kurianbenoy
commited on
Commit
•
0819f9c
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Parent(s):
6ae8518
initial commit
Browse files- 00b38e80-80b8-4f70-babf-566e848879fc.webm +0 -0
- README.md +101 -0
- config.json +878 -0
- model.bin +3 -0
- vocabulary.txt +0 -0
00b38e80-80b8-4f70-babf-566e848879fc.webm
ADDED
Binary file (31.2 kB). View file
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README.md
ADDED
@@ -0,0 +1,101 @@
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1 |
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---
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language:
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- ml
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tags:
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- audio
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- automatic-speech-recognition
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license: mit
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datasets:
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- google/fleurs
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- thennal/IMaSC
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- mozilla-foundation/common_voice_11_0
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library_name: ctranslate2
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---
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# vegam-whipser-medium-ml
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This is a conversion of [thennal/whisper-medium-ml](https://huggingface.co/thennal/whisper-medium-ml) to the [CTranslate2](https://github.com/OpenNMT/CTranslate2) model format.
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This model can be used in CTranslate2 or projects based on CTranslate2 such as [faster-whisper](https://github.com/guillaumekln/faster-whisper).
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## Installation
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- Install [faster-whisper](https://github.com/guillaumekln/faster-whisper). More details about installation can be [found here in faster-whisper](https://github.com/guillaumekln/faster-whisper/tree/master#installation).
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```
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pip install faster-whisper
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```
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- Install [git-lfs](https://git-lfs.com/) for using this project. Note that git-lfs is just for downloading model from hugging-face.
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```
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apt-get install git-lfs
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```
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- Download the model weights
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```
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git lfs install
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git clone https://huggingface.co/kurianbenoy/vegam-whisper-medium-ml
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```
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## Usage
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```
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from faster_whisper import WhisperModel
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model_path = "vegam-whisper-medium-ml"
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# Run on GPU with FP16
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model = WhisperModel(model_path, device="cuda", compute_type="float16")
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# or run on GPU with INT8
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# model = WhisperModel(model_path, device="cuda", compute_type="int8_float16")
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# or run on CPU with INT8
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# model = WhisperModel(model_path, device="cpu", compute_type="int8")
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segments, info = model.transcribe("audio.mp3", beam_size=5)
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print("Detected language '%s' with probability %f" % (info.language, info.language_probability))
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for segment in segments:
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print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text))
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```
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## Example
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```
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from faster_whisper import WhisperModel
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model_path = "vegam-whisper-medium-ml"
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model = WhisperModel(model_path, device="cuda", compute_type="float16")
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segments, info = model.transcribe("00b38e80-80b8-4f70-babf-566e848879fc.webm", beam_size=5)
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print("Detected language '%s' with probability %f" % (info.language, info.language_probability))
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for segment in segments:
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print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text))
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```
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> Detected language 'ta' with probability 0.353516
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> [0.00s -> 4.74s] പാലം കടുക്കുവോളം നാരായണ പാലം കടന്നാലൊ കൂരായണ
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Note: The audio file [00b38e80-80b8-4f70-babf-566e848879fc.webm](https://huggingface.co/kurianbenoy/vegam-whisper-medium-ml/blob/main/00b38e80-80b8-4f70-babf-566e848879fc.webm) is from [Malayalam Speech Corpus](https://blog.smc.org.in/malayalam-speech-corpus/) and is stored along with model weights.
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## Conversion Details
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This conversion was possible with wonderful [CTranslate2 library](https://github.com/OpenNMT/CTranslate2) leveraging the [Transformers converter for OpenAI Whisper](https://opennmt.net/CTranslate2/guides/transformers.html#whisper).The original model was converted with the following command:
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```
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ct2-transformers-converter --model thennal/whisper-medium-ml --output_dir vegam-whisper-medium-ml
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```
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## Many Thanks to
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- Creators of CTranslate2 and faster-whisper
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- Thennal D K
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- Santhosh Thottingal
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config.json
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@@ -0,0 +1,878 @@
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|
model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
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|
1 |
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version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:45f41cbe71f56faef31b5fd181e96b5f05add5cdcef83aec11480d15639ee5eb
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3 |
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size 1527906378
|
vocabulary.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|