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Update app.py
Browse files
app.py
CHANGED
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@@ -3,12 +3,7 @@ import google.generativeai as genai
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import os
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import tempfile
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import time
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import
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import numpy as np
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from streamlit_webrtc import webrtc_streamer, VideoProcessorBase, WebRtcMode
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import av
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import threading
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from pathlib import Path
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# --- Get API key from Hugging Face secret or environment ---
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def get_api_key():
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@@ -29,44 +24,24 @@ def get_api_key():
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return GOOGLE_API_KEY
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# Video Recorder class to handle WebRTC recording
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class VideoRecorder(VideoProcessorBase):
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def __init__(self):
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self.frames = []
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self.recording = False
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self.lock = threading.Lock()
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def recv(self, frame):
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img = frame.to_ndarray(format="bgr24")
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with self.lock:
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if self.recording:
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self.frames.append(img.copy())
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return av.VideoFrame.from_ndarray(img, format="bgr24")
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def start_recording(self):
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with self.lock:
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self.recording = True
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self.frames = []
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def stop_recording(self):
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with self.lock:
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self.recording = False
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return self.frames.copy()
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def is_recording(self):
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with self.lock:
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return self.recording
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# VideoProcessor class for Gemini API
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class VideoProcessor:
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def __init__(self, api_key):
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genai.configure(api_key=api_key)
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self.model = genai.GenerativeModel("gemini-2.0-flash-exp")
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def upload_video(self,
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def wait_for_processing(self, video_file):
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while video_file.state.name == "PROCESSING":
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response = self.model.generate_content([video_file, prompt])
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return response.text
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def save_frames_as_video(frames, output_path, fps=30):
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"""Save recorded frames as a video file"""
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if not frames:
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return False
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height, width, _ = frames[0].shape
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fourcc = cv2.VideoWriter_fourcc(*'mp4v')
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out = cv2.VideoWriter(output_path, fourcc, fps, (width, height))
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out.release()
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return True
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# Initialize session state
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if "video_processor" not in st.session_state:
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st.session_state.video_file = None
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if "summary" not in st.session_state:
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st.session_state.summary = None
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if "
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st.session_state.
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if "
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st.session_state.
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# Main app function
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def main():
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st.set_page_config(
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page_title="Video
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page_icon="π₯",
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layout="wide"
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)
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st.title("π₯ Video
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st.markdown("
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st.markdown("---")
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# Get API key
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if not api_key:
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st.error("β οΈ Please set your GOOGLE_API_KEY in Hugging Face Spaces secrets or environment variables")
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st.stop()
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# Initialize video processor
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if st.session_state.video_processor is None:
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st.session_state.video_processor = VideoProcessor(api_key)
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# Create
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with
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st.subheader("
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video_processor_factory=VideoRecorder,
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media_stream_constraints={"video": True, "audio": False},
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async_processing=True,
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)
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if
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st.session_state.summary = None
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st.
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frames = ctx.video_processor.stop_recording()
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if frames:
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st.session_state.recorded_frames = frames
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st.session_state.recording_complete = True
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st.success(f"Recording stopped! Captured {len(frames)} frames")
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else:
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st.warning("No frames were recorded")
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#
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st.info("π΄ Recording in progress...")
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with
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tmp_path = tmp.name
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if save_frames_as_video(st.session_state.recorded_frames, tmp_path):
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try:
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#
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)
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# Wait for processing
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processed_file = st.session_state.video_processor.wait_for_processing(
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# Generate summary
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st.session_state.summary = st.session_state.video_processor.generate_summary(
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processed_file
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)
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except Exception as e:
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st.error(f"Error processing
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st.subheader("π Video Summary")
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st.markdown(st.session_state.summary)
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st.download_button(
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label="π₯ Download Summary",
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data=st.session_state.summary,
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file_name="
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mime="text/plain"
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)
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else:
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st.info("Record a video and it will be automatically analyzed. The summary will appear here.")
