Spaces:
Sleeping
Sleeping
Commit
·
df31088
0
Parent(s):
Initial commit: Cleaned up project for HuggingFace Spaces deployment
Browse files- .dockerignore +23 -0
- .gitignore +57 -0
- .python-version +1 -0
- Dockerfile +45 -0
- GITHUB_SETUP.md +145 -0
- QUICKSTART.md +135 -0
- README.md +225 -0
- README_HF_SPACES.md +131 -0
- app.py +67 -0
- backend/chat_history.py +52 -0
- backend/document_processor.py +205 -0
- backend/embeddings.py +95 -0
- backend/main.py +144 -0
- backend/rag_system.py +346 -0
- frontend/build/asset-manifest.json +13 -0
- frontend/build/index.html +1 -0
- frontend/build/static/css/main.3a0c885e.css +2 -0
- frontend/build/static/css/main.3a0c885e.css.map +1 -0
- frontend/build/static/js/main.882def61.js +0 -0
- frontend/build/static/js/main.882def61.js.LICENSE.txt +39 -0
- frontend/build/static/js/main.882def61.js.map +0 -0
- frontend/package-lock.json +0 -0
- frontend/package.json +46 -0
- frontend/public/index.html +27 -0
- frontend/src/App.css +395 -0
- frontend/src/App.js +302 -0
- frontend/src/index.css +31 -0
- frontend/src/index.js +21 -0
- package-lock.json +1535 -0
- package.json +6 -0
- processed_documents.json +0 -0
- pyproject.toml +27 -0
- uv.lock +0 -0
.dockerignore
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node_modules
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__pycache__
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*.pyc
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.env
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.git
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.gitignore
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README.md
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.vscode
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.idea
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documents/*.pdf
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documents/*.docx
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documents/*.txt
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vectorstore
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.gitignore
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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env/
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venv/
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ENV/
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.venv/
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*.egg-info/
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dist/
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# build/
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# uv
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.venv/
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# uv.lock - included for reproducible builds
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# Environment variables
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.env
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.env.local
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# Vectorstore - included in repository (as requested)
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# vectorstore/
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# *.pkl
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# *.faiss
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# Processed documents JSON - included in repository (as requested)
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# processed_documents.json
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# Node
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node_modules/
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npm-debug.log*
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yarn-debug.log*
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yarn-error.log*
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# React build (keep for deployment)
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# IDE
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.vscode/
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.idea/
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*.swp
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*.swo
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*~
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# OS
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.DS_Store
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Thumbs.db
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# Documents (optional - you may want to track these)
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documents/
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documents1/
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# documents/*.docx
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# documents/*.txt
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.python-version
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3.11
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Dockerfile
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FROM python:3.10-slim
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WORKDIR /app
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# Install system dependencies and uv
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| 6 |
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RUN apt-get update && apt-get install -y \
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| 7 |
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build-essential \
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curl \
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&& rm -rf /var/lib/apt/lists/* \
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| 10 |
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&& pip install uv
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# Copy pyproject.toml and uv.lock for dependency management
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| 13 |
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COPY pyproject.toml uv.lock ./
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| 14 |
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# Install Python dependencies using uv
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| 16 |
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RUN uv pip install --system .
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# Copy backend
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# Copy backend code
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COPY backend/ ./backend/
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# Copy processed documents and vector data
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| 23 |
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# COPY documents/ ./documents/
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COPY processed_documents.json ./processed_documents.json
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# Copy built frontend bundle
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| 27 |
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COPY frontend/build/ ./frontend/build/
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# Copy main app entry point
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COPY app.py .
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# Expose port (Hugging Face Spaces uses 7860)
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EXPOSE 7860
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| 35 |
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# Run the application
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CMD ["python", "app.py"]
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GITHUB_SETUP.md
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| 1 |
+
# GitHub Setup Guide
|
| 2 |
+
|
| 3 |
+
This guide will help you set up GitHub synchronization for your project.
|
| 4 |
+
|
| 5 |
+
## Prerequisites
|
| 6 |
+
|
| 7 |
+
### 1. Install Git
|
| 8 |
+
|
| 9 |
+
Git is not currently installed on your system. Please install it:
|
| 10 |
+
|
| 11 |
+
**Windows:**
|
| 12 |
+
1. Download Git from: https://git-scm.com/download/win
|
| 13 |
+
2. Run the installer and follow the setup wizard
|
| 14 |
+
3. Choose "Git from the command line and also from 3rd-party software" when prompted
|
| 15 |
+
4. Restart your terminal/PowerShell after installation
|
| 16 |
+
|
| 17 |
+
**Verify Installation:**
|
| 18 |
+
```powershell
|
| 19 |
+
git --version
|
| 20 |
+
```
|
| 21 |
+
|
| 22 |
+
### 2. Configure Git (First Time Only)
|
| 23 |
+
|
| 24 |
+
After installing Git, configure your name and email:
|
| 25 |
+
|
| 26 |
+
```powershell
|
| 27 |
+
git config --global user.name "Your Name"
|
| 28 |
+
git config --global user.email "[email protected]"
|
| 29 |
+
```
|
| 30 |
+
|
| 31 |
+
## Setting Up GitHub Repository
|
| 32 |
+
|
| 33 |
+
### Step 1: Create Repository on GitHub
|
| 34 |
+
|
| 35 |
+
1. Go to https://github.com and sign in
|
| 36 |
+
2. Click the "+" icon in the top right, then "New repository"
|
| 37 |
+
3. Fill in:
|
| 38 |
+
- **Repository name**: `law-document-rag` (or your preferred name)
|
| 39 |
+
- **Description**: "Law Document RAG Chat Application"
|
| 40 |
+
- **Visibility**: Public or Private
|
| 41 |
+
- **DO NOT** initialize with README, .gitignore, or license (we already have these)
|
| 42 |
+
4. Click "Create repository"
|
| 43 |
+
|
| 44 |
+
### Step 2: Initialize Git Repository
|
| 45 |
+
|
| 46 |
+
Open PowerShell in your project directory and run:
|
| 47 |
+
|
| 48 |
+
```powershell
|
| 49 |
+
cd "C:\Users\Dr. Mohammed Alrobia\Desktop\Python_Projects\law_project1"
|
| 50 |
+
git init
|
| 51 |
+
```
|
| 52 |
+
|
| 53 |
+
### Step 3: Stage and Commit Files
|
| 54 |
+
|
| 55 |
+
```powershell
|
| 56 |
+
# Stage all files
|
| 57 |
+
git add .
|
| 58 |
+
|
| 59 |
+
# Create initial commit
|
| 60 |
+
git commit -m "Initial commit: Cleaned up project for HuggingFace Spaces deployment"
|
| 61 |
+
```
|
| 62 |
+
|
| 63 |
+
### Step 4: Add GitHub Remote
|
| 64 |
+
|
| 65 |
+
Replace `YOUR_USERNAME` and `YOUR_REPO_NAME` with your actual GitHub username and repository name:
|
| 66 |
+
|
| 67 |
+
```powershell
|
| 68 |
+
git remote add origin https://github.com/YOUR_USERNAME/YOUR_REPO_NAME.git
|
| 69 |
+
```
|
| 70 |
+
|
| 71 |
+
### Step 5: Push to GitHub
|
| 72 |
+
|
| 73 |
+
```powershell
|
| 74 |
+
# Push to main branch (or master if your default is master)
|
| 75 |
+
git branch -M main
|
| 76 |
+
git push -u origin main
|
| 77 |
+
```
|
| 78 |
+
|
| 79 |
+
If you're using master branch:
|
| 80 |
+
```powershell
|
| 81 |
+
git push -u origin master
|
| 82 |
+
```
|
| 83 |
+
|
| 84 |
+
## Future Workflow
|
| 85 |
+
|
| 86 |
+
### Pushing Changes
|
| 87 |
+
|
| 88 |
+
After making changes to your project:
|
| 89 |
+
|
| 90 |
+
```powershell
|
| 91 |
+
# Stage changes
|
| 92 |
+
git add .
|
| 93 |
+
|
| 94 |
+
# Commit with descriptive message
|
| 95 |
+
git commit -m "Description of your changes"
|
| 96 |
+
|
| 97 |
+
# Push to GitHub
|
| 98 |
+
git push
|
| 99 |
+
```
|
| 100 |
+
|
| 101 |
+
### Pulling Changes
|
| 102 |
+
|
| 103 |
+
To get the latest changes from GitHub:
|
| 104 |
+
|
| 105 |
+
```powershell
|
| 106 |
+
git pull
|
| 107 |
+
```
|
| 108 |
+
|
| 109 |
+
### Checking Status
|
| 110 |
+
|
| 111 |
+
To see what files have changed:
|
| 112 |
+
|
| 113 |
+
```powershell
|
| 114 |
+
git status
|
| 115 |
+
```
|
| 116 |
+
|
| 117 |
+
## Important Notes
|
| 118 |
+
|
| 119 |
+
- **Never commit `.env` file** - It contains your API keys and is already in `.gitignore`
|
| 120 |
+
- **`vectorstore/` and `processed_documents.json`** are included in the repository (as requested)
|
| 121 |
+
- **`uv.lock`** is included for reproducible builds
|
| 122 |
+
- If you get authentication errors, you may need to set up a Personal Access Token:
|
| 123 |
+
- Go to GitHub Settings → Developer settings → Personal access tokens → Tokens (classic)
|
| 124 |
+
- Generate a new token with `repo` permissions
|
| 125 |
+
- Use the token as your password when pushing
|
| 126 |
+
|
| 127 |
+
## Troubleshooting
|
| 128 |
+
|
| 129 |
+
### Authentication Issues
|
| 130 |
+
|
| 131 |
+
If you get authentication errors, you can use a Personal Access Token:
|
| 132 |
+
1. Create a token at: https://github.com/settings/tokens
|
| 133 |
+
2. When prompted for password, use the token instead
|
| 134 |
+
|
| 135 |
+
### Large Files
|
| 136 |
+
|
| 137 |
+
If you encounter issues with large files (like PDFs in documents/), you may need Git LFS:
|
| 138 |
+
```powershell
|
| 139 |
+
git lfs install
|
| 140 |
+
git lfs track "*.pdf"
|
| 141 |
+
git add .gitattributes
|
| 142 |
+
git add .
|
| 143 |
+
git commit -m "Add Git LFS for PDF files"
|
| 144 |
+
```
|
| 145 |
+
|
QUICKSTART.md
ADDED
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|
|
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|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Quick Start Guide
|
| 2 |
+
|
| 3 |
+
## Prerequisites
|
| 4 |
+
|
| 5 |
+
- Python 3.10 or 3.11 (required for faiss-cpu compatibility)
|
| 6 |
+
- uv (fast Python package manager) - [Install uv](https://github.com/astral-sh/uv)
|
| 7 |
+
- Node.js 16+ and npm
|
| 8 |
+
- OpenAI API key
|
| 9 |
+
|
| 10 |
+
## 5-Minute Setup
|
| 11 |
+
|
| 12 |
+
### 1. Install uv (if not already installed)
|
| 13 |
+
|
| 14 |
+
**macOS/Linux:**
|
| 15 |
+
```bash
|
| 16 |
+
curl -LsSf https://astral.sh/uv/install.sh | sh
|
| 17 |
+
```
|
| 18 |
+
|
| 19 |
+
**Windows:**
|
| 20 |
+
```powershell
|
| 21 |
+
powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
|
| 22 |
+
```
|
| 23 |
+
|
| 24 |
+
### 2. Install Node.js (REQUIRED - if not already installed)
|
| 25 |
+
|
| 26 |
+
**Check if Node.js is installed:**
|
| 27 |
+
```powershell
|
| 28 |
+
node --version
|
| 29 |
+
npm --version
|
| 30 |
+
```
|
| 31 |
+
|
| 32 |
+
**If you get "node is not recognized" error:**
|
| 33 |
+
|
| 34 |
+
1. **Download Node.js**:
|
| 35 |
+
- Visit: https://nodejs.org/
|
| 36 |
+
- Click the **green "LTS" button** (Long Term Support)
|
| 37 |
+
- Download and run the installer
|
| 38 |
+
|
| 39 |
+
2. **During Installation**:
|
| 40 |
+
- Make sure "Add to PATH" is checked (usually automatic)
|
| 41 |
+
- Complete the installation
|
| 42 |
+
|
| 43 |
+
3. **CRITICAL: Restart Your Terminal**:
|
| 44 |
+
- **Close PowerShell completely**
|
| 45 |
+
- **Open a new PowerShell window**
|
| 46 |
+
- This is required for PATH changes to take effect
|
| 47 |
+
|
| 48 |
+
4. **Verify Installation**:
|
| 49 |
+
```powershell
|
| 50 |
+
node --version
|
| 51 |
+
npm --version
|
| 52 |
+
```
|
| 53 |
+
Both should show version numbers.
|
| 54 |
+
|
| 55 |
+
**For detailed Windows installation instructions, see: [INSTALL_NODEJS_WINDOWS.md](INSTALL_NODEJS_WINDOWS.md)**
|
| 56 |
+
|
| 57 |
+
### 3. Install Dependencies
|
| 58 |
+
|
| 59 |
+
**Backend (using uv):**
|
| 60 |
+
```bash
|
| 61 |
+
uv sync
|
| 62 |
+
```
|
| 63 |
+
|
| 64 |
+
**Frontend:**
|
| 65 |
+
```bash
|
| 66 |
+
cd frontend
|
| 67 |
+
npm install
|
| 68 |
+
cd ..
|
| 69 |
+
```
|
| 70 |
+
|
| 71 |
+
### 4. Configure API Key
|
| 72 |
+
|
| 73 |
+
Create `.env` in the project root:
|
| 74 |
+
```
|
| 75 |
+
OPENAI_API_KEY=sk-your-actual-api-key-here
|
| 76 |
+
```
|
| 77 |
+
|
| 78 |
+
### 5. Add Documents
|
| 79 |
+
|
| 80 |
+
Place your PDF, TXT, DOCX, or DOC files in the `documents/` folder.
|
| 81 |
+
|
| 82 |
+
### 6. Run the Application
|
| 83 |
+
|
| 84 |
+
**Terminal 1 - Backend:**
|
| 85 |
+
```bash
|
| 86 |
+
# Using uv run (recommended)
|
| 87 |
+
uv run python backend/main.py
|
| 88 |
+
|
| 89 |
+
# Or activate the virtual environment
|
| 90 |
+
# macOS/Linux: source .venv/bin/activate && python backend/main.py
|
| 91 |
+
# Windows: .venv\Scripts\activate && python backend\main.py
|
| 92 |
+
```
|
| 93 |
+
|
| 94 |
+
**Terminal 2 - Frontend:**
|
| 95 |
+
```bash
|
| 96 |
+
cd frontend
|
| 97 |
+
npm start
|
| 98 |
+
```
|
| 99 |
+
|
| 100 |
+
### 7. Use the Application
|
| 101 |
+
|
| 102 |
+
1. Open http://localhost:3000 in your browser
|
| 103 |
+
2. Click "Index Documents" to index files in the `documents/` folder
|
| 104 |
+
3. Ask questions about your documents!
|
| 105 |
+
|
| 106 |
+
## Example Questions
|
| 107 |
+
|
| 108 |
+
- "What are the key provisions in the contract?"
|
| 109 |
+
- "What does the law say about [topic]?"
