Update app.py
Browse files
app.py
CHANGED
@@ -12,11 +12,15 @@ st.write("Upload your audio or video file, and this app will transcribe the audi
|
|
12 |
GROQ_API_KEY = st.text_input("Enter your Groq API Key:")
|
13 |
os.environ["GROQ_API_KEY"] = GROQ_API_KEY
|
14 |
|
|
|
|
|
|
|
|
|
15 |
# Upload the audio or video file
|
16 |
uploaded_file = st.file_uploader("Choose an audio or video file...", type=["mp4", "mov", "avi", "mkv", "wav", "mp3"])
|
17 |
|
18 |
# Function to extract audio from video
|
19 |
-
def extract_audio(video_path, audio_path="temp_audio.wav"):
|
20 |
"""Extracts audio from video."""
|
21 |
try:
|
22 |
# Run ffmpeg command with stderr capture for better error handling
|
@@ -47,7 +51,7 @@ def summarize_text(text):
|
|
47 |
def process_media(media_file):
|
48 |
"""Processes audio or video: extracts audio, transcribes it, and summarizes the transcription."""
|
49 |
# Save the uploaded file to a temporary path
|
50 |
-
temp_file_path =
|
51 |
with open(temp_file_path, "wb") as f:
|
52 |
f.write(media_file.getbuffer())
|
53 |
|
@@ -78,3 +82,92 @@ if uploaded_file is not None and GROQ_API_KEY:
|
|
78 |
process_media(uploaded_file)
|
79 |
else:
|
80 |
st.warning("Please upload a file and enter your Groq API key.")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
12 |
GROQ_API_KEY = st.text_input("Enter your Groq API Key:")
|
13 |
os.environ["GROQ_API_KEY"] = GROQ_API_KEY
|
14 |
|
15 |
+
# Create a temporary directory if it does not exist
|
16 |
+
temp_dir = "temp"
|
17 |
+
os.makedirs(temp_dir, exist_ok=True)
|
18 |
+
|
19 |
# Upload the audio or video file
|
20 |
uploaded_file = st.file_uploader("Choose an audio or video file...", type=["mp4", "mov", "avi", "mkv", "wav", "mp3"])
|
21 |
|
22 |
# Function to extract audio from video
|
23 |
+
def extract_audio(video_path, audio_path="temp/temp_audio.wav"):
|
24 |
"""Extracts audio from video."""
|
25 |
try:
|
26 |
# Run ffmpeg command with stderr capture for better error handling
|
|
|
51 |
def process_media(media_file):
|
52 |
"""Processes audio or video: extracts audio, transcribes it, and summarizes the transcription."""
|
53 |
# Save the uploaded file to a temporary path
|
54 |
+
temp_file_path = os.path.join(temp_dir, media_file.name)
|
55 |
with open(temp_file_path, "wb") as f:
|
56 |
f.write(media_file.getbuffer())
|
57 |
|
|
|
82 |
process_media(uploaded_file)
|
83 |
else:
|
84 |
st.warning("Please upload a file and enter your Groq API key.")
|
85 |
+
|
86 |
+
|
87 |
+
|
88 |
+
|
89 |
+
|
90 |
+
|
91 |
+
|
92 |
+
|
93 |
+
|
94 |
+
# import os
|
95 |
+
# import ffmpeg
|
96 |
+
# import whisper
|
97 |
+
# import streamlit as st
|
98 |
+
# from groq import Groq
|
99 |
+
|
100 |
+
# # Set the title and description of the app
|
101 |
+
# st.title("Audio/Video Transcription and Summarization")
|
102 |
+
# st.write("Upload your audio or video file, and this app will transcribe the audio and provide a summary of the transcription.")