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# Sidebar with instructions
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with st.sidebar:
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st.markdown("### π How to Use")
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st.markdown("""
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6. View your video summary
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""")
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st.markdown("###
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if st.button("π Reset Application"):
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st.session_state.clear()
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st.rerun()
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st.markdown("### π Notes")
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st.markdown("""
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""")
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if __name__ == "__main__":
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# Install required packages if not present
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try:
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import streamlit_webrtc
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except ImportError:
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st.error("Please install streamlit-webrtc: `pip install streamlit-webrtc`")
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st.stop()
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main()
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import os
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import tempfile
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import time
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from datetime import datetime
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# --- Get API key from Hugging Face secret or environment ---
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def get_api_key():
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return GOOGLE_API_KEY
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# VideoProcessor class for Gemini API
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class VideoProcessor:
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def __init__(self, api_key):
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genai.configure(api_key=api_key)
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self.model = genai.GenerativeModel("gemini-2.0-flash-exp")
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def upload_video(self, video_bytes, display_name="uploaded_video"):
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# Save bytes to temporary file
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with tempfile.NamedTemporaryFile(delete=False, suffix='.mp4') as tmp:
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tmp.write(video_bytes)
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tmp_path = tmp.name
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try:
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video_file = genai.upload_file(path=tmp_path, display_name=display_name)
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return video_file, tmp_path
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except Exception as e:
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os.unlink(tmp_path)
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raise e
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def wait_for_processing(self, video_file):
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while video_file.state.name == "PROCESSING":
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response = self.model.generate_content([video_file, prompt])
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return response.text
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def chat_with_video(self, video_file, prompt):
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response = self.model.generate_content([video_file, prompt])
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return response.text
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# Initialize session state
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if "video_processor" not in st.session_state:
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st.session_state.video_file = None
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if "summary" not in st.session_state:
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st.session_state.summary = None
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if "messages" not in st.session_state:
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st.session_state.messages = []
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if "video_name" not in st.session_state:
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st.session_state.video_name = None
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# Main app function
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def main():
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st.set_page_config(
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page_title="Video Analysis with Gemini",
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page_icon="π₯",
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layout="wide"
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)
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st.title("π₯ Video Upload & AI Analysis")
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st.markdown("Upload a video or record one to get AI-powered insights")
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st.markdown("---")
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# Get API key
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if not api_key:
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st.error("β οΈ Please set your GOOGLE_API_KEY in Hugging Face Spaces secrets or environment variables")
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st.info("""
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To set up the API key in Hugging Face Spaces:
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1. Go to your Space Settings
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2. Navigate to 'Repository secrets'
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3. Add a new secret named 'GOOGLE_API_KEY'
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4. Paste your Gemini API key as the value
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""")
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st.stop()
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# Initialize video processor
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if st.session_state.video_processor is None:
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st.session_state.video_processor = VideoProcessor(api_key)
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# Create tabs for different input methods
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tab1, tab2, tab3 = st.tabs(["π€ Upload Video", "π¬ Record Video (Mobile)", "π¬ Chat with Video"])
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with tab1:
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st.subheader("Upload a video file")
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uploaded_file = st.file_uploader(
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"Choose a video file",
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type=['mp4', 'mov', 'avi', 'mkv', 'webm', 'm4v'],
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help="Maximum recommended size: 100MB"
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)
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if uploaded_file is not None:
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# Display video
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st.video(uploaded_file)
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# Check if this is a new video
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if st.session_state.video_name != uploaded_file.name:
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st.session_state.video_name = uploaded_file.name
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st.session_state.video_file = None
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st.session_state.summary = None
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st.session_state.messages = []
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col1, col2 = st.columns(2)
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with col1:
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if st.button("π Analyze Video", type="primary", use_container_width=True):
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with st.spinner("Processing video... This may take a minute."):
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try:
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# Upload and process video
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video_bytes = uploaded_file.read()
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video_file, tmp_path = st.session_state.video_processor.upload_video(
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video_bytes,
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uploaded_file.name
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)
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# Wait for processing
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processed_file = st.session_state.video_processor.wait_for_processing(
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video_file
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st.session_state.video_file = processed_file
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# Generate summary
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st.session_state.summary = st.session_state.video_processor.generate_summary(
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processed_file
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# Clean up
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os.unlink(tmp_path)
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st.success("β
Analysis complete!")
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except Exception as e:
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st.error(f"Error processing video: {str(e)}")
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with col2:
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if st.button("π Reset", use_container_width=True):
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st.session_state.video_file = None
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st.session_state.summary = None
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st.session_state.messages = []
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st.session_state.video_name = None
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st.rerun()
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with tab2:
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st.subheader("Record a video (works best on mobile)")
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| 180 |
+
|
| 181 |
+
st.info("""
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| 182 |
+
π± **For Mobile Users:**
|
| 183 |
+
Use the camera input below to record a video directly from your device.
|
| 184 |
|
| 185 |
+
π» **For Desktop Users:**
|
| 186 |
+
You may need to use the Upload tab instead, or record a video separately and upload it.
|
| 187 |
+
""")
|
|
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|
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|
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|
|
|
|
|
|
|
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|
|
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|
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|
|
| 188 |
|
| 189 |
+
# Use Streamlit's camera input for simple video recording
|
| 190 |
+
video_file = st.camera_input("Record a video")
|
|
|
|
| 191 |
|
| 192 |
+
if video_file is not None:
|
| 193 |
+
st.video(video_file)
|
| 194 |
+
|
| 195 |
+
if st.button("π Analyze Recorded Video", type="primary"):
|
| 196 |
+
with st.spinner("Processing your recording..."):
|
|
|
|
|
|
|
|
|
|
| 197 |
try:
|
| 198 |
+
# Process the recorded video
|
| 199 |
+
video_bytes = video_file.read()
|
| 200 |
+
uploaded_video, tmp_path = st.session_state.video_processor.upload_video(
|
| 201 |
+
video_bytes,
|
| 202 |
+
f"recording_{datetime.now().strftime('%Y%m%d_%H%M%S')}.mp4"
|
| 203 |
)
|
| 204 |
|
| 205 |
# Wait for processing
|
| 206 |
processed_file = st.session_state.video_processor.wait_for_processing(
|
| 207 |
+
uploaded_video
|
| 208 |
)
|
| 209 |
+
st.session_state.video_file = processed_file
|
| 210 |
|
| 211 |
# Generate summary
|
| 212 |
st.session_state.summary = st.session_state.video_processor.generate_summary(
|
| 213 |
processed_file
|
| 214 |
)
|
| 215 |
|
| 216 |
+
# Clean up
|
| 217 |
+
os.unlink(tmp_path)
|
| 218 |
+
|
| 219 |
+
st.success("β
Recording analyzed!")
