Update app.py
Browse files
app.py
CHANGED
|
@@ -2,25 +2,39 @@ import gradio as gr
|
|
| 2 |
import os
|
| 3 |
from transformers import pipeline
|
| 4 |
|
| 5 |
-
# Load ASR pipeline
|
| 6 |
asr = pipeline(task="automatic-speech-recognition", model="distil-whisper/distil-small.en")
|
| 7 |
|
| 8 |
-
#
|
| 9 |
-
|
|
|
|
|
|
|
|
|
|
| 10 |
if audio_file is None:
|
| 11 |
-
return "Error: No audio file provided."
|
| 12 |
-
|
| 13 |
try:
|
| 14 |
-
|
| 15 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16 |
except Exception as e:
|
| 17 |
-
return f"Error: {str(e)}"
|
| 18 |
|
| 19 |
# Create Gradio interface
|
| 20 |
iface = gr.Interface(
|
| 21 |
-
fn=
|
| 22 |
-
inputs=gr.Audio(type="filepath"), #
|
| 23 |
-
outputs=
|
|
|
|
|
|
|
|
|
|
| 24 |
)
|
| 25 |
|
| 26 |
# Get port safely (default to 7860 if not set)
|
|
|
|
| 2 |
import os
|
| 3 |
from transformers import pipeline
|
| 4 |
|
| 5 |
+
# Load ASR (Speech-to-Text) pipeline
|
| 6 |
asr = pipeline(task="automatic-speech-recognition", model="distil-whisper/distil-small.en")
|
| 7 |
|
| 8 |
+
# Load Summarization model
|
| 9 |
+
summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
|
| 10 |
+
|
| 11 |
+
# Function to transcribe and summarize
|
| 12 |
+
def transcribe_and_summarize(audio_file):
|
| 13 |
if audio_file is None:
|
| 14 |
+
return "Error: No audio file provided.", ""
|
| 15 |
+
|
| 16 |
try:
|
| 17 |
+
# Transcribe audio
|
| 18 |
+
transcription_result = asr(audio_file)
|
| 19 |
+
transcribed_text = transcription_result['text']
|
| 20 |
+
|
| 21 |
+
# Summarize the transcribed text
|
| 22 |
+
summary_result = summarizer(transcribed_text, max_length=100, min_length=30, do_sample=False)
|
| 23 |
+
summarized_text = summary_result[0]['summary_text']
|
| 24 |
+
|
| 25 |
+
return transcribed_text, summarized_text
|
| 26 |
+
|
| 27 |
except Exception as e:
|
| 28 |
+
return f"Error: {str(e)}", ""
|
| 29 |
|
| 30 |
# Create Gradio interface
|
| 31 |
iface = gr.Interface(
|
| 32 |
+
fn=transcribe_and_summarize,
|
| 33 |
+
inputs=gr.Audio(type="filepath"), # Accepts an audio file
|
| 34 |
+
outputs=[
|
| 35 |
+
gr.Textbox(label="Transcribed Text"),
|
| 36 |
+
gr.Textbox(label="Summarized Text")
|
| 37 |
+
]
|
| 38 |
)
|
| 39 |
|
| 40 |
# Get port safely (default to 7860 if not set)
|