File size: 6,461 Bytes
1100e65
b09f327
639051f
 
 
ce4312e
639051f
 
53bdf99
04933a2
53bdf99
 
6575bf4
639051f
 
 
7a3a01f
953582f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
170241f
ce4312e
 
 
 
639051f
 
a18a113
7a3a01f
 
 
 
 
ce4312e
7a3a01f
fce37ea
a123d64
53bdf99
 
a123d64
 
 
639051f
a123d64
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
53bdf99
a123d64
53bdf99
04933a2
 
 
 
 
 
 
 
 
 
53bdf99
 
26cf8bb
04933a2
 
a123d64
53bdf99
04933a2
e299575
 
 
a123d64
53bdf99
 
a123d64
04933a2
 
 
 
 
 
 
 
 
 
 
 
 
 
a123d64
04933a2
 
a123d64
 
04933a2
a123d64
04933a2
 
 
 
 
 
a123d64
04933a2
 
a123d64
53bdf99
a123d64
 
 
 
 
 
 
 
 
53bdf99
26cf8bb
 
 
a123d64
26cf8bb
 
a123d64
 
26cf8bb
 
81f702f
6575bf4
ce4312e
31b9df5
ce4312e
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
import io
import os
import tempfile
import threading
import base64
import logging
from urllib.parse import urlparse

import dash
from dash import dcc, html, Input, Output, State, callback_context
import dash_bootstrap_components as dbc
from dash.exceptions import PreventUpdate

import requests
from pytube import YouTube
from pydub import AudioSegment
import openai

# Try different import statements for moviepy
try:
    from moviepy.editor import VideoFileClip
except ImportError:
    try:
        import moviepy.editor as mpy
        VideoFileClip = mpy.VideoFileClip
    except ImportError:
        try:
            import moviepy
            VideoFileClip = moviepy.VideoFileClip
        except ImportError:
            logging.error("Failed to import VideoFileClip from moviepy. Please check the installation.")
            VideoFileClip = None

# Set up logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)

# Initialize the Dash app
app = dash.Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])

# Retrieve the OpenAI API key from Hugging Face Spaces
OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
if not OPENAI_API_KEY:
    logger.error("OPENAI_API_KEY not found in environment variables")
    raise ValueError("OPENAI_API_KEY not set")

openai.api_key = OPENAI_API_KEY

# ... (keep all the helper functions as they are) ...

app.layout = dbc.Container([
    dbc.Row([
        dbc.Col([
            html.H1("Audio/Video Transcription App", className="text-center my-4"),
        ])
    ]),
    dbc.Row([
        dbc.Col([
            dbc.Card([
                dbc.CardBody([
                    dcc.Upload(
                        id='upload-media',
                        children=html.Div([
                            'Drag and Drop or ',
                            html.A('Select Audio/Video File')
                        ]),
                        style={
                            'width': '100%',
                            'height': '60px',
                            'lineHeight': '60px',
                            'borderWidth': '1px',
                            'borderStyle': 'dashed',
                            'borderRadius': '5px',
                            'textAlign': 'center',
                            'margin': '10px'
                        },
                        multiple=False
                    ),
                    html.Div(id='file-info', className="mt-2"),
                    dbc.Input(id="media-url", type="text", placeholder="Enter audio/video URL or YouTube link", className="my-3"),
                    dbc.Button("Transcribe", id="transcribe-button", color="primary", className="w-100 mb-3"),
                    dbc.Spinner(html.Div(id="transcription-output", className="mt-3")),
                    html.Div(id="progress-indicator", className="text-center mt-3"),
                    dbc.Button("Download Transcript", id="download-button", color="secondary", className="w-100 mt-3", style={'display': 'none'}),
                    dcc.Download(id="download-transcript"),
                    dcc.Store(id="transcription-store"),
                    dcc.Interval(id='progress-interval', interval=500, n_intervals=0, disabled=True)
                ])
            ])
        ], width=12)
    ])
], fluid=True)

@app.callback(
    Output("file-info", "children"),
    Input("upload-media", "filename"),
    Input("upload-media", "last_modified")
)
def update_file_info(filename, last_modified):
    if filename is not None:
        return f"File uploaded: {filename}"
    return ""

@app.callback(
    Output("transcription-output", "children"),
    Output("download-button", "style"),
    Output("progress-indicator", "children"),
    Output("progress-interval", "disabled"),
    Output("transcription-store", "data"),
    Input("transcribe-button", "n_clicks"),
    Input("progress-interval", "n_intervals"),
    State("upload-media", "contents"),
    State("upload-media", "filename"),
    State("media-url", "value"),
    State("transcription-store", "data"),
    prevent_initial_call=True
)
def update_transcription(n_clicks, n_intervals, contents, filename, url, stored_transcript):
    ctx = callback_context
    if ctx.triggered_id == "transcribe-button":
        if not contents and not url:
            raise PreventUpdate

        def transcribe():
            try:
                return process_media(contents, filename, url)
            except Exception as e:
                logger.error(f"Transcription failed: {str(e)}")
                return f"An error occurred: {str(e)}"

        thread = threading.Thread(target=transcribe)
        thread.start()
        return html.Div("Processing..."), {'display': 'none'}, "", False, None

    elif ctx.triggered_id == "progress-interval":
        if stored_transcript:
            return display_transcript(stored_transcript), {'display': 'block'}, "", True, stored_transcript
        dots = "." * (n_intervals % 4)
        return html.Div("Processing" + dots), {'display': 'none'}, "", False, None

    thread = threading.current_thread()
    if hasattr(thread, 'result'):
        transcript = thread.result
        if transcript and not transcript.startswith("An error occurred"):
            logger.info("Transcription successful")
            return display_transcript(transcript), {'display': 'block'}, "", True, transcript
        else:
            logger.error(f"Transcription failed: {transcript}")
            return html.Div(transcript), {'display': 'none'}, "", True, None

    return dash.no_update, dash.no_update, dash.no_update, dash.no_update, dash.no_update

def display_transcript(transcript):
    return dbc.Card([
        dbc.CardBody([
            html.H5("Transcription Result"),
            html.Pre(transcript, style={"white-space": "pre-wrap", "word-wrap": "break-word"})
        ])
    ])

@app.callback(
    Output("download-transcript", "data"),
    Input("download-button", "n_clicks"),
    State("transcription-store", "data"),
    prevent_initial_call=True
)
def download_transcript(n_clicks, transcript):
    if not transcript:
        raise PreventUpdate
    return dict(content=transcript, filename="transcript.txt")

if __name__ == '__main__':
    logger.info("Starting the Dash application...")
    app.run(debug=True, host='0.0.0.0', port=7860)
    logger.info("Dash application has finished running.")