|
| 110 |
+
- "Summarize the main points of the document"
|
| 111 |
+
|
| 112 |
+
## Troubleshooting
|
| 113 |
+
|
| 114 |
+
**"OpenAI API key is required"**
|
| 115 |
+
- Make sure you created `.env` in the project root with your API key
|
| 116 |
+
|
| 117 |
+
**"No documents found"**
|
| 118 |
+
- Check that files are in the `documents/` folder
|
| 119 |
+
- Supported formats: PDF, TXT, DOCX, DOC
|
| 120 |
+
|
| 121 |
+
**Frontend can't connect to backend**
|
| 122 |
+
- Ensure backend is running on port 8000
|
| 123 |
+
- Check that CORS is enabled (it is by default)
|
| 124 |
+
|
| 125 |
+
**"npm is not recognized" or "node is not recognized"**
|
| 126 |
+
- Node.js is not installed or not in your PATH
|
| 127 |
+
- Install Node.js from https://nodejs.org/
|
| 128 |
+
- Restart your terminal after installation
|
| 129 |
+
- Verify installation: `node --version` and `npm --version`
|
| 130 |
+
|
| 131 |
+
## Next Steps
|
| 132 |
+
|
| 133 |
+
- See [README.md](README.md) for full documentation
|
| 134 |
+
- See [README_HF_SPACES.md](README_HF_SPACES.md) for deployment instructions
|
| 135 |
+
|
README.md
ADDED
|
@@ -0,0 +1,225 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
title: Saudi Law AI Assistant
|
| 3 |
+
emoji: ⚖️
|
| 4 |
+
colorFrom: blue
|
| 5 |
+
colorTo: purple
|
| 6 |
+
sdk: docker
|
| 7 |
+
pinned: false
|
| 8 |
+
---
|
| 9 |
+
|
| 10 |
+
# Law Document RAG Chat Application
|
| 11 |
+
...
|
| 12 |
+
|
| 13 |
+
# Law Document RAG Chat Application
|
| 14 |
+
|
| 15 |
+
A web application that allows users to ask questions about indexed legal documents using Retrieval Augmented Generation (RAG) techniques.
|
| 16 |
+
|
| 17 |
+
## Features
|
| 18 |
+
|
| 19 |
+
- 🤖 **RAG-powered Q&A**: Ask questions about your legal documents and get answers extracted directly from the context
|
| 20 |
+
- 📚 **Document Indexing**: Automatically index PDF, TXT, DOCX, and DOC files from a folder
|
| 21 |
+
- 🎨 **Modern React Frontend**: Beautiful, responsive chat interface
|
| 22 |
+
- ⚡ **FastAPI Backend**: High-performance API with LangChain and FAISS
|
| 23 |
+
- 🔍 **Exact Context Extraction**: Answers are extracted directly from documents, not generated
|
| 24 |
+
- 🚀 **Hugging Face Spaces Ready**: Configured for easy deployment
|
| 25 |
+
|
| 26 |
+
## Tech Stack
|
| 27 |
+
|
| 28 |
+
- **Frontend**: React 18
|
| 29 |
+
- **Backend**: FastAPI
|
| 30 |
+
- **RAG**: LangChain + FAISS + OpenAI Embeddings
|
| 31 |
+
- **Vector Database**: FAISS
|
| 32 |
+
- **LLM**: OpenAI API (for embeddings)
|
| 33 |
+
- **Python**: 3.10 or 3.11 (required for faiss-cpu compatibility)
|
| 34 |
+
|
| 35 |
+
## Project Structure
|
| 36 |
+
|
| 37 |
+
```
|
| 38 |
+
law_project1/
|
| 39 |
+
├── backend/
|
| 40 |
+
│ ├── main.py # FastAPI application
|
| 41 |
+
│ ├── rag_system.py # RAG implementation
|
| 42 |
+
│ ├── requirements.txt # Python dependencies
|
| 43 |
+
│ └── .env.example # Environment variables template
|
| 44 |
+
├── frontend/
|
| 45 |
+
│ ├── src/
|
| 46 |
+
│ │ ├── App.js # Main React component
|
| 47 |
+
│ │ ├── App.css # Styles
|
| 48 |
+
│ │ ├── index.js # React entry point
|
| 49 |
+
│ │ └── index.css # Global styles
|
| 50 |
+
│ ├── public/
|
| 51 |
+
│ │ └── index.html # HTML template
|
| 52 |
+
│ └── package.json # Node dependencies
|
| 53 |
+
├── documents/ # Place your documents here
|
| 54 |
+
├── app.py # Hugging Face Spaces entry point
|
| 55 |
+
├── Dockerfile # Docker configuration
|
| 56 |
+
├── requirements.txt # Main Python dependencies
|
| 57 |
+
└── README.md # This file
|
| 58 |
+
```
|
| 59 |
+
|
| 60 |
+
## Setup Instructions
|
| 61 |
+
|
| 62 |
+
### Local Development
|
| 63 |
+
|
| 64 |
+
1. **Navigate to the project**:
|
| 65 |
+
```bash
|
| 66 |
+
cd law_project1
|
| 67 |
+
```
|
| 68 |
+
|
| 69 |
+
2. **Set up the backend with uv**:
|
| 70 |
+
```bash
|
| 71 |
+
# Install uv if you haven't already
|
| 72 |
+
# On macOS/Linux: curl -LsSf https://astral.sh/uv/install.sh | sh
|
| 73 |
+
# On Windows: powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
|
| 74 |
+
|
| 75 |
+
# Install dependencies
|
| 76 |
+
uv sync
|
| 77 |
+
```
|
| 78 |
+
|
| 79 |
+
3. **Set up environment variables**:
|
| 80 |
+
```bash
|
| 81 |
+
# Create .env file in project root
|
| 82 |
+
echo "OPENAI_API_KEY=your_openai_api_key_here" > .env
|
| 83 |
+
```
|
| 84 |
+
Or manually create `.env` file in the project root with:
|
| 85 |
+
```
|
| 86 |
+
OPENAI_API_KEY=your_openai_api_key_here
|
| 87 |
+
```
|
| 88 |
+
|
| 89 |
+
4. **Install Node.js** (REQUIRED - if not already installed):
|
| 90 |
+
- **Windows**: Download from https://nodejs.org/ (click the green "LTS" button)
|
| 91 |
+
- Run the installer (make sure "Add to PATH" is checked)
|
| 92 |
+
- **CRITICAL**: Close and restart your terminal/PowerShell after installation
|
| 93 |
+
- Verify: `node --version` and `npm --version`
|
| 94 |
+
- **For detailed Windows instructions, see: [INSTALL_NODEJS_WINDOWS.md](INSTALL_NODEJS_WINDOWS.md)**
|
| 95 |
+
|
| 96 |
+
5. **Set up the frontend**:
|
| 97 |
+
```bash
|
| 98 |
+
cd frontend
|
| 99 |
+
npm install
|
| 100 |
+
cd ..
|
| 101 |
+
```
|
| 102 |
+
|
| 103 |
+
6. **Add documents**:
|
| 104 |
+
- Create a `documents` folder in the project root (if it doesn't exist)
|
| 105 |
+
- Add your PDF, TXT, DOCX, or DOC files
|
| 106 |
+
|
| 107 |
+
7. **Run the backend**:
|
| 108 |
+
```bash
|
| 109 |
+
# Using uv run (recommended)
|
| 110 |
+
uv run python backend/main.py
|
| 111 |
+
|
| 112 |
+
# Or activate the virtual environment first
|
| 113 |
+
# On macOS/Linux:
|
| 114 |
+
source .venv/bin/activate
|
| 115 |
+
python backend/main.py
|
| 116 |
+
|
| 117 |
+
# On Windows:
|
| 118 |
+
# .venv\Scripts\activate
|
| 119 |
+
# python backend\main.py
|
| 120 |
+
```
|
| 121 |
+
The API will run on `http://localhost:8000`
|
| 122 |
+
|
| 123 |
+
8. **Run the frontend** (in a new terminal):
|
| 124 |
+
```bash
|
| 125 |
+
cd frontend
|
| 126 |
+
npm start
|
| 127 |
+
```
|
| 128 |
+
The app will open at `http://localhost:3000`
|
| 129 |
+
|
| 130 |
+
### Usage
|
| 131 |
+
|
| 132 |
+
1. **Index Documents**:
|
| 133 |
+
- Click the "Index Documents" button in the UI, or
|
| 134 |
+
- Make a POST request to `http://localhost:8000/index` with:
|
| 135 |
+
```json
|
| 136 |
+
{
|
| 137 |
+
"folder_path": "documents"
|
| 138 |
+
}
|
| 139 |
+
```
|
| 140 |
+
|
| 141 |
+
2. **Ask Questions**:
|
| 142 |
+
- Type your question in the chat input
|
| 143 |
+
- The system will retrieve relevant context and return exact text from the documents
|
| 144 |
+
|
| 145 |
+
## Hugging Face Spaces Deployment
|
| 146 |
+
|
| 147 |
+
See [README_HF_SPACES.md](README_HF_SPACES.md) for detailed deployment instructions.
|
| 148 |
+
|
| 149 |
+
### Quick Deployment Steps
|
| 150 |
+
|
| 151 |
+
1. **Build the frontend**:
|
| 152 |
+
```bash
|
| 153 |
+
cd frontend
|
| 154 |
+
npm install
|
| 155 |
+
npm run build
|
| 156 |
+
cd ..
|
| 157 |
+
```
|
| 158 |
+
|
| 159 |
+
2. **Create a Hugging Face Space** (Docker SDK)
|
| 160 |
+
|
| 161 |
+
3. **Set environment variable**:
|
| 162 |
+
- In Space Settings → Repository secrets
|
| 163 |
+
- Add `OPENAI_API_KEY` with your API key
|
| 164 |
+
|
| 165 |
+
4. **Push to Hugging Face**:
|
| 166 |
+
```bash
|
| 167 |
+
git init
|
| 168 |
+
git add .
|
| 169 |
+
git commit -m "Initial commit"
|
| 170 |
+
git remote add origin https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
|
| 171 |
+
git push -u origin main
|
| 172 |
+
```
|
| 173 |
+
|
| 174 |
+
## API Endpoints
|
| 175 |
+
|
| 176 |
+
- `GET /api/` - Health check
|
| 177 |
+
- `GET /api/health` - Health status
|
| 178 |
+
- `POST /api/index` - Index documents from a folder
|
| 179 |
+
```json
|
| 180 |
+
{
|
| 181 |
+
"folder_path": "documents"
|
| 182 |
+
}
|
| 183 |
+
```
|
| 184 |
+
- `POST /api/ask` - Ask a question
|
| 185 |
+
```json
|
| 186 |
+
{
|
| 187 |
+
"question": "What is the law about X?"
|
| 188 |
+
}
|
| 189 |
+
```
|
| 190 |
+
|
| 191 |
+
## Environment Variables
|
| 192 |
+
|
| 193 |
+
- `OPENAI_API_KEY`: Your OpenAI API key (required)
|
| 194 |
+
|
| 195 |
+
## Notes
|
| 196 |
+
|
| 197 |
+
- The system extracts exact text from documents, not generated responses
|
| 198 |
+
- Supported document formats: PDF, TXT, DOCX, DOC
|
| 199 |
+
- The vectorstore is saved locally and persists between sessions
|
| 200 |
+
- Make sure to index documents before asking questions
|
| 201 |
+
- For Hugging Face Spaces, the frontend automatically uses `/api` as the API URL
|
| 202 |
+
- This project uses `uv` for Python package management - dependencies are defined in `pyproject.toml`
|
| 203 |
+
- The `.env` file should be in the project root (not in the backend folder)
|
| 204 |
+
|
| 205 |
+
## Troubleshooting
|
| 206 |
+
|
| 207 |
+
### Backend Issues
|
| 208 |
+
|
| 209 |
+
- **OpenAI API Key Error**: Make sure `OPENAI_API_KEY` is set in your environment or `.env` file
|
| 210 |
+
- **No documents found**: Ensure documents are in the `documents/` folder with supported extensions
|
| 211 |
+
|
| 212 |
+
### Frontend Issues
|
| 213 |
+
|
| 214 |
+
- **API Connection Error**: Check that the backend is running on port 8000
|
| 215 |
+
- **CORS Errors**: The backend has CORS enabled for all origins in development
|
| 216 |
+
|
| 217 |
+
### Deployment Issues
|
| 218 |
+
|
| 219 |
+
- **Build fails**: Ensure all dependencies are in `requirements.txt`
|
| 220 |
+
- **Frontend not loading**: Make sure `npm run build` was run successfully
|
| 221 |
+
- **API not working**: Verify `OPENAI_API_KEY` is set in Hugging Face Space secrets
|
| 222 |
+
|
| 223 |
+
## License
|
| 224 |
+
|
| 225 |
+
MIT
|
README_HF_SPACES.md
ADDED
|
@@ -0,0 +1,131 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Deploying to Hugging Face Spaces
|
| 2 |
+
|
| 3 |
+
This guide will help you deploy the Law Document RAG application to Hugging Face Spaces.
|
| 4 |
+
|
| 5 |
+
## Prerequisites
|
| 6 |
+
|
| 7 |
+
1. A Hugging Face account (sign up at https://huggingface.co)
|
| 8 |
+
2. An OpenAI API key
|
| 9 |
+
3. Git installed on your machine
|
| 10 |
+
|
| 11 |
+
## Step-by-Step Deployment
|
| 12 |
+
|
| 13 |
+
### 1. Create a New Space
|
| 14 |
+
|
| 15 |
+
1. Go to https://huggingface.co/spaces
|
| 16 |
+
2. Click "Create new Space"
|
| 17 |
+
3. Fill in the details:
|
| 18 |
+
- **Space name**: `law-document-rag` (or your preferred name)
|
| 19 |
+
- **SDK**: Select **Docker**
|
| 20 |
+
- **Visibility**: Public or Private
|
| 21 |
+
4. Click "Create Space"
|
| 22 |
+
|
| 23 |
+
### 2. Prepare Your Code
|
| 24 |
+
|
| 25 |
+
1. **Build the React frontend**:
|
| 26 |
+
```bash
|
| 27 |
+
cd frontend
|
| 28 |
+
npm install
|
| 29 |
+
npm run build
|
| 30 |
+
cd ..
|
| 31 |
+
```
|
| 32 |
+
|
| 33 |
+
2. **Ensure all files are ready**:
|
| 34 |
+
- `app.py` - Main entry point
|
| 35 |
+
- `requirements.txt` - Python dependencies
|
| 36 |
+
- `Dockerfile` - Docker configuration
|
| 37 |
+
- `backend/` - Backend code
|
| 38 |
+
- `frontend/build/` - Built React app
|
| 39 |
+
|
| 40 |
+
### 3. Set Up Environment Variables
|
| 41 |
+
|
| 42 |
+
1. In your Hugging Face Space, go to **Settings**
|
| 43 |
+
2. Scroll to **Repository secrets**
|
| 44 |
+
3. Add a new secret:
|
| 45 |
+
- **Name**: `OPENAI_API_KEY`
|
| 46 |
+
- **Value**: Your OpenAI API key
|
| 47 |
+
|
| 48 |
+
### 4. Push to Hugging Face
|
| 49 |
+
|
| 50 |
+
1. **Initialize git** (if not already done):
|
| 51 |
+
```bash
|
| 52 |
+
git init
|
| 53 |
+
```
|
| 54 |
+
|
| 55 |
+
2. **Add Hugging Face remote**:
|
| 56 |
+
```bash
|
| 57 |
+
git remote add origin https://huggingface.co/spaces/YOUR_USERNAME/YOUR_SPACE_NAME
|
| 58 |
+
```
|
| 59 |
+
Replace `YOUR_USERNAME` and `YOUR_SPACE_NAME` with your actual values.
|
| 60 |
+
|
| 61 |
+
3. **Add and commit files**:
|
| 62 |
+
```bash
|
| 63 |
+
git add .
|
| 64 |
+
git commit -m "Initial deployment"
|
| 65 |
+
```
|
| 66 |
+
|
| 67 |
+
4. **Push to Hugging Face**:
|
| 68 |
+
```bash
|
| 69 |
+
git push origin main
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
### 5. Wait for Build
|
| 73 |
+
|
| 74 |
+
- Hugging Face will automatically build your Docker image
|
| 75 |
+
- This may take 5-10 minutes
|
| 76 |
+
- You can monitor the build logs in the Space's "Logs" tab
|
| 77 |
+
|
| 78 |
+
### 6. Access Your Application
|
| 79 |
+
|
| 80 |
+
Once the build completes, your application will be available at:
|
| 81 |
+
```
|
| 82 |
+
https://YOUR_USERNAME-YOUR_SPACE_NAME.hf.space
|
| 83 |
+
```
|
| 84 |
+
|
| 85 |
+
## Important Notes
|
| 86 |
+
|
| 87 |
+
1. **API Endpoints**: The frontend is configured to use `/api` prefix for backend calls. This is handled by the `app.py` file.
