├── src
    ├── __init__.py
    ├── rag.py
    └── data_pipeline.py
├── tests
    ├── __init__.py
    └── test_rag.py
├── frontend
    ├── .vite
    │   └── deps_temp_bb8246a7
    │   │   └── package.json
    ├── postcss.config.cjs
    ├── src
    │   ├── main.tsx
    │   ├── App.tsx
    │   ├── index.css
    │   └── components
    │   │   └── GitHubChat.tsx
    ├── tailwind.config.js
    ├── tsconfig.node.json
    ├── vite.config.ts
    ├── index.html
    ├── tsconfig.json
    ├── package.json
    └── pnpm-lock.yaml
├── pyproject.toml
├── .gitignore
├── config.py
├── README.md
├── app.py
└── api.py


/src/__init__.py:
--------------------------------------------------------------------------------
1 | 


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/tests/__init__.py:
--------------------------------------------------------------------------------
1 | 


--------------------------------------------------------------------------------
/frontend/.vite/deps_temp_bb8246a7/package.json:
--------------------------------------------------------------------------------
1 | {
2 |   "type": "module"
3 | }
4 | 


--------------------------------------------------------------------------------
/frontend/postcss.config.cjs:
--------------------------------------------------------------------------------
1 | const tailwindcss = require('tailwindcss');
2 | const autoprefixer = require('autoprefixer');
3 | 
4 | module.exports = {
5 |   plugins: [
6 |     tailwindcss,
7 |     autoprefixer,
8 |   ],
9 | } 


--------------------------------------------------------------------------------
/frontend/src/main.tsx:
--------------------------------------------------------------------------------
 1 | import React from 'react';
 2 | import ReactDOM from 'react-dom/client';
 3 | import App from './App';
 4 | import './index.css';
 5 | 
 6 | ReactDOM.createRoot(document.getElementById('root')!).render(
 7 |   <React.StrictMode>
 8 |     <App />
 9 |   </React.StrictMode>
10 | ); 


--------------------------------------------------------------------------------
/frontend/tailwind.config.js:
--------------------------------------------------------------------------------
 1 | /** @type {import('tailwindcss').Config} */
 2 | export default {
 3 |   content: [
 4 |     "./index.html",
 5 |     "./src/**/*.{js,ts,jsx,tsx}",
 6 |   ],
 7 |   theme: {
 8 |     extend: {},
 9 |   },
10 |   plugins: [
11 |     require('@tailwindcss/typography'),
12 |   ],
13 | } 


--------------------------------------------------------------------------------
/frontend/tsconfig.node.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "compilerOptions": {
 3 |     "composite": true,
 4 |     "skipLibCheck": true,
 5 |     "module": "ESNext",
 6 |     "moduleResolution": "bundler",
 7 |     "allowSyntheticDefaultImports": true,
 8 |     "strict": true
 9 |   },
10 |   "include": ["vite.config.ts"]
11 | } 


--------------------------------------------------------------------------------
/frontend/vite.config.ts:
--------------------------------------------------------------------------------
 1 | import { defineConfig } from 'vite';
 2 | import react from '@vitejs/plugin-react';
 3 | import path from 'path';
 4 | 
 5 | export default defineConfig({
 6 |   plugins: [react()],
 7 |   resolve: {
 8 |     alias: {
 9 |       '@': path.resolve(__dirname, './src'),
10 |     },
11 |   },
12 |   server: {
13 |     port: 3000,
14 |   },
15 | }); 


--------------------------------------------------------------------------------
/frontend/src/App.tsx:
--------------------------------------------------------------------------------
 1 | import React from 'react';
 2 | import { Toaster } from 'react-hot-toast';
 3 | import GitHubChat from './components/GitHubChat';
 4 | 
 5 | const App: React.FC = () => {
 6 |   return (
 7 |     <div className="min-h-screen bg-gray-50">
 8 |       <Toaster position="top-center" />
 9 |       <GitHubChat />
10 |     </div>
11 |   );
12 | };
13 | 
14 | export default App; 


--------------------------------------------------------------------------------
/frontend/src/index.css:
--------------------------------------------------------------------------------
 1 | @tailwind base;
 2 | @tailwind components;
 3 | @tailwind utilities;
 4 | 
 5 | :root {
 6 |   font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif;
 7 |   line-height: 1.5;
 8 |   font-weight: 400;
 9 | 
10 |   font-synthesis: none;
11 |   text-rendering: optimizeLegibility;
12 |   -webkit-font-smoothing: antialiased;
13 |   -moz-osx-font-smoothing: grayscale;
14 | } 


--------------------------------------------------------------------------------
/frontend/index.html:
--------------------------------------------------------------------------------
 1 | <!DOCTYPE html>
 2 | <html lang="en">
 3 |   <head>
 4 |     <meta charset="UTF-8" />
 5 |     <link rel="icon" type="image/svg+xml" href="/github.svg" />
 6 |     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
 7 |     <title>GitHub Chat</title>
 8 |   </head>
 9 |   <body>
10 |     <div id="root"></div>
11 |     <script type="module" src="/src/main.tsx"></script>
12 |   </body>
13 | </html> 


--------------------------------------------------------------------------------
/pyproject.toml:
--------------------------------------------------------------------------------
 1 | [tool.poetry]
 2 | name = "github-chat"
 3 | version = "0.1.0"
 4 | description = ""
 5 | authors = ["Li Yin <li.yin.gravity@gmail.com>"]
 6 | readme = "README.md"
 7 | 
 8 | [tool.poetry.dependencies]
 9 | python = "^3.12"
10 | 
11 | adalflow = { version = ">=1.0.0", extras = ["openai"] }
12 | 
13 | faiss-cpu = "^1.9.0.post1"
14 | streamlit = "^1.31.1"
15 | fastapi = "^0.109.2"
16 | uvicorn = "^0.27.1"
17 | 
18 | 
19 | [build-system]
20 | requires = ["poetry-core"]
21 | build-backend = "poetry.core.masonry.api"
22 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
 1 | .env
 2 | 
 3 | # Streamlit secrets
 4 | .streamlit/secrets.toml
 5 | node_modules/
 6 | # Python
 7 | __pycache__/
 8 | *.py[cod]
 9 | *$py.class
10 | *.so
11 | .Python
12 | build/
13 | develop-eggs/
14 | dist/
15 | downloads/
16 | eggs/
17 | .eggs/
18 | lib/
19 | lib64/
20 | parts/
21 | sdist/
22 | var/
23 | wheels/
24 | *.egg-info/
25 | .installed.cfg
26 | *.egg
27 | 
28 | # Virtual Environment
29 | .env
30 | .venv
31 | env/
32 | venv/
33 | ENV/
34 | 
35 | # IDE
36 | .idea/
37 | .vscode/
38 | *.swp
39 | *.swo
40 | 
41 | # OS
42 | .DS_Store
43 | Thumbs.db
44 | __pycache__/
45 | 
46 | # ignore adalflow cache
47 | /adalflow
48 | 


--------------------------------------------------------------------------------
/frontend/tsconfig.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "compilerOptions": {
 3 |     "target": "ES2020",
 4 |     "useDefineForClassFields": true,
 5 |     "lib": ["ES2020", "DOM", "DOM.Iterable"],
 6 |     "module": "ESNext",
 7 |     "skipLibCheck": true,
 8 |     "moduleResolution": "bundler",
 9 |     "allowImportingTsExtensions": true,
10 |     "resolveJsonModule": true,
11 |     "isolatedModules": true,
12 |     "noEmit": true,
13 |     "jsx": "react-jsx",
14 |     "strict": true,
15 |     "noUnusedLocals": true,
16 |     "noUnusedParameters": true,
17 |     "noFallthroughCasesInSwitch": true,
18 |     "baseUrl": ".",
19 |     "paths": {
20 |       "@/*": ["./src/*"]
21 |     }
22 |   },
23 |   "include": ["src"],
24 |   "references": [{ "path": "./tsconfig.node.json" }]
25 | } 


--------------------------------------------------------------------------------
/config.py:
--------------------------------------------------------------------------------
 1 | from adalflow import OpenAIClient
 2 | 
 3 | 
 4 | configs = {
 5 |     "embedder": {
 6 |         "batch_size": 100,
 7 |         "model_client": OpenAIClient,  # make sure to initialize the model client later
 8 |         "model_kwargs": {
 9 |             "model": "text-embedding-3-small",
10 |             "dimensions": 256,
11 |             "encoding_format": "float",
12 |         },
13 |     },
14 |     "retriever": {
15 |         "top_k": 20,
16 |     },
17 |     "generator": {
18 |         "model_client": OpenAIClient,
19 |         "model_kwargs": {
20 |             "model": "gpt-4o-mini",
21 |             "temperature": 0.3,
22 |             "stream": False,
23 |         },
24 |     },
25 |     "text_splitter": {
26 |         "split_by": "word",
27 |         "chunk_size": 400,
28 |         "chunk_overlap": 100,
29 |     },
30 | }
31 | 
32 | DEFAULT_GITHUB_REPO = "https://github.com/SylphAI-Inc/AdalFlow"
33 | 


--------------------------------------------------------------------------------
/frontend/package.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "name": "github-chat",
 3 |   "version": "0.1.0",
 4 |   "private": true,
 5 |   "type": "module",
 6 |   "dependencies": {
 7 |     "@tailwindcss/typography": "^0.5.10",
 8 |     "@types/node": "^20.0.0",
 9 |     "@types/react": "^18.0.0",
10 |     "@types/react-dom": "^18.0.0",
11 |     "lucide-react": "^0.358.0",
12 |     "react": "^18.2.0",
13 |     "react-dom": "^18.2.0",
14 |     "react-hot-toast": "^2.4.1",
15 |     "react-markdown": "^9.0.1",
16 |     "tailwindcss": "^3.4.0",
17 |     "typescript": "^5.0.0"
18 |   },
19 |   "scripts": {
20 |     "dev": "vite",
21 |     "build": "tsc && vite build",
22 |     "serve": "vite preview"
23 |   },
24 |   "devDependencies": {
25 |     "@types/babel__generator": "^7.6.8",
26 |     "@types/babel__template": "^7.4.4",
27 |     "@types/babel__traverse": "^7.20.6",
28 |     "@types/estree": "^1.0.6",
29 |     "@types/prop-types": "^15.7.14",
30 |     "@vitejs/plugin-react": "^4.2.0",
31 |     "autoprefixer": "^10.4.17",
32 |     "postcss": "^8.4.35",
33 |     "vite": "^5.0.0"
34 |   }
35 | }
36 | 


--------------------------------------------------------------------------------
/tests/test_rag.py:
--------------------------------------------------------------------------------
 1 | import os
 2 | from src.rag import RAG
 3 | import adalflow as adal
 4 | from adalflow.utils import get_adalflow_default_root_path
 5 | import tempfile
 6 | from src.data_pipeline import (
 7 |     create_sample_documents,
 8 |     transform_documents_and_save_to_db,
 9 | )
10 | 
11 | 
12 | def initialize_test_database(db_path: str):
13 |     """Initialize database with sample documents."""
14 |     documents = create_sample_documents()
15 |     transform_documents_and_save_to_db(documents, db_path)
16 |     return db_path
17 | 
18 | 
19 | def main():
20 | 
21 |     temp_dir = tempfile.mkdtemp()
22 |     db_path = os.path.join(temp_dir, "test_db")
23 | 
24 |     initialize_test_database(db_path)
25 | 
26 |     # Create RAG instance
27 |     rag = RAG(index_path=db_path)
28 | 
29 |     # Test conversation flow with memory
30 |     test_conversation = [
31 |         "Who is Alice and what does she do?",
32 |         "What about Bob? What's his expertise?",
33 |         "Can you tell me more about what the previous person works on?",
34 |         "What was her favorite project?",  # Tests memory of Alice
35 |         "Between these two people, who has more experience with RAG systems?",  # Tests memory of both
36 |         "Do they ever meet? Where might they have lunch together?",  # Tests memory and context combination
37 |     ]
38 | 
39 |     print("Starting conversation test with memory...\n")
40 |     for i, query in enumerate(test_conversation, 1):
41 |         print(f"\n----- Query {i} -----")
42 |         print(f"User: {query}")
43 |         try:
44 |             # Get conversation history before the response
45 |             print("\nCurrent Conversation History:")
46 |             history = rag.memory()
47 |             if history:
48 |                 print(history)
49 |             else:
50 |                 print("(No history yet)")
51 | 
52 |             response, docs = rag(query)
53 |             print(f"\nAssistant: {response}")
54 | 
55 |             # Show most relevant document used
56 |             if docs:
57 |                 most_relevant = docs[0].documents[0].text.strip()
58 |                 print(f"\nMost relevant context used: \n{most_relevant[:200]}...")
59 | 
60 |         except Exception as e:
61 |             print(f"Error: {e}")
62 |         print("\n" + "=" * 50)
63 | 
64 | 
65 | if __name__ == "__main__":
66 |     from adalflow.utils import setup_env
67 | 
68 |     setup_env()
69 |     main()
70 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
  1 | # GithubChat
  2 | 
  3 | A RAG assistant to allow you to chat with any github repo. 
  4 | Learn fast. The default repo is AdalFlow github repo.
  5 | 
  6 | [![Watch the video](https://img.youtube.com/vi/PvZTSmTK8b0/maxresdefault.jpg)](https://youtu.be/PvZTSmTK8b0)
  7 | *Click the image above to watch the demo video*
  8 | 
  9 | 
 10 | 
 11 | ## Project Structure
 12 | ```
 13 | .
 14 | ├── frontend/           # React frontend application
 15 | ├── src/                # Python backend code
 16 | ├── api.py              # FastAPI server
 17 | ├── app.py              # Streamlit application
 18 | └── pyproject.toml      # Python dependencies
 19 | ```
 20 | 
 21 | ## Backend Setup
 22 | 
 23 | 1. Install dependencies:
 24 | ```bash
 25 | poetry install
 26 | ```
 27 | 
 28 | 2. Set up OpenAI API key:
 29 | 
 30 | Create a `.streamlit/secrets.toml` file in your project root:
 31 | ```bash
 32 | mkdir -p .streamlit
 33 | touch .streamlit/secrets.toml
 34 | ```
 35 | 
 36 | Add your OpenAI API key to `.streamlit/secrets.toml`:
 37 | ```toml
 38 | OPENAI_API_KEY = "your-openai-api-key-here"
 39 | ```
 40 | 
 41 | ## Running the Applications
 42 | 
 43 | ### Streamlit UI
 44 | Run the streamlit app:
 45 | ```bash
 46 | poetry run streamlit run app.py
 47 | ```
 48 | 
 49 | ### FastAPI Backend
 50 | Run the API server:
 51 | ```bash
 52 | poetry run uvicorn api:app --reload
 53 | ```
 54 | The API will be available at http://localhost:8000
 55 | 
 56 | ### React Frontend
 57 | 1. Navigate to the frontend directory:
 58 | ```bash
 59 | cd frontend
 60 | ```
 61 | 
 62 | 2. Install Node.js dependencies:
 63 | ```bash
 64 | pnpm install
 65 | ```
 66 | 
 67 | 
 68 | 3. Start the development server:
 69 | ```bash
 70 | pnpm run dev
 71 | ```
 72 | The frontend will be available at http://localhost:3000
 73 | 
 74 | ## API Endpoints
 75 | 
 76 | ### POST /query
 77 | Analyzes a GitHub repository based on a query.
 78 | ```json
 79 | // Request
 80 | {
 81 |   "repo_url": "https://github.com/username/repo",
 82 |   "query": "What does this repository do?"
 83 | }
 84 | 
 85 | // Response
 86 | {
 87 |   "rationale": "Analysis rationale...",
 88 |   "answer": "Detailed answer...",
 89 |   "contexts": [...]
 90 | }
 91 | ```
 92 | 
 93 | ## ROADMAP
 94 | - [x] Clearly structured RAG that can prepare a repo, persit from reloading, and answer questions.
 95 |   - `DatabaseManager` in `src/data_pipeline.py` to manage the database.
 96 |   - `RAG` class in `src/rag.py` to manage the whole RAG lifecycle.
 97 | 
 98 | ### On the RAG backend
 99 | - [ ] Conditional retrieval. Sometimes users just want to clarify a past conversation, no extra context needed.
100 | - [ ] Create an evaluation dataset  
101 | - [ ] Evaluate the RAG performance on the dataset  
102 | - [ ] Auto-optimize the RAG model
103 | 
104 | ### On the React frontend
105 | 
106 | - [ ] Support the display of the whole conversation history instead of just the last message.
107 | - [ ] Support the management of multiple conversations.
108 | 


