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This view is limited to 50 files because it contains too many changes.
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- README.md +80 -0
- all_results.json +14 -0
- checkpoint-1000/config.json +51 -0
- checkpoint-1000/generation_config.json +264 -0
- checkpoint-1000/model-00001-of-00002.safetensors +3 -0
- checkpoint-1000/model-00002-of-00002.safetensors +3 -0
- checkpoint-1000/model.safetensors.index.json +0 -0
- checkpoint-1000/optimizer.pt +3 -0
- checkpoint-1000/preprocessor_config.json +14 -0
- checkpoint-1000/rng_state.pth +0 -0
- checkpoint-1000/scheduler.pt +0 -0
- checkpoint-1000/trainer_state.json +270 -0
- checkpoint-1000/training_args.bin +0 -0
- checkpoint-2000/config.json +51 -0
- checkpoint-2000/generation_config.json +264 -0
- checkpoint-2000/model-00001-of-00002.safetensors +3 -0
- checkpoint-2000/model-00002-of-00002.safetensors +3 -0
- checkpoint-2000/model.safetensors.index.json +0 -0
- checkpoint-2000/optimizer.pt +3 -0
- checkpoint-2000/preprocessor_config.json +14 -0
- checkpoint-2000/rng_state.pth +0 -0
- checkpoint-2000/scheduler.pt +0 -0
- checkpoint-2000/trainer_state.json +519 -0
- checkpoint-2000/training_args.bin +0 -0
- checkpoint-3000/config.json +51 -0
- checkpoint-3000/generation_config.json +264 -0
- checkpoint-3000/model-00001-of-00002.safetensors +3 -0
- checkpoint-3000/model-00002-of-00002.safetensors +3 -0
- checkpoint-3000/model.safetensors.index.json +0 -0
- checkpoint-3000/optimizer.pt +3 -0
- checkpoint-3000/preprocessor_config.json +14 -0
- checkpoint-3000/rng_state.pth +0 -0
- checkpoint-3000/scheduler.pt +0 -0
- checkpoint-3000/trainer_state.json +768 -0
- checkpoint-3000/training_args.bin +0 -0
- checkpoint-4000/config.json +51 -0
- checkpoint-4000/generation_config.json +265 -0
- checkpoint-4000/model-00001-of-00002.safetensors +3 -0
- checkpoint-4000/model-00002-of-00002.safetensors +3 -0
- checkpoint-4000/model.safetensors.index.json +0 -0
- checkpoint-4000/optimizer.pt +3 -0
- checkpoint-4000/preprocessor_config.json +14 -0
- checkpoint-4000/rng_state.pth +0 -0
- checkpoint-4000/scheduler.pt +0 -0
- checkpoint-4000/trainer_state.json +1017 -0
- checkpoint-4000/training_args.bin +0 -0
- checkpoint-5000/config.json +51 -0
- checkpoint-5000/generation_config.json +265 -0
- checkpoint-5000/model-00001-of-00002.safetensors +3 -0
- checkpoint-5000/model-00002-of-00002.safetensors +3 -0
README.md
ADDED
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| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
base_model: openai/whisper-large-v3
|
| 4 |
+
tags:
|
| 5 |
+
- generated_from_trainer
|
| 6 |
+
datasets:
|
| 7 |
+
- mozilla-foundation/common_voice_16_0
|
| 8 |
+
metrics:
|
| 9 |
+
- wer
|
| 10 |
+
model-index:
|
| 11 |
+
- name: whisper-large-v3-pt-cv16-cuda
|
| 12 |
+
results:
|
| 13 |
+
- task:
|
| 14 |
+
name: Automatic Speech Recognition
|
| 15 |
+
type: automatic-speech-recognition
|
| 16 |
+
dataset:
|
| 17 |
+
name: mozilla-foundation/common_voice_16_0 pt
|
| 18 |
+
type: mozilla-foundation/common_voice_16_0
|
| 19 |
+
split: None
|
| 20 |
+
args: pt
|
| 21 |
+
metrics:
|
| 22 |
+
- name: Wer
|
| 23 |
+
type: wer
|
| 24 |
+
value: 0.9998545572074984
|
| 25 |
+
---
|
| 26 |
+
|
| 27 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 28 |
+
should probably proofread and complete it, then remove this comment. -->
|
| 29 |
+
|
| 30 |
+
# whisper-large-v3-pt-cv16-cuda
|
| 31 |
+
|
| 32 |
+
This model is a fine-tuned version of [openai/whisper-large-v3](https://huggingface.co/openai/whisper-large-v3) on the mozilla-foundation/common_voice_16_0 pt dataset.
