初始化项目，由ModelHub XC社区提供模型
Model: selimc/whisper-large-v3-turbo-turkish Source: Original Platform
This commit is contained in:
ModelHub XC
35
.gitattributes
vendored
Normal file
35
.gitattributes
vendored
Normal file
@@ -0,0 +1,35 @@
|
||||
*.7z filter=lfs diff=lfs merge=lfs -text
|
||||
*.arrow filter=lfs diff=lfs merge=lfs -text
|
||||
*.bin filter=lfs diff=lfs merge=lfs -text
|
||||
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
||||
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
||||
*.ftz filter=lfs diff=lfs merge=lfs -text
|
||||
*.gz filter=lfs diff=lfs merge=lfs -text
|
||||
*.h5 filter=lfs diff=lfs merge=lfs -text
|
||||
*.joblib filter=lfs diff=lfs merge=lfs -text
|
||||
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
||||
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
||||
*.model filter=lfs diff=lfs merge=lfs -text
|
||||
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
||||
*.npy filter=lfs diff=lfs merge=lfs -text
|
||||
*.npz filter=lfs diff=lfs merge=lfs -text
|
||||
*.onnx filter=lfs diff=lfs merge=lfs -text
|
||||
*.ot filter=lfs diff=lfs merge=lfs -text
|
||||
*.parquet filter=lfs diff=lfs merge=lfs -text
|
||||
*.pb filter=lfs diff=lfs merge=lfs -text
|
||||
*.pickle filter=lfs diff=lfs merge=lfs -text
|
||||
*.pkl filter=lfs diff=lfs merge=lfs -text
|
||||
*.pt filter=lfs diff=lfs merge=lfs -text
|
||||
*.pth filter=lfs diff=lfs merge=lfs -text
|
||||
*.rar filter=lfs diff=lfs merge=lfs -text
|
||||
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
||||
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
||||
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
||||
*.tar filter=lfs diff=lfs merge=lfs -text
|
||||
*.tflite filter=lfs diff=lfs merge=lfs -text
|
||||
*.tgz filter=lfs diff=lfs merge=lfs -text
|
||||
*.wasm filter=lfs diff=lfs merge=lfs -text
|
||||
*.xz filter=lfs diff=lfs merge=lfs -text
|
||||
*.zip filter=lfs diff=lfs merge=lfs -text
|
||||
*.zst filter=lfs diff=lfs merge=lfs -text
|
||||
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
||||
117
README.md
Normal file
117
README.md
Normal file
@@ -0,0 +1,117 @@
|
||||
---
|
||||
library_name: transformers
|
||||
language:
|
||||
- tr
|
||||
license: mit
|
||||
base_model: openai/whisper-large-v3-turbo
|
||||
tags:
|
||||
- generated_from_trainer
|
||||
datasets:
|
||||
- mozilla-foundation/common_voice_17_0
|
||||
metrics:
|
||||
- wer
|
||||
model-index:
|
||||
- name: "Whisper Large v3 Turbo TR - Selim \xC7ava\u015F"
|
||||
results:
|
||||
- task:
|
||||
name: Automatic Speech Recognition
|
||||
type: automatic-speech-recognition
|
||||
dataset:
|
||||
name: Common Voice 17.0
|
||||
type: mozilla-foundation/common_voice_17_0
|
||||
config: tr
|
||||
split: test
|
||||
args: 'config: tr, split: test'
|
||||
metrics:
|
||||
- name: Wer
|
||||
type: wer
|
||||
value: 18.92291759135967
|
||||
---
|
||||
|
||||
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
||||
should probably proofread and complete it, then remove this comment. -->
|
||||
|
||||
# Whisper Large v3 Turbo TR - Selim Çavaş
|
||||
|
||||
This model is a fine-tuned version of [openai/whisper-large-v3-turbo](https://huggingface.co/openai/whisper-large-v3-turbo) on the Common Voice 17.0 dataset.
