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Model: nectec/Pathumma-whisper-th-large-v3 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- th
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- en
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base_model:
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- openai/whisper-large-v3
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pipeline_tag: automatic-speech-recognition
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library_name: transformers
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metrics:
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- wer
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---
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# Pathumma Whisper Large V3 (Th)
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## Model Description
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Additional information is needed
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## Quickstart
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You can transcribe audio files using the [`pipeline`](https://huggingface.co/docs/transformers/main_classes/pipelines#transformers.AutomaticSpeechRecognitionPipeline) class with the following code snippet:
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```python
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import torch
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from transformers import pipeline
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device = "cuda" if torch.cuda.is_available() else "cpu"
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torch_dtype = torch.bfloat16 if torch.cuda.is_available() else torch.float32
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lang = "th"
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task = "transcribe"
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pipe = pipeline(
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task="automatic-speech-recognition",
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model="nectec/Pathumma-whisper-th-large-v3",
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torch_dtype=torch_dtype,
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device=device,
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)
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pipe.model.config.forced_decoder_ids = pipe.tokenizer.get_decoder_prompt_ids(language=lang, task=task)
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text = pipe("audio_path.wav")["text"]
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print(text)
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```
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<!-- ## Evaluation Performance
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WER calculated with newmm tokenizer for Thai word segmentation.
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| Model | CV18 (WER) | Gowejee (WER) | LOTUS-TRD (WER) | Thai Dialect (WER) | Elderly (WER) | Gigaspeech2 (WER) | Fleurs (WER) | Distant Meeting (WER) | Podcast (WER) |
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|:----------------------------------------|:----------------------:|:-------------------------:|:----------------------:|:--------------------------:|:--------------------------:|:--------------------------:|:--------------------------:|:--------------------------:|:--------------------------:|
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| whisper-large-v3 | 18.75 | 46.59 | 48.14 | 57.82 | 12.27 | 33.26 | 24.08 | 72.57 | 41.24 |
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| airesearch-wav2vec2-large-xlsr-53-th | 8.49 | 17.28 | 63.01 | 48.53 | 11.29 | 52.72 | 37.32 | 85.11 | 65.12 |
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| thonburian-whisper-th-large-v3-combined | 7.62 | 22.06 | 41.95 | 26.53 | 1.63 | 25.22 | 13.90 | 64.68 | 32.42 |
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| monsoon-whisper-medium-gigaspeech2 | 11.66 | 20.50 | 41.04 | 42.06 | 7.57 | 21.40 | 21.54 | 51.65 | 38.89 |
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| pathumma-whisper-th-large-v3 | 8.68 | 9.84 | 15.47 | 19.85 | 1.53 | 21.66 | 15.65 | 51.56 | 36.47 |
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**Note:** Other models not target fine-tuned on dialect datasets may be less representative of dialect performance. -->
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## Limitations and Future Work
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Additional information is needed
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## Acknowledgements
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We extend our appreciation to the research teams engaged in the creation of the open speech model, including AIResearch, BiodatLab, Looloo Technology, SCB 10X, and OpenAI. We would like to express our gratitude to Dr. Titipat Achakulwisut of BiodatLab for the evaluation pipeline. We express our gratitude to ThaiSC, or NSTDA Supercomputer Centre, for supplying the LANTA used for model training, fine-tuning, and evaluation.
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## Pathumma Audio Team
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*Pattara Tipaksorn*, Wayupuk Sommuang, Oatsada Chatthong, *Kwanchiva Thangthai*
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## Citation
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```
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@misc{tipaksorn2024PathummaWhisper,
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title = { {Pathumma Whisper Large V3 (TH)} },
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author = { Pattara Tipaksorn and Wayupuk Sommuang and Oatsada Chatthong and Kwanchiva Thangthai },
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url = { https://huggingface.co/nectec/Pathumma-whisper-th-large-v3 },
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publisher = { Hugging Face },
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year = { 2024 },
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}
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```
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added_tokens.json
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config.json
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{
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"_name_or_path": "openai/whisper-large-v3",
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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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"d_model": 1280,
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"decoder_attention_heads": 20,
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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_length": 448,
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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": 50256,
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"scale_embedding": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.44.2",
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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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||||||
|
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_to_id": {
|
||||||
|
"transcribe": 50360,
|
||||||
|
"translate": 50359
|
||||||
|
},
|
||||||
|
"transformers_version": "4.44.2"
|
||||||
|
}
|
||||||
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 sha256:37e918df798f5d5c04d7dcaa2a86785835151a6e9c5f6dd8cd097862dc03175e
|
||||||
|
size 3087132232
|
||||||
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
|
||||||
|
}
|
||||||
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
|
||||||
|
}
|
||||||
|
}
|
||||||
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:c8c978d4d0ead4eb94169091449d57068c6d835d54225aae97ecd144a16878f0
|
||||||
|
size 5432
|
||||||
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