Commit
Β·
f0b2bc6
0
Parent(s):
Initial commit
Browse files- .gitattributes +35 -0
- README.md +14 -0
- app.py +81 -0
- requirements.txt +5 -0
.gitattributes
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Phidata Multimodal AI Agent
|
| 3 |
+
emoji: π
|
| 4 |
+
colorFrom: green
|
| 5 |
+
colorTo: gray
|
| 6 |
+
sdk: streamlit
|
| 7 |
+
sdk_version: 1.41.1
|
| 8 |
+
app_file: app.py
|
| 9 |
+
pinned: false
|
| 10 |
+
license: mit
|
| 11 |
+
short_description: Phidata Multimodal AI Agent
|
| 12 |
+
---
|
| 13 |
+
|
| 14 |
+
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
app.py
ADDED
|
@@ -0,0 +1,81 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
from phi.agent import Agent
|
| 3 |
+
from phi.model.google import Gemini
|
| 4 |
+
from phi.tools.duckduckgo import DuckDuckGo
|
| 5 |
+
from google.generativeai import upload_file, get_file
|
| 6 |
+
import time
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
import tempfile
|
| 9 |
+
|
| 10 |
+
st.set_page_config(
|
| 11 |
+
page_title="Multimodal AI Agent",
|
| 12 |
+
page_icon="π₯",
|
| 13 |
+
layout="wide"
|
| 14 |
+
)
|
| 15 |
+
|
| 16 |
+
st.title("Phidata Multimodal AI Agent π₯π€π¬")
|
| 17 |
+
st.header("Powered by Gemini 2.0 Flash Exp")
|
| 18 |
+
|
| 19 |
+
@st.cache_resource
|
| 20 |
+
def initialize_agent():
|
| 21 |
+
return Agent(
|
| 22 |
+
name="Multimodal Analyst",
|
| 23 |
+
model=Gemini(id="gemini-2.0-flash-exp"),
|
| 24 |
+
tools=[DuckDuckGo()],
|
| 25 |
+
markdown=True,
|
| 26 |
+
)
|
| 27 |
+
|
| 28 |
+
agent = initialize_agent()
|
| 29 |
+
|
| 30 |
+
uploaded_file = st.file_uploader("Upload a video file", type=['mp4', 'mov', 'avi'])
|
| 31 |
+
|
| 32 |
+
if uploaded_file:
|
| 33 |
+
with tempfile.NamedTemporaryFile(delete=False, suffix='.mp4') as tmp_file:
|
| 34 |
+
tmp_file.write(uploaded_file.read())
|
| 35 |
+
upload_path = tmp_file.name
|
| 36 |
+
|
| 37 |
+
st.video(upload_path)
|
| 38 |
+
|
| 39 |
+
user_prompt = st.text_area(
|
| 40 |
+
"What are you looking for in this video?",
|
| 41 |
+
placeholder="Ask anything about the video - AI Agent will analyze everything and search the web if needed",
|
| 42 |
+
help="You can ask questions about the video content and get information from the web"
|
| 43 |
+
)
|
| 44 |
+
|
| 45 |
+
if st.button("Analyze"):
|
| 46 |
+
if not user_prompt:
|
| 47 |
+
st.warning("Please enter your question.")
|
| 48 |
+
else:
|
| 49 |
+
try:
|
| 50 |
+
with st.spinner("Analyzing video and searching the web..."):
|
| 51 |
+
video_file = upload_file(upload_path)
|
| 52 |
+
while video_file.state.name == "PROCESSING":
|
| 53 |
+
time.sleep(1)
|
| 54 |
+
video_file = get_file(video_file.name)
|
| 55 |
+
|
| 56 |
+
prompt = f"""
|
| 57 |
+
First analyze the video and then answer this question using both
|
| 58 |
+
the video analysis and web research, question: {user_prompt}
|
| 59 |
+
|
| 60 |
+
Provide a comprehensive response focusing on practical, actionable information.
|
| 61 |
+
"""
|
| 62 |
+
|
| 63 |
+
result = agent.run(prompt, videos=[video_file])
|
| 64 |
+
|
| 65 |
+
st.subheader("Result")
|
| 66 |
+
st.markdown(result.content)
|
| 67 |
+
|
| 68 |
+
except Exception as e:
|
| 69 |
+
st.error(f"An error occurred: {str(e)}")
|
| 70 |
+
finally:
|
| 71 |
+
Path(upload_path).unlink(missing_ok=True)
|
| 72 |
+
else:
|
| 73 |
+
st.info("Please upload a video to begin analysis.")
|
| 74 |
+
|
| 75 |
+
st.markdown("""
|
| 76 |
+
<style>
|
| 77 |
+
.stTextArea textarea {
|
| 78 |
+
height: 100px;
|
| 79 |
+
}
|
| 80 |
+
</style>
|
| 81 |
+
""", unsafe_allow_html=True)
|
requirements.txt
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
streamlit
|
| 2 |
+
phidata
|
| 3 |
+
google-generativeai
|
| 4 |
+
openai
|
| 5 |
+
duckduckgo-search
|