|
||||
It achieves the following results on the evaluation set:
|
||||
- Loss: 0.3123
|
||||
- Wer: 18.9229
|
||||
|
||||
## Intended uses & limitations
|
||||
|
||||
This model can be used in various application areas, including
|
||||
|
||||
- Transcription of Turkish language
|
||||
- Voice commands
|
||||
- Automatic subtitling for Turkish videos
|
||||
|
||||
## How To Use
|
||||
|
||||
```python
|
||||
import torch
|
||||
from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, pipeline
|
||||
|
||||
device = "cuda:0" if torch.cuda.is_available() else "cpu"
|
||||
torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32
|
||||
|
||||
model_id = "selimc/whisper-large-v3-turbo-turkish"
|
||||
|
||||
model = AutoModelForSpeechSeq2Seq.from_pretrained(
|
||||
model_id, torch_dtype=torch_dtype, low_cpu_mem_usage=True, use_safetensors=True
|
||||
)
|
||||
model.to(device)
|
||||
|
||||
processor = AutoProcessor.from_pretrained(model_id)
|
||||
|
||||
pipe = pipeline(
|
||||
"automatic-speech-recognition",
|
||||
model=model,
|
||||
tokenizer=processor.tokenizer,
|
||||
feature_extractor=processor.feature_extractor,
|
||||
chunk_length_s=30,
|
||||
batch_size=16,
|
||||
return_timestamps=True,
|
||||
torch_dtype=torch_dtype,
|
||||
device=device,
|
||||
)
|
||||
|
||||
result = pipe("test.mp3")
|
||||
print(result["text"])
|
||||
```
|
||||
|
||||
## Training
|
||||
|
||||
Due to colab GPU constraints I was able to train using only the 25% of the Turkish data available in the Common Voice 17.0 dataset. 😔
|
||||
|
||||
Got a GPU to spare? Let's collaborate and take this model to the next level! 🚀
|
||||
|
||||
### Training hyperparameters
|
||||
|
||||
The following hyperparameters were used during training:
|
||||
- learning_rate: 1e-05
|
||||
- train_batch_size: 16
|
||||
- eval_batch_size: 8
|
||||
- seed: 42
|
||||
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
||||
- lr_scheduler_type: linear
|
||||
- lr_scheduler_warmup_steps: 500
|
||||
- training_steps: 4000
|
||||
- mixed_precision_training: Native AMP
|
||||
|
||||
### Training results
|
||||
|
||||
| Training Loss | Epoch | Step | Validation Loss | Wer |
|
||||
|:-------------:|:-----:|:----:|:---------------:|:-------:|
|
||||
| 0.1223 | 1.6 | 1000 | 0.3187 | 24.4415 |
|
||||
| 0.0501 | 3.2 | 2000 | 0.3123 | 20.9720 |
|
||||
| 0.0226 | 4.8 | 3000 | 0.3010 | 19.6183 |
|
||||
| 0.001 | 6.4 | 4000 | 0.3123 | 18.9229 |
|
||||
|
||||
|
||||
### Framework versions
|
||||
|
||||
- Transformers 4.45.2
|
||||
- Pytorch 2.4.1+cu121
|
||||
- Datasets 3.0.1
|
||||
- Tokenizers 0.20.1
|
||||
1611
added_tokens.json
Normal file
1611
added_tokens.json
Normal file
File diff suppressed because it is too large
Load Diff
49
config.json
Normal file
49
config.json
Normal file
@@ -0,0 +1,49 @@
|
||||
{
|
||||
"_name_or_path": "openai/whisper-large-v3-turbo",
|
||||
"activation_dropout": 0.0,
|
||||
"activation_function": "gelu",
|
||||
"apply_spec_augment": false,
|
||||
"architectures": [
|
||||
"WhisperForConditionalGeneration"
|
||||
],
|
||||
"attention_dropout": 0.0,
|
||||
"begin_suppress_tokens": [
|
||||
220,
|
||||
50256
|
||||
],
|
||||
"bos_token_id": 50257,
|
||||
"classifier_proj_size": 256,