--------------------------------------------------------------------------------
/app.py:
--------------------------------------------------------------------------------
  1 | import streamlit as st
  2 | import os
  3 | from src.rag import RAG
  4 | 
  5 | from typing import List
  6 | 
  7 | from config import DEFAULT_GITHUB_REPO
  8 | 
  9 | 
 10 | def init_rag(repo_path_or_url: str):
 11 | 
 12 |     # from adalflow.utils import setup_env
 13 | 
 14 |     os.environ["OPENAI_API_KEY"] = st.secrets["OPENAI_API_KEY"]
 15 | 
 16 |     rag = RAG()
 17 |     print(f"Loading repository from: {repo_path_or_url}")
 18 |     rag.prepare_retriever(repo_url_or_path=repo_path_or_url)
 19 |     return rag
 20 | 
 21 | 
 22 | st.title("GithubChat")
 23 | st.caption("Learn a repo with RAG assistant")
 24 | 
 25 | repo_path = st.text_input(
 26 |     "Repository Path",
 27 |     value=DEFAULT_GITHUB_REPO,
 28 |     help="Github repo URL",
 29 | )
 30 | 
 31 | if "messages" not in st.session_state:
 32 |     st.session_state.messages = []
 33 | if "rag" not in st.session_state:
 34 |     st.session_state.rag = None
 35 | 
 36 | if st.button("Initialize local RAG"):
 37 |     try:
 38 |         st.session_state.rag = init_rag(repo_path)
 39 |         if st.session_state.rag:
 40 |             st.toast("Repository loaded successfully!")
 41 |     except Exception as e:
 42 |         st.toast(f"Load failed for repository at: {repo_path}")
 43 | 
 44 | # TODO: Better reset the conversation
 45 | if st.button("Clear Chat"):
 46 |     st.session_state.messages = []
 47 |     if st.session_state.rag:
 48 |         st.session_state.rag.memory.current_conversation.dialog_turns.clear()
 49 | 
 50 | 
 51 | def display_messages():
 52 |     for message in st.session_state.messages:
 53 |         with st.chat_message(message["role"]):
 54 |             st.write("Assistant:")
 55 |             if "rationale" in message:
 56 |                 st.write(message["rationale"])
 57 |             st.write(message["content"])
 58 |             if "context" in message:
 59 |                 with st.expander("View context"):
 60 |                     for doc in message["context"]:
 61 |                         st.write(
 62 |                             f"file_path: {doc.meta_data.get('file_path', 'unknown')}"
 63 |                         )
 64 |                         st.write(f"language: {doc.meta_data.get('type', 'unknown')}")
 65 |                         language = doc.meta_data.get("type", "python")
 66 |                         if language == "py":
 67 |                             st.code(doc.text, language="python")
 68 |                         else:
 69 |                             st.write(doc.text)
 70 | 
 71 | 
 72 | from adalflow.core.types import Document
 73 | 
 74 | 
 75 | def form_context(context: List[Document]):
 76 |     formatted_context = ""
 77 |     for doc in context:
 78 |         formatted_context += ""
 79 |         f"file_path: {doc.meta_data.get('file_path', 'unknown')} \n"
 80 |         f"language: {doc.meta_data.get('type', 'python')} \n"
 81 |         f"content: {doc.text} \n"
 82 |     return formatted_context
 83 | 
 84 | 
 85 | if st.session_state.rag and (
 86 |     query := st.chat_input(
 87 |         "Ask about the code (e.g., 'Show me the implementation of the RAG class', 'How is memory handled?')"
 88 |     )
 89 | ):
 90 |     st.session_state.messages.append({"role": "user", "content": query})
 91 | 
 92 |     with st.chat_message("user"):
 93 |         st.write(query)
 94 | 
 95 |     with st.chat_message("assistant"):
 96 |         with st.spinner("Analyzing code..."):
 97 | 
 98 |             st.write(f"memory: {st.session_state.rag.memory()}")
 99 |             response, docs = st.session_state.rag(query)
100 | 
101 |             # Show relevant context first, then the explanation
102 |             if docs and docs[0].documents:
103 |                 context = docs[0].documents
104 | 
105 |                 # Add to chat history
106 |                 st.write(f"add to history")
107 |                 st.session_state.messages.append(
108 |                     {
109 |                         "role": "assistant",
110 |                         "rationale": (
111 |                             response.rationale
112 |                             if hasattr(response, "rationale")
113 |                             else None
114 |                         ),
115 |                         "content": (
116 |                             response.answer
117 |                             if hasattr(response, "answer")
118 |                             else response.raw_response
119 |                         ),
120 |                         "context": context,
121 |                     }
122 |                 )
123 |             else:
124 |                 st.write(response)
125 |                 st.session_state.messages.append(
126 |                     {"role": "assistant", "content": response}
127 |                 )
128 | elif not st.session_state.rag:
129 |     st.info("Please load a repository first!")
130 | 
131 | # Finally, call display_messages *after* everything is appended
132 | display_messages()
133 | 


--------------------------------------------------------------------------------
/api.py:
--------------------------------------------------------------------------------
  1 | from fastapi import FastAPI, HTTPException
  2 | from fastapi.middleware.cors import CORSMiddleware
  3 | from pydantic import BaseModel
  4 | import adalflow as adal
  5 | from src.rag import RAG
  6 | from typing import List, Optional
  7 | import os
  8 | from dotenv import load_dotenv
  9 | from datetime import datetime, timezone
 10 | 
 11 | def load_environment():
 12 |     """Load environment variables from .env file if available, otherwise use system environment variables."""
 13 |     try:
 14 |         # Try to load from .env file for local development
 15 |         load_dotenv()
 16 |         print("Loaded environment variables from .env file")
 17 |     except FileNotFoundError:
 18 |         # In production, env variables should be set in the environment
 19 |         print("No .env file found, using system environment variables")
 20 |     except Exception as e:
 21 |         print(f"Note: Error loading .env file: {e}")
 22 | 
 23 | # Load environment variables
 24 | load_environment()
 25 | 
 26 | # Check for required environment variables
 27 | openai_api_key = os.getenv("OPENAI_API_KEY")
 28 | if not openai_api_key:
 29 |     raise ValueError(
 30 |         "OPENAI_API_KEY environment variable is required. Either:\n"
 31 |         "1. Create a .env file with OPENAI_API_KEY=your-key-here (for local development)\n"
 32 |         "2. Set the environment variable in your deployment platform (for production)"
 33 |     )
 34 | 
 35 | # Initialize FastAPI app
 36 | app = FastAPI(
 37 |     title="GithubChat API", 
 38 |     description="API for querying GitHub repositories using RAG",
 39 |     version="1.0.0"
 40 | )
 41 | 
 42 | # Add CORS middleware
 43 | app.add_middleware(
 44 |     CORSMiddleware,
 45 |     allow_origins=["*"],  # In production, replace with specific origins
 46 |     allow_credentials=True,
 47 |     allow_methods=["*"],
 48 |     allow_headers=["*"],
 49 | )
 50 | 
 51 | # Initialize RAG component
 52 | try:
 53 |     # Set up adalflow environment
 54 |     os.environ["OPENAI_API_KEY"] = openai_api_key
 55 |     adal.setup_env()
 56 |     rag = RAG()
 57 |     print("Successfully initialized RAG component")
 58 | except Exception as e:
 59 |     print(f"Error initializing RAG component: {e}")
 60 |     raise RuntimeError(f"Failed to initialize RAG component: {e}")
 61 | 
 62 | class QueryRequest(BaseModel):
 63 |     repo_url: str
 64 |     query: str
 65 | 
 66 | class DocumentMetadata(BaseModel):
 67 |     file_path: str
 68 |     type: str
 69 |     is_code: bool = False
 70 |     is_implementation: bool = False
 71 |     title: str = ""
 72 | 
 73 | class Document(BaseModel):
 74 |     text: str
 75 |     meta_data: DocumentMetadata
 76 | 
 77 | class QueryResponse(BaseModel):
 78 |     rationale: str
 79 |     answer: str
 80 |     contexts: List[Document]
 81 | 
 82 | @app.post("/query", response_model=QueryResponse)
 83 | async def query_repository(request: QueryRequest):
 84 |     """
 85 |     Query a GitHub repository with RAG
 86 |     
 87 |     Args:
 88 |         request: QueryRequest containing repo_url and query
 89 |         
 90 |     Returns:
 91 |         QueryResponse containing the answer, rationale, and relevant contexts
 92 |     """
 93 |     try:
 94 |         # Prepare retriever for the repository
 95 |         rag.prepare_retriever(request.repo_url)
 96 |         
 97 |         # Get response and retrieved documents
 98 |         response, retrieved_documents = rag(request.query)
 99 |         
100 |         # Format response
101 |         return QueryResponse(
102 |             rationale=response.rationale if hasattr(response, 'rationale') else "",
103 |             answer=response.answer if hasattr(response, 'answer') else response.raw_response,
104 |             contexts=[
105 |                 Document(
106 |                     text=doc.text,
107 |                     meta_data=DocumentMetadata(
108 |                         file_path=doc.meta_data.get('file_path', ''),
109 |                         type=doc.meta_data.get('type', ''),
110 |                         is_code=doc.meta_data.get('is_code', False),
111 |                         is_implementation=doc.meta_data.get('is_implementation', False),
112 |                         title=doc.meta_data.get('title', '')
113 |                     )
114 |                 )
115 |                 for doc in retrieved_documents[0].documents
116 |             ] if retrieved_documents and retrieved_documents[0].documents else []
117 |         )
118 |     except Exception as e:
119 |         error_msg = f"Error processing query: {str(e)}"
120 |         print(error_msg)  # Log the error
121 |         raise HTTPException(status_code=500, detail=error_msg)
122 | 
123 | @app.get("/health")
124 | async def health_check():
125 |     """Health check endpoint to verify API is running"""
126 |     return {
127 |         "status": "healthy",
128 |         "timestamp": datetime.now(timezone.utc).isoformat(),
129 |         "version": "1.0.0"
130 |     }
131 | 
132 | @app.get("/")
133 | async def root():
134 |     """Root endpoint with API information"""
135 |     return {
136 |         "name": "GithubChat API",
137 |         "description": "API for querying GitHub repositories using RAG",
138 |         "version": "1.0.0",
139 |         "documentation": "/docs",
140 |         "health_check": "/health"
141 |     }
142 | 
143 | if __name__ == "__main__":
144 |     import uvicorn
145 |     uvicorn.run(app, host="0.0.0.0", port=8000) 


