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Update app.py
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app.py
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@@ -1,7 +1,7 @@
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import os
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import subprocess
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import streamlit as st
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from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
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import black
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from pylint import lint
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from io import StringIO
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@@ -30,6 +30,15 @@ if 'current_state' not in st.session_state:
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'workspace_chat': {}
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}
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class AIAgent:
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def __init__(self, name, description, skills):
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self.name = name
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agent_prompt = f"""
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As an elite expert developer, my name is {self.name}. I possess a comprehensive understanding of the following areas:
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{skills_str}
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I am confident that I can leverage my expertise to assist you in developing and deploying cutting-edge web applications. Please feel free to ask any questions or present any challenges you may encounter.
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"""
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return agent_prompt
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def autonomous_build(self, chat_history, workspace_projects):
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"""
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Autonomous build logic that continues based on the state of chat history and workspace projects.
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"""
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# Generate a response based on the analysis
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next_step = "Based on the current state, the next logical step is to implement the main application logic."
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return summary, next_step
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def save_agent_to_file(agent):
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translated_code = translator(code, target_lang=target_language)[0]['translation_text']
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return translated_code
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def generate_code(code_idea):
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def chat_interface(input_text):
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"""Handles general chat interactions with the user."""
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workspace_status = workspace_interface(project_name)
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st.success(workspace_status)
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# Add Code to Workspace
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st.subheader("Add Code to Workspace")
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code_to_add = st.text_area("Enter code to add to workspace:")
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st.session_state.chat_history.append((agent_chat_input, agent_chat_response))
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st.write(f"{selected_agent}: {agent_chat_response}")
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# Automate Build Process
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st.subheader("Automate Build Process")
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if st.button("Automate"):
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agent = AIAgent(selected_agent, "", []) # Load the agent without skills for now
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summary, next_step = agent.autonomous_build(st.session_state.chat_history, st.session_state.workspace_projects)
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st.write("Autonomous Build Summary:")
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st.write(summary)
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st.write("Next Step:")
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import os
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import subprocess
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import streamlit as st
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from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer, AutoModel
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import black
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from pylint import lint
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from io import StringIO
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'workspace_chat': {}
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}
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# List of top downloaded free code-generative models from Hugging Face Hub
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AVAILABLE_CODE_GENERATIVE_MODELS = [
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"bigcode/starcoder", # Popular and powerful
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"Salesforce/codegen-350M-mono", # Smaller, good for quick tasks
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"microsoft/CodeGPT-small", # Smaller, good for quick tasks
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"google/flan-t5-xl", # Powerful, good for complex tasks
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"facebook/bart-large-cnn", # Good for text-to-code tasks
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]
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class AIAgent:
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def __init__(self, name, description, skills):
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self.name = name
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agent_prompt = f"""
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As an elite expert developer, my name is {self.name}. I possess a comprehensive understanding of the following areas:
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{skills_str}
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I am confident that I can leverage my expertise to assist you in developing and deploying cutting-edge web applications. Please feel free to ask any questions or present any challenges you may encounter.
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"""
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return agent_prompt
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def autonomous_build(self, chat_history, workspace_projects, project_name, selected_model):
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"""
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Autonomous build logic that continues based on the state of chat history and workspace projects.
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"""
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# Generate a response based on the analysis
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next_step = "Based on the current state, the next logical step is to implement the main application logic."
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# Ensure project folder exists
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project_path = os.path.join(PROJECT_ROOT, project_name)
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if not os.path.exists(project_path):
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os.makedirs(project_path)
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# Create requirements.txt if it doesn't exist
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requirements_file = os.path.join(project_path, "requirements.txt")
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if not os.path.exists(requirements_file):
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with open(requirements_file, "w") as f:
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f.write("# Add your project's dependencies here\n")
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# Create app.py if it doesn't exist
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app_file = os.path.join(project_path, "app.py")
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if not os.path.exists(app_file):
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with open(app_file, "w") as f:
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f.write("# Your project's main application logic goes here\n")
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# Generate GUI code for app.py if requested
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if "create a gui" in summary.lower():
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gui_code = generate_code("Create a simple GUI for this application", selected_model)
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with open(app_file, "a") as f:
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f.write(gui_code)
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# Run the default build process
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build_command = "pip install -r requirements.txt && python app.py"
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try:
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result = subprocess.run(build_command, shell=True, capture_output=True, text=True, cwd=project_path)
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st.write(f"Build Output:\n{result.stdout}")
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if result.stderr:
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st.error(f"Build Errors:\n{result.stderr}")
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except Exception as e:
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st.error(f"Build Error: {e}")
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return summary, next_step
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def save_agent_to_file(agent):
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translated_code = translator(code, target_lang=target_language)[0]['translation_text']
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return translated_code
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def generate_code(code_idea, model_name):
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"""Generates code using the selected model."""
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try:
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generator = pipeline('text-generation', model=model_name)
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generated_code = generator(code_idea, max_length=1000, num_return_sequences=1)[0]['generated_text']
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return generated_code
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except Exception as e:
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return f"Error generating code: {e}"
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def chat_interface(input_text):
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"""Handles general chat interactions with the user."""
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workspace_status = workspace_interface(project_name)
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st.success(workspace_status)
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# Automatically create requirements.txt and app.py
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project_path = os.path.join(PROJECT_ROOT, project_name)
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requirements_file = os.path.join(project_path, "requirements.txt")
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if not os.path.exists(requirements_file):
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with open(requirements_file, "w") as f:
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f.write("# Add your project's dependencies here\n")
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app_file = os.path.join(project_path, "app.py")
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if not os.path.exists(app_file):
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with open(app_file, "w") as f:
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f.write("# Your project's main application logic goes here\n")
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# Add Code to Workspace
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st.subheader("Add Code to Workspace")
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code_to_add = st.text_area("Enter code to add to workspace:")
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st.session_state.chat_history.append((agent_chat_input, agent_chat_response))
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st.write(f"{selected_agent}: {agent_chat_response}")
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# Code Generation
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st.subheader("Code Generation")
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code_idea = st.text_input("Enter your code idea:")
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# Model Selection Menu
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selected_model = st.selectbox("Select a code-generative model", AVAILABLE_CODE_GENERATIVE_MODELS)
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if st.button("Generate Code"):
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generated_code = generate_code(code_idea, selected_model)
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st.code(generated_code, language="python")
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# Automate Build Process
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st.subheader("Automate Build Process")
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if st.button("Automate"):
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agent = AIAgent(selected_agent, "", []) # Load the agent without skills for now
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summary, next_step = agent.autonomous_build(st.session_state.chat_history, st.session_state.workspace_projects, project_name, selected_model)
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st.write("Autonomous Build Summary:")
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st.write(summary)
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st.write("Next Step:")
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