|
||||
"d_model": 1280,
|
||||
"decoder_attention_heads": 20,
|
||||
"decoder_ffn_dim": 5120,
|
||||
"decoder_layerdrop": 0.0,
|
||||
"decoder_layers": 4,
|
||||
"decoder_start_token_id": 50258,
|
||||
"dropout": 0.0,
|
||||
"encoder_attention_heads": 20,
|
||||
"encoder_ffn_dim": 5120,
|
||||
"encoder_layerdrop": 0.0,
|
||||
"encoder_layers": 32,
|
||||
"eos_token_id": 50257,
|
||||
"init_std": 0.02,
|
||||
"is_encoder_decoder": true,
|
||||
"mask_feature_length": 10,
|
||||
"mask_feature_min_masks": 0,
|
||||
"mask_feature_prob": 0.0,
|
||||
"mask_time_length": 10,
|
||||
"mask_time_min_masks": 2,
|
||||
"mask_time_prob": 0.05,
|
||||
"max_source_positions": 1500,
|
||||
"max_target_positions": 448,
|
||||
"median_filter_width": 7,
|
||||
"model_type": "whisper",
|
||||
"num_hidden_layers": 32,
|
||||
"num_mel_bins": 128,
|
||||
"pad_token_id": 50257,
|
||||
"scale_embedding": false,
|
||||
"torch_dtype": "float32",
|
||||
"transformers_version": "4.45.2",
|
||||
"use_cache": true,
|
||||
"use_weighted_layer_sum": false,
|
||||
"vocab_size": 51866
|
||||
}
|
||||
241
generation_config.json
Normal file
241
generation_config.json
Normal file
@@ -0,0 +1,241 @@
|
||||
{
|
||||
"alignment_heads": [
|
||||
[
|
||||
2,
|
||||
4
|
||||
],
|
||||
[
|
||||
2,
|
||||
11
|
||||
],
|
||||
[
|
||||
3,
|
||||
3
|
||||
],
|
||||
[
|
||||
3,
|
||||
6
|
||||
],
|
||||
[
|
||||
3,
|
||||
11
|
||||
],
|
||||
[
|
||||
3,
|
||||
14
|
||||
]
|
||||
],
|
||||
"begin_suppress_tokens": [
|
||||
220,
|
||||
50257
|
||||
],
|
||||
"bos_token_id": 50257,
|
||||
"decoder_start_token_id": 50258,
|
||||
"eos_token_id": 50257,
|
||||
"is_multilingual": true,
|
||||
"lang_to_id": {
|
||||
"<|af|>": 50327,
|
||||
"<|am|>": 50334,
|
||||
"<|ar|>": 50272,
|
||||
"<|as|>": 50350,
|
||||
"<|az|>": 50304,
|
||||
"<|ba|>": 50355,
|
||||
"<|be|>": 50330,
|
||||
"<|bg|>": 50292,
|
||||
"<|bn|>": 50302,
|
||||
"<|bo|>": 50347,
|
||||
"<|br|>": 50309,
|
||||
"<|bs|>": 50315,
|
||||
"<|ca|>": 50270,
|
||||
"<|cs|>": 50283,
|
||||
"<|cy|>": 50297,
|
||||
"<|da|>": 50285,
|
||||
"<|de|>": 50261,
|
||||
"<|el|>": 50281,
|
||||
"<|en|>": 50259,
|
||||
"<|es|>": 50262,
|
||||
"<|et|>": 50307,
|
||||
"<|eu|>": 50310,
|
||||
"<|fa|>": 50300,
|
||||
"<|fi|>": 50277,
|
||||
"<|fo|>": 50338,
|
||||
"<|fr|>": 50265,
|
||||
"<|gl|>": 50319,
|
||||
"<|gu|>": 50333,
|
||||
"<|haw|>": 50352,
|
||||
"<|ha|>": 50354,
|
||||
"<|he|>": 50279,
|
||||
"<|hi|>": 50276,
|
||||
"<|hr|>": 50291,
|
||||
"<|ht|>": 50339,
|
||||
"<|hu|>": 50286,
|
||||
"<|hy|>": 50312,
|
||||
"<|id|>": 50275,
|
||||
"<|is|>": 50311,
|
||||
"<|it|>": 50274,
|
||||
"<|ja|>": 50266,
|
||||
"<|jw|>": 50356,
|
||||
"<|ka|>": 50329,
|
||||
"<|kk|>": 50316,
|
||||
"<|km|>": 50323,
|
||||
"<|kn|>": 50306,
|
||||
"<|ko|>": 50264,
|
||||
"<|la|>": 50294,
|
||||
"<|lb|>": 50345,
|
||||
"<|ln|>": 50353,
|
||||
"<|lo|>": 50336,
|
||||
"<|lt|>": 50293,
|
||||
"<|lv|>": 50301,
|
||||
"<|mg|>": 50349,
|
||||
"<|mi|>": 50295,
|
||||
"<|mk|>": 50308,
|
||||
"<|ml|>": 50296,
|
||||
"<|mn|>": 50314,
|
||||
"<|mr|>": 50320,
|
||||
"<|ms|>": 50282,
|
||||
"<|mt|>": 50343,
|
||||
"<|my|>": 50346,
|
||||
"<|ne|>": 50313,
|
||||
"<|nl|>": 50271,
|
||||