--------------------------------------------------------------------------------
/src/rag.py:
--------------------------------------------------------------------------------
  1 | from typing import Any, List
  2 | from uuid import uuid4
  3 | 
  4 | import adalflow as adal
  5 | from adalflow.core.types import (
  6 |     Conversation,
  7 |     DialogTurn,
  8 |     UserQuery,
  9 |     AssistantResponse,
 10 | )
 11 | from adalflow.components.retriever.faiss_retriever import FAISSRetriever
 12 | from adalflow.components.data_process import (
 13 |     RetrieverOutputToContextStr,
 14 | )
 15 | from adalflow.core.component import DataComponent
 16 | from config import configs
 17 | from src.data_pipeline import DatabaseManager
 18 | from adalflow.utils import printc
 19 | 
 20 | 
 21 | class Memory(DataComponent):
 22 |     """Simple conversation management with a list of dialog turns."""
 23 | 
 24 |     def __init__(self):
 25 |         super().__init__()
 26 |         self.current_conversation = Conversation()
 27 | 
 28 |     def call(self) -> List[DialogTurn]:
 29 | 
 30 |         all_dialog_turns = self.current_conversation.dialog_turns
 31 | 
 32 |         return all_dialog_turns
 33 | 
 34 |     def add_dialog_turn(self, user_query: str, assistant_response: str):
 35 |         dialog_turn = DialogTurn(
 36 |             id=str(uuid4()),
 37 |             user_query=UserQuery(query_str=user_query),
 38 |             assistant_response=AssistantResponse(response_str=assistant_response),
 39 |         )
 40 | 
 41 |         self.current_conversation.append_dialog_turn(dialog_turn)
 42 | 
 43 | 
 44 | system_prompt = r"""
 45 | You are a code assistant which answer's user question on a Github Repo. 
 46 | You will receive user query, relevant context, and past conversation history.
 47 | Think step by step."""
 48 | 
 49 | # history is a list of dialog turns
 50 | RAG_TEMPLATE = r"""<START_OF_SYS_PROMPT>
 51 | {{system_prompt}}
 52 | {{output_format_str}}
 53 | <END_OF_SYS_PROMPT>
 54 | {# OrderedDict of DialogTurn #}
 55 | {% if conversation_history %}
 56 | <START_OF_CONVERSATION_HISTORY>
 57 | {% for key, dialog_turn in conversation_history.items() %}
 58 | {{key}}.
 59 | User: {{dialog_turn.user_query.query_str}}
 60 | You: {{dialog_turn.assistant_response.response_str}}
 61 | {% endfor %}
 62 | <END_OF_CONVERSATION_HISTORY>
 63 | {% endif %}
 64 | {% if contexts %}
 65 | <START_OF_CONTEXT>
 66 | {% for context in contexts %}
 67 | {{loop.index }}.
 68 | File Path: {{context.meta_data.get('file_path', 'unknown')}}
 69 | Content: {{context.text}}
 70 | {% endfor %}
 71 | <END_OF_CONTEXT>
 72 | {% endif %}
 73 | <START_OF_USER_PROMPT>
 74 | {{input_str}}
 75 | <END_OF_USER_PROMPT>
 76 | """
 77 | 
 78 | from dataclasses import dataclass, field
 79 | 
 80 | 
 81 | @dataclass
 82 | class RAGAnswer(adal.DataClass):
 83 |     rationale: str = field(default="", metadata={"desc": "Rationale for the answer."})
 84 |     answer: str = field(default="", metadata={"desc": "Answer to the user query."})
 85 | 
 86 |     __output_fields__ = ["rationale", "answer"]
 87 | 
 88 | 
 89 | class RAG(adal.Component):
 90 |     __doc__ = """RAG with one repo.
 91 |     If you want to load a new repo. You need to call prepare_retriever(repo_url_or_path) first."""
 92 | 
 93 |     def __init__(self):
 94 | 
 95 |         super().__init__()
 96 | 
 97 |         # Initialize embedder, generator, and db_manager
 98 |         self.memory = Memory()
 99 | 
100 |         self.embedder = adal.Embedder(
101 |             model_client=configs["embedder"]["model_client"](),
102 |             model_kwargs=configs["embedder"]["model_kwargs"],
103 |         )
104 | 
105 |         self.initialize_db_manager()
106 | 
107 |         # Get the appropriate prompt template
108 |         data_parser = adal.DataClassParser(data_class=RAGAnswer, return_data_class=True)
109 | 
110 |         self.generator = adal.Generator(
111 |             template=RAG_TEMPLATE,
112 |             prompt_kwargs={
113 |                 "output_format_str": data_parser.get_output_format_str(),
114 |                 "conversation_history": self.memory(),
115 |                 "system_prompt": system_prompt,
116 |                 "contexts": None,
117 |             },
118 |             model_client=configs["generator"]["model_client"](),
119 |             model_kwargs=configs["generator"]["model_kwargs"],
120 |             output_processors=data_parser,
121 |         )
122 | 
123 |     def initialize_db_manager(self):
124 |         self.db_manager = DatabaseManager()
125 |         self.transformed_docs = []
126 | 
127 |     def prepare_retriever(self, repo_url_or_path: str):
128 |         r"""Run prepare_retriever once for each repo."""
129 |         self.initialize_db_manager()
130 |         self.transformed_docs = self.db_manager.prepare_database(repo_url_or_path)
131 |         print(f"len(self.transformed_docs): {len(self.transformed_docs)}")
132 |         self.retriever = FAISSRetriever(
133 |             **configs["retriever"],
134 |             embedder=self.embedder,
135 |             documents=self.transformed_docs,
136 |             document_map_func=lambda doc: doc.vector,
137 |         )
138 | 
139 |     def call(self, query: str) -> Any:
140 | 
141 |         retrieved_documents = self.retriever(query)
142 | 
143 |         # fill in the document
144 |         retrieved_documents[0].documents = [
145 |             self.transformed_docs[doc_index]
146 |             for doc_index in retrieved_documents[0].doc_indices
147 |         ]
148 | 
149 |         printc(f"retrieved_documents: {retrieved_documents[0].documents}")
150 |         printc(f"memory: {self.memory()}")
151 | 
152 |         prompt_kwargs = {
153 |             "input_str": query,
154 |             "contexts": retrieved_documents[0].documents,
155 |             "conversation_history": self.memory(),
156 |         }
157 |         response = self.generator(
158 |             prompt_kwargs=prompt_kwargs,
159 |         )
160 | 
161 |         # for debug
162 |         prompt_str = self.generator.get_prompt(**prompt_kwargs)
163 |         printc(f"prompt_str: {prompt_str}")
164 | 
165 |         final_response = response.data
166 | 
167 |         self.memory.add_dialog_turn(user_query=query, assistant_response=final_response)
168 | 
169 |         return final_response, retrieved_documents
170 | 
171 | 
172 | if __name__ == "__main__":
173 |     from adalflow.utils import get_logger
174 | 
175 |     adal.setup_env()
176 |     # repo_url = "https://github.com/SylphAI-Inc/AdalFlow"
177 |     repo_url = "https://github.com/SylphAI-Inc/GithubChat"
178 |     rag = RAG()
179 |     rag.prepare_retriever(repo_url)
180 |     print(
181 |         f"RAG component initialized for repo: {repo_url}. Type your query below or type 'exit' to quit."
182 |     )
183 | 
184 |     while True:
185 |         # Get user input
186 | 
187 |         query = input("Enter your query (or type 'exit' to stop): ")
188 | 
189 |         # Exit condition
190 |         if query.lower() in ["exit", "quit", "stop"]:
191 |             print("Exiting RAG component. Goodbye!")
192 |             break
193 | 
194 |         # Process the query
195 |         try:
196 |             response, retrieved_documents = rag(query)
197 |             rag.memory.add_dialog_turn(user_query=query, assistant_response=response)
198 |             print(f"\nResponse:\n{response}\n")
199 |             print(f"Retrieved Documents:\n{retrieved_documents}\n")
200 |         except Exception as e:
201 |             print(f"An error occurred while processing the query: {e}")
202 | 


--------------------------------------------------------------------------------
/frontend/src/components/GitHubChat.tsx:
--------------------------------------------------------------------------------
  1 | import React, { useState, useCallback } from "react";
  2 | import ReactMarkdown from "react-markdown";
  3 | import { Loader2, ChevronDown, ChevronRight, Github } from "lucide-react";
  4 | import { toast } from "react-hot-toast";
  5 | 
  6 | interface DocumentMetadata {
  7 |   file_path: string;
  8 |   type: string;
  9 |   is_code: boolean;
 10 |   is_implementation: boolean;
 11 |   title: string;
 12 | }
 13 | 
 14 | interface Document {
 15 |   text: string;
 16 |   meta_data: DocumentMetadata;
 17 | }
 18 | 
 19 | interface QueryResponse {
 20 |   rationale: string;
 21 |   answer: string;
 22 |   contexts: Document[];
 23 | }
 24 | 
 25 | const GitHubChat: React.FC = () => {
 26 |   const [repoUrl, setRepoUrl] = useState("");
 27 |   const [query, setQuery] = useState("");
 28 |   const [isProcessing, setIsProcessing] = useState(false);
 29 |   const [response, setResponse] = useState<QueryResponse | null>(null);
 30 |   const [expandedContexts, setExpandedContexts] = useState<{
 31 |     [key: number]: boolean;
 32 |   }>({});
 33 | 
 34 |   const analyzeRepo = useCallback(async () => {
 35 |     if (!repoUrl.trim() || !query.trim()) return;
 36 | 
 37 |     setIsProcessing(true);
 38 |     try {
 39 |       const response = await fetch("http://localhost:8000/query", {
 40 |         method: "POST",
 41 |         headers: {
 42 |           "Content-Type": "application/json",
 43 |         },
 44 |         body: JSON.stringify({
 45 |           repo_url: repoUrl,
 46 |           query: query,
 47 |         }),
 48 |       });
 49 | 
 50 |       if (!response.ok) {
 51 |         throw new Error("Failed to analyze repository");
 52 |       }
 53 | 
 54 |       const result = await response.json();
 55 |       setResponse(result);
 56 |       toast.success("Analysis complete!");
 57 |     } catch (error) {
 58 |       console.error("Error:", error);
 59 |       const errorMessage =
 60 |         error instanceof Error ? error.message : "Failed to analyze repository";
 61 |       toast.error(errorMessage);
 62 |     } finally {
 63 |       setIsProcessing(false);
 64 |     }
 65 |   }, [repoUrl, query]);
 66 | 
 67 |   const toggleContext = (index: number) => {
 68 |     setExpandedContexts((prev) => ({
 69 |       ...prev,
 70 |       [index]: !prev[index],
 71 |     }));
 72 |   };
 73 | 
 74 |   return (
 75 |     <div className="min-h-screen bg-gradient-to-b from-gray-50 to-white">
 76 |       <div className="max-w-4xl mx-auto px-4 py-12 space-y-8">
 77 |         <div className="text-center space-y-2">
 78 |           <div className="flex items-center justify-center gap-2">
 79 |             <Github className="h-8 w-8" />
 80 |             <h1 className="text-3xl font-bold tracking-tight">GitHubChat</h1>
 81 |           </div>
 82 |           <p className="text-gray-600">Chat with any Github Repo!</p>
 83 |         </div>
 84 | 
 85 |         <div className="bg-white shadow-sm ring-1 ring-gray-900/5 sm:rounded-xl p-6 space-y-6">
 86 |           <div className="space-y-4">
 87 |             <div>
 88 |               <label
 89 |                 htmlFor="repo-url"
 90 |                 className="block text-sm font-medium text-gray-700"
 91 |               >
 92 |                 GitHub Repository URL
 93 |               </label>
 94 |               <div className="mt-1">
 95 |                 <input
 96 |                   id="repo-url"
 97 |                   type="text"
 98 |                   value={repoUrl}
 99 |                   onChange={(e) => setRepoUrl(e.target.value)}
100 |                   className="block w-full rounded-md border-gray-300 shadow-sm focus:border-black focus:ring-black sm:text-sm px-4 py-2 border"
101 |                   placeholder="https://github.com/username/repository"
102 |                 />
103 |               </div>
104 |             </div>
105 | 
106 |             <div>
107 |               <label
108 |                 htmlFor="query"
109 |                 className="block text-sm font-medium text-gray-700"
110 |               >
111 |                 Query
112 |               </label>
113 |               <div className="mt-1">
114 |                 <textarea
115 |                   id="query"
116 |                   value={query}
117 |                   onChange={(e) => setQuery(e.target.value)}
118 |                   rows={3}
119 |                   className="block w-full rounded-md border-gray-300 shadow-sm focus:border-black focus:ring-black sm:text-sm px-4 py-2 border"
120 |                   placeholder="What would you like to know about this repository?"
121 |                 />
122 |               </div>
123 |             </div>
124 | 
125 |             <button
126 |               onClick={analyzeRepo}
127 |               disabled={!repoUrl.trim() || !query.trim() || isProcessing}
128 |               className="w-full flex items-center justify-center gap-2 rounded-md bg-black px-4 py-2.5 text-sm font-semibold text-white shadow-sm hover:bg-black/90 focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-black disabled:opacity-50 disabled:cursor-not-allowed"
129 |             >
130 |               {isProcessing ? (
131 |                 <>
132 |                   <Loader2 className="h-4 w-4 animate-spin" />
133 |                   <span>Analyzing...</span>
134 |                 </>
135 |               ) : (
136 |                 <span>Analyze Repository</span>
137 |               )}
138 |             </button>
139 |           </div>
140 |         </div>
141 | 
142 |         {response && (
143 |           <div className="bg-white shadow-sm ring-1 ring-gray-900/5 sm:rounded-xl divide-y divide-gray-200">
144 |             <div className="p-6 space-y-4">
145 |               <h2 className="text-lg font-semibold">Analysis</h2>
146 |               <div className="prose prose-sm max-w-none">
147 |                 <ReactMarkdown>{response.rationale}</ReactMarkdown>
148 |               </div>
149 |             </div>
150 | 
151 |             <div className="p-6 space-y-4">
152 |               <h2 className="text-lg font-semibold">Answer</h2>
153 |               <div className="prose prose-sm max-w-none">
154 |                 <ReactMarkdown>{response.answer}</ReactMarkdown>
155 |               </div>
156 |             </div>
157 | 
158 |             <div className="p-6 space-y-4">
159 |               <h2 className="text-lg font-semibold">Context</h2>
160 |               <div className="space-y-3">
161 |                 {response.contexts.map((context, index) => (
162 |                   <div
163 |                     key={index}
164 |                     className="border rounded-lg overflow-hidden bg-gray-50"
165 |                   >
166 |                     <button
167 |                       onClick={() => toggleContext(index)}
168 |                       className="w-full flex items-center gap-2 p-4 text-left hover:bg-gray-100 transition-colors"
169 |                     >
170 |                       {expandedContexts[index] ? (
171 |                         <ChevronDown className="h-4 w-4 flex-shrink-0 text-gray-500" />
172 |                       ) : (
173 |                         <ChevronRight className="h-4 w-4 flex-shrink-0 text-gray-500" />
174 |                       )}
175 |                       <span className="text-sm font-medium text-gray-900 truncate">
176 |                         {context.meta_data.file_path}
177 |                       </span>
178 |                     </button>
179 |                     {expandedContexts[index] && (
180 |                       <div className="px-4 pb-4 border-t bg-white">
181 |                         <div className="prose prose-sm max-w-none mt-4">
182 |                           <ReactMarkdown>{context.text}</ReactMarkdown>
183 |                         </div>
184 |                       </div>
185 |                     )}
186 |                   </div>
187 |                 ))}
188 |               </div>
189 |             </div>
190 | 
191 |             <div className="p-6">
192 |               <button
193 |                 onClick={() => {
194 |                   setResponse(null);
195 |                   setQuery("");
196 |                 }}
197 |                 className="w-full flex items-center justify-center rounded-md bg-gray-50 px-4 py-2.5 text-sm font-semibold text-gray-900 shadow-sm ring-1 ring-inset ring-gray-300 hover:bg-gray-100"
198 |               >
199 |                 Ask Another Question
200 |               </button>
201 |             </div>
202 |           </div>
203 |         )}
204 |       </div>
205 |     </div>
206 |   );
207 | };
208 | 
209 | export default GitHubChat;
210 | 


