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Update app.py
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app.py
CHANGED
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@@ -27,7 +27,7 @@ def get_vectorstore():
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@st.cache_resource
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def get_memory():
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"""Initialize memory
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return ConversationBufferMemory(memory_key="chat_history", return_messages=True)
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# Initialize models and memory
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@@ -35,53 +35,52 @@ llm = get_openai_model()
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vectorstore = get_vectorstore()
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memory = get_memory()
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# ------------------------------- PROMPT TEMPLATES -------------------------------
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input_variables=["language", "description"
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template="""
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You are an **expert AI coding assistant**
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**
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{context}
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**Current Task:** Generate a structured and functional code snippet.
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**Language:** {language}
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**
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-
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- Include comments
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- If applicable, provide
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"""
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)
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input_variables=["code"
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template="""
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Improve the
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**Previous Conversation Context:**
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{context}
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**Original Code:**
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{code}
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**
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"""
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)
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input_variables=["code", "modification"
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template="""
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Modify the code
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**Previous Conversation Context:**
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{context}
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**Original Code:**
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{code}
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**
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{modification}
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**Modified Code:**
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@@ -89,73 +88,65 @@ modify_template = PromptTemplate(
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)
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# ------------------------------- STREAMLIT UI -------------------------------
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st.title("🧠💻
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st.markdown("### Generate,
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languages = [
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language = st.selectbox("Select a programming language:", languages)
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description = st.text_area("
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# ------------------------------- SESSION STATE -------------------------------
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if "generated_code" not in st.session_state:
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st.session_state.generated_code = ""
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if "chat_history" not in st.session_state:
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st.session_state.chat_history = []
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# ------------------------------- ASYNC FUNCTIONS -------------------------------
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async def generate_code():
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"""Generates code while
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if not description.strip():
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st.warning("Please enter a
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return
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st.info("
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# Retrieve past interactions for context
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previous_context = "\n".join(st.session_state.chat_history)
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# Format prompt
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prompt =
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# Generate code asynchronously
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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# Store generated code and
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st.session_state.generated_code = response.content
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st.session_state.chat_history.append(f"User asked: {description}\nAI Response:\n{response.content}")
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# Display code
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st.subheader("
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st.code(st.session_state.generated_code, language=language.lower())
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# Save to vectorstore for
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vectorstore.add_texts([st.session_state.generated_code])
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async def enhance_code():
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"""Enhances
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if not st.session_state.generated_code:
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st.warning("Generate code first before enhancing!")
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return
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st.info("
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previous_context = "\n".join(st.session_state.chat_history)
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prompt =
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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st.session_state.generated_code = response.content
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st.
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st.subheader("Enhanced Code:")
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st.code(st.session_state.generated_code, language=language.lower())
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async def modify_code():
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"""Modifies
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modification = st.text_area("
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if st.button("Apply
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if not st.session_state.generated_code:
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st.warning("Generate code first before modifying!")
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return
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@@ -163,17 +154,13 @@ async def modify_code():
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st.warning("Please enter modification details!")
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return
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st.info("
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prompt = modify_template.format(code=st.session_state.generated_code, modification=modification, context=previous_context)
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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st.session_state.generated_code = response.content
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st.
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st.subheader("Modified Code:")
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st.code(st.session_state.generated_code, language=language.lower())
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# ------------------------------- BUTTONS -------------------------------
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if st.session_state.generated_code:
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st.download_button("Download Code", st.session_state.generated_code, "generated_code.txt", "text/plain")
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# ------------------------------- DISPLAY MEMORY -------------------------------
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st.subheader("Chat History & Context")
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st.text_area("Conversation Memory", value="\n".join(st.session_state.chat_history), height=200, disabled=True)
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st.markdown("---")
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st.markdown("🔹 **
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@st.cache_resource
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def get_memory():
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"""Initialize memory for conversational interactions."""
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return ConversationBufferMemory(memory_key="chat_history", return_messages=True)
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# Initialize models and memory
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vectorstore = get_vectorstore()
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memory = get_memory()
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# ------------------------------- STRONGER PROMPT TEMPLATES -------------------------------
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code_prompt = PromptTemplate(
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input_variables=["language", "description"],
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template="""
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You are an **expert AI coding assistant** specializing in **ALL programming languages**.
