Added new demo
This commit is contained in:
parent
d98ee4ab7d
commit
78008788de
3 changed files with 123 additions and 0 deletions
39
ai_agent_tutorials/multimodal_ai_agent/README.md
Normal file
39
ai_agent_tutorials/multimodal_ai_agent/README.md
Normal file
|
|
@ -0,0 +1,39 @@
|
||||||
|
## 🧬 Multimodal AI Agent
|
||||||
|
|
||||||
|
A Streamlit application that combines video analysis and web search capabilities using Google's Gemini 2.0 model. This agent can analyze uploaded videos and answer questions by combining visual understanding with web-search.
|
||||||
|
|
||||||
|
### Features
|
||||||
|
|
||||||
|
- Video analysis using Gemini 2.0 Flash
|
||||||
|
- Web research integration via DuckDuckGo
|
||||||
|
- Support for multiple video formats (MP4, MOV, AVI)
|
||||||
|
- Real-time video processing
|
||||||
|
- Combined visual and textual analysis
|
||||||
|
|
||||||
|
### How to get Started?
|
||||||
|
|
||||||
|
1. Clone the GitHub repository
|
||||||
|
|
||||||
|
```bash
|
||||||
|
git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
|
||||||
|
cd multimodal_ai_agents
|
||||||
|
```
|
||||||
|
2. Install the required dependencies:
|
||||||
|
|
||||||
|
```bash
|
||||||
|
pip install -r requirements.txt
|
||||||
|
```
|
||||||
|
3. Get your Google Gemini API Key
|
||||||
|
|
||||||
|
- Sign up for an [Google AI Studio account](https://aistudio.google.com/apikey) and obtain your API key.
|
||||||
|
|
||||||
|
4. Set up your Gemini API Key as the environment variable
|
||||||
|
|
||||||
|
```bash
|
||||||
|
GOOGLE_API_KEY=your_api_key_here
|
||||||
|
```
|
||||||
|
|
||||||
|
5. Run the Streamlit App
|
||||||
|
```bash
|
||||||
|
streamlit run multimodal_agent.py
|
||||||
|
```
|
||||||
82
ai_agent_tutorials/multimodal_ai_agent/mutimodal_agent.py
Normal file
82
ai_agent_tutorials/multimodal_ai_agent/mutimodal_agent.py
Normal file
|
|
@ -0,0 +1,82 @@
|
||||||
|
import streamlit as st
|
||||||
|
from phi.agent import Agent
|
||||||
|
from phi.model.google import Gemini
|
||||||
|
from phi.tools.duckduckgo import DuckDuckGo
|
||||||
|
from google.generativeai import upload_file, get_file
|
||||||
|
import time
|
||||||
|
from pathlib import Path
|
||||||
|
import tempfile
|
||||||
|
|
||||||
|
st.set_page_config(
|
||||||
|
page_title="Multimodal AI Agent",
|
||||||
|
page_icon="🧬",
|
||||||
|
layout="wide"
|
||||||
|
)
|
||||||
|
|
||||||
|
st.title("Multimodal AI Agent 🧬")
|
||||||
|
|
||||||
|
# Initialize single agent with both capabilities
|
||||||
|
@st.cache_resource
|
||||||
|
def initialize_agent():
|
||||||
|
return Agent(
|
||||||
|
name="Multimodal Analyst",
|
||||||
|
model=Gemini(id="gemini-2.0-flash-exp"),
|
||||||
|
tools=[DuckDuckGo()],
|
||||||
|
markdown=True,
|
||||||
|
)
|
||||||
|
|
||||||
|
agent = initialize_agent()
|
||||||
|
|
||||||
|
# File uploader
|
||||||
|
uploaded_file = st.file_uploader("Upload a video file", type=['mp4', 'mov', 'avi'])
|
||||||
|
|
||||||
|
if uploaded_file:
|
||||||
|
with tempfile.NamedTemporaryFile(delete=False, suffix='.mp4') as tmp_file:
|
||||||
|
tmp_file.write(uploaded_file.read())
|
||||||
|
video_path = tmp_file.name
|
||||||
|
|
||||||
|
st.video(video_path)
|
||||||
|
|
||||||
|
user_prompt = st.text_area(
|
||||||
|
"What would you like to know?",
|
||||||
|
placeholder="Ask any question related to the video - the AI Agent will analyze it and search the web if needed",
|
||||||
|
help="You can ask questions about the video content and get relevant information from the web"
|
||||||
|
)
|
||||||
|
|
||||||
|
if st.button("Analyze & Research"):
|
||||||
|
if not user_prompt:
|
||||||
|
st.warning("Please enter your question.")
|
||||||
|
else:
|
||||||
|
try:
|
||||||
|
with st.spinner("Processing video and researching..."):
|
||||||
|
video_file = upload_file(video_path)
|
||||||
|
while video_file.state.name == "PROCESSING":
|
||||||
|
time.sleep(2)
|
||||||
|
video_file = get_file(video_file.name)
|
||||||
|
|
||||||
|
prompt = f"""
|
||||||
|
First analyze this video and then answer the following question using both
|
||||||
|
the video analysis and web research: {user_prompt}
|
||||||
|
|
||||||
|
Provide a comprehensive response focusing on practical, actionable information.
|
||||||
|
"""
|
||||||
|
|
||||||
|
result = agent.run(prompt, videos=[video_file])
|
||||||
|
|
||||||
|
st.subheader("Result")
|
||||||
|
st.markdown(result.content)
|
||||||
|
|
||||||
|
except Exception as e:
|
||||||
|
st.error(f"An error occurred: {str(e)}")
|
||||||
|
finally:
|
||||||
|
Path(video_path).unlink(missing_ok=True)
|
||||||
|
else:
|
||||||
|
st.info("Please upload a video to begin analysis.")
|
||||||
|
|
||||||
|
st.markdown("""
|
||||||
|
<style>
|
||||||
|
.stTextArea textarea {
|
||||||
|
height: 100px;
|
||||||
|
}
|
||||||
|
</style>
|
||||||
|
""", unsafe_allow_html=True)
|
||||||
2
ai_agent_tutorials/multimodal_ai_agent/requirements.txt
Normal file
2
ai_agent_tutorials/multimodal_ai_agent/requirements.txt
Normal file
|
|
@ -0,0 +1,2 @@
|
||||||
|
phidata==2.7.2
|
||||||
|
google-generativeai==0.8.3
|
||||||
Loading…
Reference in a new issue