--------------------------------------------------------------------------------
/src/data_pipeline.py:
--------------------------------------------------------------------------------
  1 | import adalflow as adal
  2 | from adalflow.core.types import Document, List
  3 | from adalflow.components.data_process import TextSplitter, ToEmbeddings
  4 | import os
  5 | import subprocess
  6 | import re
  7 | import glob
  8 | from adalflow.utils import get_adalflow_default_root_path
  9 | from adalflow.utils import printc
 10 | from config import configs
 11 | from adalflow.core.db import LocalDB
 12 | 
 13 | 
 14 | def download_github_repo(repo_url: str, local_path: str):
 15 |     """
 16 |     Downloads a GitHub repository to a specified local path.
 17 | 
 18 |     Args:
 19 |         repo_url (str): The URL of the GitHub repository to clone.
 20 |         local_path (str): The local directory where the repository will be cloned.
 21 | 
 22 |     Returns:
 23 |         str: The output message from the `git` command.
 24 |     """
 25 |     try:
 26 |         # Check if Git is installed
 27 |         print(f"local_path: {local_path}")
 28 |         subprocess.run(
 29 |             ["git", "--version"],
 30 |             check=True,
 31 |             stdout=subprocess.PIPE,
 32 |             stderr=subprocess.PIPE,
 33 |         )
 34 | 
 35 |         # Ensure the local path exists
 36 |         os.makedirs(local_path, exist_ok=True)
 37 | 
 38 |         # Clone the repository
 39 |         result = subprocess.run(
 40 |             ["git", "clone", repo_url, local_path],
 41 |             check=True,
 42 |             stdout=subprocess.PIPE,
 43 |             stderr=subprocess.PIPE,
 44 |         )
 45 | 
 46 |         return result.stdout.decode("utf-8")
 47 | 
 48 |     except subprocess.CalledProcessError as e:
 49 |         return f"Error during cloning: {e.stderr.decode('utf-8')}"
 50 |     except Exception as e:
 51 |         return f"An unexpected error occurred: {str(e)}"
 52 | 
 53 | 
 54 | def read_all_documents(path: str):
 55 |     """
 56 |     Recursively reads all documents in a directory and its subdirectories.
 57 | 
 58 |     Args:
 59 |         path (str): The root directory path.
 60 | 
 61 |     Returns:
 62 |         list: A list of Document objects with metadata.
 63 |     """
 64 |     documents = []
 65 |     # File extensions to look for, prioritizing code files
 66 |     code_extensions = [".py", ".js", ".ts", ".java", ".cpp", ".c", ".go", ".rs"]
 67 |     doc_extensions = [".md", ".txt", ".rst", ".json", ".yaml", ".yml"]
 68 | 
 69 |     # Process code files first
 70 |     for ext in code_extensions:
 71 |         files = glob.glob(f"{path}/**/*{ext}", recursive=True)
 72 |         for file_path in files:
 73 |             if ".venv" in file_path or "node_modules" in file_path:
 74 |                 continue
 75 |             try:
 76 |                 with open(file_path, "r", encoding="utf-8") as f:
 77 |                     content = f.read()
 78 |                     relative_path = os.path.relpath(file_path, path)
 79 | 
 80 |                     # Determine if this is an implementation file
 81 |                     is_implementation = (
 82 |                         not relative_path.startswith("test_")
 83 |                         and not relative_path.startswith("app_")
 84 |                         and "test" not in relative_path.lower()
 85 |                     )
 86 | 
 87 |                     doc = Document(
 88 |                         text=content,
 89 |                         meta_data={
 90 |                             "file_path": relative_path,
 91 |                             "type": ext[1:],
 92 |                             "is_code": True,
 93 |                             "is_implementation": is_implementation,
 94 |                             "title": relative_path,
 95 |                         },
 96 |                     )
 97 |                     documents.append(doc)
 98 |             except Exception as e:
 99 |                 print(f"Error reading {file_path}: {e}")
100 | 
101 |     # Then process documentation files
102 |     for ext in doc_extensions:
103 |         files = glob.glob(f"{path}/**/*{ext}", recursive=True)
104 |         for file_path in files:
105 |             if ".venv" in file_path or "node_modules" in file_path:
106 |                 continue
107 |             try:
108 |                 with open(file_path, "r", encoding="utf-8") as f:
109 |                     content = f.read()
110 |                     relative_path = os.path.relpath(file_path, path)
111 |                     doc = Document(
112 |                         text=content,
113 |                         meta_data={
114 |                             "file_path": relative_path,
115 |                             "type": ext[1:],
116 |                             "is_code": False,
117 |                             "is_implementation": False,
118 |                             "title": relative_path,
119 |                         },
120 |                     )
121 |                     documents.append(doc)
122 |             except Exception as e:
123 |                 print(f"Error reading {file_path}: {e}")
124 | 
125 |     return documents
126 | 
127 | 
128 | def prepare_data_pipeline():
129 |     """Creates and returns the data transformation pipeline."""
130 |     splitter = TextSplitter(**configs["text_splitter"])
131 |     embedder = adal.Embedder(
132 |         model_client=configs["embedder"]["model_client"](),
133 |         model_kwargs=configs["embedder"]["model_kwargs"],
134 |     )
135 |     embedder_transformer = ToEmbeddings(
136 |         embedder=embedder, batch_size=configs["embedder"]["batch_size"]
137 |     )
138 |     data_transformer = adal.Sequential(
139 |         splitter, embedder_transformer
140 |     )  # sequential will chain together splitter and embedder
141 |     return data_transformer
142 | 
143 | 
144 | def transform_documents_and_save_to_db(
145 |     documents: List[Document], db_path: str
146 | ) -> LocalDB:
147 |     """
148 |     Transforms a list of documents and saves them to a local database.
149 | 
150 |     Args:
151 |         documents (list): A list of `Document` objects.
152 |         db_path (str): The path to the local database file.
153 |     """
154 |     # Get the data transformer
155 |     data_transformer = prepare_data_pipeline()
156 | 
157 |     # Save the documents to a local database
158 |     db = LocalDB()
159 |     db.register_transformer(transformer=data_transformer, key="split_and_embed")
160 |     db.load(documents)
161 |     db.transform(key="split_and_embed")
162 |     os.makedirs(os.path.dirname(db_path), exist_ok=True)
163 |     db.save_state(filepath=db_path)
164 |     return db
165 | 
166 | 
167 | def chat_with_adalflow_lib():
168 |     """
169 |     (1) Download repo: https://github.com/SylphAI-Inc/AdalFlow
170 |     (2) Read all documents in the repo
171 |     (3) Transform the documents using the data pipeline
172 |     (4) Save the transformed documents to a local database
173 |     """
174 |     # Download the repository
175 |     repo_url = "https://github.com/SylphAI-Inc/AdalFlow"
176 |     local_path = os.path.join(get_adalflow_default_root_path(), "AdalFlow")
177 |     download_github_repo(repo_url, local_path)
178 |     # Read all documents in the repository
179 |     documents = read_all_documents(local_path)
180 |     # Transform the documents using the data pipeline
181 |     db_path = os.path.join(get_adalflow_default_root_path(), "db_adalflow")
182 |     transform_documents_and_save_to_db(documents, db_path)
183 | 
184 | 
185 | class DatabaseManager:
186 |     """
187 |     Manages the creation, loading, transformation, and persistence of LocalDB instances.
188 |     """
189 | 
190 |     def __init__(self):
191 |         self.db = None
192 |         self.repo_url_or_path = None
193 |         self.repo_paths = None
194 | 
195 |     def prepare_database(self, repo_url_or_path: str) -> List[Document]:
196 |         """
197 |         Create a new database from the repository.
198 |         :return: List of Document objects
199 |         """
200 |         self.reset_database()
201 |         self._create_repo(repo_url_or_path)
202 |         return self.prepare_db_index()
203 | 
204 |     def reset_database(self):
205 |         """
206 |         Reset the database to its initial state.
207 |         """
208 |         self.db = None
209 |         self.repo_url_or_path = None
210 |         self.repo_paths = None
211 | 
212 |     def _create_repo(self, repo_url_or_path: str) -> None:
213 |         """
214 |         Download and prepare all paths.
215 |         Paths:
216 |         ~/.adalflow/repos/{repo_name} (for url, local path will be the same)
217 |         ~/.adalflow/databases/{repo_name}.pkl
218 |         """
219 |         printc(f"Preparing repo storage for {repo_url_or_path}...")
220 | 
221 |         try:
222 |             root_path = get_adalflow_default_root_path()
223 | 
224 |             os.makedirs(root_path, exist_ok=True)
225 |             # url
226 |             if repo_url_or_path.startswith("https://" or "http://"):
227 |                 repo_name = repo_url_or_path.split("/")[-1].replace(".git", "")
228 |                 save_repo_dir = os.path.join(root_path, "repos", repo_name)
229 |                 # download the repo
230 |                 download_github_repo(repo_url_or_path, save_repo_dir)
231 |             else:  # local path
232 |                 repo_name = os.path.basename(repo_url_or_path)
233 |                 save_repo_dir = repo_url_or_path
234 | 
235 |             save_db_file = os.path.join(root_path, "databases", f"{repo_name}.pkl")
236 |             os.makedirs(save_repo_dir, exist_ok=True)
237 |             os.makedirs(os.path.dirname(save_db_file), exist_ok=True)
238 | 
239 |             self.repo_paths = {
240 |                 "save_repo_dir": save_repo_dir,
241 |                 "save_db_file": save_db_file,
242 |             }
243 |             printc(f"Repo paths: {self.repo_paths}")
244 | 
245 |         except Exception as e:
246 |             printc(f"Failed to create repository structure: {e}")
247 |             raise
248 | 
249 |     def prepare_db_index(self) -> List[Document]:
250 |         """
251 |         Prepare the indexed database for the repository.
252 |         :return: List of Document objects
253 |         """
254 |         # check the database
255 |         if self.repo_paths and os.path.exists(self.repo_paths["save_db_file"]):
256 |             printc("Loading existing database...")
257 |             self.db = LocalDB.load_state(self.repo_paths["save_db_file"])
258 |             documents = self.db.get_transformed_data(key="split_and_embed")
259 |             if documents:
260 |                 return documents
261 | 
262 |         # prepare the database
263 |         printc("Creating new database...")
264 |         documents = read_all_documents(self.repo_paths["save_repo_dir"])
265 |         self.db = transform_documents_and_save_to_db(
266 |             documents, self.repo_paths["save_db_file"]
267 |         )
268 |         printc(f"total documents: {len(documents)}")
269 |         transformed_docs = self.db.get_transformed_data(key="split_and_embed")
270 |         printc(f"total transformed documents: {len(transformed_docs)}")
271 |         return transformed_docs
272 | 
273 | 
274 | if __name__ == "__main__":
275 |     from adalflow.utils import get_logger
276 | 
277 |     adal.setup_env()
278 | 
279 |     chat_with_adalflow_lib()
280 | 


