TrorYong ASR Model

TrorYongASR, is an Automatic Speech Recognition Model implemented by KrorngAI.

TrorYong (ត្រយ៉ង) is Khmer word for giant ibis, the bird that symbolises Cambodia.

Support My Work

While this work comes truly from the heart, each project represents a significant investment of time -- from deep-dive research and code preparation to the final narrative and editing process. I am incredibly passionate about sharing this knowledge, but maintaining this level of quality is a major undertaking. If you find my work helpful and are in a position to do so, please consider supporting my work with a donation. You can click here to donate or scan the QR code below. Your generosity acts as a huge encouragement and helps ensure that I can continue creating in-depth, valuable content for you.

Installation

You can easily install tror-yong-asr using pip command as the following:

pip install tror-yong-asr

To use TrorYongASR, there are few dependencies: transformers, safetensors, and torchaudio.

Usage

Get started with the code below

from transformers import AutoProcessor
from tror_yong_asr import TrorYongASRModel, transcribe, translate, detect_language


model_id = "KrorngAI/TrorYongASR-tiny"
processor = AutoProcessor.from_pretrained(model_id, trust_remote_code=True)
model = TrorYongASRModel.from_pretrained(model_id, trust_remote_code=True)

result1 = detect_language('/path/to/audio_file.mp3', model, processor)
print(result1)

result2 = transcribe('/path/to/audio_file.mp3', model, processor, max_tokens=64)
print(result2)

result3 = translate('/path/to/audio_file.mp3', model, processor, max_tokens=64)
print(result3)

TrorYongASR has 2 pre-trained weights that support Khmer and English:

• Tiny version with model_id=KrorngAI/TrorYongASR-tiny
• Small version with model_id=KrorngAI/TrorYongASR-small

Evaluation

TrorYongASR was evaluated on test-split of google/fleurs with code km-kh for Khmer and librispeech.clean for English.

WER Comparison with Whisper:

Fine-tune TrorYongASR

To be added