|
| 88 |
+
|
| 89 |
+
2. **Documents**: Users can upload documents through the UI or you can pre-populate the `documents/` folder in your repository.
|
| 90 |
+
|
| 91 |
+
3. **Vectorstore**: The FAISS vectorstore will be created and stored in the Space's persistent storage.
|
| 92 |
+
|
| 93 |
+
4. **Port**: Hugging Face Spaces uses port 7860 by default, which is configured in `app.py`.
|
| 94 |
+
|
| 95 |
+
## Troubleshooting
|
| 96 |
+
|
| 97 |
+
### Build Fails
|
| 98 |
+
|
| 99 |
+
- Check the build logs in the Space's "Logs" tab
|
| 100 |
+
- Ensure all dependencies are in `requirements.txt`
|
| 101 |
+
- Verify the Dockerfile is correct
|
| 102 |
+
|
| 103 |
+
### API Errors
|
| 104 |
+
|
| 105 |
+
- Check that `OPENAI_API_KEY` is set correctly in Space secrets
|
| 106 |
+
- Verify the API key is valid and has credits
|
| 107 |
+
|
| 108 |
+
### Frontend Not Loading
|
| 109 |
+
|
| 110 |
+
- Ensure `npm run build` was run successfully
|
| 111 |
+
- Check that `frontend/build/` directory exists and contains `index.html`
|
| 112 |
+
|
| 113 |
+
## Updating Your Space
|
| 114 |
+
|
| 115 |
+
To update your deployed application:
|
| 116 |
+
|
| 117 |
+
```bash
|
| 118 |
+
git add .
|
| 119 |
+
git commit -m "Update description"
|
| 120 |
+
git push origin main
|
| 121 |
+
```
|
| 122 |
+
|
| 123 |
+
Hugging Face will automatically rebuild and redeploy.
|
| 124 |
+
|
| 125 |
+
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
|
| 131 |
+
|
app.py
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Hugging Face Spaces entry point
|
| 3 |
+
This file serves both the FastAPI backend and React frontend
|
| 4 |
+
"""
|
| 5 |
+
import os
|
| 6 |
+
from pathlib import Path
|
| 7 |
+
from fastapi import FastAPI, Request
|
| 8 |
+
from fastapi.staticfiles import StaticFiles
|
| 9 |
+
from fastapi.responses import FileResponse
|
| 10 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 11 |
+
from backend.main import app as backend_app
|
| 12 |
+
|
| 13 |
+
# Create a new FastAPI app that will serve both backend and frontend
|
| 14 |
+
app = FastAPI()
|
| 15 |
+
|
| 16 |
+
# CORS middleware
|
| 17 |
+
app.add_middleware(
|
| 18 |
+
CORSMiddleware,
|
| 19 |
+
allow_origins=["*"],
|
| 20 |
+
allow_credentials=True,
|
| 21 |
+
allow_methods=["*"],
|
| 22 |
+
allow_headers=["*"],
|
| 23 |
+
)
|
| 24 |
+
|
| 25 |
+
# Mount the backend API
|
| 26 |
+
app.mount("/api", backend_app)
|
| 27 |
+
|
| 28 |
+
# Serve React frontend
|
| 29 |
+
frontend_path = Path(__file__).parent / "frontend" / "build"
|
| 30 |
+
|
| 31 |
+
if frontend_path.exists():
|
| 32 |
+
# Serve static files (JS, CSS, images, etc.)
|
| 33 |
+
static_path = frontend_path / "static"
|
| 34 |
+
if static_path.exists():
|
| 35 |
+
app.mount("/static", StaticFiles(directory=str(static_path)), name="static")
|
| 36 |
+
|
| 37 |
+
# Serve index.html for root and all other routes (React Router)
|
| 38 |
+
@app.get("/")
|
| 39 |
+
async def serve_index():
|
| 40 |
+
index_file = frontend_path / "index.html"
|
| 41 |
+
if index_file.exists():
|
| 42 |
+
return FileResponse(str(index_file))
|
| 43 |
+
return {"message": "Frontend not built. Please run 'npm run build' in the frontend directory."}
|
| 44 |
+
|
| 45 |
+
@app.get("/{full_path:path}")
|
| 46 |
+
async def serve_react_app(full_path: str, request: Request):
|
| 47 |
+
# Don't interfere with API routes
|
| 48 |
+
if full_path.startswith("api"):
|
| 49 |
+
return
|
| 50 |
+
# Don't interfere with static files
|
| 51 |
+
if full_path.startswith("static"):
|
| 52 |
+
return
|
| 53 |
+
|
| 54 |
+
index_file = frontend_path / "index.html"
|
| 55 |
+
if index_file.exists():
|
| 56 |
+
return FileResponse(str(index_file))
|
| 57 |
+
return {"message": "Frontend not built."}
|
| 58 |
+
else:
|
| 59 |
+
@app.get("/")
|
| 60 |
+
async def root():
|
| 61 |
+
return {"message": "Frontend not built. Please run 'npm run build' in the frontend directory."}
|
| 62 |
+
|
| 63 |
+
if __name__ == "__main__":
|
| 64 |
+
import uvicorn
|
| 65 |
+
port = int(os.getenv("PORT", 7860))
|
| 66 |
+
uvicorn.run(app, host="0.0.0.0", port=port)
|
| 67 |
+
|
backend/chat_history.py
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import List, Dict, Optional
|
| 2 |
+
from datetime import datetime
|
| 3 |
+
import json
|
| 4 |
+
from pathlib import Path
|
| 5 |
+
|
| 6 |
+
|
| 7 |
+
class ChatHistory:
|
| 8 |
+
"""Manages multi-turn chat history"""
|
| 9 |
+
|
| 10 |
+
def __init__(self, max_history: int = 10):
|
| 11 |
+
self.max_history = max_history
|
| 12 |
+
self.history: List[Dict[str, str]] = []
|
| 13 |
+
|
| 14 |
+
def add_message(self, role: str, content: str):
|
| 15 |
+
"""Add a message to chat history"""
|
| 16 |
+
self.history.append({
|
| 17 |
+
"role": role,
|
| 18 |
+
"content": content,
|
| 19 |
+
"timestamp": datetime.now().isoformat()
|
| 20 |
+
})
|
| 21 |
+
|
| 22 |
+
# Keep only last N messages
|
| 23 |
+
if len(self.history) > self.max_history * 2: # *2 because we have user + assistant pairs
|
| 24 |
+
self.history = self.history[-self.max_history * 2:]
|
| 25 |
+
|
| 26 |
+
def get_recent_history(self, n_turns: Optional[int] = None) -> List[Dict[str, str]]:
|
| 27 |
+
"""Get recent chat history formatted for LLM"""
|
| 28 |
+
if n_turns is None:
|
| 29 |
+
n_turns = self.max_history
|
| 30 |
+
|
| 31 |
+
# Get last N turns (each turn = user + assistant)
|
| 32 |
+
recent = self.history[-n_turns * 2:] if len(self.history) > n_turns * 2 else self.history
|
| 33 |
+
|
| 34 |
+
# Format for OpenAI API (remove timestamp)
|
| 35 |
+
return [{"role": msg["role"], "content": msg["content"]} for msg in recent]
|
| 36 |
+
|
| 37 |
+
def get_last_turn(self) -> List[Dict[str, str]]:
|
| 38 |
+
"""Get only the last chat turn (last user + assistant messages)"""
|
| 39 |
+
if len(self.history) < 2:
|
| 40 |
+
return []
|
| 41 |
+
|
| 42 |
+
# Get last 2 messages (user + assistant)
|
| 43 |
+
last_two = self.history[-2:]
|
| 44 |
+
|
| 45 |
+
# Format for OpenAI API (remove timestamp)
|
| 46 |
+
return [{"role": msg["role"], "content": msg["content"]} for msg in last_two]
|
| 47 |
+
|
| 48 |
+
def clear(self):
|
| 49 |
+
"""Clear chat history"""
|
| 50 |
+
self.history = []
|
| 51 |
+
|
| 52 |
+
|
backend/document_processor.py
ADDED
|
@@ -0,0 +1,205 @@
|
|
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|
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|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import json
|
| 3 |
+
from pathlib import Path
|
| 4 |
+
from typing import Dict, List, Optional
|
| 5 |
+
from openai import OpenAI
|
| 6 |
+
import httpx
|
| 7 |
+
|
| 8 |
+
|
| 9 |
+
class NoProxyHTTPClient(httpx.Client):
|
| 10 |
+
def __init__(self, *args, **kwargs):
|
| 11 |
+
kwargs.pop("proxies", None)
|
| 12 |
+
super().__init__(*args, **kwargs)
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
class DocumentProcessor:
|
| 16 |
+
"""Processes PDF documents using LLM to extract clean text and generate summaries"""
|
| 17 |
+
|
| 18 |
+
def __init__(self, api_key: Optional[str] = None, model: str = "gpt-5"):
|
| 19 |
+
api_key = api_key or os.getenv("OPENAI_API_KEY")
|
| 20 |
+
if not api_key:
|
| 21 |
+
raise ValueError("OpenAI API key is required")
|
| 22 |
+
|
| 23 |
+
os.environ.setdefault("OPENAI_API_KEY", api_key)
|
| 24 |
+
http_client = NoProxyHTTPClient(timeout=300.0)
|
| 25 |
+
self.client = OpenAI(http_client=http_client)
|
| 26 |
+
self.model = model
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
def process_pdf_with_llm(self, pdf_path: str) -> Dict[str, str]:
|
| 30 |
+
"""
|
| 31 |
+
Process PDF by uploading it to OpenAI and requesting cleaned text plus a summary.
|
| 32 |
+
|
| 33 |
+
Args:
|
| 34 |
+
pdf_path: Path to PDF file
|
| 35 |
+
|
| 36 |
+
Returns: {"filename": str, "text": str, "summary": str}
|
| 37 |
+
"""
|
| 38 |
+
filename = Path(pdf_path).name
|
| 39 |
+
print(f"Processing {filename} with LLM via file upload...")
|
| 40 |
+
|
| 41 |
+
uploaded_file = None
|
| 42 |
+
|
| 43 |
+
try:
|
| 44 |
+
# Upload file
|
| 45 |
+
with open(pdf_path, "rb") as pdf_file:
|
| 46 |
+
uploaded_file = self.client.files.create(
|
| 47 |
+
file=pdf_file,
|
| 48 |
+
purpose="user_data"
|
| 49 |
+
)
|
| 50 |
+
|
| 51 |
+
prompt = (
|
| 52 |
+
"You are processing an Arabic legal document. "
|
| 53 |
+
"Extract ONLY the main content text (remove headers, footers, page numbers, duplicate elements). "
|
| 54 |
+
"Clean the text to remove formatting artifacts. "
|
| 55 |
+
"Generate a concise summary in Arabic covering all important content. "
|
| 56 |
+
'\nReturn ONLY valid JSON with exactly these fields: {"text": "...", "summary": "..."}'
|
| 57 |
+
)
|
| 58 |
+
|
| 59 |
+
# Use SDK responses API
|
| 60 |
+
response = self.client.responses.create(
|
| 61 |
+
model=self.model,
|
| 62 |
+
input=[
|
| 63 |
+
{
|
| 64 |
+
"role": "user",
|
| 65 |
+
"content": [
|
| 66 |
+
{
|
| 67 |
+
"type": "input_file",
|
| 68 |
+
"file_id": uploaded_file.id,
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"type": "input_text",
|
| 72 |
+
"text": prompt,
|
| 73 |
+
},
|
| 74 |
+
],
|
| 75 |
+
}
|
| 76 |
+
],
|
| 77 |
+
)
|
| 78 |
+
|
| 79 |
+
# Extract output_text from response
|
| 80 |
+
response_text = response.output_text
|
| 81 |
+
if not response_text:
|
| 82 |
+
raise ValueError("No text returned from OpenAI response.")
|
| 83 |
+
|
| 84 |
+
result = json.loads(response_text)
|
| 85 |
+
combined_text = result.get("text", "")
|
| 86 |
+
final_summary = result.get("summary", "")
|
| 87 |
+
except Exception as e:
|
| 88 |
+
print(f"Error processing {filename} via OpenAI: {e}")
|
| 89 |
+
raise
|
| 90 |
+
finally:
|
| 91 |
+
if uploaded_file:
|
| 92 |
+
try:
|
| 93 |
+
self.client.files.delete(uploaded_file.id)
|
| 94 |
+
except Exception as cleanup_error:
|
| 95 |
+
print(f"Warning: failed to delete uploaded file for {filename}: {cleanup_error}")
|
| 96 |
+
|
| 97 |
+
return {
|
| 98 |
+
"filename": filename,
|
| 99 |
+
"text": combined_text,
|
| 100 |
+
"summary": final_summary
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
def process_all_pdfs(self, documents_folder: str, skip_existing: bool = True) -> List[Dict[str, str]]:
|
| 104 |
+
"""
|
| 105 |
+
Process all PDF files in a folder, skipping already processed documents.
|
| 106 |
+
|
| 107 |
+
Args:
|
| 108 |
+
documents_folder: Path to folder containing PDF files
|
| 109 |
+
skip_existing: If True, skip PDFs that are already in processed_documents.json
|
| 110 |
+
|
| 111 |
+
Returns: List of newly processed documents
|
| 112 |
+
"""
|
| 113 |
+
folder = Path(documents_folder)
|
| 114 |
+
if not folder.exists():
|
| 115 |
+
raise ValueError(f"Folder {documents_folder} does not exist")
|
| 116 |
+
|
| 117 |
+
# Load existing processed documents
|
| 118 |
+
existing_docs = []
|
| 119 |
+
existing_filenames = set()
|
| 120 |
+
if skip_existing:
|
| 121 |
+
existing_docs = self.load_from_json()
|
| 122 |
+
existing_filenames = {doc.get("filename") for doc in existing_docs if doc.get("filename")}
|
| 123 |
+
if existing_filenames:
|
| 124 |
+
print(f"Found {len(existing_filenames)} already processed documents")
|
| 125 |
+
|
| 126 |
+
pdf_files = list(folder.glob("*.pdf"))
|
| 127 |
+
new_processed_docs = []
|
| 128 |
+
skipped_count = 0
|
| 129 |
+
|
| 130 |
+
for pdf_file in pdf_files:
|
| 131 |
+
filename = pdf_file.name
|
| 132 |
+
|
| 133 |
+
# Skip if already processed
|
| 134 |
+
if skip_existing and filename in existing_filenames:
|
| 135 |
+
print(f"⊘ Skipped (already processed): {filename}")
|
| 136 |
+
skipped_count += 1
|
| 137 |
+
continue
|
| 138 |
+
|
| 139 |
+
# Process new document
|
| 140 |
+
try:
|
| 141 |
+
result = self.process_pdf_with_llm(str(pdf_file))
|
| 142 |
+
new_processed_docs.append(result)
|
| 143 |
+
print(f"✓ Processed: {result['filename']}")
|
| 144 |
+
except Exception as e:
|
| 145 |
+
print(f"✗ Failed to process {pdf_file.name}: {e}")
|
| 146 |
+
|
| 147 |
+
# Merge with existing documents and save
|
| 148 |
+
if new_processed_docs:
|
| 149 |
+
all_docs = existing_docs + new_processed_docs
|
| 150 |
+
self.save_to_json(all_docs)
|
| 151 |
+
print(f"Processed {len(new_processed_docs)} new documents, skipped {skipped_count} existing")
|
| 152 |
+
elif skipped_count > 0:
|
| 153 |
+
print(f"All documents already processed. Skipped {skipped_count} documents.")
|
| 154 |
+
|
| 155 |
+
return new_processed_docs
|
| 156 |
+
|
| 157 |
+
def save_to_json(self, processed_docs: List[Dict[str, str]], json_path: Optional[str] = None, append: bool = False):
|
| 158 |
+
"""
|
| 159 |
+
Save processed documents to JSON file.
|
| 160 |
+
|
| 161 |
+
Args:
|
| 162 |
+
processed_docs: List of documents to save
|
| 163 |
+
json_path: Optional path to JSON file
|
| 164 |
+
append: If True, append to existing file (avoiding duplicates). If False, overwrite.