--------------------------------------------------------------------------------
/frontend/pnpm-lock.yaml:
--------------------------------------------------------------------------------
   1 | lockfileVersion: '9.0'
   2 | 
   3 | settings:
   4 |   autoInstallPeers: true
   5 |   excludeLinksFromLockfile: false
   6 | 
   7 | importers:
   8 | 
   9 |   .:
  10 |     dependencies:
  11 |       '@tailwindcss/typography':
  12 |         specifier: ^0.5.10
  13 |         version: 0.5.16(tailwindcss@3.4.17)
  14 |       '@types/node':
  15 |         specifier: ^20.0.0
  16 |         version: 20.17.17
  17 |       '@types/react':
  18 |         specifier: ^18.0.0
  19 |         version: 18.3.18
  20 |       '@types/react-dom':
  21 |         specifier: ^18.0.0
  22 |         version: 18.3.5(@types/react@18.3.18)
  23 |       lucide-react:
  24 |         specifier: ^0.358.0
  25 |         version: 0.358.0(react@18.3.1)
  26 |       react:
  27 |         specifier: ^18.2.0
  28 |         version: 18.3.1
  29 |       react-dom:
  30 |         specifier: ^18.2.0
  31 |         version: 18.3.1(react@18.3.1)
  32 |       react-hot-toast:
  33 |         specifier: ^2.4.1
  34 |         version: 2.5.1(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
  35 |       react-markdown:
  36 |         specifier: ^9.0.1
  37 |         version: 9.0.3(@types/react@18.3.18)(react@18.3.1)
  38 |       tailwindcss:
  39 |         specifier: ^3.4.0
  40 |         version: 3.4.17
  41 |       typescript:
  42 |         specifier: ^5.0.0
  43 |         version: 5.7.3
  44 |     devDependencies:
  45 |       '@types/babel__generator':
  46 |         specifier: ^7.6.8
  47 |         version: 7.6.8
  48 |       '@types/babel__template':
  49 |         specifier: ^7.4.4
  50 |         version: 7.4.4
  51 |       '@types/babel__traverse':
  52 |         specifier: ^7.20.6
  53 |         version: 7.20.6
  54 |       '@types/estree':
  55 |         specifier: ^1.0.6
  56 |         version: 1.0.6
  57 |       '@types/prop-types':
  58 |         specifier: ^15.7.14
  59 |         version: 15.7.14
  60 |       '@vitejs/plugin-react':
  61 |         specifier: ^4.2.0
  62 |         version: 4.3.4(vite@5.4.14(@types/node@20.17.17))
  63 |       autoprefixer:
  64 |         specifier: ^10.4.17
  65 |         version: 10.4.20(postcss@8.5.1)
  66 |       postcss:
  67 |         specifier: ^8.4.35
  68 |         version: 8.5.1
  69 |       vite:
  70 |         specifier: ^5.0.0
  71 |         version: 5.4.14(@types/node@20.17.17)
  72 | 
  73 | packages:
  74 | 
  75 |   '@alloc/quick-lru@5.2.0':
  76 |     resolution: {integrity: sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==}
  77 |     engines: {node: '>=10'}
  78 | 
  79 |   '@ampproject/remapping@2.3.0':
  80 |     resolution: {integrity: sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==}
  81 |     engines: {node: '>=6.0.0'}
  82 | 
  83 |   '@babel/code-frame@7.26.2':
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  85 |     engines: {node: '>=6.9.0'}
  86 | 
  87 |   '@babel/compat-data@7.26.5':
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  89 |     engines: {node: '>=6.9.0'}
  90 | 
  91 |   '@babel/core@7.26.7':
  92 |     resolution: {integrity: sha512-SRijHmF0PSPgLIBYlWnG0hyeJLwXE2CgpsXaMOrtt2yp9/86ALw6oUlj9KYuZ0JN07T4eBMVIW4li/9S1j2BGA==}
  93 |     engines: {node: '>=6.9.0'}
  94 | 
  95 |   '@babel/generator@7.26.5':
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  97 |     engines: {node: '>=6.9.0'}
  98 | 
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 100 |     resolution: {integrity: sha512-IXuyn5EkouFJscIDuFF5EsiSolseme1s0CZB+QxVugqJLYmKdxI1VfIBOst0SUu4rnk2Z7kqTwmoO1lp3HIfnA==}
 101 |     engines: {node: '>=6.9.0'}
 102 | 
 103 |   '@babel/helper-module-imports@7.25.9':
 104 |     resolution: {integrity: sha512-tnUA4RsrmflIM6W6RFTLFSXITtl0wKjgpnLgXyowocVPrbYrLUXSBXDgTs8BlbmIzIdlBySRQjINYs2BAkiLtw==}
 105 |     engines: {node: '>=6.9.0'}
 106 | 
 107 |   '@babel/helper-module-transforms@7.26.0':
 108 |     resolution: {integrity: sha512-xO+xu6B5K2czEnQye6BHA7DolFFmS3LB7stHZFaOLb1pAwO1HWLS8fXA+eh0A2yIvltPVmx3eNNDBJA2SLHXFw==}
 109 |     engines: {node: '>=6.9.0'}
 110 |     peerDependencies:
 111 |       '@babel/core': ^7.0.0
 112 | 
 113 |   '@babel/helper-plugin-utils@7.26.5':
 114 |     resolution: {integrity: sha512-RS+jZcRdZdRFzMyr+wcsaqOmld1/EqTghfaBGQQd/WnRdzdlvSZ//kF7U8VQTxf1ynZ4cjUcYgjVGx13ewNPMg==}
 115 |     engines: {node: '>=6.9.0'}
 116 | 
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 118 |     resolution: {integrity: sha512-4A/SCr/2KLd5jrtOMFzaKjVtAei3+2r/NChoBNoZ3EyP/+GlhoaEGoWOZUmFmoITP7zOJyHIMm+DYRd8o3PvHA==}
 119 |     engines: {node: '>=6.9.0'}
 120 | 
 121 |   '@babel/helper-validator-identifier@7.25.9':
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 123 |     engines: {node: '>=6.9.0'}
 124 | 
 125 |   '@babel/helper-validator-option@7.25.9':
 126 |     resolution: {integrity: sha512-e/zv1co8pp55dNdEcCynfj9X7nyUKUXoUEwfXqaZt0omVOmDe9oOTdKStH4GmAw6zxMFs50ZayuMfHDKlO7Tfw==}
 127 |     engines: {node: '>=6.9.0'}
 128 | 
 129 |   '@babel/helpers@7.26.7':
 130 |     resolution: {integrity: sha512-8NHiL98vsi0mbPQmYAGWwfcFaOy4j2HY49fXJCfuDcdE7fMIsH9a7GdaeXpIBsbT7307WU8KCMp5pUVDNL4f9A==}
 131 |     engines: {node: '>=6.9.0'}
 132 | 
 133 |   '@babel/parser@7.26.7':
 134 |     resolution: {integrity: sha512-kEvgGGgEjRUutvdVvZhbn/BxVt+5VSpwXz1j3WYXQbXDo8KzFOPNG2GQbdAiNq8g6wn1yKk7C/qrke03a84V+w==}
 135 |     engines: {node: '>=6.0.0'}
 136 |     hasBin: true
 137 | 
 138 |   '@babel/plugin-transform-react-jsx-self@7.25.9':
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 140 |     engines: {node: '>=6.9.0'}
 141 |     peerDependencies:
 142 |       '@babel/core': ^7.0.0-0
 143 | 
 144 |   '@babel/plugin-transform-react-jsx-source@7.25.9':
 145 |     resolution: {integrity: sha512-+iqjT8xmXhhYv4/uiYd8FNQsraMFZIfxVSqxxVSZP0WbbSAWvBXAul0m/zu+7Vv4O/3WtApy9pmaTMiumEZgfg==}
 146 |     engines: {node: '>=6.9.0'}
 147 |     peerDependencies:
 148 |       '@babel/core': ^7.0.0-0
 149 | 
 150 |   '@babel/template@7.25.9':
 151 |     resolution: {integrity: sha512-9DGttpmPvIxBb/2uwpVo3dqJ+O6RooAFOS+lB+xDqoE2PVCE8nfoHMdZLpfCQRLwvohzXISPZcgxt80xLfsuwg==}
 152 |     engines: {node: '>=6.9.0'}
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 164 |     engines: {node: '>=12'}
 165 |     cpu: [ppc64]
 166 |     os: [aix]
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 170 |     engines: {node: '>=12'}
 171 |     cpu: [arm64]
 172 |     os: [android]
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 189 |     cpu: [arm64]
 190 |     os: [darwin]
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 194 |     engines: {node: '>=12'}
 195 |     cpu: [x64]
 196 |     os: [darwin]
 197 | 
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 200 |     engines: {node: '>=12'}
 201 |     cpu: [arm64]
 202 |     os: [freebsd]
 203 | 
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 206 |     engines: {node: '>=12'}
 207 |     cpu: [x64]
 208 |     os: [freebsd]
 209 | 
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 214 |     os: [linux]
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 242 |     engines: {node: '>=12'}
 243 |     cpu: [ppc64]
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 254 |     engines: {node: '>=12'}
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 256 |     os: [linux]
 257 | 
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 260 |     engines: {node: '>=12'}
 261 |     cpu: [x64]
 262 |     os: [linux]
 263 | 
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 266 |     engines: {node: '>=12'}
 267 |     cpu: [x64]
 268 |     os: [netbsd]
 269 | 
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 272 |     engines: {node: '>=12'}
 273 |     cpu: [x64]
 274 |     os: [openbsd]
 275 | 
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 278 |     engines: {node: '>=12'}
 279 |     cpu: [x64]
 280 |     os: [sunos]
 281 | 
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 284 |     engines: {node: '>=12'}
 285 |     cpu: [arm64]
 286 |     os: [win32]
 287 | 
 288 |   '@esbuild/win32-ia32@0.21.5':
 289 |     resolution: {integrity: sha512-SWXFF1CL2RVNMaVs+BBClwtfZSvDgtL//G/smwAc5oVK/UPu2Gu9tIaRgFmYFFKrmg3SyAjSrElf0TiJ1v8fYA==}
 290 |     engines: {node: '>=12'}
 291 |     cpu: [ia32]
 292 |     os: [win32]
 293 | 
 294 |   '@esbuild/win32-x64@0.21.5':
 295 |     resolution: {integrity: sha512-tQd/1efJuzPC6rCFwEvLtci/xNFcTZknmXs98FYDfGE4wP9ClFV98nyKrzJKVPMhdDnjzLhdUyMX4PsQAPjwIw==}
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1108 |     engines: {node: '>=8'}
1109 | 
1110 |   signal-exit@4.1.0:
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1112 |     engines: {node: '>=14'}
1113 | 
1114 |   source-map-js@1.2.1:
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1116 |     engines: {node: '>=0.10.0'}
1117 | 
1118 |   space-separated-tokens@2.0.2:
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1120 | 
1121 |   string-width@4.2.3:
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1123 |     engines: {node: '>=8'}
1124 | 
1125 |   string-width@5.1.2:
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1127 |     engines: {node: '>=12'}
1128 | 
1129 |   stringify-entities@4.0.4:
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1132 |   strip-ansi@6.0.1:
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1134 |     engines: {node: '>=8'}
1135 | 
1136 |   strip-ansi@7.1.0:
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1138 |     engines: {node: '>=12'}
1139 | 
1140 |   style-to-object@1.0.8:
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1143 |   sucrase@3.35.0:
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1145 |     engines: {node: '>=16 || 14 >=14.17'}
1146 |     hasBin: true
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1150 |     engines: {node: '>= 0.4'}
1151 | 
1152 |   tailwindcss@3.4.17:
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1155 |     hasBin: true
1156 | 
1157 |   thenify-all@1.6.0:
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1159 |     engines: {node: '>=0.8'}
1160 | 
1161 |   thenify@3.3.1:
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1163 | 
1164 |   to-regex-range@5.0.1:
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1166 |     engines: {node: '>=8.0'}
1167 | 
1168 |   trim-lines@3.0.1:
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1170 | 
1171 |   trough@2.2.0:
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1173 | 
1174 |   ts-interface-checker@0.1.13:
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1176 | 
1177 |   typescript@5.7.3:
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1179 |     engines: {node: '>=14.17'}
1180 |     hasBin: true
1181 | 
1182 |   undici-types@6.19.8:
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1184 | 
1185 |   unified@11.0.5:
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1187 | 
1188 |   unist-util-is@6.0.0:
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1190 | 
1191 |   unist-util-position@5.0.0:
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1193 | 
1194 |   unist-util-stringify-position@4.0.0:
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1196 | 
1197 |   unist-util-visit-parents@6.0.1:
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1199 | 
1200 |   unist-util-visit@5.0.0:
1201 |     resolution: {integrity: sha512-MR04uvD+07cwl/yhVuVWAtw+3GOR/knlL55Nd/wAdblk27GCVt3lqpTivy/tkJcZoNPzTwS1Y+KMojlLDhoTzg==}
1202 | 
1203 |   update-browserslist-db@1.1.2:
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1205 |     hasBin: true
1206 |     peerDependencies:
1207 |       browserslist: '>= 4.21.0'
1208 | 
1209 |   util-deprecate@1.0.2:
1210 |     resolution: {integrity: sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==}
1211 | 
1212 |   vfile-message@4.0.2:
1213 |     resolution: {integrity: sha512-jRDZ1IMLttGj41KcZvlrYAaI3CfqpLpfpf+Mfig13viT6NKvRzWZ+lXz0Y5D60w6uJIBAOGq9mSHf0gktF0duw==}
1214 | 
1215 |   vfile@6.0.3:
1216 |     resolution: {integrity: sha512-KzIbH/9tXat2u30jf+smMwFCsno4wHVdNmzFyL+T/L3UGqqk6JKfVqOFOZEpZSHADH1k40ab6NUIXZq422ov3Q==}
1217 | 
1218 |   vite@5.4.14:
1219 |     resolution: {integrity: sha512-EK5cY7Q1D8JNhSaPKVK4pwBFvaTmZxEnoKXLG/U9gmdDcihQGNzFlgIvaxezFR4glP1LsuiedwMBqCXH3wZccA==}
1220 |     engines: {node: ^18.0.0 || >=20.0.0}
1221 |     hasBin: true
1222 |     peerDependencies:
1223 |       '@types/node': ^18.0.0 || >=20.0.0
1224 |       less: '*'
1225 |       lightningcss: ^1.21.0
1226 |       sass: '*'
1227 |       sass-embedded: '*'
1228 |       stylus: '*'
1229 |       sugarss: '*'
1230 |       terser: ^5.4.0
1231 |     peerDependenciesMeta:
1232 |       '@types/node':
1233 |         optional: true
1234 |       less:
1235 |         optional: true
1236 |       lightningcss:
1237 |         optional: true
1238 |       sass:
1239 |         optional: true
1240 |       sass-embedded:
1241 |         optional: true
