Update app.py
Browse files
app.py
CHANGED
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@@ -14,6 +14,7 @@ import requests
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from pytube import YouTube
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from pydub import AudioSegment
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import google.generativeai as genai
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# Initialize the Dash app
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app = dash.Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])
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@@ -32,19 +33,35 @@ def is_valid_url(url):
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except ValueError:
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return False
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def
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if "youtube.com" in url or "youtu.be" in url:
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yt = YouTube(url)
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with tempfile.NamedTemporaryFile(delete=False, suffix=".mp4") as temp_file:
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return temp_file.name
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else:
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response = requests.get(url)
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temp_file.write(response.content)
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return temp_file.name
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def transcribe_audio(file_path):
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with open(file_path, "rb") as audio_file:
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audio_data = audio_file.read()
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@@ -52,34 +69,40 @@ def transcribe_audio(file_path):
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response = model.generate_content(audio_data)
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return response.text
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def
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if contents:
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content_type, content_string = contents.split(',')
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decoded = base64.b64decode(content_string)
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-
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temp_file.write(decoded)
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temp_file_path = temp_file.name
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elif url:
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temp_file_path =
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else:
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raise ValueError("No input provided")
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try:
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finally:
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os.unlink(temp_file_path)
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return transcript
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app.layout = dbc.Container([
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html.H1("Audio Transcription App", className="text-center my-4"),
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dbc.Card([
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dbc.CardBody([
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dcc.Upload(
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id='upload-
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children=html.Div([
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'Drag and Drop or ',
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html.A('Select Audio File')
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]),
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style={
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'width': '100%',
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@@ -93,7 +116,7 @@ app.layout = dbc.Container([
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},
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multiple=False
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),
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dbc.Input(id="
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dbc.Button("Transcribe", id="transcribe-button", color="primary", className="w-100 mb-3"),
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dbc.Spinner(html.Div(id="transcription-output", className="mt-3")),
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dbc.Button("Download Transcript", id="download-button", color="secondary", className="w-100 mt-3", style={'display': 'none'}),
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@@ -106,9 +129,9 @@ app.layout = dbc.Container([
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Output("transcription-output", "children"),
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Output("download-button", "style"),
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Input("transcribe-button", "n_clicks"),
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State("upload-
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State("upload-
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State("
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prevent_initial_call=True
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)
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def update_transcription(n_clicks, contents, filename, url):
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@@ -117,7 +140,7 @@ def update_transcription(n_clicks, contents, filename, url):
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def transcribe():
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try:
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return
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except Exception as e:
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return f"An error occurred: {str(e)}"
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from pytube import YouTube
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from pydub import AudioSegment
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import google.generativeai as genai
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from moviepy.editor import VideoFileClip
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# Initialize the Dash app
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app = dash.Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])
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except ValueError:
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return False
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def download_media(url):
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if "youtube.com" in url or "youtu.be" in url:
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yt = YouTube(url)
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stream = yt.streams.filter(progressive=True, file_extension='mp4').first()
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with tempfile.NamedTemporaryFile(delete=False, suffix=".mp4") as temp_file:
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stream.download(output_path=os.path.dirname(temp_file.name), filename=temp_file.name)
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return temp_file.name
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else:
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response = requests.get(url)
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content_type = response.headers.get('content-type', '')
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if 'video' in content_type:
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suffix = '.mp4'
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elif 'audio' in content_type:
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suffix = '.mp3'
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else:
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suffix = ''
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with tempfile.NamedTemporaryFile(delete=False, suffix=suffix) as temp_file:
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temp_file.write(response.content)
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return temp_file.name
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def extract_audio(file_path):
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video = VideoFileClip(file_path)
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audio = video.audio
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audio_file = tempfile.NamedTemporaryFile(delete=False, suffix=".wav")
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audio.write_audiofile(audio_file.name)
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video.close()
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audio.close()
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return audio_file.name
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def transcribe_audio(file_path):
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with open(file_path, "rb") as audio_file:
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audio_data = audio_file.read()
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response = model.generate_content(audio_data)
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return response.text
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def process_media(contents, filename, url):
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if contents:
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content_type, content_string = contents.split(',')
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decoded = base64.b64decode(content_string)
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suffix = os.path.splitext(filename)[1]
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with tempfile.NamedTemporaryFile(delete=False, suffix=suffix) as temp_file:
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temp_file.write(decoded)
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temp_file_path = temp_file.name
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elif url:
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temp_file_path = download_media(url)
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else:
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raise ValueError("No input provided")
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try:
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if temp_file_path.lower().endswith(('.mp4', '.avi', '.mov', '.flv', '.wmv')):
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audio_file_path = extract_audio(temp_file_path)
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transcript = transcribe_audio(audio_file_path)
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os.unlink(audio_file_path)
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else:
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transcript = transcribe_audio(temp_file_path)
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finally:
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os.unlink(temp_file_path)
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return transcript
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app.layout = dbc.Container([
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html.H1("Audio/Video Transcription App", className="text-center my-4"),
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dbc.Card([
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dbc.CardBody([
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dcc.Upload(
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id='upload-media',
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children=html.Div([
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'Drag and Drop or ',
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html.A('Select Audio/Video File')
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]),
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style={
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'width': '100%',
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},
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multiple=False
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),
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dbc.Input(id="media-url", type="text", placeholder="Enter audio/video URL or YouTube link", className="my-3"),
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dbc.Button("Transcribe", id="transcribe-button", color="primary", className="w-100 mb-3"),
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dbc.Spinner(html.Div(id="transcription-output", className="mt-3")),
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dbc.Button("Download Transcript", id="download-button", color="secondary", className="w-100 mt-3", style={'display': 'none'}),
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Output("transcription-output", "children"),
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Output("download-button", "style"),
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Input("transcribe-button", "n_clicks"),
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State("upload-media", "contents"),
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State("upload-media", "filename"),
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State("media-url", "value"),
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prevent_initial_call=True
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)
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def update_transcription(n_clicks, contents, filename, url):
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def transcribe():
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try:
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return process_media(contents, filename, url)
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except Exception as e:
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return f"An error occurred: {str(e)}"
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