devxyasir's picture
Upload README.md with huggingface_hub
3b70b2a verified
|
Raw
History Blame Contribute Delete
932 Bytes
metadata
tags:
  - faster-whisper
  - ctranslate2
  - quantized
  - int8
  - speech-recognition
  - automatic-speech-recognition
license: apache-2.0

faster-whisper-base-int8

INT8-quantized CTranslate2 export of openai/whisper-base, converted for use with faster-whisper.

  • Quantization: INT8 (weights compressed from FP32 → INT8; ~75% size reduction)
  • Target hardware: CPU, tested down to 2 cores / 4GB RAM
  • Source checkpoint: openai/whisper-base

Usage

from faster_whisper import WhisperModel

model = WhisperModel(
    "devxyasir/faster-whisper-base-int8",
    device="cpu",
    compute_type="int8",
    cpu_threads=2,
    num_workers=1,
)

segments, info = model.transcribe("audio.mp3", beam_size=1, vad_filter=True)
for segment in segments:
    print(segment.text)