1242 |       stylus:
1243 |         optional: true
1244 |       sugarss:
1245 |         optional: true
1246 |       terser:
1247 |         optional: true
1248 | 
1249 |   which@2.0.2:
1250 |     resolution: {integrity: sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==}
1251 |     engines: {node: '>= 8'}
1252 |     hasBin: true
1253 | 
1254 |   wrap-ansi@7.0.0:
1255 |     resolution: {integrity: sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==}
1256 |     engines: {node: '>=10'}
1257 | 
1258 |   wrap-ansi@8.1.0:
1259 |     resolution: {integrity: sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==}
1260 |     engines: {node: '>=12'}
1261 | 
1262 |   yallist@3.1.1:
1263 |     resolution: {integrity: sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==}
1264 | 
1265 |   yaml@2.7.0:
1266 |     resolution: {integrity: sha512-+hSoy/QHluxmC9kCIJyL/uyFmLmc+e5CFR5Wa+bpIhIj85LVb9ZH2nVnqrHoSvKogwODv0ClqZkmiSSaIH5LTA==}
1267 |     engines: {node: '>= 14'}
1268 |     hasBin: true
1269 | 
1270 |   zwitch@2.0.4:
1271 |     resolution: {integrity: sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==}
1272 | 
1273 | snapshots:
1274 | 
1275 |   '@alloc/quick-lru@5.2.0': {}
1276 | 
1277 |   '@ampproject/remapping@2.3.0':
1278 |     dependencies:
1279 |       '@jridgewell/gen-mapping': 0.3.8
1280 |       '@jridgewell/trace-mapping': 0.3.25
1281 | 
1282 |   '@babel/code-frame@7.26.2':
1283 |     dependencies:
1284 |       '@babel/helper-validator-identifier': 7.25.9
1285 |       js-tokens: 4.0.0
1286 |       picocolors: 1.1.1
1287 | 
1288 |   '@babel/compat-data@7.26.5': {}
1289 | 
1290 |   '@babel/core@7.26.7':
1291 |     dependencies:
1292 |       '@ampproject/remapping': 2.3.0
1293 |       '@babel/code-frame': 7.26.2
1294 |       '@babel/generator': 7.26.5
1295 |       '@babel/helper-compilation-targets': 7.26.5
1296 |       '@babel/helper-module-transforms': 7.26.0(@babel/core@7.26.7)
1297 |       '@babel/helpers': 7.26.7
1298 |       '@babel/parser': 7.26.7
1299 |       '@babel/template': 7.25.9
1300 |       '@babel/traverse': 7.26.7
1301 |       '@babel/types': 7.26.7
1302 |       convert-source-map: 2.0.0
1303 |       debug: 4.4.0
1304 |       gensync: 1.0.0-beta.2
1305 |       json5: 2.2.3
1306 |       semver: 6.3.1
1307 |     transitivePeerDependencies:
1308 |       - supports-color
1309 | 
1310 |   '@babel/generator@7.26.5':
1311 |     dependencies:
1312 |       '@babel/parser': 7.26.7
1313 |       '@babel/types': 7.26.7
1314 |       '@jridgewell/gen-mapping': 0.3.8
1315 |       '@jridgewell/trace-mapping': 0.3.25
1316 |       jsesc: 3.1.0
1317 | 
1318 |   '@babel/helper-compilation-targets@7.26.5':
1319 |     dependencies:
1320 |       '@babel/compat-data': 7.26.5
1321 |       '@babel/helper-validator-option': 7.25.9
1322 |       browserslist: 4.24.4
1323 |       lru-cache: 5.1.1
1324 |       semver: 6.3.1
1325 | 
1326 |   '@babel/helper-module-imports@7.25.9':
1327 |     dependencies:
1328 |       '@babel/traverse': 7.26.7
1329 |       '@babel/types': 7.26.7
1330 |     transitivePeerDependencies:
1331 |       - supports-color
1332 | 
1333 |   '@babel/helper-module-transforms@7.26.0(@babel/core@7.26.7)':
1334 |     dependencies:
1335 |       '@babel/core': 7.26.7
1336 |       '@babel/helper-module-imports': 7.25.9
1337 |       '@babel/helper-validator-identifier': 7.25.9
1338 |       '@babel/traverse': 7.26.7
1339 |     transitivePeerDependencies:
1340 |       - supports-color
1341 | 
1342 |   '@babel/helper-plugin-utils@7.26.5': {}
1343 | 
1344 |   '@babel/helper-string-parser@7.25.9': {}
1345 | 
1346 |   '@babel/helper-validator-identifier@7.25.9': {}
1347 | 
1348 |   '@babel/helper-validator-option@7.25.9': {}
1349 | 
1350 |   '@babel/helpers@7.26.7':
1351 |     dependencies:
1352 |       '@babel/template': 7.25.9
1353 |       '@babel/types': 7.26.7
1354 | 
1355 |   '@babel/parser@7.26.7':
1356 |     dependencies:
1357 |       '@babel/types': 7.26.7
1358 | 
1359 |   '@babel/plugin-transform-react-jsx-self@7.25.9(@babel/core@7.26.7)':
1360 |     dependencies:
1361 |       '@babel/core': 7.26.7
1362 |       '@babel/helper-plugin-utils': 7.26.5
1363 | 
1364 |   '@babel/plugin-transform-react-jsx-source@7.25.9(@babel/core@7.26.7)':
1365 |     dependencies:
1366 |       '@babel/core': 7.26.7
1367 |       '@babel/helper-plugin-utils': 7.26.5
1368 | 
1369 |   '@babel/template@7.25.9':
1370 |     dependencies:
1371 |       '@babel/code-frame': 7.26.2
1372 |       '@babel/parser': 7.26.7
1373 |       '@babel/types': 7.26.7
1374 | 
1375 |   '@babel/traverse@7.26.7':
1376 |     dependencies:
1377 |       '@babel/code-frame': 7.26.2
1378 |       '@babel/generator': 7.26.5
1379 |       '@babel/parser': 7.26.7
1380 |       '@babel/template': 7.25.9
1381 |       '@babel/types': 7.26.7
1382 |       debug: 4.4.0
1383 |       globals: 11.12.0
1384 |     transitivePeerDependencies:
1385 |       - supports-color
1386 | 
1387 |   '@babel/types@7.26.7':
1388 |     dependencies:
1389 |       '@babel/helper-string-parser': 7.25.9
1390 |       '@babel/helper-validator-identifier': 7.25.9
1391 | 
1392 |   '@esbuild/aix-ppc64@0.21.5':
1393 |     optional: true
1394 | 
1395 |   '@esbuild/android-arm64@0.21.5':
1396 |     optional: true
1397 | 
1398 |   '@esbuild/android-arm@0.21.5':
1399 |     optional: true
1400 | 
1401 |   '@esbuild/android-x64@0.21.5':
1402 |     optional: true
1403 | 
1404 |   '@esbuild/darwin-arm64@0.21.5':
1405 |     optional: true
1406 | 
1407 |   '@esbuild/darwin-x64@0.21.5':
1408 |     optional: true
1409 | 
1410 |   '@esbuild/freebsd-arm64@0.21.5':
1411 |     optional: true
1412 | 
1413 |   '@esbuild/freebsd-x64@0.21.5':
1414 |     optional: true
1415 | 
1416 |   '@esbuild/linux-arm64@0.21.5':
1417 |     optional: true
1418 | 
1419 |   '@esbuild/linux-arm@0.21.5':
1420 |     optional: true
1421 | 
1422 |   '@esbuild/linux-ia32@0.21.5':
1423 |     optional: true
1424 | 
1425 |   '@esbuild/linux-loong64@0.21.5':
1426 |     optional: true
1427 | 
1428 |   '@esbuild/linux-mips64el@0.21.5':
1429 |     optional: true
1430 | 
1431 |   '@esbuild/linux-ppc64@0.21.5':
1432 |     optional: true
1433 | 
1434 |   '@esbuild/linux-riscv64@0.21.5':
1435 |     optional: true
1436 | 
1437 |   '@esbuild/linux-s390x@0.21.5':
1438 |     optional: true
1439 | 
1440 |   '@esbuild/linux-x64@0.21.5':
1441 |     optional: true
1442 | 
1443 |   '@esbuild/netbsd-x64@0.21.5':
1444 |     optional: true
1445 | 
1446 |   '@esbuild/openbsd-x64@0.21.5':
1447 |     optional: true
1448 | 
1449 |   '@esbuild/sunos-x64@0.21.5':
1450 |     optional: true
1451 | 
1452 |   '@esbuild/win32-arm64@0.21.5':
1453 |     optional: true
1454 | 
1455 |   '@esbuild/win32-ia32@0.21.5':
1456 |     optional: true
1457 | 
1458 |   '@esbuild/win32-x64@0.21.5':
1459 |     optional: true
1460 | 
1461 |   '@isaacs/cliui@8.0.2':
1462 |     dependencies:
1463 |       string-width: 5.1.2
1464 |       string-width-cjs: string-width@4.2.3
1465 |       strip-ansi: 7.1.0
1466 |       strip-ansi-cjs: strip-ansi@6.0.1
1467 |       wrap-ansi: 8.1.0
1468 |       wrap-ansi-cjs: wrap-ansi@7.0.0
1469 | 
1470 |   '@jridgewell/gen-mapping@0.3.8':
1471 |     dependencies:
1472 |       '@jridgewell/set-array': 1.2.1
1473 |       '@jridgewell/sourcemap-codec': 1.5.0
1474 |       '@jridgewell/trace-mapping': 0.3.25
1475 | 
1476 |   '@jridgewell/resolve-uri@3.1.2': {}
1477 | 
1478 |   '@jridgewell/set-array@1.2.1': {}
1479 | 
1480 |   '@jridgewell/sourcemap-codec@1.5.0': {}
1481 | 
1482 |   '@jridgewell/trace-mapping@0.3.25':
1483 |     dependencies:
1484 |       '@jridgewell/resolve-uri': 3.1.2
1485 |       '@jridgewell/sourcemap-codec': 1.5.0
1486 | 
1487 |   '@nodelib/fs.scandir@2.1.5':
1488 |     dependencies:
1489 |       '@nodelib/fs.stat': 2.0.5
1490 |       run-parallel: 1.2.0
1491 | 
1492 |   '@nodelib/fs.stat@2.0.5': {}
1493 | 
1494 |   '@nodelib/fs.walk@1.2.8':
1495 |     dependencies:
1496 |       '@nodelib/fs.scandir': 2.1.5
1497 |       fastq: 1.19.0
1498 | 
1499 |   '@pkgjs/parseargs@0.11.0':
1500 |     optional: true
1501 | 
1502 |   '@rollup/rollup-android-arm-eabi@4.34.4':
1503 |     optional: true
1504 | 
1505 |   '@rollup/rollup-android-arm64@4.34.4':
1506 |     optional: true
1507 | 
1508 |   '@rollup/rollup-darwin-arm64@4.34.4':
1509 |     optional: true
1510 | 
1511 |   '@rollup/rollup-darwin-x64@4.34.4':
1512 |     optional: true
1513 | 
1514 |   '@rollup/rollup-freebsd-arm64@4.34.4':
1515 |     optional: true
1516 | 
1517 |   '@rollup/rollup-freebsd-x64@4.34.4':
1518 |     optional: true
1519 | 
1520 |   '@rollup/rollup-linux-arm-gnueabihf@4.34.4':
1521 |     optional: true
1522 | 
1523 |   '@rollup/rollup-linux-arm-musleabihf@4.34.4':
1524 |     optional: true
1525 | 
1526 |   '@rollup/rollup-linux-arm64-gnu@4.34.4':
1527 |     optional: true
1528 | 
1529 |   '@rollup/rollup-linux-arm64-musl@4.34.4':
1530 |     optional: true
1531 | 
1532 |   '@rollup/rollup-linux-loongarch64-gnu@4.34.4':
1533 |     optional: true
1534 | 
1535 |   '@rollup/rollup-linux-powerpc64le-gnu@4.34.4':
1536 |     optional: true
1537 | 
1538 |   '@rollup/rollup-linux-riscv64-gnu@4.34.4':
1539 |     optional: true
1540 | 
1541 |   '@rollup/rollup-linux-s390x-gnu@4.34.4':
1542 |     optional: true
1543 | 
1544 |   '@rollup/rollup-linux-x64-gnu@4.34.4':
1545 |     optional: true
1546 | 
1547 |   '@rollup/rollup-linux-x64-musl@4.34.4':
1548 |     optional: true
1549 | 
1550 |   '@rollup/rollup-win32-arm64-msvc@4.34.4':
1551 |     optional: true
1552 | 
1553 |   '@rollup/rollup-win32-ia32-msvc@4.34.4':
1554 |     optional: true
1555 | 
1556 |   '@rollup/rollup-win32-x64-msvc@4.34.4':
1557 |     optional: true
1558 | 
1559 |   '@tailwindcss/typography@0.5.16(tailwindcss@3.4.17)':
1560 |     dependencies:
1561 |       lodash.castarray: 4.4.0
1562 |       lodash.isplainobject: 4.0.6
1563 |       lodash.merge: 4.6.2
1564 |       postcss-selector-parser: 6.0.10
1565 |       tailwindcss: 3.4.17
1566 | 
1567 |   '@types/babel__core@7.20.5':
1568 |     dependencies:
1569 |       '@babel/parser': 7.26.7
1570 |       '@babel/types': 7.26.7
1571 |       '@types/babel__generator': 7.6.8
1572 |       '@types/babel__template': 7.4.4
1573 |       '@types/babel__traverse': 7.20.6
1574 | 
1575 |   '@types/babel__generator@7.6.8':
1576 |     dependencies:
1577 |       '@babel/types': 7.26.7
1578 | 
1579 |   '@types/babel__template@7.4.4':
1580 |     dependencies:
1581 |       '@babel/parser': 7.26.7
1582 |       '@babel/types': 7.26.7
1583 | 
1584 |   '@types/babel__traverse@7.20.6':
1585 |     dependencies:
1586 |       '@babel/types': 7.26.7
1587 | 
1588 |   '@types/debug@4.1.12':
1589 |     dependencies:
1590 |       '@types/ms': 2.1.0
1591 | 
1592 |   '@types/estree-jsx@1.0.5':
1593 |     dependencies:
1594 |       '@types/estree': 1.0.6
1595 | 
1596 |   '@types/estree@1.0.6': {}
1597 | 
1598 |   '@types/hast@3.0.4':
1599 |     dependencies:
1600 |       '@types/unist': 3.0.3
1601 | 
1602 |   '@types/mdast@4.0.4':
1603 |     dependencies:
1604 |       '@types/unist': 3.0.3
1605 | 
1606 |   '@types/ms@2.1.0': {}
1607 | 
1608 |   '@types/node@20.17.17':
1609 |     dependencies:
1610 |       undici-types: 6.19.8
1611 | 
1612 |   '@types/prop-types@15.7.14': {}
1613 | 
1614 |   '@types/react-dom@18.3.5(@types/react@18.3.18)':
1615 |     dependencies:
1616 |       '@types/react': 18.3.18
1617 | 
1618 |   '@types/react@18.3.18':
1619 |     dependencies:
1620 |       '@types/prop-types': 15.7.14
1621 |       csstype: 3.1.3
1622 | 
1623 |   '@types/unist@2.0.11': {}
1624 | 
1625 |   '@types/unist@3.0.3': {}
1626 | 
1627 |   '@ungap/structured-clone@1.3.0': {}
1628 | 
1629 |   '@vitejs/plugin-react@4.3.4(vite@5.4.14(@types/node@20.17.17))':
1630 |     dependencies:
1631 |       '@babel/core': 7.26.7
1632 |       '@babel/plugin-transform-react-jsx-self': 7.25.9(@babel/core@7.26.7)
1633 |       '@babel/plugin-transform-react-jsx-source': 7.25.9(@babel/core@7.26.7)
1634 |       '@types/babel__core': 7.20.5
1635 |       react-refresh: 0.14.2
1636 |       vite: 5.4.14(@types/node@20.17.17)
1637 |     transitivePeerDependencies:
1638 |       - supports-color
1639 | 
1640 |   ansi-regex@5.0.1: {}
1641 | 
1642 |   ansi-regex@6.1.0: {}
1643 | 
1644 |   ansi-styles@4.3.0:
1645 |     dependencies:
1646 |       color-convert: 2.0.1
1647 | 
1648 |   ansi-styles@6.2.1: {}
1649 | 
1650 |   any-promise@1.3.0: {}
1651 | 
1652 |   anymatch@3.1.3:
1653 |     dependencies:
1654 |       normalize-path: 3.0.0
1655 |       picomatch: 2.3.1
1656 | 
1657 |   arg@5.0.2: {}
1658 | 
1659 |   autoprefixer@10.4.20(postcss@8.5.1):
1660 |     dependencies:
1661 |       browserslist: 4.24.4
1662 |       caniuse-lite: 1.0.30001697
1663 |       fraction.js: 4.3.7
1664 |       normalize-range: 0.1.2
1665 |       picocolors: 1.1.1
1666 |       postcss: 8.5.1
1667 |       postcss-value-parser: 4.2.0
1668 | 
1669 |   bail@2.0.2: {}
1670 | 
1671 |   balanced-match@1.0.2: {}
1672 | 
1673 |   binary-extensions@2.3.0: {}
1674 | 
1675 |   brace-expansion@2.0.1:
1676 |     dependencies:
1677 |       balanced-match: 1.0.2