|
| 220 |
|
| 221 |
except Exception as e:
|
| 222 |
+
st.error(f"Error processing recording: {str(e)}")
|
| 223 |
+
|
| 224 |
+
with tab3:
|
| 225 |
+
st.subheader("Chat about your video")
|
| 226 |
+
|
| 227 |
+
if st.session_state.video_file:
|
| 228 |
+
# Display chat messages
|
| 229 |
+
for msg in st.session_state.messages:
|
| 230 |
+
with st.chat_message(msg["role"]):
|
| 231 |
+
st.markdown(msg["content"])
|
| 232 |
+
|
| 233 |
+
# Chat input
|
| 234 |
+
user_question = st.chat_input("Ask a question about the video...")
|
| 235 |
+
|
| 236 |
+
if user_question:
|
| 237 |
+
# Add user message
|
| 238 |
+
st.session_state.messages.append({"role": "user", "content": user_question})
|
| 239 |
+
with st.chat_message("user"):
|
| 240 |
+
st.markdown(user_question)
|
| 241 |
+
|
| 242 |
+
# Generate response
|
| 243 |
+
with st.chat_message("assistant"):
|
| 244 |
+
with st.spinner("Thinking..."):
|
| 245 |
+
try:
|
| 246 |
+
response = st.session_state.video_processor.chat_with_video(
|
| 247 |
+
st.session_state.video_file,
|
| 248 |
+
user_question
|
| 249 |
+
)
|
| 250 |
+
st.markdown(response)
|
| 251 |
+
st.session_state.messages.append({"role": "assistant", "content": response})
|
| 252 |
+
except Exception as e:
|
| 253 |
+
st.error(f"Error generating response: {str(e)}")
|
| 254 |
+
else:
|
| 255 |
+
st.info("Please upload or record a video first, then analyze it to start chatting.")
|
| 256 |
|
| 257 |
+
# Display summary if available
|
| 258 |
+
if st.session_state.summary:
|
| 259 |
+
st.markdown("---")
|
| 260 |
st.subheader("π Video Summary")
|
| 261 |
|
| 262 |
+
# Create columns for better layout
|
| 263 |
+
col1, col2 = st.columns([3, 1])
|
| 264 |
+
|
| 265 |
+
with col1:
|
| 266 |
st.markdown(st.session_state.summary)
|
| 267 |
+
|
| 268 |
+
with col2:
|
| 269 |
st.download_button(
|
| 270 |
label="π₯ Download Summary",
|
| 271 |
data=st.session_state.summary,
|
| 272 |
+
file_name=f"video_summary_{datetime.now().strftime('%Y%m%d_%H%M%S')}.txt",
|
| 273 |
+
mime="text/plain",
|
| 274 |
+
use_container_width=True
|
| 275 |
)
|
|
|
|
|
|
|
| 276 |
|
| 277 |
+
# Sidebar with instructions and info
|
| 278 |
with st.sidebar:
|
| 279 |
st.markdown("### π How to Use")
|
| 280 |
st.markdown("""
|
| 281 |
+
1. **Set API Key**: Add your Gemini API key to HF Spaces secrets
|
| 282 |
+
2. **Upload/Record**: Choose a video file or record one
|
| 283 |
+
3. **Analyze**: Click the analyze button
|
| 284 |
+
4. **Review**: Read the AI-generated summary
|
| 285 |
+
5. **Chat**: Ask questions about the video content
|
|
|
|
| 286 |
""")
|
| 287 |
|
| 288 |
+
st.markdown("### π― Best Practices")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 289 |
st.markdown("""
|
| 290 |
+
- Keep videos under 100MB for faster processing
|
| 291 |
+
- Ensure good lighting for recordings
|
| 292 |
+
- Speak clearly if recording audio
|
| 293 |
+
- Videos with clear content work best
|
| 294 |
""")
|
| 295 |
+
|
| 296 |
+
st.markdown("### βοΈ System Status")
|
| 297 |
+
if api_key:
|
| 298 |
+
st.success("β
API Key configured")
|
| 299 |
+
else:
|
| 300 |
+
st.error("β API Key missing")
|
| 301 |
+
|
| 302 |
+
if st.session_state.video_file:
|
| 303 |
+
st.success("β
Video loaded")
|
| 304 |
+
else:
|
| 305 |
+
st.info("β³ No video loaded")
|
| 306 |
+
|
| 307 |
+
if st.button("π Reset Everything"):
|
| 308 |
+
st.session_state.clear()
|
| 309 |
+
st.rerun()
|
| 310 |
|
| 311 |
if __name__ == "__main__":
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 312 |
main()
|