Spaces:
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| import json | |
| import streamlit as st | |
| import os | |
| import subprocess | |
| from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer | |
| from huggingface_hub import HfApi | |
| try: | |
| huggingface_json = st.secrets["hf_token"] | |
| huggingface_data = json.loads("huggingface_json") | |
| huggingface_token = huggingface_data["huggingface_json"] | |
| except Exception as e: | |
| st.error(f"Unable to load secrets: {str(e)}") | |
| raise | |
| PROJECT_ROOT = "projects" | |
| AGENT_DIRECTORY = "agents" | |
| AVAILABLE_CODE_GENERATIVE_MODELS = ["bigcode/starcoder", "Salesforce/codegen-350M-mono", "microsoft/CodeGPT-small"] | |
| # Global state to manage communication between Tool Box and Workspace Chat App | |
| if 'chat_history' not in st.session_state: | |
| st.session_state.chat_history = [] | |
| if 'terminal_history' not in st.session_state: | |
| st.session_state.terminal_history = [] | |
| if 'workspace_projects' not in st.session_state: | |
| st.session_state.workspace_projects = {} | |
| if 'available_agents' not in st.session_state: | |
| st.session_state.available_agents = [] | |
| # AI Guide Toggle | |
| ai_guide_level = st.sidebar.radio("AI Guide Level", ["Full Assistance", "Partial Assistance", "No Assistance"]) | |
| class AIAgent: | |
| def __init__(self, name, description, skills): | |
| self.name = name | |
| self.description = description | |
| self.skills = skills | |
| self._hf_api = HfApi(token=huggingface_token) | |
| def create_agent_prompt(self): | |
| skills_str = '\n'.join([f"* {skill}" for skill in self.skills]) | |
| agent_prompt = f""" | |
| As an elite expert developer, my name is {self.name}. I possess a comprehensive understanding of the following areas: | |
| {skills_str} | |
| 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. | |
| """ | |
| return agent_prompt | |
| def autonomous_build(self, chat_history, workspace_projects, project_name, selected_model, hf_token): | |
| summary = "Chat History:\n" + "\n".join([f"User: {u}\nAgent: {a}" for u, a in chat_history]) | |
| summary += "\n\nWorkspace Projects:\n" + "\n".join([f"{p}: {details}" for p, details in workspace_projects.items()]) | |
| next_step = "Based on the current state, the next logical step is to implement the main application logic." | |
| return summary, next_step | |
| def deploy_built_space_to_hf(self): | |
| # Implement logic to deploy the built space to Hugging Face Spaces | |
| pass | |
| def has_valid_hf_token(self): | |
| return self._hf_api.whoami() is not None | |
| def process_input(input_text): | |
| chatbot = pipeline("text-generation", model="microsoft/DialoGPT-medium", tokenizer="microsoft/DialoGPT-medium") | |
| response = chatbot(input_text, max_length=50, num_return_sequences=1)[0]['generated_text'] | |
| return response | |
| def run_code(code): | |
| try: | |
| result = subprocess.run(code, shell=True, capture_output=True, text=True) | |
| return result.stdout | |
| except Exception as e: | |
| return str(e) | |
| def workspace_interface(project_name): | |
| project_path = os.path.join(PROJECT_ROOT, project_name) | |
| if not os.path.exists(project_path): | |
| os.makedirs(project_path) | |
| st.session_state.workspace_projects[project_name] = {'files': []} | |
| return f"Project '{project_name}' created successfully." | |
| else: | |
| return f"Project '{project_name}' already exists." | |
| def add_code_to_workspace(project_name, code, file_name): | |
| project_path = os.path.join(PROJECT_ROOT, project_name) | |
| if not os.path.exists(project_path): | |
| return f"Project '{project_name}' does not exist." | |
| file_path = os.path.join(project_path, file_name) | |
| with open(file_path, "w") as file: | |
| file.write(code) | |
| st.session_state.workspace_projects[project_name]['files'].append(file_name) | |
| return f"Code added to '{file_name}' in project '{project_name}'." | |
| def display_chat_history(chat_history): | |
| return "\n".join([f"User: {u}\nAgent: {a}" for u, a in chat_history]) | |
| def display_workspace_projects(workspace_projects): | |
| return "\n".join([f"{p}: {details}" for p, details in workspace_projects.items()]) | |
| if __name__ == "__main__": | |
| st.set_page_config(layout="wide", page_title="AI-Powered Development Platform") | |
| # Sidebar | |
| st.sidebar.title("AI Development Platform") | |
| st.sidebar.header("Tool Box") | |
| st.sidebar.subheader("Workspace Management") | |
| project_name_input = st.sidebar.text_input("Project Name:") | |
| create_project_button = st.sidebar.button("Create Project") | |
| if create_project_button: | |
| st.sidebar.write(workspace_interface(project_name_input)) | |
| st.sidebar.subheader("Code Generation") | |
| selected_model = st.sidebar.selectbox("Select Code Model", AVAILABLE_CODE_GENERATIVE_MODELS) | |
| code_input = st.sidebar.text_area("Enter Code Prompt:") | |
| generate_code_button = st.sidebar.button("Generate Code") | |
| if generate_code_button: | |
| if selected_model: | |
| tokenizer = AutoTokenizer.from_pretrained(selected_model) | |
| model = AutoModelForCausalLM.from_pretrained(selected_model) | |
| code_generator = pipeline("text-generation", model=model, tokenizer=tokenizer) | |