1678 | 
1679 |   braces@3.0.3:
1680 |     dependencies:
1681 |       fill-range: 7.1.1
1682 | 
1683 |   browserslist@4.24.4:
1684 |     dependencies:
1685 |       caniuse-lite: 1.0.30001697
1686 |       electron-to-chromium: 1.5.93
1687 |       node-releases: 2.0.19
1688 |       update-browserslist-db: 1.1.2(browserslist@4.24.4)
1689 | 
1690 |   camelcase-css@2.0.1: {}
1691 | 
1692 |   caniuse-lite@1.0.30001697: {}
1693 | 
1694 |   ccount@2.0.1: {}
1695 | 
1696 |   character-entities-html4@2.1.0: {}
1697 | 
1698 |   character-entities-legacy@3.0.0: {}
1699 | 
1700 |   character-entities@2.0.2: {}
1701 | 
1702 |   character-reference-invalid@2.0.1: {}
1703 | 
1704 |   chokidar@3.6.0:
1705 |     dependencies:
1706 |       anymatch: 3.1.3
1707 |       braces: 3.0.3
1708 |       glob-parent: 5.1.2
1709 |       is-binary-path: 2.1.0
1710 |       is-glob: 4.0.3
1711 |       normalize-path: 3.0.0
1712 |       readdirp: 3.6.0
1713 |     optionalDependencies:
1714 |       fsevents: 2.3.3
1715 | 
1716 |   color-convert@2.0.1:
1717 |     dependencies:
1718 |       color-name: 1.1.4
1719 | 
1720 |   color-name@1.1.4: {}
1721 | 
1722 |   comma-separated-tokens@2.0.3: {}
1723 | 
1724 |   commander@4.1.1: {}
1725 | 
1726 |   convert-source-map@2.0.0: {}
1727 | 
1728 |   cross-spawn@7.0.6:
1729 |     dependencies:
1730 |       path-key: 3.1.1
1731 |       shebang-command: 2.0.0
1732 |       which: 2.0.2
1733 | 
1734 |   cssesc@3.0.0: {}
1735 | 
1736 |   csstype@3.1.3: {}
1737 | 
1738 |   debug@4.4.0:
1739 |     dependencies:
1740 |       ms: 2.1.3
1741 | 
1742 |   decode-named-character-reference@1.0.2:
1743 |     dependencies:
1744 |       character-entities: 2.0.2
1745 | 
1746 |   dequal@2.0.3: {}
1747 | 
1748 |   devlop@1.1.0:
1749 |     dependencies:
1750 |       dequal: 2.0.3
1751 | 
1752 |   didyoumean@1.2.2: {}
1753 | 
1754 |   dlv@1.1.3: {}
1755 | 
1756 |   eastasianwidth@0.2.0: {}
1757 | 
1758 |   electron-to-chromium@1.5.93: {}
1759 | 
1760 |   emoji-regex@8.0.0: {}
1761 | 
1762 |   emoji-regex@9.2.2: {}
1763 | 
1764 |   esbuild@0.21.5:
1765 |     optionalDependencies:
1766 |       '@esbuild/aix-ppc64': 0.21.5
1767 |       '@esbuild/android-arm': 0.21.5
1768 |       '@esbuild/android-arm64': 0.21.5
1769 |       '@esbuild/android-x64': 0.21.5
1770 |       '@esbuild/darwin-arm64': 0.21.5
1771 |       '@esbuild/darwin-x64': 0.21.5
1772 |       '@esbuild/freebsd-arm64': 0.21.5
1773 |       '@esbuild/freebsd-x64': 0.21.5
1774 |       '@esbuild/linux-arm': 0.21.5
1775 |       '@esbuild/linux-arm64': 0.21.5
1776 |       '@esbuild/linux-ia32': 0.21.5
1777 |       '@esbuild/linux-loong64': 0.21.5
1778 |       '@esbuild/linux-mips64el': 0.21.5
1779 |       '@esbuild/linux-ppc64': 0.21.5
1780 |       '@esbuild/linux-riscv64': 0.21.5
1781 |       '@esbuild/linux-s390x': 0.21.5
1782 |       '@esbuild/linux-x64': 0.21.5
1783 |       '@esbuild/netbsd-x64': 0.21.5
1784 |       '@esbuild/openbsd-x64': 0.21.5
1785 |       '@esbuild/sunos-x64': 0.21.5
1786 |       '@esbuild/win32-arm64': 0.21.5
1787 |       '@esbuild/win32-ia32': 0.21.5
1788 |       '@esbuild/win32-x64': 0.21.5
1789 | 
1790 |   escalade@3.2.0: {}
1791 | 
1792 |   estree-util-is-identifier-name@3.0.0: {}
1793 | 
1794 |   extend@3.0.2: {}
1795 | 
1796 |   fast-glob@3.3.3:
1797 |     dependencies:
1798 |       '@nodelib/fs.stat': 2.0.5
1799 |       '@nodelib/fs.walk': 1.2.8
1800 |       glob-parent: 5.1.2
1801 |       merge2: 1.4.1
1802 |       micromatch: 4.0.8
1803 | 
1804 |   fastq@1.19.0:
1805 |     dependencies:
1806 |       reusify: 1.0.4
1807 | 
1808 |   fill-range@7.1.1:
1809 |     dependencies:
1810 |       to-regex-range: 5.0.1
1811 | 
1812 |   foreground-child@3.3.0:
1813 |     dependencies:
1814 |       cross-spawn: 7.0.6
1815 |       signal-exit: 4.1.0
1816 | 
1817 |   fraction.js@4.3.7: {}
1818 | 
1819 |   fsevents@2.3.3:
1820 |     optional: true
1821 | 
1822 |   function-bind@1.1.2: {}
1823 | 
1824 |   gensync@1.0.0-beta.2: {}
1825 | 
1826 |   glob-parent@5.1.2:
1827 |     dependencies:
1828 |       is-glob: 4.0.3
1829 | 
1830 |   glob-parent@6.0.2:
1831 |     dependencies:
1832 |       is-glob: 4.0.3
1833 | 
1834 |   glob@10.4.5:
1835 |     dependencies:
1836 |       foreground-child: 3.3.0
1837 |       jackspeak: 3.4.3
1838 |       minimatch: 9.0.5
1839 |       minipass: 7.1.2
1840 |       package-json-from-dist: 1.0.1
1841 |       path-scurry: 1.11.1
1842 | 
1843 |   globals@11.12.0: {}
1844 | 
1845 |   goober@2.1.16(csstype@3.1.3):
1846 |     dependencies:
1847 |       csstype: 3.1.3
1848 | 
1849 |   hasown@2.0.2:
1850 |     dependencies:
1851 |       function-bind: 1.1.2
1852 | 
1853 |   hast-util-to-jsx-runtime@2.3.2:
1854 |     dependencies:
1855 |       '@types/estree': 1.0.6
1856 |       '@types/hast': 3.0.4
1857 |       '@types/unist': 3.0.3
1858 |       comma-separated-tokens: 2.0.3
1859 |       devlop: 1.1.0
1860 |       estree-util-is-identifier-name: 3.0.0
1861 |       hast-util-whitespace: 3.0.0
1862 |       mdast-util-mdx-expression: 2.0.1
1863 |       mdast-util-mdx-jsx: 3.2.0
1864 |       mdast-util-mdxjs-esm: 2.0.1
1865 |       property-information: 6.5.0
1866 |       space-separated-tokens: 2.0.2
1867 |       style-to-object: 1.0.8
1868 |       unist-util-position: 5.0.0
1869 |       vfile-message: 4.0.2
1870 |     transitivePeerDependencies:
1871 |       - supports-color
1872 | 
1873 |   hast-util-whitespace@3.0.0:
1874 |     dependencies:
1875 |       '@types/hast': 3.0.4
1876 | 
1877 |   html-url-attributes@3.0.1: {}
1878 | 
1879 |   inline-style-parser@0.2.4: {}
1880 | 
1881 |   is-alphabetical@2.0.1: {}
1882 | 
1883 |   is-alphanumerical@2.0.1:
1884 |     dependencies:
1885 |       is-alphabetical: 2.0.1
1886 |       is-decimal: 2.0.1
1887 | 
1888 |   is-binary-path@2.1.0:
1889 |     dependencies:
1890 |       binary-extensions: 2.3.0
1891 | 
1892 |   is-core-module@2.16.1:
1893 |     dependencies:
1894 |       hasown: 2.0.2
1895 | 
1896 |   is-decimal@2.0.1: {}
1897 | 
1898 |   is-extglob@2.1.1: {}
1899 | 
1900 |   is-fullwidth-code-point@3.0.0: {}
1901 | 
1902 |   is-glob@4.0.3:
1903 |     dependencies:
1904 |       is-extglob: 2.1.1
1905 | 
1906 |   is-hexadecimal@2.0.1: {}
1907 | 
1908 |   is-number@7.0.0: {}
1909 | 
1910 |   is-plain-obj@4.1.0: {}
1911 | 
1912 |   isexe@2.0.0: {}
1913 | 
1914 |   jackspeak@3.4.3:
1915 |     dependencies:
1916 |       '@isaacs/cliui': 8.0.2
1917 |     optionalDependencies:
1918 |       '@pkgjs/parseargs': 0.11.0
1919 | 
1920 |   jiti@1.21.7: {}
1921 | 
1922 |   js-tokens@4.0.0: {}
1923 | 
1924 |   jsesc@3.1.0: {}
1925 | 
1926 |   json5@2.2.3: {}
1927 | 
1928 |   lilconfig@3.1.3: {}
1929 | 
1930 |   lines-and-columns@1.2.4: {}
1931 | 
1932 |   lodash.castarray@4.4.0: {}
1933 | 
1934 |   lodash.isplainobject@4.0.6: {}
1935 | 
1936 |   lodash.merge@4.6.2: {}
1937 | 
1938 |   longest-streak@3.1.0: {}
1939 | 
1940 |   loose-envify@1.4.0:
1941 |     dependencies:
1942 |       js-tokens: 4.0.0
1943 | 
1944 |   lru-cache@10.4.3: {}
1945 | 
1946 |   lru-cache@5.1.1:
1947 |     dependencies:
1948 |       yallist: 3.1.1
1949 | 
1950 |   lucide-react@0.358.0(react@18.3.1):
1951 |     dependencies:
1952 |       react: 18.3.1
1953 | 
1954 |   mdast-util-from-markdown@2.0.2:
1955 |     dependencies:
1956 |       '@types/mdast': 4.0.4
1957 |       '@types/unist': 3.0.3
1958 |       decode-named-character-reference: 1.0.2
1959 |       devlop: 1.1.0
1960 |       mdast-util-to-string: 4.0.0
1961 |       micromark: 4.0.1
1962 |       micromark-util-decode-numeric-character-reference: 2.0.2
1963 |       micromark-util-decode-string: 2.0.1
1964 |       micromark-util-normalize-identifier: 2.0.1
1965 |       micromark-util-symbol: 2.0.1
1966 |       micromark-util-types: 2.0.1
1967 |       unist-util-stringify-position: 4.0.0
1968 |     transitivePeerDependencies:
1969 |       - supports-color
1970 | 
1971 |   mdast-util-mdx-expression@2.0.1:
1972 |     dependencies:
1973 |       '@types/estree-jsx': 1.0.5
1974 |       '@types/hast': 3.0.4
1975 |       '@types/mdast': 4.0.4
1976 |       devlop: 1.1.0
1977 |       mdast-util-from-markdown: 2.0.2
1978 |       mdast-util-to-markdown: 2.1.2
1979 |     transitivePeerDependencies:
1980 |       - supports-color
1981 | 
1982 |   mdast-util-mdx-jsx@3.2.0:
1983 |     dependencies:
1984 |       '@types/estree-jsx': 1.0.5
1985 |       '@types/hast': 3.0.4
1986 |       '@types/mdast': 4.0.4
1987 |       '@types/unist': 3.0.3
1988 |       ccount: 2.0.1
1989 |       devlop: 1.1.0
1990 |       mdast-util-from-markdown: 2.0.2
1991 |       mdast-util-to-markdown: 2.1.2
1992 |       parse-entities: 4.0.2
1993 |       stringify-entities: 4.0.4
1994 |       unist-util-stringify-position: 4.0.0
1995 |       vfile-message: 4.0.2
1996 |     transitivePeerDependencies:
1997 |       - supports-color
1998 | 
1999 |   mdast-util-mdxjs-esm@2.0.1:
2000 |     dependencies:
2001 |       '@types/estree-jsx': 1.0.5
2002 |       '@types/hast': 3.0.4
2003 |       '@types/mdast': 4.0.4
2004 |       devlop: 1.1.0
2005 |       mdast-util-from-markdown: 2.0.2
2006 |       mdast-util-to-markdown: 2.1.2
2007 |     transitivePeerDependencies:
2008 |       - supports-color
2009 | 
2010 |   mdast-util-phrasing@4.1.0:
2011 |     dependencies:
2012 |       '@types/mdast': 4.0.4
2013 |       unist-util-is: 6.0.0
2014 | 
2015 |   mdast-util-to-hast@13.2.0:
2016 |     dependencies:
2017 |       '@types/hast': 3.0.4
2018 |       '@types/mdast': 4.0.4
2019 |       '@ungap/structured-clone': 1.3.0
2020 |       devlop: 1.1.0
2021 |       micromark-util-sanitize-uri: 2.0.1
2022 |       trim-lines: 3.0.1
2023 |       unist-util-position: 5.0.0
2024 |       unist-util-visit: 5.0.0
2025 |       vfile: 6.0.3
2026 | 
2027 |   mdast-util-to-markdown@2.1.2:
2028 |     dependencies:
2029 |       '@types/mdast': 4.0.4
2030 |       '@types/unist': 3.0.3
2031 |       longest-streak: 3.1.0
2032 |       mdast-util-phrasing: 4.1.0
2033 |       mdast-util-to-string: 4.0.0
2034 |       micromark-util-classify-character: 2.0.1
2035 |       micromark-util-decode-string: 2.0.1
2036 |       unist-util-visit: 5.0.0
2037 |       zwitch: 2.0.4
2038 | 
2039 |   mdast-util-to-string@4.0.0:
2040 |     dependencies:
2041 |       '@types/mdast': 4.0.4
2042 | 
2043 |   merge2@1.4.1: {}
2044 | 
2045 |   micromark-core-commonmark@2.0.2:
2046 |     dependencies:
2047 |       decode-named-character-reference: 1.0.2
2048 |       devlop: 1.1.0
2049 |       micromark-factory-destination: 2.0.1
2050 |       micromark-factory-label: 2.0.1
2051 |       micromark-factory-space: 2.0.1
2052 |       micromark-factory-title: 2.0.1
2053 |       micromark-factory-whitespace: 2.0.1
2054 |       micromark-util-character: 2.1.1
2055 |       micromark-util-chunked: 2.0.1
2056 |       micromark-util-classify-character: 2.0.1
2057 |       micromark-util-html-tag-name: 2.0.1
2058 |       micromark-util-normalize-identifier: 2.0.1
2059 |       micromark-util-resolve-all: 2.0.1
2060 |       micromark-util-subtokenize: 2.0.4
2061 |       micromark-util-symbol: 2.0.1
2062 |       micromark-util-types: 2.0.1
2063 | 
2064 |   micromark-factory-destination@2.0.1:
2065 |     dependencies:
2066 |       micromark-util-character: 2.1.1
2067 |       micromark-util-symbol: 2.0.1
2068 |       micromark-util-types: 2.0.1
2069 | 
2070 |   micromark-factory-label@2.0.1:
2071 |     dependencies:
2072 |       devlop: 1.1.0
2073 |       micromark-util-character: 2.1.1
2074 |       micromark-util-symbol: 2.0.1
2075 |       micromark-util-types: 2.0.1
2076 | 
2077 |   micromark-factory-space@2.0.1:
2078 |     dependencies:
2079 |       micromark-util-character: 2.1.1
2080 |       micromark-util-types: 2.0.1
2081 | 
2082 |   micromark-factory-title@2.0.1:
2083 |     dependencies:
2084 |       micromark-factory-space: 2.0.1
2085 |       micromark-util-character: 2.1.1
2086 |       micromark-util-symbol: 2.0.1
2087 |       micromark-util-types: 2.0.1
2088 | 
2089 |   micromark-factory-whitespace@2.0.1:
2090 |     dependencies:
2091 |       micromark-factory-space: 2.0.1
2092 |       micromark-util-character: 2.1.1
2093 |       micromark-util-symbol: 2.0.1
2094 |       micromark-util-types: 2.0.1
2095 | 
2096 |   micromark-util-character@2.1.1:
2097 |     dependencies:
2098 |       micromark-util-symbol: 2.0.1
2099 |       micromark-util-types: 2.0.1
2100 | 
2101 |   micromark-util-chunked@2.0.1:
2102 |     dependencies:
2103 |       micromark-util-symbol: 2.0.1
2104 | 
2105 |   micromark-util-classify-character@2.0.1:
2106 |     dependencies:
2107 |       micromark-util-character: 2.1.1
2108 |       micromark-util-symbol: 2.0.1
2109 |       micromark-util-types: 2.0.1
2110 | 
2111 |   micromark-util-combine-extensions@2.0.1:
2112 |     dependencies:
2113 |       micromark-util-chunked: 2.0.1
2114 |       micromark-util-types: 2.0.1
2115 | 
2116 |   micromark-util-decode-numeric-character-reference@2.0.2:
2117 |     dependencies:
2118 |       micromark-util-symbol: 2.0.1
2119 | 
2120 |   micromark-util-decode-string@2.0.1:
2121 |     dependencies:
2122 |       decode-named-character-reference: 1.0.2