|
103 |
+
|
104 |
+
# # Get the API key from user input (You may want to use Streamlit secrets management)
|
105 |
+
# GROQ_API_KEY = st.text_input("Enter your Groq API Key:")
|
106 |
+
# os.environ["GROQ_API_KEY"] = GROQ_API_KEY
|
107 |
+
|
108 |
+
# # Upload the audio or video file
|
109 |
+
# uploaded_file = st.file_uploader("Choose an audio or video file...", type=["mp4", "mov", "avi", "mkv", "wav", "mp3"])
|
110 |
+
|
111 |
+
# # Function to extract audio from video
|
112 |
+
# def extract_audio(video_path, audio_path="temp_audio.wav"):
|
113 |
+
# """Extracts audio from video."""
|
114 |
+
# try:
|
115 |
+
# # Run ffmpeg command with stderr capture for better error handling
|
116 |
+
# ffmpeg.input(video_path).output(audio_path).run(overwrite_output=True, capture_stdout=True, capture_stderr=True)
|
117 |
+
# except ffmpeg.Error as e:
|
118 |
+
# st.error("FFmpeg error encountered: " + e.stderr.decode())
|
119 |
+
# return audio_path
|
120 |
+
|
121 |
+
# # Function to transcribe audio to text using Whisper model
|
122 |
+
# def transcribe_audio(audio_path):
|
123 |
+
# """Transcribes audio to text using Whisper model."""
|
124 |
+
# model = whisper.load_model("base") # Load the Whisper model
|
125 |
+
# result = model.transcribe(audio_path)
|
126 |
+
# return result["text"]
|
127 |
+
|
128 |
+
# # Function to summarize text using Groq API
|
129 |
+
# def summarize_text(text):
|
130 |
+
# """Summarizes text using Groq API."""
|
131 |
+
# client = Groq(api_key=os.environ.get("GROQ_API_KEY"))
|
132 |
+
# response = client.chat.completions.create(
|
133 |
+
# messages=[{"role": "user", "content": f"Summarize the following text: {text}"}],
|
134 |
+
# model="llama3-8b-8192"
|
135 |
+
# )
|
136 |
+
# summary = response.choices[0].message.content
|
137 |
+
# return summary
|
138 |
+
|
139 |
+
# # Complete function to process audio or video
|
140 |
+
# def process_media(media_file):
|
141 |
+
# """Processes audio or video: extracts audio, transcribes it, and summarizes the transcription."""
|
142 |
+
# # Save the uploaded file to a temporary path
|
143 |
+
# temp_file_path = f"temp/{media_file.name}"
|
144 |
+
# with open(temp_file_path, "wb") as f:
|
145 |
+
# f.write(media_file.getbuffer())
|
146 |
+
|
147 |
+
# # Determine if the file is a video or audio based on the file extension
|
148 |
+
# if media_file.name.endswith(('.mp4', '.mov', '.avi', '.mkv')):
|
149 |
+
# # Step 1: Extract audio from video
|
150 |
+
# audio_path = extract_audio(temp_file_path)
|
151 |
+
# else:
|
152 |
+
# audio_path = temp_file_path # If it's already audio, use it as is
|
153 |
+
|
154 |
+
# # Step 2: Transcribe audio to text
|
155 |
+
# transcription = transcribe_audio(audio_path)
|
156 |
+
# st.write("### Transcription:")
|
157 |
+
# st.write(transcription)
|
158 |
+
|
159 |
+
# # Step 3: Summarize transcription
|
160 |
+
# summary = summarize_text(transcription)
|
161 |
+
# st.write("### Summary:")
|
162 |
+
# st.write(summary)
|
163 |
+
|
164 |
+
# # Clean up temporary files if needed
|
165 |
+
# os.remove(temp_file_path)
|
166 |
+
# if media_file.name.endswith(('.mp4', '.mov', '.avi', '.mkv')):
|
167 |
+
# os.remove(audio_path)
|
168 |
+
|
169 |
+
# # Run the app
|
170 |
+
# if uploaded_file is not None and GROQ_API_KEY:
|
171 |
+
# process_media(uploaded_file)
|
172 |
+
# else:
|
173 |
+
# st.warning("Please upload a file and enter your Groq API key.")
|