Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import whisper
|
| 3 |
+
import tempfile
|
| 4 |
+
import os
|
| 5 |
+
|
| 6 |
+
model = whisper.load_model("small") # supports 50+ languages
|
| 7 |
+
|
| 8 |
+
def transcribe(audio):
|
| 9 |
+
if audio is None:
|
| 10 |
+
return {"error": "no audio"}
|
| 11 |
+
|
| 12 |
+
# audio = (sample_rate, numpy_array)
|
| 13 |
+
sample_rate, data = audio
|
| 14 |
+
|
| 15 |
+
with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
|
| 16 |
+
import soundfile as sf
|
| 17 |
+
sf.write(tmp.name, data, sample_rate)
|
| 18 |
+
path = tmp.name
|
| 19 |
+
|
| 20 |
+
result = model.transcribe(
|
| 21 |
+
path,
|
| 22 |
+
word_timestamps=True,
|
| 23 |
+
verbose=False
|
| 24 |
+
)
|
| 25 |
+
|
| 26 |
+
os.remove(path)
|
| 27 |
+
|
| 28 |
+
segments = []
|
| 29 |
+
for seg in result["segments"]:
|
| 30 |
+
segments.append({
|
| 31 |
+
"start": round(seg["start"], 2),
|
| 32 |
+
"end": round(seg["end"], 2),
|
| 33 |
+
"text": seg["text"].strip(),
|
| 34 |
+
"words": [
|
| 35 |
+
{
|
| 36 |
+
"word": w["word"],
|
| 37 |
+
"start": round(w["start"], 2),
|
| 38 |
+
"end": round(w["end"], 2)
|
| 39 |
+
}
|
| 40 |
+
for w in seg.get("words", [])
|
| 41 |
+
]
|
| 42 |
+
})
|
| 43 |
+
|
| 44 |
+
return {
|
| 45 |
+
"language": result["language"],
|
| 46 |
+
"segments": segments
|
| 47 |
+
}
|
| 48 |
+
|
| 49 |
+
iface = gr.Interface(
|
| 50 |
+
fn=transcribe,
|
| 51 |
+
inputs=gr.Audio(type="numpy"),
|
| 52 |
+
outputs="json",
|
| 53 |
+
allow_flagging="never"
|
| 54 |
+
)
|
| 55 |
+
|
| 56 |
+
iface.launch(server_name="0.0.0.0")
|