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Browse files- app.py +105 -0
- requirements.txt +5 -0
app.py
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import streamlit as st
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from phi.agent import Agent
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from phi.model.google import Gemini
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from phi.tools.duckduckgo import DuckDuckGo
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from google.generativeai import upload_file, get_file
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import google.generativeai as genai
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import time
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from pathlib import Path
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import tempfile
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from dotenv import load_dotenv
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load_dotenv()
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import os
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API_KEY = os.getenv("GOOGLE_API_KEY")
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if API_KEY:
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genai.configure(api_key = API_KEY)
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# Page Configuration
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st.set_page_config(
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page_title="Multimodal AI Agent - Video Summarizer",
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page_icon="(1f4f9_videocamera) ",
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layout="wide"
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)
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st.title("Phidata Multimodal AI Summarizer Agent (1f4f9_videocamera) ")
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st.header("Powered by Gemini 2.0 Flash Exp")
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@st.cache_resource
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def initialize_agent():
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return Agent(
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name = "Video AI Summarizer",
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model = Gemini(id="gemini-2.0-exp"),
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tools = [DuckDuckGo()],
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markdown = True
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)
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# Initialize Agent
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multimodal_agent = initialize_agent()
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# File uploader
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video_file = st.file_uploader(
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"Upload a video file", type=['mp4', 'mov', 'avi'], help="Upload a video for AI Analysis"
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)
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if video_file:
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with tempfile.NamedTemporaryFile(delete=False, suffix='.mp4') as temp_video:
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temp_video.write(video_file.read())
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video_path = temp_video.name
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st.video(video_path, format="video/mp4", start_time=0)
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user_query = st.text_area(
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"What insights are you seeking from the video?",
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placeholder="Ask anything about the video content. The AI Agent will analyze and gather additional information",
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help="Provide specific question or insights you want from the video."
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)
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if st.button("Analyze video", key="analyze_video_button"):
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if not user_query:
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st.warning("Please enter a question or insight to analyze the video.")
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else:
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try:
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with st.spinner("Processing video and gathering insights..."):
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#Upload and process video file
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processed_video = upload_file(video_path)
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while processed_video.state.name == "PROCESSING":
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time.sleep(1)
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processed_video = get_file(processed_video.name)
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#prompt generation for analysis
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analyses_prompt = (f"""
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Analyze the uploaded video for content and context.
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Respond the following query using the video insights and supplimentary web research
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{user_query}
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Provide a detailed, user-friendly and actionable response.
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"""
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)
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#AI agent processing
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response = multimodal_agent.run(analyses_prompt, video = [processed_video])
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#Display the result
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st.subheader("Analysis result")
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st.markdown(response.content)
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except Exception as error:
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st.error(f"An error occured during analysis: {error}")
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finally:
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# Clean temporary file
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Path(video_path).unlink(missing_ok=True)
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else:
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st.info("Upload a video file to begin analysis")
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# Customize text are heihght
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st.markdown(
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"""
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<style>
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.stTextArea textarea {
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height: 100px;
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}
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</style>
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""",
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unsafe_allow_html=True
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)
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requirements.txt
ADDED
@@ -0,0 +1,5 @@
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1 |
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streamlit
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2 |
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phidata
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google-generativeai
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openai
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duckduckgo-search
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