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88b9f42
1
Parent(s):
ff9fed3
Add application file
Browse files- app.py +80 -0
- requirements.txt +28 -0
app.py
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"""Python file to serve as the frontend"""
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import streamlit as st
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from streamlit_chat import message
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import os
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import openai
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#Import LLM wrapper
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from langchain.llms import OpenAI
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#Import Prompt Template
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from langchain.prompts import PromptTemplate
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#Import chains
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from langchain.chains import LLMChain
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#Import Sequential Chains
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from langchain.chains import SimpleSequentialChain
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def load_chain():
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os.environ["OPENAI_API_KEY"] = api_key
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llm = OpenAI(temperature=0.3)
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#user_in = input("Please describe your Python project in one to two sentences: ")
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first_prompt = PromptTemplate(
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input_variables=["user_in"],
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template= "You are a senior Python Engineer. List five steps required to develop the software project specified. Use the common libraries available in Python3. Be verbose in the code and opinionated about framework choice.:\n\n {user_in}"
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)
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#First chain
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chain = LLMChain(llm=llm, prompt=first_prompt)
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second_prompt = PromptTemplate(
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input_variables=["project"],
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template= "Produce the python3 code for each step of the software {project} described. Use appropriate style, classes and variables. Be verbose."
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)
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chain_two = LLMChain(llm=llm, prompt=second_prompt)
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overall_chain = SimpleSequentialChain(chains=[chain, chain_two], verbose=True)
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code_output = overall_chain.run(user_in)
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return chain
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chain = load_chain()
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# From here down is all the StreamLit UI.
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st.set_page_config(page_title="Python Project Generator", page_icon=":robot:")
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st.header("Python Project Generator")
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if "generated" not in st.session_state:
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st.session_state["generated"] = []
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if "past" not in st.session_state:
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st.session_state["past"] = []
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def get_text():
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user_input = st.text_input("Please describe your python project in 1-2 sentences", key="input")
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return user_input, get_key
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def get_key():
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get_key = st.text_input("Please enter your OpenAPI API Key", key="input")
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return get_key
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api_key = get_key()
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user_input = get_text()
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if user_input:
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output = chain.run(input=user_input)
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st.session_state.past.append(user_input)
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st.session_state.generated.append(output)
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if st.session_state["generated"]:
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for i in range(len(st.session_state["generated"]) - 1, -1, -1):
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message(st.session_state["generated"][i], key=str(i))
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message(st.session_state["past"][i], is_user=True, key=str(i) + "_user")
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requirements.txt
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aiohttp==3.8.4
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aiosignal==1.3.1
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async-timeout==4.0.2
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attrs==22.2.0
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certifi==2022.12.7
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charset-normalizer==3.1.0
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dataclasses-json==0.5.7
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frozenlist==1.3.3
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greenlet==2.0.2
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idna==3.4
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langchain==0.0.118
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marshmallow==3.19.0
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marshmallow-enum==1.5.1
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multidict==6.0.4
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mypy-extensions==1.0.0
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numpy==1.24.2
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openai==0.27.2
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packaging==23.0
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pydantic==1.10.6
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PyYAML==6.0
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requests==2.28.2
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SQLAlchemy==1.4.47
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tenacity==8.2.2
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tqdm==4.65.0
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typing-inspect==0.8.0
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typing_extensions==4.5.0
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urllib3==1.26.15
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yarl==1.8.2
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