初始化项目，由ModelHub XC社区提供模型
Model: zuazo/whisper-large-v3-es Source: Original Platform
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128
README.md
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README.md
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---
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language:
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- es
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license: apache-2.0
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base_model: openai/whisper-large-v3
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tags:
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- whisper-event
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- generated_from_trainer
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datasets:
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- mozilla-foundation/common_voice_13_0
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metrics:
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- wer
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model-index:
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- name: Whisper Large-V3 Spanish
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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: mozilla-foundation/common_voice_13_0 es
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type: mozilla-foundation/common_voice_13_0
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config: es
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split: test
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args: es
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metrics:
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- name: Wer
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type: wer
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value: 4.9295277686894154
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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 Spanish
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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_13_0 es dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3245
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- Wer: 4.9295
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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: 1e-05
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- train_batch_size: 32
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- eval_batch_size: 16
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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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: 500
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- training_steps: 20000
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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 |
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|:-------------:|:-----:|:-----:|:---------------:|:------:|
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| 0.058 | 2.04 | 1000 | 0.1540 | 4.6851 |
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| 0.0124 | 4.07 | 2000 | 0.1829 | 4.6787 |
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| 0.0052 | 6.11 | 3000 | 0.2190 | 4.8096 |
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| 0.0024 | 8.15 | 4000 | 0.2289 | 4.8776 |
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| 0.0024 | 10.18 | 5000 | 0.2341 | 4.8923 |
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| 0.0015 | 12.22 | 6000 | 0.2459 | 4.9340 |
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| 0.0021 | 14.26 | 7000 | 0.2558 | 4.9276 |
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| 0.0011 | 16.29 | 8000 | 0.2540 | 5.1015 |
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| 0.0013 | 18.33 | 9000 | 0.2611 | 5.1855 |
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| 0.0005 | 20.37 | 10000 | 0.2720 | 4.9379 |
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| 0.0028 | 22.4 | 11000 | 0.2614 | 5.0110 |
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| 0.0004 | 24.44 | 12000 | 0.2652 | 4.9898 |
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| 0.0004 | 26.48 | 13000 | 0.2850 | 4.9776 |
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| 0.0006 | 28.51 | 14000 | 0.2736 | 4.9732 |
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| 0.0002 | 30.55 | 15000 | 0.2944 | 5.1566 |
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| 0.0002 | 32.59 | 16000 | 0.2949 | 5.0007 |
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| 0.0001 | 34.62 | 17000 | 0.3094 | 4.9552 |
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| 0.0 | 36.66 | 18000 | 0.3185 | 4.9622 |
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| 0.0 | 38.7 | 19000 | 0.3229 | 4.9462 |
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| 0.0 | 40.73 | 20000 | 0.3245 | 4.9295 |
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### Framework versions
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- Transformers 4.37.2
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- Pytorch 2.2.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.1
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## Citation
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If you use these models in your research, please cite:
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```bibtex
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@misc{dezuazo2025whisperlmimprovingasrmodels,
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title={Whisper-LM: Improving ASR Models with Language Models for Low-Resource Languages},
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author={Xabier de Zuazo and Eva Navas and Ibon Saratxaga and Inma Hernáez Rioja},
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year={2025},
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eprint={2503.23542},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2503.23542},
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}
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```
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Please, check the related paper preprint in
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[arXiv:2503.23542](https://arxiv.org/abs/2503.23542)
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for more details.
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## Licensing
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This model is available under the
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[Apache-2.0 License](https://www.apache.org/licenses/LICENSE-2.0).
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You are free to use, modify, and distribute this model as long as you credit
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the original creators.
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all_results.json
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{
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"epoch": 40.73,
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"eval_loss": 0.32449695467948914,
