Aditya Patkar
commited on
Commit
•
fb16faf
1
Parent(s):
6e03f80
Init
Browse files- app.py +43 -0
- requirements.txt +6 -0
app.py
ADDED
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
|
3 |
+
from langchain.agents import create_pandas_dataframe_agent
|
4 |
+
from langchain.chat_models import ChatOpenAI
|
5 |
+
from langchain.agents.agent_types import AgentType
|
6 |
+
|
7 |
+
import pandas as pd
|
8 |
+
|
9 |
+
form = st.sidebar.form(key='my_form')
|
10 |
+
user_api_key = form.text_input(
|
11 |
+
label="#### Your OpenAI API key 👇",
|
12 |
+
placeholder="Paste your openAI API key, sk-",
|
13 |
+
type="password")
|
14 |
+
uploaded_file = form.file_uploader("Choose a file")
|
15 |
+
text_prompt = form.text_area('Text Prompt', value='Hello, how are you?')
|
16 |
+
submit_button = form.form_submit_button(label='Submit')
|
17 |
+
if submit_button :
|
18 |
+
df = pd.read_csv(uploaded_file)
|
19 |
+
|
20 |
+
st.title("OpenAI Chatbot 🤖"
|
21 |
+
)
|
22 |
+
st.subheader("This is a simple chatbot that uses OpenAI's GPT-3 model to generate responses to your text prompt. ")
|
23 |
+
|
24 |
+
st.subheader("Your data:")
|
25 |
+
st.write(df)
|
26 |
+
|
27 |
+
#horizontal line
|
28 |
+
st.markdown("""---""")
|
29 |
+
|
30 |
+
st.subheader("AI generated response:")
|
31 |
+
|
32 |
+
agent = create_pandas_dataframe_agent(
|
33 |
+
ChatOpenAI(temperature=0, model="gpt-3.5-turbo-16k", openai_api_key=user_api_key),
|
34 |
+
df,
|
35 |
+
verbose=True,
|
36 |
+
agent_type=AgentType.OPENAI_FUNCTIONS,
|
37 |
+
)
|
38 |
+
|
39 |
+
result = agent.run(text_prompt)
|
40 |
+
st.write(result)
|
41 |
+
|
42 |
+
|
43 |
+
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
langchain==0.0.263
|
2 |
+
openai==0.27.8
|
3 |
+
pandas==2.0.2
|
4 |
+
streamlit==1.23.1
|
5 |
+
streamlit_chat==0.0.2.2
|
6 |
+
tabulate==0.9.0
|