Delete app.py
Browse files
app.py
DELETED
|
@@ -1,61 +0,0 @@
|
|
| 1 |
-
import gradio as gr
|
| 2 |
-
from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, pipeline
|
| 3 |
-
import torch
|
| 4 |
-
import librosa
|
| 5 |
-
import numpy as np
|
| 6 |
-
|
| 7 |
-
# ١. دیاریکردنی جۆری ئامێر (Device)
|
| 8 |
-
device = "cuda:0" if torch.cuda.is_available() else "cpu"
|
| 9 |
-
torch_dtype = torch.float16 if torch.cuda.is_available() else torch.float32
|
| 10 |
-
|
| 11 |
-
# ٢. بارکردنی مۆدێلەکە لە ڕێپۆکەی خۆتەوە
|
| 12 |
-
model_id = "Za6na/sorani2"
|
| 13 |
-
|
| 14 |
-
model = AutoModelForSpeechSeq2Seq.from_pretrained(
|
| 15 |
-
model_id,
|
| 16 |
-
torch_dtype=torch_dtype,
|
| 17 |
-
low_cpu_mem_usage=True,
|
| 18 |
-
use_safetensors=True
|
| 19 |
-
)
|
| 20 |
-
model.to(device)
|
| 21 |
-
|
| 22 |
-
processor = AutoProcessor.from_pretrained(model_id)
|
| 23 |
-
|
| 24 |
-
# ٣. دروستکردنی پیمپلاین (Pipeline)
|
| 25 |
-
pipe = pipeline(
|
| 26 |
-
"automatic-speech-recognition",
|
| 27 |
-
model=model,
|
| 28 |
-
tokenizer=processor.tokenizer,
|
| 29 |
-
feature_extractor=processor.feature_extractor,
|
| 30 |
-
max_new_tokens=128,
|
| 31 |
-
chunk_length_s=30,
|
| 32 |
-
batch_size=16,
|
| 33 |
-
return_timestamps=True,
|
| 34 |
-
torch_dtype=torch_dtype,
|
| 35 |
-
device=device,
|
| 36 |
-
)
|
| 37 |
-
|
| 38 |
-
# ٤. فەنکشن بۆ وەرگێڕانی دەنگ
|
| 39 |
-
def transcribe(audio):
|
| 40 |
-
if audio is None:
|
| 41 |
-
return "تکایە دەنگێک تۆمار بکە یان فایلێک بار بکە."
|
| 42 |
-
|
| 43 |
-
# خوێندنەوەی دەنگەکە
|
| 44 |
-
sr, y = audio
|
| 45 |
-
y = y.astype(np.float32)
|
| 46 |
-
y /= np.max(np.abs(y))
|
| 47 |
-
|
| 48 |
-
# ناردن بۆ مۆدێل
|
| 49 |
-
result = pipe(y, generate_kwargs={"language": "persian"}) # یان "kurdish" ئەگەر پشتگیری بکات
|
| 50 |
-
return result["text"]
|
| 51 |
-
|
| 52 |
-
# ٥. دروستکردنی ڕووکاری Gradio
|
| 53 |
-
iface = gr.Interface(
|
| 54 |
-
fn=transcribe,
|
| 55 |
-
inputs=gr.Audio(sources=["microphone", "upload"], type="numpy", label="دەنگەکەت لێرە تۆمار بکە"),
|
| 56 |
-
outputs="text",
|
| 57 |
-
title="تێستکردنی مۆدێلی سۆرانی (Za6na/sorani2)",
|
| 58 |
-
description="فەرموو قسە بکە، مۆدێلەکە دەیکات بە نووسین.",
|
| 59 |
-
)
|
| 60 |
-
|
| 61 |
-
iface.launch()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|