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"eval_runtime": 3201.1248,
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"eval_samples_per_second": 4.907,
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"eval_steps_per_second": 0.307,
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"eval_wer": 4.9295277686894154,
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"train_loss": 0.009992324647886562,
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config.json
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"_name_or_path": "openai/whisper-large-v3",
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"WhisperForConditionalGeneration"
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"median_filter_width": 7,
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"num_hidden_layers": 32,
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"num_mel_bins": 128,
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"scale_embedding": false,
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"torch_dtype": "float32",
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"use_cache": false,
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"use_weighted_layer_sum": false,
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"vocab_size": 51866
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}
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eval_results.json
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{
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"epoch": 40.73,
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"eval_loss": 0.32449695467948914,
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"eval_runtime": 3201.1248,
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"eval_samples_per_second": 4.907,
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"eval_steps_per_second": 0.307,
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"eval_wer": 4.9295277686894154
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}
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||||
15265,
|
||||
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|
||||
16553,
|
||||
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|
||||
18362,
|
||||
18956,
|
||||
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|
||||
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|
||||
22520,
|
||||
26130,
|
||||
26161,
|
||||
26435,
|
||||
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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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|
||||
"task_to_id": {
|
||||
"transcribe": 50360,
|
||||
"translate": 50359
|
||||
},
|
||||
"transformers_version": "4.37.2"
|
||||
}
|
||||
50001
merges.txt
Normal file
50001
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model-00001-of-00002.safetensors
Normal file
3
model-00001-of-00002.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:17b58f02c0bb0da4936024150417d47ea87a5390707618bea1aca2b5560bb7d4
|
||||
size 4993448880
|
||||
3
model-00002-of-00002.safetensors
Normal file
3
model-00002-of-00002.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:0acee9578e8fda996008ceeb93bc82a6e2cbdde91bfcdb11fea1259a6df48dfe
|
||||
size 1180663192
|
||||
1266
model.safetensors.index.json
Normal file
1266
model.safetensors.index.json
Normal file
File diff suppressed because it is too large
Load Diff
1742
normalizer.json
Normal file
1742
normalizer.json
Normal file
File diff suppressed because it is too large
Load Diff
14
preprocessor_config.json
Normal file
14
preprocessor_config.json
Normal file
@@ -0,0 +1,14 @@
|
||||
{
|
||||
"chunk_length": 30,
|
||||
"feature_extractor_type": "WhisperFeatureExtractor",
|
||||
"feature_size": 128,
|
||||
"hop_length": 160,
|
||||
"n_fft": 400,
|
||||
"n_samples": 480000,
|
||||
"nb_max_frames": 3000,
|
||||
"padding_side": "right",
|
||||
"padding_value": 0.0,
|
||||
"processor_class": "WhisperProcessor",
|
||||
"return_attention_mask": false,
|
||||
"sampling_rate": 16000
|
||||
}
|
||||
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:1f34f01a4e1e51866d99eddf6ab54b35bf750769c141b4bbaf9e9de36260225b
|
||||
size 137842
|
||||
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:223649ecced8306ff5c93755545415f34e7d5ac3bcb4477a68b3891f9342de6c
|
||||
size 40
|
||||
139
special_tokens_map.json
Normal file
139
special_tokens_map.json
Normal file
@@ -0,0 +1,139 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|startoftranscript|>",
|
||||
"<|en|>",
|
||||
"<|zh|>",
|
||||
"<|de|>",
|
||||
"<|es|>",
|
||||
"<|ru|>",
|
||||
"<|ko|>",
|
||||
"<|fr|>",
|
||||
"<|ja|>",
|
||||
"<|pt|>",
|
||||
"<|tr|>",
|
||||
"<|pl|>",
|
||||
"<|ca|>",
|
||||
"<|nl|>",
|
||||
"<|ar|>",
|
||||
"<|sv|>",
|
||||
"<|it|>",
|
||||
"<|id|>",
|
||||
"<|hi|>",
|
||||
"<|fi|>",
|
||||
"<|vi|>",
|
||||
"<|he|>",
|
||||
"<|uk|>",
|
||||
"<|el|>",
|
||||
"<|ms|>",
|
||||
"<|cs|>",
|
||||
"<|ro|>",
|
||||
"<|da|>",
|
||||
"<|hu|>",
|
||||
"<|ta|>",
|
||||
"<|no|>",
|
||||
"<|th|>",
|
||||
"<|ur|>",
|
||||
"<|hr|>",
|
||||
"<|bg|>",
|
||||
"<|lt|>",
|
||||
"<|la|>",
|
||||
"<|mi|>",
|
||||
"<|ml|>",
|
||||
"<|cy|>",
|
||||
"<|sk|>",
|
||||
"<|te|>",
|
||||
"<|fa|>",
|
||||
"<|lv|>",
|
||||
"<|bn|>",
|
||||
"<|sr|>",
|
||||
"<|az|>",
|
||||
"<|sl|>",
|
||||
"<|kn|>",
|
||||
"<|et|>",
|
||||
"<|mk|>",
|
||||
"<|br|>",
|
||||
"<|eu|>",
|
||||
"<|is|>",
|
||||
"<|hy|>",
|
||||
"<|ne|>",
|
||||
"<|mn|>",
|
||||
"<|bs|>",
|
||||
"<|kk|>",
|
||||
"<|sq|>",
|
||||
"<|sw|>",
|
||||
"<|gl|>",
|
||||
"<|mr|>",
|
||||
"<|pa|>",
|
||||
"<|si|>",
|
||||
"<|km|>",
|
||||
"<|sn|>",
|
||||
"<|yo|>",
|
||||
"<|so|>",
|
||||
"<|af|>",
|
||||
"<|oc|>",
|
||||
"<|ka|>",
|
||||
"<|be|>",
|
||||
"<|tg|>",
|
||||
"<|sd|>",
|
||||
"<|gu|>",
|
||||
"<|am|>",
|
||||
"<|yi|>",
|
||||
"<|lo|>",
|
||||
"<|uz|>",
|
||||
"<|fo|>",
|
||||
"<|ht|>",
|
||||
"<|ps|>",
|
||||
"<|tk|>",
|
||||
"<|nn|>",
|
||||
"<|mt|>",
|
||||
"<|sa|>",
|
||||
"<|lb|>",
|
||||
"<|my|>",
|
||||
"<|bo|>",
|
||||
"<|tl|>",
|
||||
"<|mg|>",
|
||||
"<|as|>",
|
||||
"<|tt|>",
|
||||
"<|haw|>",
|
||||
"<|ln|>",
|
||||
"<|ha|>",
|
||||
"<|ba|>",
|
||||
"<|jw|>",
|
||||
"<|su|>",
|
||||
"<|yue|>",
|
||||
"<|translate|>",
|
||||
"<|transcribe|>",
|
||||
"<|startoflm|>",
|
||||
"<|startofprev|>",
|
||||
"<|nospeech|>",
|
||||
"<|notimestamps|>"
|
||||
],
|
||||
"bos_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<|endoftext|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
114903
tokenizer.json
Normal file
114903
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
12996
tokenizer_config.json
Normal file
12996
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
7
train_results.json
Normal file
7
train_results.json
Normal file
@@ -0,0 +1,7 @@
|
||||
{
|
||||
"epoch": 40.73,
|
||||
"train_loss": 0.009992324647886562,
|
||||
"train_runtime": 175663.8097,
|
||||
"train_samples_per_second": 7.287,
|
||||
"train_steps_per_second": 0.114
|
||||
}
|
||||
5010
trainer_state.json
Normal file
5010
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:08b881033f72766762c16de07729fa6609e280e8ec5d8a9b327aa379a10131c1
|
||||
size 4792
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user