Update transcriber test cases for whisper, whisperx. Add device catch to whisperx.

This commit is contained in:
Marko Henning
2024-05-16 13:01:55 +02:00
parent da3dbffba1
commit ff6c0123b9
2 changed files with 49 additions and 12 deletions
+12 -4
View File
@@ -30,6 +30,7 @@ from whisperx.asr import WhisperModel
from whisperx import load_model as whisperx_load_model
from typing import TypeVar, Union, Optional
from torch import Tensor, device
from torch.cuda import is_available as cuda_is_available
from numpy import ndarray
from inspect import getfullargspec
from abc import abstractmethod
@@ -115,15 +116,14 @@ class Transcriber:
print(f'Transcript saved to {save_path}')
@classmethod
def load_model(cls,
model: str = "medium",
@staticmethod
def load_model(model: str = "medium",
whisper_type: str = 'whisper',
download_root: str = WHISPER_DEFAULT_PATH,
device: Optional[Union[str, device]] = None,
in_memory: bool = False,
*args, **kwargs
) -> 'Transcriber':
) -> 'Union[WhisperTranscriber, WhisperXTranscriber]':
"""
Load whisper model.
@@ -278,6 +278,9 @@ class WhisperTranscriber(Transcriber):
return whisper_kwargs
def __repr__(self) -> str:
return f"WhisperTranscriber(model_name={self.model_name}, model={self.model})"
class WhisperXTranscriber(Transcriber):
def __init__(self, model: whisper, model_name: str) -> None:
@@ -345,6 +348,8 @@ class WhisperXTranscriber(Transcriber):
Returns:
Transcriber: A Transcriber object initialized with the specified model.
"""
if device is None:
device = "cuda" if cuda_is_available() else "cpu"
if not isinstance(device, str):
device = str(device)
_model = whisperx_load_model(model, download_root=download_root,
@@ -375,3 +380,6 @@ class WhisperXTranscriber(Transcriber):
whisper_kwargs["language"] = language
return whisper_kwargs
def __repr__(self) -> str:
return f"WhisperXTranscriber(model_name={self.model_name}, model={self.model})"