|
| 165 |
+
"""
|
| 166 |
+
if json_path is None:
|
| 167 |
+
project_root = Path(__file__).resolve().parents[1]
|
| 168 |
+
json_path = str(project_root / "processed_documents.json")
|
| 169 |
+
json_path = Path(json_path)
|
| 170 |
+
|
| 171 |
+
if append and json_path.exists():
|
| 172 |
+
# Load existing and merge, avoiding duplicates
|
| 173 |
+
existing_docs = self.load_from_json(json_path)
|
| 174 |
+
existing_filenames = {doc.get("filename") for doc in existing_docs}
|
| 175 |
+
|
| 176 |
+
# Add only new documents
|
| 177 |
+
for doc in processed_docs:
|
| 178 |
+
if doc.get("filename") not in existing_filenames:
|
| 179 |
+
existing_docs.append(doc)
|
| 180 |
+
|
| 181 |
+
processed_docs = existing_docs
|
| 182 |
+
|
| 183 |
+
with open(json_path, "w", encoding="utf-8") as f:
|
| 184 |
+
json.dump(processed_docs, f, ensure_ascii=False, indent=2)
|
| 185 |
+
print(f"Saved {len(processed_docs)} documents to {json_path}")
|
| 186 |
+
|
| 187 |
+
def load_from_json(self, json_path: Optional[str] = None) -> List[Dict[str, str]]:
|
| 188 |
+
"""Load processed documents from JSON file"""
|
| 189 |
+
if json_path is None:
|
| 190 |
+
project_root = Path(__file__).resolve().parents[1]
|
| 191 |
+
json_path = str(project_root / "processed_documents.json")
|
| 192 |
+
json_path = Path(json_path)
|
| 193 |
+
if not json_path.exists():
|
| 194 |
+
return []
|
| 195 |
+
|
| 196 |
+
with open(json_path, "r", encoding="utf-8") as f:
|
| 197 |
+
return json.load(f)
|
| 198 |
+
|
| 199 |
+
def get_text_by_filename(self, filename: str, json_path: Optional[str] = None) -> Optional[str]:
|
| 200 |
+
"""Get full text for a document by filename"""
|
| 201 |
+
docs = self.load_from_json(json_path)
|
| 202 |
+
for doc in docs:
|
| 203 |
+
if doc.get("filename") == filename:
|
| 204 |
+
return doc.get("text", "")
|
| 205 |
+
return None
|
backend/embeddings.py
ADDED
|
@@ -0,0 +1,95 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import time
|
| 3 |
+
import random
|
| 4 |
+
from typing import List
|
| 5 |
+
from pathlib import Path
|
| 6 |
+
from dotenv import load_dotenv
|
| 7 |
+
import httpx
|
| 8 |
+
from openai import OpenAI
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
def _chunk_list(items: List[str], chunk_size: int) -> List[List[str]]:
|
| 12 |
+
return [items[i:i + chunk_size] for i in range(0, len(items), chunk_size)]
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
class NoProxyHTTPClient(httpx.Client):
|
| 16 |
+
def __init__(self, *args, **kwargs):
|
| 17 |
+
# Ensure any 'proxies' key is ignored to prevent incompat issues
|
| 18 |
+
kwargs.pop("proxies", None)
|
| 19 |
+
super().__init__(*args, **kwargs)
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
class OpenAIEmbeddingsWrapper:
|
| 23 |
+
"""
|
| 24 |
+
Minimal embeddings wrapper compatible with LangChain's embeddings interface.
|
| 25 |
+
Uses OpenAI Embeddings API via official SDK (client.embeddings.create) with batching and retries.
|
| 26 |
+
Forces a custom httpx.Client to avoid unexpected 'proxies' kw errors.
|
| 27 |
+
"""
|
| 28 |
+
def __init__(self, model: str = "text-embedding-ada-002", api_key: str | None = None, timeout: float = 30.0):
|
| 29 |
+
# Load .env from project root (one level up from backend/)
|
| 30 |
+
project_root = Path(__file__).resolve().parents[1]
|
| 31 |
+
load_dotenv(project_root / ".env")
|
| 32 |
+
self.model = model
|
| 33 |
+
self.api_key = api_key or os.getenv("OPENAI_API_KEY")
|
| 34 |
+
if not self.api_key:
|
| 35 |
+
raise ValueError("OPENAI_API_KEY is required for embeddings")
|
| 36 |
+
# Timeout/backoff config
|
| 37 |
+
self.timeout = timeout
|
| 38 |
+
self.batch_size = int(os.getenv("OPENAI_EMBED_BATCH_SIZE", "64"))
|
| 39 |
+
self.max_retries = int(os.getenv("OPENAI_EMBED_MAX_RETRIES", "6"))
|
| 40 |
+
self.initial_backoff = float(os.getenv("OPENAI_EMBED_INITIAL_BACKOFF", "1.0"))
|
| 41 |
+
self.backoff_multiplier = float(os.getenv("OPENAI_EMBED_BACKOFF_MULTIPLIER", "2.0"))
|
| 42 |
+
# Initialize OpenAI SDK client with custom http client; rely on env for API key/base URL
|
| 43 |
+
os.environ.setdefault("OPENAI_API_KEY", self.api_key)
|
| 44 |
+
http_client = NoProxyHTTPClient(timeout=self.timeout)
|
| 45 |
+
self.client = OpenAI(http_client=http_client)
|
| 46 |
+
|
| 47 |
+
def _embed_once(self, inputs: List[str]) -> List[List[float]]:
|
| 48 |
+
resp = self.client.embeddings.create(
|
| 49 |
+
model=self.model,
|
| 50 |
+
input=inputs,
|
| 51 |
+
encoding_format="float",
|
| 52 |
+
)
|
| 53 |
+
return [item.embedding for item in resp.data]
|
| 54 |
+
|
| 55 |
+
def _embed_with_retries(self, inputs: List[str]) -> List[List[float]]:
|
| 56 |
+
attempt = 0
|
| 57 |
+
backoff = self.initial_backoff
|
| 58 |
+
while True:
|
| 59 |
+
try:
|
| 60 |
+
return self._embed_once(inputs)
|
| 61 |
+
except Exception as err:
|
| 62 |
+
status = None
|
| 63 |
+
try:
|
| 64 |
+
status = getattr(getattr(err, "response", None), "status_code", None)
|
| 65 |
+
except Exception:
|
| 66 |
+
status = None
|
| 67 |
+
if (status in (429, 500, 502, 503, 504) or status is None) and attempt < self.max_retries:
|
| 68 |
+
retry_after = 0.0
|
| 69 |
+
try:
|
| 70 |
+
retry_after = float(getattr(getattr(err, "response", None), "headers", {}).get("Retry-After", 0))
|
| 71 |
+
except Exception:
|
| 72 |
+
retry_after = 0.0
|
| 73 |
+
jitter = random.uniform(0, 0.5)
|
| 74 |
+
sleep_s = max(retry_after, backoff) + jitter
|
| 75 |
+
time.sleep(sleep_s)
|
| 76 |
+
attempt += 1
|
| 77 |
+
backoff *= self.backoff_multiplier
|
| 78 |
+
continue
|
| 79 |
+
raise
|
| 80 |
+
|
| 81 |
+
def _embed(self, inputs: List[str]) -> List[List[float]]:
|
| 82 |
+
all_embeddings: List[List[float]] = []
|
| 83 |
+
for batch in _chunk_list(inputs, self.batch_size):
|
| 84 |
+
embeds = self._embed_with_retries(batch)
|
| 85 |
+
all_embeddings.extend(embeds)
|
| 86 |
+
time.sleep(float(os.getenv("OPENAI_EMBED_INTER_BATCH_DELAY", "0.2")))
|
| 87 |
+
return all_embeddings
|
| 88 |
+
|
| 89 |
+
def embed_query(self, text: str) -> List[float]:
|
| 90 |
+
return self._embed([text])[0]
|
| 91 |
+
|
| 92 |
+
def embed_documents(self, texts: List[str]) -> List[List[float]]:
|
| 93 |
+
return self._embed(texts)
|
| 94 |
+
|
| 95 |
+
#شرح نظام الأحوال الشخصية
|
backend/main.py
ADDED
|
@@ -0,0 +1,144 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI, HTTPException, Query
|
| 2 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 3 |
+
from fastapi.responses import FileResponse, JSONResponse
|
| 4 |
+
from pydantic import BaseModel
|
| 5 |
+
from typing import List, Optional
|
| 6 |
+
import os
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
from urllib.parse import quote
|
| 9 |
+
from dotenv import load_dotenv
|
| 10 |
+
from rag_system import RAGSystem
|
| 11 |
+
|
| 12 |
+
# Load environment variables from .env file in project root
|
| 13 |
+
env_path = Path(__file__).parent.parent / ".env"
|
| 14 |
+
load_dotenv(env_path)
|
| 15 |
+
|
| 16 |
+
app = FastAPI(title="Law Document RAG API")
|
| 17 |
+
|
| 18 |
+
# CORS middleware to allow React frontend to connect
|
| 19 |
+
app.add_middleware(
|
| 20 |
+
CORSMiddleware,
|
| 21 |
+
allow_origins=["*"], # In production, specify your frontend URL
|
| 22 |
+
allow_credentials=True,
|
| 23 |
+
allow_methods=["*"],
|
| 24 |
+
allow_headers=["*"],
|
| 25 |
+
)
|
| 26 |
+
|
| 27 |
+
# Initialize RAG system
|
| 28 |
+
rag_system = None
|
| 29 |
+
|
| 30 |
+
class QuestionRequest(BaseModel):
|
| 31 |
+
question: str
|
| 32 |
+
use_history: Optional[bool] = True
|
| 33 |
+
|
| 34 |
+
class QuestionResponse(BaseModel):
|
| 35 |
+
answer: str
|
| 36 |
+
sources: List[str]
|
| 37 |
+
|
| 38 |
+
@app.on_event("startup")
|
| 39 |
+
async def startup_event():
|
| 40 |
+
"""Process and index all PDFs on startup"""
|
| 41 |
+
global rag_system
|
| 42 |
+
try:
|
| 43 |
+
rag_system = RAGSystem()
|
| 44 |
+
# Process all PDFs from documents folder on startup
|
| 45 |
+
docs_folder = Path("documents")
|
| 46 |
+
if docs_folder.exists() and any(docs_folder.glob("*.pdf")):
|
| 47 |
+
print("Processing PDFs on startup...")
|
| 48 |
+
num_docs = rag_system.process_and_index_documents(str(docs_folder))
|
| 49 |
+
print(f"✓ Processed and indexed {num_docs} documents")
|
| 50 |
+
else:
|
| 51 |
+
print("No PDF files found in documents folder")
|
| 52 |
+
except Exception as e:
|
| 53 |
+
print(f"Warning: Could not initialize RAG system: {e}")
|
| 54 |
+
import traceback
|
| 55 |
+
traceback.print_exc()
|
| 56 |
+
|
| 57 |
+
@app.get("/")
|
| 58 |
+
async def root():
|
| 59 |
+
return {"message": "Law Document RAG API is running"}
|
| 60 |
+
|
| 61 |
+
@app.get("/health")
|
| 62 |
+
async def health():
|
| 63 |
+
return {"status": "healthy"}
|
| 64 |
+
|
| 65 |
+
@app.post("/ask", response_model=QuestionResponse)
|
| 66 |
+
async def ask_question(request: QuestionRequest):
|
| 67 |
+
"""Answer a question using RAG with multi-turn chat history"""
|
| 68 |
+
global rag_system
|
| 69 |
+
if rag_system is None:
|
| 70 |
+
raise HTTPException(status_code=503, detail="RAG system not initialized. Please process documents first.")
|
| 71 |
+
|
| 72 |
+
if not request.question.strip():
|
| 73 |
+
raise HTTPException(status_code=400, detail="Question cannot be empty")
|
| 74 |
+
|
| 75 |
+
try:
|
| 76 |
+
answer, sources = rag_system.answer_question(
|
| 77 |
+
request.question,
|
| 78 |
+
use_history=request.use_history,
|
| 79 |
+
model_provider="qwen",
|
| 80 |
+
)
|
| 81 |
+
print("[/ask] Qwen answer:", answer)
|
| 82 |
+
print("[/ask] Sources:", sources)
|
| 83 |
+
return QuestionResponse(answer=answer, sources=sources)
|
| 84 |
+
except Exception as e:
|
| 85 |
+
raise HTTPException(status_code=500, detail=f"Error answering question: {str(e)}")
|
| 86 |
+
|
| 87 |
+
@app.post("/clear-history", response_model=dict)
|
| 88 |
+
async def clear_history():
|
| 89 |
+
"""Clear chat history"""
|
| 90 |
+
global rag_system
|
| 91 |
+
if rag_system is None:
|
| 92 |
+
raise HTTPException(status_code=503, detail="RAG system not initialized")
|
| 93 |
+
|
| 94 |
+
rag_system.clear_chat_history()
|
| 95 |
+
return {"message": "Chat history cleared"}
|
| 96 |
+
|
| 97 |
+
@app.get("/documents/{filename}")
|
| 98 |
+
async def get_document(filename: str, mode: str = Query("download", enum=["download", "preview"])):
|
| 99 |
+
"""Serve processed document files for preview or download"""
|
| 100 |
+
documents_dir = Path("documents").resolve()
|
| 101 |
+
file_path = (documents_dir / filename).resolve()
|
| 102 |
+
|
| 103 |
+
# Prevent directory traversal
|
| 104 |
+
if documents_dir not in file_path.parents and file_path != documents_dir:
|
| 105 |
+
raise HTTPException(status_code=403, detail="Access denied")
|
| 106 |
+
|
| 107 |
+
if not file_path.exists():
|
| 108 |
+
raise HTTPException(status_code=404, detail="Document not found")
|
| 109 |
+
|
| 110 |
+
file_extension = file_path.suffix.lower()
|
| 111 |
+
|
| 112 |
+
def build_headers(disposition_type: str) -> dict:
|
| 113 |
+
try:
|
| 114 |
+
ascii_name = filename.encode("ascii", "ignore").decode("ascii")
|
| 115 |
+
except Exception:
|
| 116 |
+
ascii_name = ""
|
| 117 |
+
ascii_name = ascii_name.replace('"', '').strip() or ("document.pdf" if file_extension == ".pdf" else "document")
|
| 118 |
+
encoded_name = quote(filename)
|
| 119 |
+
return {
|
| 120 |
+
"Content-Disposition": f"{disposition_type}; filename=\"{ascii_name}\"; filename*=UTF-8''{encoded_name}"
|
| 121 |
+
}
|
| 122 |
+
|
| 123 |
+
if mode == "preview":
|
| 124 |
+
if file_extension != ".pdf":
|
| 125 |
+
return JSONResponse({"filename": filename, "error": "Preview only available for PDF files"}, status_code=400)
|
| 126 |
+
return FileResponse(
|
| 127 |
+
str(file_path),
|
| 128 |
+
media_type="application/pdf",
|
| 129 |
+
filename=filename,
|
| 130 |
+
headers=build_headers("inline")
|
| 131 |
+
)
|
| 132 |
+
|
| 133 |
+
media_type = "application/pdf" if file_extension == ".pdf" else "application/octet-stream"
|
| 134 |
+
return FileResponse(
|
| 135 |
+
str(file_path),
|
| 136 |
+
media_type=media_type,
|
| 137 |
+
filename=filename,
|
| 138 |
+
headers=build_headers("attachment")
|
| 139 |
+
)
|
| 140 |
+
|
| 141 |
+
if __name__ == "__main__":
|
| 142 |
+
import uvicorn
|
| 143 |
+
uvicorn.run(app, host="0.0.0.0", port=8000)
|
| 144 |
+
|
backend/rag_system.py
ADDED
|
@@ -0,0 +1,346 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
| 1 |
+
import os
|
| 2 |
+
import json
|
| 3 |
+
from pathlib import Path
|
| 4 |
+
from typing import List, Tuple, Optional, Dict
|
| 5 |
+
from langchain_community.vectorstores import FAISS
|
| 6 |
+
from langchain.schema import Document
|
| 7 |
+
from embeddings import OpenAIEmbeddingsWrapper
|
| 8 |
+
from document_processor import DocumentProcessor
|
| 9 |
+
from chat_history import ChatHistory
|
| 10 |
+
from openai import OpenAI
|
| 11 |
+
import httpx
|
| 12 |
+
import tiktoken
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
class NoProxyHTTPClient(httpx.Client):
|
| 16 |
+
def __init__(self, *args, **kwargs):
|
| 17 |
+
kwargs.pop("proxies", None)
|
| 18 |
+
super().__init__(*args, **kwargs)
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
class RAGSystem:
|
| 22 |
+
"""RAG system that indexes summaries and retrieves full text from JSON"""
|
| 23 |
+
|
| 24 |
+
def __init__(self, vectorstore_path: str = "vectorstore", json_path: Optional[str] = None, openai_api_key: Optional[str] = None):
|
| 25 |
+
self.vectorstore_path = vectorstore_path
|
| 26 |
+
# JSON path relative to project root
|
| 27 |
+
if json_path is None:
|
| 28 |
+
project_root = Path(__file__).resolve().parents[1]
|
| 29 |
+
self.json_path = str(project_root / "processed_documents.json")
|
| 30 |
+
else:
|
| 31 |
+
self.json_path = json_path
|
| 32 |
+
self.vectorstore = None
|
| 33 |
+
|
| 34 |
+
# Initialize embeddings
|
| 35 |
+
api_key = openai_api_key or os.getenv("OPENAI_API_KEY")
|
| 36 |
+
if not api_key:
|
| 37 |
+
raise ValueError("OpenAI API key is required. Set OPENAI_API_KEY environment variable.")