"<|nn|>": 50342,
|
||||
"<|no|>": 50288,
|
||||
"<|oc|>": 50328,
|
||||
"<|pa|>": 50321,
|
||||
"<|pl|>": 50269,
|
||||
"<|ps|>": 50340,
|
||||
"<|pt|>": 50267,
|
||||
"<|ro|>": 50284,
|
||||
"<|ru|>": 50263,
|
||||
"<|sa|>": 50344,
|
||||
"<|sd|>": 50332,
|
||||
"<|si|>": 50322,
|
||||
"<|sk|>": 50298,
|
||||
"<|sl|>": 50305,
|
||||
"<|sn|>": 50324,
|
||||
"<|so|>": 50326,
|
||||
"<|sq|>": 50317,
|
||||
"<|sr|>": 50303,
|
||||
"<|su|>": 50357,
|
||||
"<|sv|>": 50273,
|
||||
"<|sw|>": 50318,
|
||||
"<|ta|>": 50287,
|
||||
"<|te|>": 50299,
|
||||
"<|tg|>": 50331,
|
||||
"<|th|>": 50289,
|
||||
"<|tk|>": 50341,
|
||||
"<|tl|>": 50348,
|
||||
"<|tr|>": 50268,
|
||||
"<|tt|>": 50351,
|
||||
"<|uk|>": 50280,
|
||||
"<|ur|>": 50290,
|
||||
"<|uz|>": 50337,
|
||||
"<|vi|>": 50278,
|
||||
"<|yi|>": 50335,
|
||||
"<|yo|>": 50325,
|
||||
"<|yue|>": 50358,
|
||||
"<|zh|>": 50260
|
||||
},
|
||||
"language": "turkish",
|
||||
"max_initial_timestamp_index": 50,
|
||||
"max_length": 448,
|
||||
"no_timestamps_token_id": 50364,
|
||||
"pad_token_id": 50257,
|
||||
"prev_sot_token_id": 50362,
|
||||
"return_timestamps": false,
|
||||
"suppress_tokens": [
|
||||
1,
|
||||
2,
|
||||
7,
|
||||
8,
|
||||
9,
|
||||
10,
|
||||
14,
|
||||
25,
|
||||
26,
|
||||
27,
|
||||
28,
|
||||
29,
|
||||
31,
|
||||
58,
|
||||
59,
|
||||
60,
|
||||
61,
|
||||
62,
|
||||
63,
|
||||
90,
|
||||
91,
|
||||
92,
|
||||
93,
|
||||
359,
|
||||
503,
|
||||
522,
|
||||
542,
|
||||
873,
|
||||
893,
|
||||
902,
|
||||
918,
|
||||
922,
|
||||
931,
|
||||
1350,
|
||||
1853,
|
||||
1982,
|
||||
2460,
|
||||
2627,
|
||||
3246,
|
||||
3253,
|
||||
3268,
|
||||
3536,
|
||||
3846,
|
||||
3961,
|
||||
4183,
|
||||
4667,
|
||||
6585,
|
||||
6647,
|
||||
7273,
|
||||
9061,
|
||||
9383,
|
||||
10428,
|
||||
10929,
|
||||
11938,
|
||||
12033,
|
||||
12331,
|
||||
12562,
|
||||
13793,
|
||||
14157,
|
||||
14635,
|
||||
15265,
|
||||
15618,
|
||||
16553,
|
||||
16604,
|
||||
18362,
|
||||
18956,
|
||||
20075,
|
||||
21675,
|
||||
22520,
|
||||
26130,
|
||||
26161,
|
||||
26435,
|
||||
28279,
|
||||
29464,
|
||||
31650,
|
||||
32302,
|
||||
32470,
|
||||
36865,
|
||||
42863,
|
||||
47425,
|
||||
49870,
|
||||
50254,
|
||||
50258,
|
||||
50359,
|
||||
50360,
|
||||
50361,
|
||||
50362,
|
||||
50363
|
||||
],
|
||||
"task": "transcribe",
|
||||
"task_to_id": {
|
||||
"transcribe": 50360,
|
||||
"translate": 50359
|
||||
},
|
||||
"transformers_version": "4.45.2"
|
||||
}
|
||||
50001
merges.txt
Normal file
50001
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:a5f624d70e08d0bf7ae8624bea6adc5faa82be6b3da5f3815f0ae8e235853538
|
||||
size 3235581408
|
||||
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 sha256:92cb124c732c0b03d2ddfe75a0fb88ec9c1091982736175c932fa2a0c3533cea
|
||||
size 41109
|
||||
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
|
||||
}
|
||||
}
|
||||
114861
tokenizer.json
Normal file
114861
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
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 sha256:67fb5a7c3076331997a7d8252eadac646d18891dd411f815a63d1a704105c747
|
||||
size 5368
|
||||
50259
vocab.json
Normal file
50259
vocab.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user