2123 |       micromark-util-character: 2.1.1
2124 |       micromark-util-decode-numeric-character-reference: 2.0.2
2125 |       micromark-util-symbol: 2.0.1
2126 | 
2127 |   micromark-util-encode@2.0.1: {}
2128 | 
2129 |   micromark-util-html-tag-name@2.0.1: {}
2130 | 
2131 |   micromark-util-normalize-identifier@2.0.1:
2132 |     dependencies:
2133 |       micromark-util-symbol: 2.0.1
2134 | 
2135 |   micromark-util-resolve-all@2.0.1:
2136 |     dependencies:
2137 |       micromark-util-types: 2.0.1
2138 | 
2139 |   micromark-util-sanitize-uri@2.0.1:
2140 |     dependencies:
2141 |       micromark-util-character: 2.1.1
2142 |       micromark-util-encode: 2.0.1
2143 |       micromark-util-symbol: 2.0.1
2144 | 
2145 |   micromark-util-subtokenize@2.0.4:
2146 |     dependencies:
2147 |       devlop: 1.1.0
2148 |       micromark-util-chunked: 2.0.1
2149 |       micromark-util-symbol: 2.0.1
2150 |       micromark-util-types: 2.0.1
2151 | 
2152 |   micromark-util-symbol@2.0.1: {}
2153 | 
2154 |   micromark-util-types@2.0.1: {}
2155 | 
2156 |   micromark@4.0.1:
2157 |     dependencies:
2158 |       '@types/debug': 4.1.12
2159 |       debug: 4.4.0
2160 |       decode-named-character-reference: 1.0.2
2161 |       devlop: 1.1.0
2162 |       micromark-core-commonmark: 2.0.2
2163 |       micromark-factory-space: 2.0.1
2164 |       micromark-util-character: 2.1.1
2165 |       micromark-util-chunked: 2.0.1
2166 |       micromark-util-combine-extensions: 2.0.1
2167 |       micromark-util-decode-numeric-character-reference: 2.0.2
2168 |       micromark-util-encode: 2.0.1
2169 |       micromark-util-normalize-identifier: 2.0.1
2170 |       micromark-util-resolve-all: 2.0.1
2171 |       micromark-util-sanitize-uri: 2.0.1
2172 |       micromark-util-subtokenize: 2.0.4
2173 |       micromark-util-symbol: 2.0.1
2174 |       micromark-util-types: 2.0.1
2175 |     transitivePeerDependencies:
2176 |       - supports-color
2177 | 
2178 |   micromatch@4.0.8:
2179 |     dependencies:
2180 |       braces: 3.0.3
2181 |       picomatch: 2.3.1
2182 | 
2183 |   minimatch@9.0.5:
2184 |     dependencies:
2185 |       brace-expansion: 2.0.1
2186 | 
2187 |   minipass@7.1.2: {}
2188 | 
2189 |   ms@2.1.3: {}
2190 | 
2191 |   mz@2.7.0:
2192 |     dependencies:
2193 |       any-promise: 1.3.0
2194 |       object-assign: 4.1.1
2195 |       thenify-all: 1.6.0
2196 | 
2197 |   nanoid@3.3.8: {}
2198 | 
2199 |   node-releases@2.0.19: {}
2200 | 
2201 |   normalize-path@3.0.0: {}
2202 | 
2203 |   normalize-range@0.1.2: {}
2204 | 
2205 |   object-assign@4.1.1: {}
2206 | 
2207 |   object-hash@3.0.0: {}
2208 | 
2209 |   package-json-from-dist@1.0.1: {}
2210 | 
2211 |   parse-entities@4.0.2:
2212 |     dependencies:
2213 |       '@types/unist': 2.0.11
2214 |       character-entities-legacy: 3.0.0
2215 |       character-reference-invalid: 2.0.1
2216 |       decode-named-character-reference: 1.0.2
2217 |       is-alphanumerical: 2.0.1
2218 |       is-decimal: 2.0.1
2219 |       is-hexadecimal: 2.0.1
2220 | 
2221 |   path-key@3.1.1: {}
2222 | 
2223 |   path-parse@1.0.7: {}
2224 | 
2225 |   path-scurry@1.11.1:
2226 |     dependencies:
2227 |       lru-cache: 10.4.3
2228 |       minipass: 7.1.2
2229 | 
2230 |   picocolors@1.1.1: {}
2231 | 
2232 |   picomatch@2.3.1: {}
2233 | 
2234 |   pify@2.3.0: {}
2235 | 
2236 |   pirates@4.0.6: {}
2237 | 
2238 |   postcss-import@15.1.0(postcss@8.5.1):
2239 |     dependencies:
2240 |       postcss: 8.5.1
2241 |       postcss-value-parser: 4.2.0
2242 |       read-cache: 1.0.0
2243 |       resolve: 1.22.10
2244 | 
2245 |   postcss-js@4.0.1(postcss@8.5.1):
2246 |     dependencies:
2247 |       camelcase-css: 2.0.1
2248 |       postcss: 8.5.1
2249 | 
2250 |   postcss-load-config@4.0.2(postcss@8.5.1):
2251 |     dependencies:
2252 |       lilconfig: 3.1.3
2253 |       yaml: 2.7.0
2254 |     optionalDependencies:
2255 |       postcss: 8.5.1
2256 | 
2257 |   postcss-nested@6.2.0(postcss@8.5.1):
2258 |     dependencies:
2259 |       postcss: 8.5.1
2260 |       postcss-selector-parser: 6.1.2
2261 | 
2262 |   postcss-selector-parser@6.0.10:
2263 |     dependencies:
2264 |       cssesc: 3.0.0
2265 |       util-deprecate: 1.0.2
2266 | 
2267 |   postcss-selector-parser@6.1.2:
2268 |     dependencies:
2269 |       cssesc: 3.0.0
2270 |       util-deprecate: 1.0.2
2271 | 
2272 |   postcss-value-parser@4.2.0: {}
2273 | 
2274 |   postcss@8.5.1:
2275 |     dependencies:
2276 |       nanoid: 3.3.8
2277 |       picocolors: 1.1.1
2278 |       source-map-js: 1.2.1
2279 | 
2280 |   property-information@6.5.0: {}
2281 | 
2282 |   queue-microtask@1.2.3: {}
2283 | 
2284 |   react-dom@18.3.1(react@18.3.1):
2285 |     dependencies:
2286 |       loose-envify: 1.4.0
2287 |       react: 18.3.1
2288 |       scheduler: 0.23.2
2289 | 
2290 |   react-hot-toast@2.5.1(react-dom@18.3.1(react@18.3.1))(react@18.3.1):
2291 |     dependencies:
2292 |       csstype: 3.1.3
2293 |       goober: 2.1.16(csstype@3.1.3)
2294 |       react: 18.3.1
2295 |       react-dom: 18.3.1(react@18.3.1)
2296 | 
2297 |   react-markdown@9.0.3(@types/react@18.3.18)(react@18.3.1):
2298 |     dependencies:
2299 |       '@types/hast': 3.0.4
2300 |       '@types/react': 18.3.18
2301 |       devlop: 1.1.0
2302 |       hast-util-to-jsx-runtime: 2.3.2
2303 |       html-url-attributes: 3.0.1
2304 |       mdast-util-to-hast: 13.2.0
2305 |       react: 18.3.1
2306 |       remark-parse: 11.0.0
2307 |       remark-rehype: 11.1.1
2308 |       unified: 11.0.5
2309 |       unist-util-visit: 5.0.0
2310 |       vfile: 6.0.3
2311 |     transitivePeerDependencies:
2312 |       - supports-color
2313 | 
2314 |   react-refresh@0.14.2: {}
2315 | 
2316 |   react@18.3.1:
2317 |     dependencies:
2318 |       loose-envify: 1.4.0
2319 | 
2320 |   read-cache@1.0.0:
2321 |     dependencies:
2322 |       pify: 2.3.0
2323 | 
2324 |   readdirp@3.6.0:
2325 |     dependencies:
2326 |       picomatch: 2.3.1
2327 | 
2328 |   remark-parse@11.0.0:
2329 |     dependencies:
2330 |       '@types/mdast': 4.0.4
2331 |       mdast-util-from-markdown: 2.0.2
2332 |       micromark-util-types: 2.0.1
2333 |       unified: 11.0.5
2334 |     transitivePeerDependencies:
2335 |       - supports-color
2336 | 
2337 |   remark-rehype@11.1.1:
2338 |     dependencies:
2339 |       '@types/hast': 3.0.4
2340 |       '@types/mdast': 4.0.4
2341 |       mdast-util-to-hast: 13.2.0
2342 |       unified: 11.0.5
2343 |       vfile: 6.0.3
2344 | 
2345 |   resolve@1.22.10:
2346 |     dependencies:
2347 |       is-core-module: 2.16.1
2348 |       path-parse: 1.0.7
2349 |       supports-preserve-symlinks-flag: 1.0.0
2350 | 
2351 |   reusify@1.0.4: {}
2352 | 
2353 |   rollup@4.34.4:
2354 |     dependencies:
2355 |       '@types/estree': 1.0.6
2356 |     optionalDependencies:
2357 |       '@rollup/rollup-android-arm-eabi': 4.34.4
2358 |       '@rollup/rollup-android-arm64': 4.34.4
2359 |       '@rollup/rollup-darwin-arm64': 4.34.4
2360 |       '@rollup/rollup-darwin-x64': 4.34.4
2361 |       '@rollup/rollup-freebsd-arm64': 4.34.4
2362 |       '@rollup/rollup-freebsd-x64': 4.34.4
2363 |       '@rollup/rollup-linux-arm-gnueabihf': 4.34.4
2364 |       '@rollup/rollup-linux-arm-musleabihf': 4.34.4
2365 |       '@rollup/rollup-linux-arm64-gnu': 4.34.4
2366 |       '@rollup/rollup-linux-arm64-musl': 4.34.4
2367 |       '@rollup/rollup-linux-loongarch64-gnu': 4.34.4
2368 |       '@rollup/rollup-linux-powerpc64le-gnu': 4.34.4
2369 |       '@rollup/rollup-linux-riscv64-gnu': 4.34.4
2370 |       '@rollup/rollup-linux-s390x-gnu': 4.34.4
2371 |       '@rollup/rollup-linux-x64-gnu': 4.34.4
2372 |       '@rollup/rollup-linux-x64-musl': 4.34.4
2373 |       '@rollup/rollup-win32-arm64-msvc': 4.34.4
2374 |       '@rollup/rollup-win32-ia32-msvc': 4.34.4
2375 |       '@rollup/rollup-win32-x64-msvc': 4.34.4
2376 |       fsevents: 2.3.3
2377 | 
2378 |   run-parallel@1.2.0:
2379 |     dependencies:
2380 |       queue-microtask: 1.2.3
2381 | 
2382 |   scheduler@0.23.2:
2383 |     dependencies:
2384 |       loose-envify: 1.4.0
2385 | 
2386 |   semver@6.3.1: {}
2387 | 
2388 |   shebang-command@2.0.0:
2389 |     dependencies:
2390 |       shebang-regex: 3.0.0
2391 | 
2392 |   shebang-regex@3.0.0: {}
2393 | 
2394 |   signal-exit@4.1.0: {}
2395 | 
2396 |   source-map-js@1.2.1: {}
2397 | 
2398 |   space-separated-tokens@2.0.2: {}
2399 | 
2400 |   string-width@4.2.3:
2401 |     dependencies:
2402 |       emoji-regex: 8.0.0
2403 |       is-fullwidth-code-point: 3.0.0
2404 |       strip-ansi: 6.0.1
2405 | 
2406 |   string-width@5.1.2:
2407 |     dependencies:
2408 |       eastasianwidth: 0.2.0
2409 |       emoji-regex: 9.2.2
2410 |       strip-ansi: 7.1.0
2411 | 
2412 |   stringify-entities@4.0.4:
2413 |     dependencies:
2414 |       character-entities-html4: 2.1.0
2415 |       character-entities-legacy: 3.0.0
2416 | 
2417 |   strip-ansi@6.0.1:
2418 |     dependencies:
2419 |       ansi-regex: 5.0.1
2420 | 
2421 |   strip-ansi@7.1.0:
2422 |     dependencies:
2423 |       ansi-regex: 6.1.0
2424 | 
2425 |   style-to-object@1.0.8:
2426 |     dependencies:
2427 |       inline-style-parser: 0.2.4
2428 | 
2429 |   sucrase@3.35.0:
2430 |     dependencies:
2431 |       '@jridgewell/gen-mapping': 0.3.8
2432 |       commander: 4.1.1
2433 |       glob: 10.4.5
2434 |       lines-and-columns: 1.2.4
2435 |       mz: 2.7.0
2436 |       pirates: 4.0.6
2437 |       ts-interface-checker: 0.1.13
2438 | 
2439 |   supports-preserve-symlinks-flag@1.0.0: {}
2440 | 
2441 |   tailwindcss@3.4.17:
2442 |     dependencies:
2443 |       '@alloc/quick-lru': 5.2.0
2444 |       arg: 5.0.2
2445 |       chokidar: 3.6.0
2446 |       didyoumean: 1.2.2
2447 |       dlv: 1.1.3
2448 |       fast-glob: 3.3.3
2449 |       glob-parent: 6.0.2
2450 |       is-glob: 4.0.3
2451 |       jiti: 1.21.7
2452 |       lilconfig: 3.1.3
2453 |       micromatch: 4.0.8
2454 |       normalize-path: 3.0.0
2455 |       object-hash: 3.0.0
2456 |       picocolors: 1.1.1
2457 |       postcss: 8.5.1
2458 |       postcss-import: 15.1.0(postcss@8.5.1)
2459 |       postcss-js: 4.0.1(postcss@8.5.1)
2460 |       postcss-load-config: 4.0.2(postcss@8.5.1)
2461 |       postcss-nested: 6.2.0(postcss@8.5.1)
2462 |       postcss-selector-parser: 6.1.2
2463 |       resolve: 1.22.10
2464 |       sucrase: 3.35.0
2465 |     transitivePeerDependencies:
2466 |       - ts-node
2467 | 
2468 |   thenify-all@1.6.0:
2469 |     dependencies:
2470 |       thenify: 3.3.1
2471 | 
2472 |   thenify@3.3.1:
2473 |     dependencies:
2474 |       any-promise: 1.3.0
2475 | 
2476 |   to-regex-range@5.0.1:
2477 |     dependencies:
2478 |       is-number: 7.0.0
2479 | 
2480 |   trim-lines@3.0.1: {}
2481 | 
2482 |   trough@2.2.0: {}
2483 | 
2484 |   ts-interface-checker@0.1.13: {}
2485 | 
2486 |   typescript@5.7.3: {}
2487 | 
2488 |   undici-types@6.19.8: {}
2489 | 
2490 |   unified@11.0.5:
2491 |     dependencies:
2492 |       '@types/unist': 3.0.3
2493 |       bail: 2.0.2
2494 |       devlop: 1.1.0
2495 |       extend: 3.0.2
2496 |       is-plain-obj: 4.1.0
2497 |       trough: 2.2.0
2498 |       vfile: 6.0.3
2499 | 
2500 |   unist-util-is@6.0.0:
2501 |     dependencies:
2502 |       '@types/unist': 3.0.3
2503 | 
2504 |   unist-util-position@5.0.0:
2505 |     dependencies:
2506 |       '@types/unist': 3.0.3
2507 | 
2508 |   unist-util-stringify-position@4.0.0:
2509 |     dependencies:
2510 |       '@types/unist': 3.0.3
2511 | 
2512 |   unist-util-visit-parents@6.0.1:
2513 |     dependencies:
2514 |       '@types/unist': 3.0.3
2515 |       unist-util-is: 6.0.0
2516 | 
2517 |   unist-util-visit@5.0.0:
2518 |     dependencies:
2519 |       '@types/unist': 3.0.3
2520 |       unist-util-is: 6.0.0
2521 |       unist-util-visit-parents: 6.0.1
2522 | 
2523 |   update-browserslist-db@1.1.2(browserslist@4.24.4):
2524 |     dependencies:
2525 |       browserslist: 4.24.4
2526 |       escalade: 3.2.0
2527 |       picocolors: 1.1.1
2528 | 
2529 |   util-deprecate@1.0.2: {}
2530 | 
2531 |   vfile-message@4.0.2:
2532 |     dependencies:
2533 |       '@types/unist': 3.0.3
2534 |       unist-util-stringify-position: 4.0.0
2535 | 
2536 |   vfile@6.0.3:
2537 |     dependencies:
2538 |       '@types/unist': 3.0.3
2539 |       vfile-message: 4.0.2
2540 | 
2541 |   vite@5.4.14(@types/node@20.17.17):
2542 |     dependencies:
2543 |       esbuild: 0.21.5
2544 |       postcss: 8.5.1
2545 |       rollup: 4.34.4
2546 |     optionalDependencies:
2547 |       '@types/node': 20.17.17
2548 |       fsevents: 2.3.3
2549 | 
2550 |   which@2.0.2:
2551 |     dependencies:
2552 |       isexe: 2.0.0
2553 | 
2554 |   wrap-ansi@7.0.0:
2555 |     dependencies:
2556 |       ansi-styles: 4.3.0
2557 |       string-width: 4.2.3
2558 |       strip-ansi: 6.0.1
2559 | 
2560 |   wrap-ansi@8.1.0:
2561 |     dependencies:
2562 |       ansi-styles: 6.2.1
2563 |       string-width: 5.1.2
2564 |       strip-ansi: 7.1.0
2565 | 
2566 |   yallist@3.1.1: {}
2567 | 
2568 |   yaml@2.7.0: {}
2569 | 
2570 |   zwitch@2.0.4: {}
2571 | 


--------------------------------------------------------------------------------