
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|
| 36 |
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"mask_time_prob": 0.05,
|
| 37 |
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|
| 38 |
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"max_source_positions": 1500,
|
| 39 |
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"max_target_positions": 448,
|
| 40 |
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"median_filter_width": 7,
|
| 41 |
+
"model_type": "whisper",
|
| 42 |
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"num_hidden_layers": 4,
|
| 43 |
+
"num_mel_bins": 80,
|
| 44 |
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"pad_token_id": 50257,
|
| 45 |
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|
| 46 |
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"suppress_tokens": [],
|
| 47 |
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"torch_dtype": "float32",
|
| 48 |
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"transformers_version": "4.42.3",
|
| 49 |
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"use_cache": true,
|
| 50 |
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"use_weighted_layer_sum": false,
|
| 51 |
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"vocab_size": 51865
|
| 52 |
+
}
|
checkpoint-200/generation_config.json
ADDED
|
@@ -0,0 +1,248 @@
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| 1 |
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|
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| 16 |
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|
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|
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| 31 |
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| 34 |
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|
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|
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|
| 48 |
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|
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|
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|
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| 87 |
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| 88 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 247 |
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|
| 248 |
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}
|
checkpoint-200/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f13bbe33db2fe78bfaa4ad0a1b1f8cb8fe2854b0c1504f6d039f242bc5b7c1a1
|
| 3 |
+
size 151061672
|
checkpoint-200/optimizer.pt
ADDED
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"mask_time_prob": 0.05,
|
| 37 |
+
"max_length": 448,
|
| 38 |
+
"max_source_positions": 1500,
|
| 39 |
+
"max_target_positions": 448,
|
| 40 |
+
"median_filter_width": 7,
|
| 41 |
+
"model_type": "whisper",
|
| 42 |
+
"num_hidden_layers": 4,
|
| 43 |
+
"num_mel_bins": 80,
|
| 44 |
+
"pad_token_id": 50257,
|
| 45 |
+
"scale_embedding": false,
|
| 46 |
+
"suppress_tokens": [],
|
| 47 |
+
"torch_dtype": "float32",
|
| 48 |
+
"transformers_version": "4.42.3",
|
| 49 |
+
"use_cache": true,
|
| 50 |
+
"use_weighted_layer_sum": false,
|
| 51 |
+
"vocab_size": 51865
|
| 52 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,248 @@
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
|
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|
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|
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|
|
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|
|
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|
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|
|
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|
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|
|
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|
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|
|
|
|
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|
| 1 |
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|
| 2 |
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|
| 3 |
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|
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
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| 37 |
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|
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|
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|
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|
| 41 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 247 |
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|
| 248 |
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|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:0764737b95994bccf54d204f3962c94f277432fbcac09d681f76d8fdc2fd7aad
|
| 3 |
+
size 151061672
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preprocessor_config.json
ADDED
|
@@ -0,0 +1,14 @@
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|
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|
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|
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|
| 1 |
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{
|
| 2 |
+
"chunk_length": 30,
|
| 3 |
+
"feature_extractor_type": "WhisperFeatureExtractor",
|
| 4 |
+
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|
| 5 |
+
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|
| 6 |
+
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|
| 7 |
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|
| 8 |
+
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|
| 9 |
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"padding_side": "right",
|
| 10 |
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"padding_value": 0.0,
|
| 11 |
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"processor_class": "WhisperProcessor",
|
| 12 |
+
"return_attention_mask": false,
|
| 13 |
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"sampling_rate": 16000
|
| 14 |
+
}
|
runs/Apr08_11-39-40_lsk/events.out.tfevents.1744083588.lsk.1156.0
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
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|
|
|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:e7a0c985b469639d52b1df54e4c7e8652e703adbfb4abe38521c5530ecd6bf10
|
| 3 |
+
size 10831
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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