|
| 38 |
+
|
| 39 |
+
self.embeddings = OpenAIEmbeddingsWrapper(api_key=api_key)
|
| 40 |
+
|
| 41 |
+
# Initialize document processor
|
| 42 |
+
self.processor = DocumentProcessor(api_key=api_key)
|
| 43 |
+
|
| 44 |
+
# Initialize LLM client for answering questions
|
| 45 |
+
os.environ.setdefault("OPENAI_API_KEY", api_key)
|
| 46 |
+
http_client = NoProxyHTTPClient(timeout=60.0)
|
| 47 |
+
self.llm_client = OpenAI(http_client=http_client)
|
| 48 |
+
self.llm_model = os.getenv("OPENAI_LLM_MODEL", "gpt-4o-mini")
|
| 49 |
+
|
| 50 |
+
# Chat history manager
|
| 51 |
+
self.chat_history = ChatHistory(max_history=int(os.getenv("CHAT_HISTORY_TURNS", "10")))
|
| 52 |
+
|
| 53 |
+
# Try to load existing vectorstore
|
| 54 |
+
self._load_vectorstore()
|
| 55 |
+
|
| 56 |
+
def _load_vectorstore(self):
|
| 57 |
+
"""Load existing vectorstore if it exists"""
|
| 58 |
+
if os.path.exists(self.vectorstore_path):
|
| 59 |
+
try:
|
| 60 |
+
self.vectorstore = FAISS.load_local(
|
| 61 |
+
self.vectorstore_path,
|
| 62 |
+
embeddings=self.embeddings,
|
| 63 |
+
allow_dangerous_deserialization=True
|
| 64 |
+
)
|
| 65 |
+
# Ensure embedding function is callable
|
| 66 |
+
self.vectorstore.embedding_function = self.embeddings.embed_query
|
| 67 |
+
print(f"Loaded existing vectorstore from {self.vectorstore_path}")
|
| 68 |
+
except Exception as e:
|
| 69 |
+
print(f"Could not load existing vectorstore: {e}")
|
| 70 |
+
self.vectorstore = None
|
| 71 |
+
|
| 72 |
+
def _count_tokens(self, messages: List[Dict[str, str]]) -> int:
|
| 73 |
+
"""Count tokens in messages for the current model"""
|
| 74 |
+
try:
|
| 75 |
+
encoding = tiktoken.encoding_for_model(self.llm_model)
|
| 76 |
+
except KeyError:
|
| 77 |
+
# Fallback to cl100k_base for unknown models
|
| 78 |
+
encoding = tiktoken.get_encoding("cl100k_base")
|
| 79 |
+
|
| 80 |
+
tokens = 0
|
| 81 |
+
for message in messages:
|
| 82 |
+
tokens += 4 # Every message follows <im_start>{role/name}\n{content}<im_end>\n
|
| 83 |
+
for key, value in message.items():
|
| 84 |
+
tokens += len(encoding.encode(str(value)))
|
| 85 |
+
if key == "name": # If there's a name, the role is omitted
|
| 86 |
+
tokens -= 1 # Role is always required and always 1 token
|
| 87 |
+
tokens += 2 # Every reply is primed with <im_start>assistant
|
| 88 |
+
return tokens
|
| 89 |
+
|
| 90 |
+
def _filter_thinking_process(self, text: str) -> str:
|
| 91 |
+
"""Filter out thinking process markers from Qwen model responses"""
|
| 92 |
+
if not text:
|
| 93 |
+
return text
|
| 94 |
+
|
| 95 |
+
# Quick path: remove <think>...</think> sections via regex
|
| 96 |
+
import re
|
| 97 |
+
filtered = re.sub(r"<think>.*?</think>", "", text, flags=re.DOTALL | re.IGNORECASE)
|
| 98 |
+
|
| 99 |
+
# Remove legacy line-based markers (think>, think:)
|
| 100 |
+
lines = []
|
| 101 |
+
for line in filtered.splitlines():
|
| 102 |
+
strip = line.strip()
|
| 103 |
+
if strip.lower().startswith("think>") or strip.lower().startswith("think:"):
|
| 104 |
+
continue
|
| 105 |
+
lines.append(line)
|
| 106 |
+
|
| 107 |
+
return "\n".join(lines).strip()
|
| 108 |
+
|
| 109 |
+
def process_and_index_documents(self, documents_folder: str) -> int:
|
| 110 |
+
"""
|
| 111 |
+
Process all PDFs, save to JSON, and index summaries.
|
| 112 |
+
Skips already processed documents and only indexes new ones.
|
| 113 |
+
Returns: Number of new documents processed
|
| 114 |
+
"""
|
| 115 |
+
# Step 1: Process all PDFs with LLM (skips existing ones)
|
| 116 |
+
print("Processing PDFs with LLM...")
|
| 117 |
+
new_processed_docs = self.processor.process_all_pdfs(documents_folder, skip_existing=True)
|
| 118 |
+
|
| 119 |
+
# Step 2: Ensure vectorstore exists - build from existing documents if needed
|
| 120 |
+
if self.vectorstore is None:
|
| 121 |
+
# Load all existing documents to build initial vectorstore
|
| 122 |
+
all_docs = self.processor.load_from_json()
|
| 123 |
+
if all_docs:
|
| 124 |
+
print("Building vectorstore from existing processed documents...")
|
| 125 |
+
all_summary_docs = []
|
| 126 |
+
for doc in all_docs:
|
| 127 |
+
all_summary_docs.append(Document(
|
| 128 |
+
page_content=doc["summary"],
|
| 129 |
+
metadata={"filename": doc["filename"]}
|
| 130 |
+
))
|
| 131 |
+
self.vectorstore = FAISS.from_documents(all_summary_docs, embedding=self.embeddings)
|
| 132 |
+
os.makedirs(self.vectorstore_path, exist_ok=True)
|
| 133 |
+
self.vectorstore.save_local(self.vectorstore_path)
|
| 134 |
+
print(f"Built vectorstore from {len(all_docs)} existing documents")
|
| 135 |
+
else:
|
| 136 |
+
print("Warning: No processed documents found in JSON file.")
|
| 137 |
+
|
| 138 |
+
# Step 3: Index summaries for new documents only
|
| 139 |
+
if new_processed_docs:
|
| 140 |
+
print("Indexing summaries for new documents...")
|
| 141 |
+
summary_docs = []
|
| 142 |
+
for doc in new_processed_docs:
|
| 143 |
+
summary_docs.append(Document(
|
| 144 |
+
page_content=doc["summary"],
|
| 145 |
+
metadata={"filename": doc["filename"]}
|
| 146 |
+
))
|
| 147 |
+
|
| 148 |
+
# Update vectorstore with new documents
|
| 149 |
+
if self.vectorstore is None:
|
| 150 |
+
print("Creating new vectorstore from new documents...")
|
| 151 |
+
self.vectorstore = FAISS.from_documents(summary_docs, embedding=self.embeddings)
|
| 152 |
+
else:
|
| 153 |
+
print("Updating existing vectorstore with new documents...")
|
| 154 |
+
self.vectorstore.add_documents(summary_docs)
|
| 155 |
+
|
| 156 |
+
# Save vectorstore
|
| 157 |
+
os.makedirs(self.vectorstore_path, exist_ok=True)
|
| 158 |
+
self.vectorstore.save_local(self.vectorstore_path)
|
| 159 |
+
|
| 160 |
+
print(f"Indexed {len(new_processed_docs)} new document summaries")
|
| 161 |
+
else:
|
| 162 |
+
if self.vectorstore is not None:
|
| 163 |
+
print("No new documents to process. Using existing vectorstore.")
|
| 164 |
+
else:
|
| 165 |
+
print("Warning: No documents found to process or index. Vectorstore not available.")
|
| 166 |
+
|
| 167 |
+
return len(new_processed_docs)
|
| 168 |
+
|
| 169 |
+
def answer_question(self, question: str, use_history: bool = True, model_provider: str = "openai") -> Tuple[str, List[str]]:
|
| 170 |
+
"""
|
| 171 |
+
Answer a question using RAG with multi-turn chat history
|
| 172 |
+
|
| 173 |
+
Args:
|
| 174 |
+
question: The user's question
|
| 175 |
+
use_history: Whether to use chat history
|
| 176 |
+
model_provider: Model provider to use - "openai" (default) or "qwen"/"huggingface" for Qwen model
|
| 177 |
+
|
| 178 |
+
Returns:
|
| 179 |
+
Tuple of (answer, list of source filenames)
|
| 180 |
+
"""
|
| 181 |
+
if self.vectorstore is None:
|
| 182 |
+
raise ValueError("No documents indexed. Please process documents first.")
|
| 183 |
+
|
| 184 |
+
# Ensure embedding function is callable
|
| 185 |
+
if getattr(self.vectorstore, "embedding_function", None) is None or not callable(self.vectorstore.embedding_function):
|
| 186 |
+
self.vectorstore.embedding_function = self.embeddings.embed_query
|
| 187 |
+
|
| 188 |
+
# Step 1: Find most similar summary
|
| 189 |
+
# Build search query with last chat turn context if history is enabled
|
| 190 |
+
search_query = question
|
| 191 |
+
if use_history:
|
| 192 |
+
last_turn = self.chat_history.get_last_turn()
|
| 193 |
+
if last_turn:
|
| 194 |
+
# Format last turn as text
|
| 195 |
+
last_turn_text = ""
|
| 196 |
+
for msg in last_turn:
|
| 197 |
+
if msg["role"] == "user":
|
| 198 |
+
last_turn_text += f"Previous Q: {msg['content']}\n"
|
| 199 |
+
elif msg["role"] == "assistant":
|
| 200 |
+
last_turn_text += f"Previous A: {msg['content']}\n"
|
| 201 |
+
|
| 202 |
+
# Combine with current question
|
| 203 |
+
search_query = f"{last_turn_text}\nCurrent Q: {question}"
|
| 204 |
+
|
| 205 |
+
similar_docs = self.vectorstore.similarity_search(search_query, k=1)
|
| 206 |
+
|
| 207 |
+
if not similar_docs:
|
| 208 |
+
return "I couldn't find any relevant information to answer your question.", []
|
| 209 |
+
|
| 210 |
+
# Step 2: Get filename from matched summary
|
| 211 |
+
matched_filename = similar_docs[0].metadata.get("filename", "")
|
| 212 |
+
|
| 213 |
+
|
| 214 |
+
if not matched_filename:
|
| 215 |
+
return "Error: No filename found in matched document metadata.", []
|
| 216 |
+
|
| 217 |
+
# Step 3: Retrieve full text from JSON
|
| 218 |
+
print(f"DEBUG: Searching for filename: '{matched_filename}'")
|
| 219 |
+
print(f"DEBUG: JSON path: {self.json_path}")
|
| 220 |
+
|
| 221 |
+
full_text = self.processor.get_text_by_filename(matched_filename, json_path=self.json_path)
|
| 222 |
+
|
| 223 |
+
if not full_text:
|
| 224 |
+
# Debug: Check what's in the JSON file
|
| 225 |
+
json_path = Path(self.json_path)
|
| 226 |
+
if not json_path.exists():
|
| 227 |
+
error_msg = f"Error: JSON file not found at {self.json_path}. Please process documents first."
|
| 228 |
+
print(f"DEBUG: {error_msg}")
|
| 229 |
+
return error_msg, [matched_filename]
|
| 230 |
+
|
| 231 |
+
try:
|
| 232 |
+
with open(json_path, "r", encoding="utf-8") as f:
|
| 233 |
+
docs = json.load(f)
|
| 234 |
+
available_filenames = [doc.get("filename", "unknown") for doc in docs] if isinstance(docs, list) else []
|
| 235 |
+
print(f"DEBUG: JSON file exists with {len(available_filenames) if isinstance(docs, list) else 0} documents")
|
| 236 |
+
print(f"DEBUG: Available filenames: {available_filenames}")
|
| 237 |
+
|
| 238 |
+
error_msg = f"Could not retrieve text for document: '{matched_filename}'. "
|
| 239 |
+
if available_filenames:
|
| 240 |
+
error_msg += f"Available filenames in JSON: {', '.join(available_filenames)}"
|
| 241 |
+
else:
|
| 242 |
+
error_msg += "JSON file is empty or invalid."
|
| 243 |
+
return error_msg, [matched_filename]
|
| 244 |
+
except Exception as e:
|
| 245 |
+
error_msg = f"Error loading JSON file: {str(e)}"
|
| 246 |
+
print(f"DEBUG: {error_msg}")
|
| 247 |
+
return error_msg, [matched_filename]
|
| 248 |
+
|
| 249 |
+
# Step 4: Build prompt with full text, question, and chat history
|
| 250 |
+
history_messages = []
|
| 251 |
+
if use_history:
|
| 252 |
+
# Get last 3 messages (get 2 turns = 4 messages, then take last 3)
|
| 253 |
+
history_messages = self.chat_history.get_recent_history(n_turns=2)
|
| 254 |
+
|
| 255 |
+
system_prompt = f"""You are a helpful legal document assistant. Answer questions based on the provided document text.
|
| 256 |
+
|
| 257 |
+
MODE 1 - General Questions:
|
| 258 |
+
- Understand the context and provide a clear, helpful answer
|
| 259 |
+
- You may paraphrase or summarize information from the document
|
| 260 |
+
- Explain concepts in your own words while staying true to the document's meaning
|
| 261 |
+
- Whenever you refere to the document, refer to it by the filename WITHOUT the extension such as ".pdf" or".doc": {matched_filename}
|
| 262 |
+
|
| 263 |
+
MODE 2 - Legal Articles/Terms (المادة):
|
| 264 |
+
- When the user asks about specific legal articles (المادة), legal terms, or exact regulations, you MUST quote the EXACT text from the document verbatim
|
| 265 |
+
- Copy the complete text word-for-word, including all numbers, punctuation, and formatting
|
| 266 |
+
- Do NOT paraphrase, summarize, or generate new text for legal articles
|
| 267 |
+
- NEVER create or generate legal text - only use what exists in the document
|
| 268 |
+
|
| 269 |
+
If the answer is not in the document, say so clearly. MUST Answer in Arabic."""
|
| 270 |
+
|
| 271 |
+
# Check if question contains legal article/term keywords
|
| 272 |
+
is_legal_term_question = any(keyword in question for keyword in ["المادة", "مادة", "article", "نص","النص", "نص القانون"])
|
| 273 |
+
|
| 274 |
+
legal_instruction = ""
|
| 275 |
+
if is_legal_term_question:
|
| 276 |
+
legal_instruction = "\n\nCRITICAL: The user is asking about a legal article or legal term. You MUST quote the EXACT text from the document verbatim. Copy the complete text word-for-word, including all numbers and punctuation. Do NOT paraphrase or generate any text."
