Spaces:
Sleeping
Sleeping
aasherkamal216
commited on
Add files via upload
Browse files- 18-tools_agent_app.py +50 -0
- requirements.txt +36 -0
18-tools_agent_app.py
ADDED
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import os, dotenv
|
2 |
+
dotenv.load_dotenv()
|
3 |
+
import streamlit as st
|
4 |
+
from langchain_groq import ChatGroq
|
5 |
+
from langchain_community.utilities import ArxivAPIWrapper, WikipediaAPIWrapper
|
6 |
+
from langchain_community.tools import ArxivQueryRun, WikipediaQueryRun, DuckDuckGoSearchRun
|
7 |
+
from langchain.agents import initialize_agent, AgentType
|
8 |
+
from langchain.callbacks import StreamlitCallbackHandler
|
9 |
+
|
10 |
+
# Wikipedia Tool
|
11 |
+
wiki_wrapper = WikipediaAPIWrapper(top_k_results=1, doc_content_chars_max=300)
|
12 |
+
wiki_tool = WikipediaQueryRun(api_wrapper=wiki_wrapper)
|
13 |
+
# Arxiv Tool
|
14 |
+
arxiv_wrapper = ArxivAPIWrapper(top_k_results=1, doc_content_chars_max=300)
|
15 |
+
arxiv_tool = ArxivQueryRun(api_wrapper=arxiv_wrapper)
|
16 |
+
# DuckDuckGo Search Tool
|
17 |
+
search = DuckDuckGoSearchRun(name="Internet Search")
|
18 |
+
|
19 |
+
# Streamlit Code
|
20 |
+
st.set_page_config(page_icon=":mag:", page_title="Tools & Agent")
|
21 |
+
st.title(":green[Langchain] Search Agent")
|
22 |
+
|
23 |
+
with st.sidebar:
|
24 |
+
api_key = st.text_input("Enter Your Groq API Key:", type="password")
|
25 |
+
|
26 |
+
if "messages" not in st.session_state:
|
27 |
+
st.session_state["messages"] = [
|
28 |
+
{"role": "assistant", "content": "Hi there! How can I help you today?"}
|
29 |
+
]
|
30 |
+
|
31 |
+
for message in st.session_state.messages:
|
32 |
+
st.chat_message(message['role']).write(message['content'])
|
33 |
+
|
34 |
+
if api_key:
|
35 |
+
if prompt := st.chat_input("What is Generative AI?"):
|
36 |
+
st.session_state.messages.append({"role": "user", "content": prompt})
|
37 |
+
st.chat_message("user").write(prompt)
|
38 |
+
|
39 |
+
llm = ChatGroq(model="llama-3.1-70b-versatile", api_key=api_key, streaming=True)
|
40 |
+
tools = [wiki_tool, arxiv_tool, search]
|
41 |
+
|
42 |
+
search_agent = initialize_agent(tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, handling_parsing_errors=True)
|
43 |
+
|
44 |
+
with st.chat_message("assistant"):
|
45 |
+
st_callback = StreamlitCallbackHandler(st.container(), expand_new_thoughts=True)
|
46 |
+
response = search_agent.run(st.session_state.messages, callbacks=[st_callback])
|
47 |
+
st.write(response)
|
48 |
+
st.session_state.messages.append({"role": "assistant", "content": response})
|
49 |
+
else:
|
50 |
+
st.info("Please enter your API Key to proceed")
|
requirements.txt
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
langchain
|
2 |
+
python-dotenv
|
3 |
+
langchain_community
|
4 |
+
pypdf
|
5 |
+
bs4
|
6 |
+
arxiv
|
7 |
+
pymupdf
|
8 |
+
wikipedia
|
9 |
+
langchain-text-splitters
|
10 |
+
lxml
|
11 |
+
requests
|
12 |
+
langchain-google-genai
|
13 |
+
google-generativeai
|
14 |
+
langchain-cohere
|
15 |
+
sentence-transformers
|
16 |
+
langchain-huggingface
|
17 |
+
langchain-chroma
|
18 |
+
chromadb
|
19 |
+
faiss-cpu
|
20 |
+
langchain-qdrant
|
21 |
+
qrant_client
|
22 |
+
streamlit
|
23 |
+
langchain-groq
|
24 |
+
fastapi
|
25 |
+
uvicorn
|
26 |
+
langserve
|
27 |
+
arxiv
|
28 |
+
wikipedia
|
29 |
+
langchainhub
|
30 |
+
duckduckgo-search
|
31 |
+
psycopg2
|
32 |
+
youtube_transcript_api
|
33 |
+
unstructured
|
34 |
+
pytube
|
35 |
+
numexpr
|
36 |
+
huggingface_hub
|