| generated_code = code_generator(code_input, max_length=500, num_return_sequences=1)[0]['generated_text'] | |
| st.sidebar.code(generated_code) | |
| else: | |
| st.sidebar.error("Please select a code model.") | |
| st.sidebar.subheader("Terminal") | |
| command = st.sidebar.text_input("Enter a command:") | |
| if command: | |
| output, error = run_code(command) | |
| if error: | |
| st.sidebar.error(f"Error executing command: {error}") | |
| else: | |
| st.sidebar.code(output) | |
| # Main Content | |
| st.title("AI-Powered Development Platform") | |
| st.header("Workspace") | |
| st.subheader("Chat with an AI Agent") | |
| chat_input = st.text_input("Enter your message:") | |
| if chat_input: | |
| st.session_state.chat_history.append((chat_input, process_input(chat_input))) | |
| st.markdown("## Chat History ##") | |
| st.markdown(display_chat_history(st.session_state.chat_history)) | |
| st.subheader("Available Agents") | |
| for agent_name in st.session_state.available_agents: | |
| st.write(f"**{agent_name}**") | |
| st.subheader("Project Management") | |
| st.markdown(display_workspace_projects(st.session_state.workspace_projects)) | |
| # AI Guide | |
| if ai_guide_level == "Full Assistance": | |
| st.markdown("## AI Guide: Full Assistance ##") | |
| st.write("**Recommended Action:**") | |
| st.write("Create a new project and then generate some code.") | |
| elif ai_guide_level == "Partial Assistance": | |
| st.markdown("## AI Guide: Partial Assistance ##") | |
| st.write("**Tips:**") | |
| st.write("Use the chat interface to ask questions about your project.") | |
| st.write("Use the code generation tool to generate code snippets.") | |
| else: | |
| st.markdown("## AI Guide: No Assistance ##") | |
| st.write("You are on your own!") | |
| # Autonomous Build | |
| if st.button("Autonomous Build"): | |
| project_name = project_name_input | |
| selected_model = selected_model | |
| agent = AIAgent("Code Architect", "I am an expert in code generation and deployment.", ["Code Generation", "Deployment"]) | |
| summary, next_step = agent.autonomous_build(st.session_state.chat_history, st.session_state.workspace_projects, project_name, selected_model, huggingface_token) | |
| st.write("Autonomous Build Summary:") | |
| st.write(summary) | |
| st.write("Next Step:") | |
| st.write(next_step) | |
| if agent._hf_api and agent.has_valid_hf_token(): | |
| repository = agent.deploy_built_space_to_hf() | |
| st.markdown("## Congratulations! Successfully deployed Space �� ##") | |
| st.markdown("[Check out your new Space here](hf.co/" + repository.name + ")") | |
| # CSS for styling | |
| st.markdown(""" | |
| <style> | |
| /* Advanced and Accommodating CSS */ | |
| body { | |
| font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; | |
| background-color: #f4f4f9; | |
| color: #333; | |
| margin: 0; | |
| padding: 0; | |
| } | |
| h1, h2, h3, h4, h5, h6 { | |
| color: #333; | |
| } | |
| .container { | |
| width: 90%; | |
| margin: 0 auto; | |
| padding: 20px; | |
| } | |
| /* Navigation Sidebar */ | |
| .sidebar { | |
| background-color: #2c3e50; | |
| color: #ecf0f1; | |
| padding: 20px; | |
| height: 100vh; | |
| position: fixed; | |
| top: 0; | |
| left: 0; | |
| width: 250px; | |
| overflow-y: auto; | |
| } | |
| .sidebar a { | |
| color: #ecf0f1; | |
| text-decoration: none; | |
| display: block; | |
| padding: 10px 0; | |
| } | |
| .sidebar a:hover { | |
| background-color: #34495e; | |
| border-radius: 5px; | |
| } | |
| /* Main Content */ | |
| .main-content { | |
| margin-left: 270px; | |
| padding: 20px; | |
| } | |
| /* Buttons */ | |
| button { | |
| background-color: #3498db; | |
| color: #fff; | |
| border: none; | |
| padding: 10px 20px; | |
| border-radius: 5px; | |
| cursor: pointer; | |
| font-size: 16px; | |
| } | |
| button:hover { | |
| background-color: #2980b9; | |
| } | |
| /* Text Areas and Inputs */ | |
| textarea, input[type="text"] { | |
| width: 100%; | |
| padding: 10px; | |
| margin: 10px 0; | |
| border: 1px solid #ddd; | |
| border-radius: 5px; | |
| box-sizing: border-box; | |
| } | |
| textarea:focus, input[type="text"]:focus { | |
| border-color: #3498db; | |
| outline: none; | |
| } | |
| /* Terminal Output */ | |
| .code-output { | |
| background-color: #1e1e1e; | |
| color: #dcdcdc; | |
| padding: 20px; | |
| border-radius: 5px; | |
| font-family: 'Courier New', Courier, monospace; | |
| } | |
| /* Chat History */ | |
| .chat-history { | |
| background-color: #ecf0f1; | |
| padding: 20px; | |
| border-radius: 5px; | |
| max-height: 300px; | |
| overflow-y: auto; | |
| } | |
| .chat-message { | |
| margin-bottom: 10px; | |
| } | |
| .chat-message.user { | |
| text-align: right; | |
| color: #3498db; | |
| } | |
| .chat-message.agent { | |
| text-align: left; | |
| color: #e74c3c; | |
| } | |
| /* Project Management */ | |
| .project-list { | |
| background-color: #ecf0f1; | |
| padding: 20px; | |
| border-radius: 5px; | |
| max-height: 300px; | |
| overflow-y: auto; | |
| } | |
| .project-item { | |
| margin-bottom: 10px; | |
| } | |
| .project-item a { | |
| color: #3498db; | |
| text-decoration: none; | |
| } | |
| .project-item a:hover { | |
| text-decoration: underline; | |
| } | |
| </style> | |
| """, unsafe_allow_html=True) |