|
| 277 |
+
else:
|
| 278 |
+
legal_instruction = "\n\nAnswer the question by understanding the context from the document. You may paraphrase or explain in your own words while staying true to the document's meaning."
|
| 279 |
+
|
| 280 |
+
user_prompt = f"""Document Text:
|
| 281 |
+
{full_text[:8000]} # Limit to avoid token limits
|
| 282 |
+
|
| 283 |
+
User Question: {question}
|
| 284 |
+
{legal_instruction}
|
| 285 |
+
|
| 286 |
+
Please answer the question based on the document text above. MUST Answer the Question in Arabic"""
|
| 287 |
+
|
| 288 |
+
messages = [
|
| 289 |
+
{"role": "system", "content": system_prompt}
|
| 290 |
+
]
|
| 291 |
+
|
| 292 |
+
# Add chat history (excluding the last user message if it's the current question)
|
| 293 |
+
if history_messages:
|
| 294 |
+
# Add history but skip if last message is the same question
|
| 295 |
+
for msg in history_messages[:-1] if len(history_messages) > 0 and history_messages[-1].get("content") == question else history_messages:
|
| 296 |
+
messages.append(msg)
|
| 297 |
+
|
| 298 |
+
messages.append({"role": "user", "content": user_prompt})
|
| 299 |
+
|
| 300 |
+
# Step 5: Get answer from LLM
|
| 301 |
+
try:
|
| 302 |
+
# Initialize client based on model_provider
|
| 303 |
+
if model_provider.lower() in ["qwen", "huggingface"]:
|
| 304 |
+
# Use HuggingFace router with Qwen model
|
| 305 |
+
hf_token = os.getenv("HF_TOKEN")
|
| 306 |
+
if not hf_token:
|
| 307 |
+
raise ValueError("HF_TOKEN environment variable is required for Qwen model testing.")
|
| 308 |
+
|
| 309 |
+
http_client = NoProxyHTTPClient(timeout=60.0)
|
| 310 |
+
llm_client = OpenAI(
|
| 311 |
+
base_url="https://router.huggingface.co/v1",
|
| 312 |
+
api_key=hf_token,
|
| 313 |
+
http_client=http_client
|
| 314 |
+
)
|
| 315 |
+
llm_model = os.getenv("QWEN_MODEL", "Qwen/Qwen3-32B:groq")
|
| 316 |
+
else:
|
| 317 |
+
# Use OpenAI (default) openai
|
| 318 |
+
llm_client = self.llm_client
|
| 319 |
+
llm_model = self.llm_model
|
| 320 |
+
|
| 321 |
+
response = llm_client.chat.completions.create(
|
| 322 |
+
model=llm_model,
|
| 323 |
+
messages=messages,
|
| 324 |
+
temperature=0.3
|
| 325 |
+
)
|
| 326 |
+
|
| 327 |
+
answer = response.choices[0].message.content
|
| 328 |
+
|
| 329 |
+
# Filter thinking process from Qwen responses
|
| 330 |
+
if model_provider.lower() in ["qwen", "huggingface"]:
|
| 331 |
+
answer = self._filter_thinking_process(answer)
|
| 332 |
+
|
| 333 |
+
# Step 6: Update chat history
|
| 334 |
+
self.chat_history.add_message("user", question)
|
| 335 |
+
self.chat_history.add_message("assistant", answer)
|
| 336 |
+
|
| 337 |
+
return answer, [matched_filename]
|
| 338 |
+
except Exception as e:
|
| 339 |
+
error_msg = f"Error generating answer: {str(e)}"
|
| 340 |
+
self.chat_history.add_message("user", question)
|
| 341 |
+
self.chat_history.add_message("assistant", error_msg)
|
| 342 |
+
return error_msg, [matched_filename]
|
| 343 |
+
|
| 344 |
+
def clear_chat_history(self):
|
| 345 |
+
"""Clear chat history"""
|
| 346 |
+
self.chat_history.clear()
|
frontend/build/asset-manifest.json
ADDED
|
@@ -0,0 +1,13 @@
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|
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|
|
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|
|
|
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|
| 1 |
+
{
|
| 2 |
+
"files": {
|
| 3 |
+
"main.css": "/static/css/main.3a0c885e.css",
|
| 4 |
+
"main.js": "/static/js/main.882def61.js",
|
| 5 |
+
"index.html": "/index.html",
|
| 6 |
+
"main.3a0c885e.css.map": "/static/css/main.3a0c885e.css.map",
|
| 7 |
+
"main.882def61.js.map": "/static/js/main.882def61.js.map"
|
| 8 |
+
},
|
| 9 |
+
"entrypoints": [
|
| 10 |
+
"static/css/main.3a0c885e.css",
|
| 11 |
+
"static/js/main.882def61.js"
|
| 12 |
+
]
|
| 13 |
+
}
|
frontend/build/index.html
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
<!doctype html><html lang="en"><head><meta charset="utf-8"/><meta name="viewport" content="width=device-width,initial-scale=1"/><meta name="theme-color" content="#000000"/><meta name="description" content="Law Document RAG Chat Application"/><title>Law Document Assistant</title><script defer="defer" src="/static/js/main.882def61.js"></script><link href="/static/css/main.3a0c885e.css" rel="stylesheet"></head><body><noscript>You need to enable JavaScript to run this app.</noscript><div id="root"></div></body></html>
|
frontend/build/static/css/main.3a0c885e.css
ADDED
|
@@ -0,0 +1,2 @@
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|
| 1 |
+
*{box-sizing:border-box;padding:0}*,body{margin:0}body{-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;background:linear-gradient(135deg,#667eea,#764ba2);font-family:-apple-system,BlinkMacSystemFont,Segoe UI,Roboto,Oxygen,Ubuntu,Cantarell,Fira Sans,Droid Sans,Helvetica Neue,sans-serif;min-height:100vh}code{font-family:source-code-pro,Menlo,Monaco,Consolas,Courier New,monospace}.App{align-items:center;direction:rtl;display:flex;font-family:Segoe UI,Arial,Tahoma,Cairo,Noto Sans Arabic,sans-serif;justify-content:center;min-height:100vh;padding:20px}.chat-container{background:#fff;border-radius:20px;box-shadow:0 20px 60px #0000004d;display:flex;flex-direction:column;height:90vh;max-width:900px;overflow:hidden;width:100%}.chat-header{background:linear-gradient(135deg,#667eea,#764ba2);box-shadow:0 2px 10px #0000001a;color:#fff;padding:25px;text-align:center}.chat-header h1{font-size:28px;font-weight:600;margin:0 0 10px}.chat-header p{font-size:14px;margin:0 0 15px;opacity:.9}.messages-container{background:#f8f9fa;flex:1 1;overflow-y:auto;padding:20px}.welcome-message{color:#666;padding:60px 20px;text-align:center}.welcome-message h2{color:#333;font-size:24px;margin-bottom:15px}.welcome-message p{font-size:16px;margin:10px 0}.welcome-message .hint{color:#999;font-size:14px;font-style:italic}.message{animation:fadeIn .3s ease;display:flex;margin-bottom:20px}@keyframes fadeIn{0%{opacity:0;transform:translateY(10px)}to{opacity:1;transform:translateY(0)}}.message.assistant,.message.user{justify-content:flex-start}.message-content{border-radius:18px;box-shadow:0 2px 8px #0000001a;max-width:70%;padding:15px 20px}.message.user .message-content{background:linear-gradient(135deg,#667eea,#764ba2);border-bottom-left-radius:4px;color:#fff}.message.assistant .message-content{background:#fff;border-bottom-right-radius:4px;color:#333}.message-header{font-size:12px;font-weight:600;margin-bottom:8px;opacity:.8}.message-text{word-wrap:break-word;direction:rtl;font-size:15px;line-height:1.8;text-align:right}.message-text.error{color:#d32f2f}.message-text p{margin:0 0 10px}.message-text strong{font-weight:700}.message-text ol,.message-text ul{margin:10px 0;padding-right:20px}.message-text li{margin-bottom:6px}.typing-indicator{display:inline-block}.typing-indicator:after{animation:dots 1.5s steps(4) infinite;content:"..."}@keyframes dots{0%,20%{content:"."}40%{content:".."}60%,to{content:"..."}}.sources{border-top:1px solid #0000001a;font-size:12px;margin-top:12px;padding-top:12px}.message.user .sources{border-top-color:#ffffff4d}.sources strong{display:block;margin-bottom:6px;opacity:.8}.sources ul{list-style:none;margin:0;padding:0}.sources li{display:flex;flex-direction:column;gap:6px;opacity:.9;padding:4px 0}.source-name{color:#333;font-weight:600}.source-actions{display:flex;gap:10px}.source-link{background:none;border:none;color:#4c6ef5;cursor:pointer;direction:rtl;font-size:14px;font-weight:600;padding:0;text-align:right;text-decoration:underline}.source-link:hover{color:#2a48c5}.source-link.download{color:#2f9e44}.source-link.download:hover{color:#1b6d2f}.preview-panel{background:#fdfdfd;border:1px solid #e0e0e0;border-radius:12px;direction:rtl;margin:20px;max-height:300px;overflow:auto;padding:15px}.preview-header{align-items:center;display:flex;justify-content:space-between;margin-bottom:10px}.preview-header h3{margin:0}.preview-filename{color:#555;font-size:14px}.close-preview{background:none;border:none;color:#ff4d4f;cursor:pointer;font-size:22px;font-weight:700}.close-preview:hover{color:#d9363e}.preview-content pre{background:#f8f9fa;border-radius:8px;direction:rtl;font-size:14px;margin:0;padding:10px;text-align:right;white-space:pre-wrap}.preview-content{align-items:center;display:flex;justify-content:center;min-height:200px}.pdf-frame{background:#fff;border:none;border-radius:8px;box-shadow:inset 0 0 10px #0000000d;height:400px;width:100%}.input-container{background:#fff;border-top:1px solid #e0e0e0;display:flex;gap:10px;padding:20px}.message-input{border:2px solid #e0e0e0;border-radius:25px;direction:rtl;flex:1 1;font-size:15px;outline:none;padding:15px 20px;text-align:right;transition:border-color .3s ease}.message-input:focus{border-color:#667eea}.message-input:disabled{background:#f5f5f5;cursor:not-allowed}.send-button{background:linear-gradient(135deg,#667eea,#764ba2);border:none;border-radius:25px;color:#fff;cursor:pointer;font-size:15px;font-weight:600;padding:15px 30px;transition:transform .2s ease,box-shadow .2s ease}.send-button:hover:not(:disabled){box-shadow:0 4px 12px 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|
| 2 |
+
/*# sourceMappingURL=main.3a0c885e.css.map*/
|
frontend/build/static/css/main.3a0c885e.css.map
ADDED
|
@@ -0,0 +1 @@
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|
|
|
|
|
|
| 1 |
+
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{\r\n margin: 0;\r\n padding: 0;\r\n box-sizing: border-box;\r\n}\r\n\r\nbody {\r\n margin: 0;\r\n font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen',\r\n 'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue',\r\n sans-serif;\r\n -webkit-font-smoothing: antialiased;\r\n -moz-osx-font-smoothing: grayscale;\r\n background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);\r\n min-height: 100vh;\r\n}\r\n\r\ncode {\r\n font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New',\r\n monospace;\r\n}\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n",".App {\n display: flex;\n justify-content: center;\n align-items: center;\n min-height: 100vh;\n padding: 20px;\n direction: rtl;\n font-family: 'Segoe UI', 'Arial', 'Tahoma', 'Cairo', 'Noto Sans Arabic', sans-serif;\n}\n\n.chat-container {\n width: 100%;\n max-width: 900px;\n height: 90vh;\n background: white;\n border-radius: 20px;\n box-shadow: 0 20px 60px rgba(0, 0, 0, 0.3);\n display: flex;\n flex-direction: column;\n overflow: hidden;\n}\n\n.chat-header {\n background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);\n color: white;\n padding: 25px;\n text-align: center;\n box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1);\n}\n\n.chat-header h1 {\n margin: 0 0 10px 0;\n font-size: 28px;\n font-weight: 600;\n}\n\n.chat-header p {\n margin: 0 0 15px 0;\n opacity: 0.9;\n font-size: 14px;\n}\n\n.messages-container {\n flex: 1;\n overflow-y: auto;\n padding: 20px;\n background: #f8f9fa;\n}\n\n.welcome-message {\n text-align: center;\n padding: 60px 20px;\n color: #666;\n}\n\n.welcome-message h2 {\n color: #333;\n margin-bottom: 15px;\n font-size: 24px;\n}\n\n.welcome-message p {\n margin: 10px 0;\n font-size: 16px;\n}\n\n.welcome-message .hint {\n font-size: 14px;\n color: #999;\n font-style: italic;\n}\n\n.message {\n margin-bottom: 20px;\n display: flex;\n animation: fadeIn 0.3s ease;\n}\n\n@keyframes fadeIn {\n from {\n opacity: 0;\n transform: translateY(10px);\n }\n to {\n 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10px 0;\n}\n\n.message-text li {\n margin-bottom: 6px;\n}\n\n.typing-indicator {\n display: inline-block;\n}\n\n.typing-indicator::after {\n content: '...';\n animation: dots 1.5s steps(4, end) infinite;\n}\n\n@keyframes dots {\n 0%, 20% {\n content: '.';\n }\n 40% {\n content: '..';\n }\n 60%, 100% {\n content: '...';\n }\n}\n\n.sources {\n margin-top: 12px;\n padding-top: 12px;\n border-top: 1px solid rgba(0, 0, 0, 0.1);\n font-size: 12px;\n}\n\n.message.user .sources {\n border-top-color: rgba(255, 255, 255, 0.3);\n}\n\n.sources strong {\n display: block;\n margin-bottom: 6px;\n opacity: 0.8;\n}\n\n.sources ul {\n list-style: none;\n padding: 0;\n margin: 0;\n}\n\n.sources li {\n padding: 4px 0;\n opacity: 0.9;\n display: flex;\n flex-direction: column;\n gap: 6px;\n}\n\n.source-name {\n font-weight: 600;\n color: #333;\n}\n\n.source-actions {\n display: flex;\n gap: 10px;\n}\n\n.source-link {\n background: none;\n border: none;\n color: #4c6ef5;\n cursor: pointer;\n text-decoration: underline;\n font-size: 14px;\n font-weight: 600;\n padding: 0;\n direction: rtl;\n text-align: right;\n}\n\n.source-link:hover {\n color: #2a48c5;\n}\n\n.source-link.download {\n color: #2f9e44;\n}\n\n.source-link.download:hover {\n color: #1b6d2f;\n}\n\n.preview-panel {\n margin: 20px;\n padding: 15px;\n border: 1px solid #e0e0e0;\n border-radius: 12px;\n background: #fdfdfd;\n max-height: 300px;\n overflow: auto;\n direction: rtl;\n}\n\n.preview-header {\n display: flex;\n justify-content: space-between;\n align-items: center;\n margin-bottom: 10px;\n}\n\n.preview-header h3 {\n margin: 0;\n}\n\n.preview-filename {\n font-size: 14px;\n color: #555;\n}\n\n.close-preview {\n background: none;\n border: none;\n font-size: 22px;\n cursor: pointer;\n color: #ff4d4f;\n font-weight: bold;\n}\n\n.close-preview:hover {\n color: #d9363e;\n}\n\n.preview-content pre {\n white-space: pre-wrap;\n direction: rtl;\n text-align: right;\n margin: 0;\n font-size: 14px;\n background: #f8f9fa;\n padding: 10px;\n border-radius: 8px;\n}\n\n.preview-content {\n min-height: 200px;\n display: flex;\n justify-content: center;\n align-items: center;\n}\n\n.pdf-frame {\n width: 100%;\n height: 400px;\n border: none;\n border-radius: 8px;\n background: #fff;\n box-shadow: inset 0 0 10px rgba(0, 0, 0, 0.05);\n}\n\n.input-container {\n display: flex;\n padding: 20px;\n background: white;\n border-top: 1px solid #e0e0e0;\n gap: 10px;\n}\n\n.message-input {\n flex: 1;\n padding: 15px 20px;\n border: 2px solid #e0e0e0;\n border-radius: 25px;\n font-size: 15px;\n outline: none;\n transition: border-color 0.3s ease;\n text-align: right;\n direction: rtl;\n}\n\n.message-input:focus {\n border-color: #667eea;\n}\n\n.message-input:disabled {\n background: #f5f5f5;\n cursor: not-allowed;\n}\n\n.send-button {\n padding: 15px 30px;\n background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);\n color: white;\n border: none;\n border-radius: 25px;\n font-size: 15px;\n font-weight: 600;\n cursor: pointer;\n transition: transform 0.2s ease, box-shadow 0.2s ease;\n}\n\n.send-button:hover:not(:disabled) {\n transform: translateY(-2px);\n box-shadow: 0 4px 12px rgba(102, 126, 234, 0.4);\n}\n\n.send-button:disabled {\n opacity: 0.6;\n cursor: not-allowed;\n transform: none;\n}\n\n/* Scrollbar styling */\n.messages-container::-webkit-scrollbar {\n width: 8px;\n}\n\n.messages-container::-webkit-scrollbar-track {\n background: #f1f1f1;\n border-radius: 10px;\n}\n\n.messages-container::-webkit-scrollbar-thumb {\n background: #888;\n border-radius: 10px;\n}\n\n.messages-container::-webkit-scrollbar-thumb:hover {\n background: #555;\n}\n\n/* Responsive design */\n@media (max-width: 768px) {\n .chat-container {\n height: 100vh;\n border-radius: 0;\n }\n\n .message-content {\n max-width: 85%;\n }\n\n .chat-header h1 {\n font-size: 24px;\n }\n}\n\n\n"],"names":[],"sourceRoot":""}
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frontend/build/static/js/main.882def61.js.LICENSE.txt
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|
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|
|
|
|
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|
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|
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|
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|
|
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|
|
|
|
| 1 |
+
/**
|
| 2 |
+
* @license React
|
| 3 |
+
* react-dom.production.min.js
|
| 4 |
+
*
|
| 5 |
+
* Copyright (c) Facebook, Inc. and its affiliates.