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**Task:** Generate an optimized, structured, and functional code snippet.
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**Language:** {language}
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**User Request:** {description}
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- Follow industry best practices and clean code principles.
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- Include relevant comments for clarity.
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- If applicable, provide setup instructions.
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- Use efficient algorithms and optimize performance.
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- Ensure security measures are implemented where needed.
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"""
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)
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enhance_prompt = PromptTemplate(
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input_variables=["code"],
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template="""
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Improve the following code:
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**Original Code:**
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{code}
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**Enhancements Required:**
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- Optimize performance and efficiency.
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- Improve security, error handling, and best practices.
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- Add better structure and documentation.
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- Ensure clean, readable formatting.
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**Enhanced Code:**
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"""
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)
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modify_prompt = PromptTemplate(
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input_variables=["code", "modification"],
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template="""
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Modify the following code based on user requests:
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**Original Code:**
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{code}
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**Modification Request:**
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{modification}
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**Modified Code:**
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)
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# ------------------------------- STREAMLIT UI -------------------------------
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st.title("🧠💻 Intelligent Coding Agent")
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st.markdown("### Generate, Improve, and Modify Code in Any Programming Language!")
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languages = [
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"Python", "JavaScript", "TypeScript", "PHP", "C#", "Java", "C++", "Go", "Rust", "Swift",
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"Kotlin", "R", "SQL", "Bash", "HTML/CSS/JS"
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]
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language = st.selectbox("Select a programming language:", languages)
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description = st.text_area("What do you need?", placeholder="E.g., Build an authentication system in Flask")
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# ------------------------------- SESSION STATE -------------------------------
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if "generated_code" not in st.session_state:
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st.session_state.generated_code = ""
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# ------------------------------- ASYNC FUNCTIONS -------------------------------
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async def generate_code():
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"""Generates optimized code while keeping a conversational flow."""
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if not description.strip():
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st.warning("Please enter a description!")
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return
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st.info("🧑💻 Thinking and generating your code...")
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# Format prompt
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prompt = code_prompt.format(language=language, description=description)
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# Generate code asynchronously
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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# Store generated code and maintain conversation flow
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st.session_state.generated_code = response.content
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# Display code in a properly formatted block
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st.subheader("Here’s your generated code:")
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st.code(st.session_state.generated_code, language=language.lower())
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# Save to vectorstore for reference
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vectorstore.add_texts([st.session_state.generated_code])
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async def enhance_code():
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"""Enhances existing code with better efficiency, structure, and readability."""
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if not st.session_state.generated_code:
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st.warning("Generate code first before enhancing!")
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return
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st.info("🔄 Improving your code...")
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prompt = enhance_prompt.format(code=st.session_state.generated_code)
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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st.session_state.generated_code = response.content
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st.subheader("Here’s the improved version:")
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st.code(st.session_state.generated_code, language=language.lower())
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async def modify_code():
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"""Modifies code based on user feedback."""
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modification = st.text_area("What changes do you want?", placeholder="E.g., Add input validation")
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if st.button("Apply Changes"):
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if not st.session_state.generated_code:
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st.warning("Generate code first before modifying!")
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return
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st.warning("Please enter modification details!")
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return
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st.info("🔄 Making modifications...")
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prompt = modify_prompt.format(code=st.session_state.generated_code, modification=modification)
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response = await asyncio.to_thread(llm.invoke, [HumanMessage(content=prompt)])
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st.session_state.generated_code = response.content
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st.subheader("Here’s the modified code:")
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st.code(st.session_state.generated_code, language=language.lower())
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# ------------------------------- BUTTONS -------------------------------
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if st.session_state.generated_code:
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st.download_button("Download Code", st.session_state.generated_code, "generated_code.txt", "text/plain")
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st.markdown("---")
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st.markdown("🔹 **Powered by OpenAI GPT-4, LangChain, and ChromaDB** 🔹")
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