|
| 33 |
+
It achieves the following results on the evaluation set:
|
| 34 |
+
- Loss: 0.1325
|
| 35 |
+
- Wer: 0.9999
|
| 36 |
+
|
| 37 |
+
## Model description
|
| 38 |
+
|
| 39 |
+
More information needed
|
| 40 |
+
|
| 41 |
+
## Intended uses & limitations
|
| 42 |
+
|
| 43 |
+
More information needed
|
| 44 |
+
|
| 45 |
+
## Training and evaluation data
|
| 46 |
+
|
| 47 |
+
More information needed
|
| 48 |
+
|
| 49 |
+
## Training procedure
|
| 50 |
+
|
| 51 |
+
### Training hyperparameters
|
| 52 |
+
|
| 53 |
+
The following hyperparameters were used during training:
|
| 54 |
+
- learning_rate: 1e-06
|
| 55 |
+
- train_batch_size: 8
|
| 56 |
+
- eval_batch_size: 8
|
| 57 |
+
- seed: 42
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| 58 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
| 59 |
+
- lr_scheduler_type: linear
|
| 60 |
+
- lr_scheduler_warmup_steps: 2000
|
| 61 |
+
- training_steps: 5000
|
| 62 |
+
- mixed_precision_training: Native AMP
|
| 63 |
+
|
| 64 |
+
### Training results
|
| 65 |
+
|
| 66 |
+
| Training Loss | Epoch | Step | Validation Loss | Wer |
|
| 67 |
+
|:-------------:|:-----:|:----:|:---------------:|:------:|
|
| 68 |
+
| 0.199 | 0.26 | 1000 | 0.1563 | 0.1124 |
|
| 69 |
+
| 0.1654 | 0.52 | 2000 | 0.1500 | 0.1052 |
|
| 70 |
+
| 0.1794 | 0.77 | 3000 | 0.1379 | 0.0997 |
|
| 71 |
+
| 0.0821 | 1.03 | 4000 | 0.1321 | 1.0007 |
|
| 72 |
+
| 0.1292 | 1.29 | 5000 | 0.1325 | 0.9999 |
|
| 73 |
+
|
| 74 |
+
|
| 75 |
+
### Framework versions
|
| 76 |
+
|
| 77 |
+
- Transformers 4.37.0.dev0
|
| 78 |
+
- Pytorch 2.2.0.dev20231212
|
| 79 |
+
- Datasets 2.15.1.dev0
|
| 80 |
+
- Tokenizers 0.15.0
|
all_results.json
ADDED
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@@ -0,0 +1,14 @@
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| 1 |
+
{
|
| 2 |
+
"epoch": 1.29,
|
| 3 |
+
"eval_loss": 0.132488414645195,
|
| 4 |
+
"eval_runtime": 171706.1904,
|
| 5 |
+
"eval_samples": 9399,
|
| 6 |
+
"eval_samples_per_second": 0.055,
|
| 7 |
+
"eval_steps_per_second": 0.007,
|
| 8 |
+
"eval_wer": 0.9998545572074984,
|
| 9 |
+
"train_loss": 0.05041759390830994,
|
| 10 |
+
"train_runtime": 1177508.0135,
|
| 11 |
+
"train_samples": 30998,
|
| 12 |
+
"train_samples_per_second": 0.034,
|
| 13 |
+
"train_steps_per_second": 0.004
|
| 14 |
+
}
|
checkpoint-1000/config.json
ADDED
|
@@ -0,0 +1,51 @@
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| 1 |
+
{
|
| 2 |
+
"_name_or_path": "openai/whisper-large-v3",
|
| 3 |
+
"activation_dropout": 0.0,
|
| 4 |
+
"activation_function": "gelu",
|
| 5 |
+
"apply_spec_augment": true,
|
| 6 |
+
"architectures": [
|
| 7 |
+
"WhisperForConditionalGeneration"
|
| 8 |
+
],
|
| 9 |
+
"attention_dropout": 0.0,
|
| 10 |
+
"begin_suppress_tokens": [
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| 11 |
+
220,
|
| 12 |
+
50257
|
| 13 |
+
],
|
| 14 |
+
"bos_token_id": 50257,
|
| 15 |
+
"classifier_proj_size": 256,
|
| 16 |
+
"d_model": 1280,
|
| 17 |
+
"decoder_attention_heads": 20,
|
| 18 |
+
"decoder_ffn_dim": 5120,
|
| 19 |
+
"decoder_layerdrop": 0.0,
|
| 20 |
+
"decoder_layers": 32,
|
| 21 |
+
"decoder_start_token_id": 50258,
|
| 22 |
+
"dropout": 0.0,
|
| 23 |
+
"encoder_attention_heads": 20,
|
| 24 |
+
"encoder_ffn_dim": 5120,
|
| 25 |
+
"encoder_layerdrop": 0.0,
|
| 26 |
+
"encoder_layers": 32,
|
| 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": 32,
|
| 43 |
+
"num_mel_bins": 128,
|
| 44 |
+
"pad_token_id": 50256,
|
| 45 |
+
"scale_embedding": false,
|
| 46 |
+
"torch_dtype": "float32",
|
| 47 |
+
"transformers_version": "4.37.0.dev0",
|
| 48 |
+
"use_cache": true,
|
| 49 |
+
"use_weighted_layer_sum": false,
|
| 50 |
+
"vocab_size": 51866
|
| 51 |
+
}
|
checkpoint-1000/generation_config.json
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checkpoint-2000/preprocessor_config.json
ADDED
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| 4 |
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"sampling_rate": 16000
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| 14 |
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checkpoint-2000/trainer_state.json
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checkpoint-3000/preprocessor_config.json
ADDED
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@@ -0,0 +1,14 @@
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|
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|
| 4 |
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|
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|
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"processor_class": "WhisperProcessor",
|
| 12 |
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|
| 13 |
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"sampling_rate": 16000
|
| 14 |
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checkpoint-3000/scheduler.pt
ADDED
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checkpoint-3000/trainer_state.json
ADDED
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checkpoint-4000/config.json
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checkpoint-4000/generation_config.json
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ADDED
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checkpoint-5000/config.json
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checkpoint-5000/generation_config.json
ADDED
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