|
| 6 |
+
*
|
| 7 |
+
* This source code is licensed under the MIT license found in the
|
| 8 |
+
* LICENSE file in the root directory of this source tree.
|
| 9 |
+
*/
|
| 10 |
+
|
| 11 |
+
/**
|
| 12 |
+
* @license React
|
| 13 |
+
* react-jsx-runtime.production.min.js
|
| 14 |
+
*
|
| 15 |
+
* Copyright (c) Facebook, Inc. and its affiliates.
|
| 16 |
+
*
|
| 17 |
+
* This source code is licensed under the MIT license found in the
|
| 18 |
+
* LICENSE file in the root directory of this source tree.
|
| 19 |
+
*/
|
| 20 |
+
|
| 21 |
+
/**
|
| 22 |
+
* @license React
|
| 23 |
+
* react.production.min.js
|
| 24 |
+
*
|
| 25 |
+
* Copyright (c) Facebook, Inc. and its affiliates.
|
| 26 |
+
*
|
| 27 |
+
* This source code is licensed under the MIT license found in the
|
| 28 |
+
* LICENSE file in the root directory of this source tree.
|
| 29 |
+
*/
|
| 30 |
+
|
| 31 |
+
/**
|
| 32 |
+
* @license React
|
| 33 |
+
* scheduler.production.min.js
|
| 34 |
+
*
|
| 35 |
+
* Copyright (c) Facebook, Inc. and its affiliates.
|
| 36 |
+
*
|
| 37 |
+
* This source code is licensed under the MIT license found in the
|
| 38 |
+
* LICENSE file in the root directory of this source tree.
|
| 39 |
+
*/
|
frontend/build/static/js/main.882def61.js.map
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
frontend/package-lock.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
frontend/package.json
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "law-rag-frontend",
|
| 3 |
+
"version": "1.0.0",
|
| 4 |
+
"private": true,
|
| 5 |
+
"dependencies": {
|
| 6 |
+
"react": "^18.2.0",
|
| 7 |
+
"react-dom": "^18.2.0",
|
| 8 |
+
"react-scripts": "5.0.1",
|
| 9 |
+
"axios": "^1.6.2",
|
| 10 |
+
"react-markdown": "^9.0.1",
|
| 11 |
+
"remark-gfm": "^4.0.0"
|
| 12 |
+
},
|
| 13 |
+
"scripts": {
|
| 14 |
+
"start": "react-scripts start",
|
| 15 |
+
"build": "react-scripts build",
|
| 16 |
+
"test": "react-scripts test",
|
| 17 |
+
"eject": "react-scripts eject"
|
| 18 |
+
},
|
| 19 |
+
"eslintConfig": {
|
| 20 |
+
"extends": [
|
| 21 |
+
"react-app"
|
| 22 |
+
]
|
| 23 |
+
},
|
| 24 |
+
"browserslist": {
|
| 25 |
+
"production": [
|
| 26 |
+
">0.2%",
|
| 27 |
+
"not dead",
|
| 28 |
+
"not op_mini all"
|
| 29 |
+
],
|
| 30 |
+
"development": [
|
| 31 |
+
"last 1 chrome version",
|
| 32 |
+
"last 1 firefox version",
|
| 33 |
+
"last 1 safari version"
|
| 34 |
+
]
|
| 35 |
+
}
|
| 36 |
+
}
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
|
| 46 |
+
|
frontend/public/index.html
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="en">
|
| 3 |
+
<head>
|
| 4 |
+
<meta charset="utf-8" />
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1" />
|
| 6 |
+
<meta name="theme-color" content="#000000" />
|
| 7 |
+
<meta
|
| 8 |
+
name="description"
|
| 9 |
+
content="Law Document RAG Chat Application"
|
| 10 |
+
/>
|
| 11 |
+
<title>Law Document Assistant</title>
|
| 12 |
+
</head>
|
| 13 |
+
<body>
|
| 14 |
+
<noscript>You need to enable JavaScript to run this app.</noscript>
|
| 15 |
+
<div id="root"></div>
|
| 16 |
+
</body>
|
| 17 |
+
</html>
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
|
frontend/src/App.css
ADDED
|
@@ -0,0 +1,395 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
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|
|
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|
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|
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|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
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|
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|
|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
|
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|
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|
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|
|
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|
|
|
|
|
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|
|
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|
|
|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
.App {
|
| 2 |
+
display: flex;
|
| 3 |
+
justify-content: center;
|
| 4 |
+
align-items: center;
|
| 5 |
+
min-height: 100vh;
|
| 6 |
+
padding: 20px;
|
| 7 |
+
direction: rtl;
|
| 8 |
+
font-family: 'Segoe UI', 'Arial', 'Tahoma', 'Cairo', 'Noto Sans Arabic', sans-serif;
|
| 9 |
+
}
|
| 10 |
+
|
| 11 |
+
.chat-container {
|
| 12 |
+
width: 100%;
|
| 13 |
+
max-width: 900px;
|
| 14 |
+
height: 90vh;
|
| 15 |
+
background: white;
|
| 16 |
+
border-radius: 20px;
|
| 17 |
+
box-shadow: 0 20px 60px rgba(0, 0, 0, 0.3);
|
| 18 |
+
display: flex;
|
| 19 |
+
flex-direction: column;
|
| 20 |
+
overflow: hidden;
|
| 21 |
+
}
|
| 22 |
+
|
| 23 |
+
.chat-header {
|
| 24 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 25 |
+
color: white;
|
| 26 |
+
padding: 25px;
|
| 27 |
+
text-align: center;
|
| 28 |
+
box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1);
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
.chat-header h1 {
|
| 32 |
+
margin: 0 0 10px 0;
|
| 33 |
+
font-size: 28px;
|
| 34 |
+
font-weight: 600;
|
| 35 |
+
}
|
| 36 |
+
|
| 37 |
+
.chat-header p {
|
| 38 |
+
margin: 0 0 15px 0;
|
| 39 |
+
opacity: 0.9;
|
| 40 |
+
font-size: 14px;
|
| 41 |
+
}
|
| 42 |
+
|
| 43 |
+
.messages-container {
|
| 44 |
+
flex: 1;
|
| 45 |
+
overflow-y: auto;
|
| 46 |
+
padding: 20px;
|
| 47 |
+
background: #f8f9fa;
|
| 48 |
+
}
|
| 49 |
+
|
| 50 |
+
.welcome-message {
|
| 51 |
+
text-align: center;
|
| 52 |
+
padding: 60px 20px;
|
| 53 |
+
color: #666;
|
| 54 |
+
}
|
| 55 |
+
|
| 56 |
+
.welcome-message h2 {
|
| 57 |
+
color: #333;
|
| 58 |
+
margin-bottom: 15px;
|
| 59 |
+
font-size: 24px;
|
| 60 |
+
}
|
| 61 |
+
|
| 62 |
+
.welcome-message p {
|
| 63 |
+
margin: 10px 0;
|
| 64 |
+
font-size: 16px;
|
| 65 |
+
}
|
| 66 |
+
|
| 67 |
+
.welcome-message .hint {
|
| 68 |
+
font-size: 14px;
|
| 69 |
+
color: #999;
|
| 70 |
+
font-style: italic;
|
| 71 |
+
}
|
| 72 |
+
|
| 73 |
+
.message {
|
| 74 |
+
margin-bottom: 20px;
|
| 75 |
+
display: flex;
|
| 76 |
+
animation: fadeIn 0.3s ease;
|
| 77 |
+
}
|
| 78 |
+
|
| 79 |
+
@keyframes fadeIn {
|
| 80 |
+
from {
|
| 81 |
+
opacity: 0;
|
| 82 |
+
transform: translateY(10px);
|
| 83 |
+
}
|
| 84 |
+
to {
|
| 85 |
+
opacity: 1;
|
| 86 |
+
transform: translateY(0);
|
| 87 |
+
}
|
| 88 |
+
}
|
| 89 |
+
|
| 90 |
+
.message.user {
|
| 91 |
+
justify-content: flex-start;
|
| 92 |
+
}
|
| 93 |
+
|
| 94 |
+
.message.assistant {
|
| 95 |
+
justify-content: flex-start;
|
| 96 |
+
}
|
| 97 |
+
|
| 98 |
+
.message-content {
|
| 99 |
+
max-width: 70%;
|
| 100 |
+
padding: 15px 20px;
|
| 101 |
+
border-radius: 18px;
|
| 102 |
+
box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
|
| 103 |
+
}
|
| 104 |
+
|
| 105 |
+
.message.user .message-content {
|
| 106 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 107 |
+
color: white;
|
| 108 |
+
border-bottom-left-radius: 4px;
|
| 109 |
+
}
|
| 110 |
+
|
| 111 |
+
.message.assistant .message-content {
|
| 112 |
+
background: white;
|
| 113 |
+
color: #333;
|
| 114 |
+
border-bottom-right-radius: 4px;
|
| 115 |
+
}
|
| 116 |
+
|
| 117 |
+
.message-header {
|
| 118 |
+
font-size: 12px;
|
| 119 |
+
font-weight: 600;
|
| 120 |
+
margin-bottom: 8px;
|
| 121 |
+
opacity: 0.8;
|
| 122 |
+
}
|
| 123 |
+
|
| 124 |
+
.message-text {
|
| 125 |
+
font-size: 15px;
|
| 126 |
+
line-height: 1.8;
|
| 127 |
+
word-wrap: break-word;
|
| 128 |
+
text-align: right;
|
| 129 |
+
direction: rtl;
|
| 130 |
+
}
|
| 131 |
+
|
| 132 |
+
.message-text.error {
|
| 133 |
+
color: #d32f2f;
|
| 134 |
+
}
|
| 135 |
+
|
| 136 |
+
.message-text p {
|
| 137 |
+
margin: 0 0 10px 0;
|
| 138 |
+
}
|
| 139 |
+
|
| 140 |
+
.message-text strong {
|
| 141 |
+
font-weight: 700;
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
.message-text ul,
|
| 145 |
+
.message-text ol {
|
| 146 |
+
padding-right: 20px;
|
| 147 |
+
margin: 10px 0;
|
| 148 |
+
}
|
| 149 |
+
|
| 150 |
+
.message-text li {
|
| 151 |
+
margin-bottom: 6px;
|
| 152 |
+
}
|
| 153 |
+
|
| 154 |
+
.typing-indicator {
|
| 155 |
+
display: inline-block;
|
| 156 |
+
}
|
| 157 |
+
|
| 158 |
+
.typing-indicator::after {
|
| 159 |
+
content: '...';
|
| 160 |
+
animation: dots 1.5s steps(4, end) infinite;
|
| 161 |
+
}
|
| 162 |
+
|
| 163 |
+
@keyframes dots {
|
| 164 |
+
0%, 20% {
|
| 165 |
+
content: '.';
|
| 166 |
+
}
|
| 167 |
+
40% {
|
| 168 |
+
content: '..';
|
| 169 |
+
}
|
| 170 |
+
60%, 100% {
|
| 171 |
+
content: '...';
|
| 172 |
+
}
|
| 173 |
+
}
|
| 174 |
+
|
| 175 |
+
.sources {
|
| 176 |
+
margin-top: 12px;
|
| 177 |
+
padding-top: 12px;
|
| 178 |
+
border-top: 1px solid rgba(0, 0, 0, 0.1);
|
| 179 |
+
font-size: 12px;
|
| 180 |
+
}
|
| 181 |
+
|
| 182 |
+
.message.user .sources {
|
| 183 |
+
border-top-color: rgba(255, 255, 255, 0.3);
|
| 184 |
+
}
|
| 185 |
+
|
| 186 |
+
.sources strong {
|
| 187 |
+
display: block;
|
| 188 |
+
margin-bottom: 6px;
|
| 189 |
+
opacity: 0.8;
|
| 190 |
+
}
|
| 191 |
+
|
| 192 |
+
.sources ul {
|
| 193 |
+
list-style: none;
|
| 194 |
+
padding: 0;
|
| 195 |
+
margin: 0;
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
.sources li {
|
| 199 |
+
padding: 4px 0;
|
| 200 |
+
opacity: 0.9;
|
| 201 |
+
display: flex;
|
| 202 |
+
flex-direction: column;
|
| 203 |
+
gap: 6px;
|
| 204 |
+
}
|
| 205 |
+
|
| 206 |
+
.source-name {
|
| 207 |
+
font-weight: 600;
|
| 208 |
+
color: #333;
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
.source-actions {
|
| 212 |
+
display: flex;
|
| 213 |
+
gap: 10px;
|
| 214 |
+
}
|
| 215 |
+
|
| 216 |
+
.source-link {
|
| 217 |
+
background: none;
|
| 218 |
+
border: none;
|
| 219 |
+
color: #4c6ef5;
|
| 220 |
+
cursor: pointer;
|
| 221 |
+
text-decoration: underline;
|
| 222 |
+
font-size: 14px;
|
| 223 |
+
font-weight: 600;
|
| 224 |
+
padding: 0;
|
| 225 |
+
direction: rtl;
|
| 226 |
+
text-align: right;
|
| 227 |
+
}
|
| 228 |
+
|
| 229 |
+
.source-link:hover {
|
| 230 |
+
color: #2a48c5;
|
| 231 |
+
}
|
| 232 |
+
|
| 233 |
+
.source-link.download {
|
| 234 |
+
color: #2f9e44;
|
| 235 |
+
}
|
| 236 |
+
|
| 237 |
+
.source-link.download:hover {
|
| 238 |
+
color: #1b6d2f;
|
| 239 |
+
}
|
| 240 |
+
|
| 241 |
+
.preview-panel {
|
| 242 |
+
margin: 20px;
|
| 243 |
+
padding: 15px;
|
| 244 |
+
border: 1px solid #e0e0e0;
|
| 245 |
+
border-radius: 12px;
|
| 246 |
+
background: #fdfdfd;
|
| 247 |
+
max-height: 300px;
|
| 248 |
+
overflow: auto;
|
| 249 |
+
direction: rtl;
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
.preview-header {
|
| 253 |
+
display: flex;
|
| 254 |
+
justify-content: space-between;
|
| 255 |
+
align-items: center;
|
| 256 |
+
margin-bottom: 10px;
|
| 257 |
+
}
|
| 258 |
+
|
| 259 |
+
.preview-header h3 {
|
| 260 |
+
margin: 0;
|
| 261 |
+
}
|
| 262 |
+
|
| 263 |
+
.preview-filename {
|
| 264 |
+
font-size: 14px;
|
| 265 |
+
color: #555;
|
| 266 |
+
}
|
| 267 |
+
|
| 268 |
+
.close-preview {
|
| 269 |
+
background: none;
|
| 270 |
+
border: none;
|
| 271 |
+
font-size: 22px;
|
| 272 |
+
cursor: pointer;
|
| 273 |
+
color: #ff4d4f;
|
| 274 |
+
font-weight: bold;
|
| 275 |
+
}
|
| 276 |
+
|
| 277 |
+
.close-preview:hover {
|
| 278 |
+
color: #d9363e;
|
| 279 |
+
}
|
| 280 |
+
|
| 281 |
+
.preview-content pre {
|
| 282 |
+
white-space: pre-wrap;
|
| 283 |
+
direction: rtl;
|
| 284 |
+
text-align: right;
|
| 285 |
+
margin: 0;
|
| 286 |
+
font-size: 14px;
|
| 287 |
+
background: #f8f9fa;
|
| 288 |
+
padding: 10px;
|
| 289 |
+
border-radius: 8px;
|
| 290 |
+
}
|
| 291 |
+
|
| 292 |
+
.preview-content {
|
| 293 |
+
min-height: 200px;
|
| 294 |
+
display: flex;
|
| 295 |
+
justify-content: center;
|
| 296 |
+
align-items: center;
|
| 297 |
+
}
|
| 298 |
+
|
| 299 |
+
.pdf-frame {
|
| 300 |
+
width: 100%;
|
| 301 |
+
height: 400px;
|
| 302 |
+
border: none;
|
| 303 |
+
border-radius: 8px;
|
| 304 |
+
background: #fff;
|
| 305 |
+
box-shadow: inset 0 0 10px rgba(0, 0, 0, 0.05);
|
| 306 |
+
}
|
| 307 |
+
|
| 308 |
+
.input-container {
|
| 309 |
+
display: flex;
|
| 310 |
+
padding: 20px;
|
| 311 |
+
background: white;
|
| 312 |
+
border-top: 1px solid #e0e0e0;
|
| 313 |
+
gap: 10px;
|
| 314 |
+
}
|
| 315 |
+
|
| 316 |
+
.message-input {
|
| 317 |
+
flex: 1;
|
| 318 |
+
padding: 15px 20px;
|
| 319 |
+
border: 2px solid #e0e0e0;
|
| 320 |
+
border-radius: 25px;
|
| 321 |
+
font-size: 15px;
|
| 322 |
+
outline: none;
|
| 323 |
+
transition: border-color 0.3s ease;
|
| 324 |
+
text-align: right;
|
| 325 |
+
direction: rtl;
|
| 326 |
+
}
|
| 327 |
+
|
| 328 |
+
.message-input:focus {
|
| 329 |
+
border-color: #667eea;
|
| 330 |
+
}
|
| 331 |
+
|
| 332 |
+
.message-input:disabled {
|
| 333 |
+
background: #f5f5f5;
|
| 334 |
+
cursor: not-allowed;
|
| 335 |
+
}
|
| 336 |
+
|
| 337 |
+
.send-button {
|
| 338 |
+
padding: 15px 30px;
|
| 339 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 340 |
+
color: white;
|
| 341 |
+
border: none;
|
| 342 |
+
border-radius: 25px;
|
| 343 |
+
font-size: 15px;
|
| 344 |
+
font-weight: 600;
|
| 345 |
+
cursor: pointer;
|
| 346 |
+
transition: transform 0.2s ease, box-shadow 0.2s ease;
|
| 347 |
+
}
|
| 348 |
+
|
| 349 |
+
.send-button:hover:not(:disabled) {
|
| 350 |
+
transform: translateY(-2px);
|
| 351 |
+
box-shadow: 0 4px 12px rgba(102, 126, 234, 0.4);
|
| 352 |
+
}
|
| 353 |
+
|
| 354 |
+
.send-button:disabled {
|
| 355 |
+
opacity: 0.6;
|
| 356 |
+
cursor: not-allowed;
|
| 357 |
+
transform: none;
|
| 358 |
+
}
|
| 359 |
+
|
| 360 |
+
/* Scrollbar styling */
|
| 361 |
+
.messages-container::-webkit-scrollbar {
|
| 362 |
+
width: 8px;
|
| 363 |
+
}
|
| 364 |
+
|
| 365 |
+
.messages-container::-webkit-scrollbar-track {
|
| 366 |
+
background: #f1f1f1;
|
| 367 |
+
border-radius: 10px;
|
| 368 |
+
}
|
| 369 |
+
|
| 370 |
+
.messages-container::-webkit-scrollbar-thumb {
|
| 371 |
+
background: #888;
|
| 372 |
+
border-radius: 10px;
|
| 373 |
+
}
|
| 374 |
+
|
| 375 |
+
.messages-container::-webkit-scrollbar-thumb:hover {
|
| 376 |
+
background: #555;
|
| 377 |
+
}
|
| 378 |
+
|
| 379 |
+
/* Responsive design */
|
| 380 |
+
@media (max-width: 768px) {
|
| 381 |
+
.chat-container {
|
| 382 |
+
height: 100vh;
|
| 383 |
+
border-radius: 0;
|
| 384 |
+
}
|
| 385 |
+
|
| 386 |
+
.message-content {
|
| 387 |
+
max-width: 85%;
|
| 388 |
+
}
|
| 389 |
+
|
| 390 |
+
.chat-header h1 {
|
| 391 |
+
font-size: 24px;
|
| 392 |
+
}
|
| 393 |
+
}
|
| 394 |
+
|
| 395 |
+
|
frontend/src/App.js
ADDED
|
@@ -0,0 +1,302 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import React, { useState, useRef, useEffect } from 'react';
|
| 2 |
+
import './App.css';
|
| 3 |
+
import axios from 'axios';
|
| 4 |
+
import ReactMarkdown from 'react-markdown';
|
| 5 |
+
import remarkGfm from 'remark-gfm';
|
| 6 |
+
|
| 7 |
+
// Use relative URL for production (Hugging Face Spaces), absolute for local dev
|
| 8 |
+
const API_URL = process.env.REACT_APP_API_URL ||
|
| 9 |
+
(process.env.NODE_ENV === 'production' ? '/api' : 'http://localhost:8000');
|
| 10 |
+
const DOCS_URL = process.env.REACT_APP_DOCS_URL || `${API_URL}/documents`;
|
| 11 |
+
|
| 12 |
+
function App() {
|
| 13 |
+
const [messages, setMessages] = useState([]);
|
| 14 |
+
const [input, setInput] = useState('');
|
| 15 |
+
const [loading, setLoading] = useState(false);
|
| 16 |
+
const [previewUrl, setPreviewUrl] = useState(null);
|
| 17 |
+
const [previewFilename, setPreviewFilename] = useState('');
|
| 18 |
+
const [previewError, setPreviewError] = useState(null);
|
| 19 |
+
const [previewLoading, setPreviewLoading] = useState(false);
|
| 20 |
+
const messagesEndRef = useRef(null);
|
| 21 |
+
const previewUrlRef = useRef(null);
|
| 22 |
+
|
| 23 |
+
const scrollToBottom = () => {
|
| 24 |
+
messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
|
| 25 |
+
};
|
| 26 |
+
|
| 27 |
+
useEffect(() => {
|
| 28 |
+
scrollToBottom();
|
| 29 |
+
}, [messages]);
|
| 30 |
+
|
| 31 |
+
useEffect(() => {
|
| 32 |
+
return () => {
|
| 33 |
+
if (previewUrlRef.current) {
|
| 34 |
+
URL.revokeObjectURL(previewUrlRef.current);
|
| 35 |
+
}
|
| 36 |
+
};
|
| 37 |
+
}, []);
|
| 38 |
+
|
| 39 |
+
const handleSend = async (e) => {
|
| 40 |
+
e.preventDefault();
|
| 41 |
+
if (!input.trim() || loading) return;
|
| 42 |
+
|
| 43 |
+
const userMessage = { role: 'user', content: input };
|
| 44 |
+
setMessages(prev => [...prev, userMessage]);
|
| 45 |
+
setInput('');
|
| 46 |
+
setLoading(true);
|
| 47 |
+
|
| 48 |
+
try {
|
| 49 |
+
const response = await axios.post(`${API_URL}/ask`, {
|
| 50 |
+
question: input
|
| 51 |
+
});
|
| 52 |
+
|
| 53 |
+
const assistantMessage = {
|
| 54 |
+
role: 'assistant',
|
| 55 |
+
content: response.data.answer,
|
| 56 |
+
sources: response.data.sources
|
| 57 |
+
};
|
| 58 |
+
setMessages(prev => [...prev, assistantMessage]);
|
| 59 |
+
} catch (error) {
|
| 60 |
+
const errorMessage = {
|
| 61 |
+
role: 'assistant',
|
| 62 |
+
content: error.response?.data?.detail || 'عذراً، حدث خطأ. يرجى المحاولة مرة أخرى.',
|
| 63 |
+
error: true
|
| 64 |
+
};
|
| 65 |
+
setMessages(prev => [...prev, errorMessage]);
|
| 66 |
+
} finally {
|
| 67 |
+
setLoading(false);
|
| 68 |
+
}
|
| 69 |
+
};
|
| 70 |
+
|
| 71 |
+
const handleClearHistory = async () => {
|
| 72 |
+
if (window.confirm('هل أنت متأكد من أنك تريد مسح سجل المحادثة؟')) {
|
| 73 |
+
try {
|
| 74 |
+
await axios.post(`${API_URL}/clear-history`);
|
| 75 |
+
setMessages([]); // Clear local messages state
|
| 76 |
+
} catch (error) {
|
| 77 |
+
console.error('Error clearing history:', error);
|
| 78 |
+
alert('فشل مسح السجل. يرجى المحاولة مرة أخرى.');
|
| 79 |
+
}
|
| 80 |
+
}
|
| 81 |
+
};
|
| 82 |
+
|
| 83 |
+
const handleDownload = (source) => {
|
| 84 |
+
if (!source) return;
|
| 85 |
+
const filename = source.split('/').pop() || source;
|
| 86 |
+
const url = `${DOCS_URL}/${encodeURIComponent(filename)}?mode=download`;
|
| 87 |
+
window.open(url, '_blank');
|
| 88 |
+
};
|
| 89 |
+
|
| 90 |
+
const handleClosePreview = () => {
|
| 91 |
+
if (previewUrlRef.current) {
|
| 92 |
+
URL.revokeObjectURL(previewUrlRef.current);
|
| 93 |
+
previewUrlRef.current = null;
|
| 94 |
+
}
|
| 95 |
+
setPreviewUrl(null);
|
| 96 |
+
setPreviewError(null);
|
| 97 |
+
setPreviewFilename('');
|
| 98 |
+
setPreviewLoading(false);
|
| 99 |
+
};
|
| 100 |
+
|
| 101 |
+
const handleSourceClick = async (source) => {
|
| 102 |
+
if (!source) return;
|
| 103 |
+
const filename = source.split('/').pop() || source;
|
| 104 |
+
const extension = filename.split('.').pop()?.toLowerCase();
|
| 105 |
+
setPreviewFilename(filename);
|
| 106 |
+
setPreviewError(null);
|
| 107 |
+
setPreviewLoading(true);
|
| 108 |
+
if (previewUrlRef.current) {
|
| 109 |
+
URL.revokeObjectURL(previewUrlRef.current);
|
| 110 |
+
previewUrlRef.current = null;
|
| 111 |
+
}
|
| 112 |
+
setPreviewUrl(null);
|
| 113 |
+
if (extension !== 'pdf') {
|
| 114 |
+
setPreviewError('المعاينة متاحة فقط لملفات PDF.');
|
| 115 |
+
setPreviewLoading(false);
|
| 116 |
+
return;
|
| 117 |
+
}
|
| 118 |
+
try {
|
| 119 |
+
const url = `${DOCS_URL}/${encodeURIComponent(filename)}?mode=preview`;
|
| 120 |
+
const response = await axios.get(url, { responseType: 'blob' });
|
| 121 |
+
const blob = new Blob([response.data], { type: 'application/pdf' });
|
| 122 |
+
const objectUrl = URL.createObjectURL(blob);
|
| 123 |
+
previewUrlRef.current = objectUrl;
|
| 124 |
+
setPreviewUrl(objectUrl);
|
| 125 |
+
} catch (error) {
|
| 126 |
+
setPreviewError(error.response?.data?.detail || 'تعذر تحميل المعاينة.');
|
| 127 |
+
} finally {
|
| 128 |
+
setPreviewLoading(false);
|
| 129 |
+
}
|
| 130 |
+
};
|
| 131 |
+
|
| 132 |
+
return (
|
| 133 |
+
<div className="App" dir="rtl">
|
| 134 |
+
<div className="chat-container">
|
| 135 |
+
<div className="chat-header">
|
| 136 |
+
<div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center' }}>
|
| 137 |
+
<div>
|
| 138 |
+
<h1>⚖️ المساعد القانوني الذكي لنظام الأحوال الشخصية</h1>
|
| 139 |
+
{/* <p>اطرح أسئلة حول وثائقك القانونية</p> */}
|
| 140 |
+
</div>
|
| 141 |
+
{messages.length > 0 && (
|
| 142 |
+
<button
|
| 143 |
+
onClick={handleClearHistory}
|
| 144 |
+
className="clear-history-button"
|
| 145 |
+
title="مسح سجل المحادثة"
|
| 146 |
+
style={{
|
| 147 |
+
background: 'rgba(255, 255, 255, 0.2)',
|
| 148 |
+
border: '1px solid rgba(255, 255, 255, 0.3)',
|
| 149 |
+
cursor: 'pointer',
|
| 150 |
+
fontSize: '14px',
|
| 151 |
+
padding: '8px 16px',
|
| 152 |
+
borderRadius: '20px',
|
| 153 |
+
color: 'white',
|
| 154 |
+
display: 'flex',
|
| 155 |
+
alignItems: 'center',
|
| 156 |
+
gap: '6px',
|
| 157 |
+
transition: 'background-color 0.2s',
|
| 158 |
+
fontWeight: '500'
|
| 159 |
+
}}
|
| 160 |
+
onMouseEnter={(e) => e.target.style.backgroundColor = 'rgba(255, 255, 255, 0.3)'}
|
| 161 |
+
onMouseLeave={(e) => e.target.style.backgroundColor = 'rgba(255, 255, 255, 0.2)'}
|
| 162 |
+
>
|
| 163 |
+
<span>🗑️</span>
|
| 164 |
+
<span>مسح المحادثة</span>
|
| 165 |
+
</button>
|
| 166 |
+
)}
|
| 167 |
+
</div>
|
| 168 |
+
</div>
|
| 169 |
+
|
| 170 |
+
<div className="messages-container">
|
| 171 |
+
{messages.length === 0 && (
|
| 172 |
+
<div className="welcome-message">
|
| 173 |
+
<h2>مرحباً!</h2>
|
| 174 |
+
<p>ابدأ بطرح سؤالا قانونيا...</p>
|
| 175 |
+
</div>
|
| 176 |
+
)}
|
| 177 |
+
|
| 178 |
+
{messages.map((msg, idx) => {
|
| 179 |
+
const isAssistant = msg.role === 'assistant';
|
| 180 |
+
const contentIsString = typeof msg.content === 'string';
|
| 181 |
+
const renderContent = () => {
|
| 182 |
+
if (isAssistant && contentIsString) {
|
| 183 |
+
return (
|
| 184 |
+
<ReactMarkdown remarkPlugins={[remarkGfm]}>
|
| 185 |
+
{msg.content}
|
| 186 |
+
</ReactMarkdown>
|
| 187 |
+
);
|
| 188 |
+
}
|
| 189 |
+
if (contentIsString) {
|
| 190 |
+
return msg.content;
|
| 191 |
+
}
|
| 192 |
+
try {
|
| 193 |
+
return JSON.stringify(msg.content, null, 2);
|
| 194 |
+
} catch (err) {
|
| 195 |
+
return 'محتوى غير قابل للعرض';
|
| 196 |
+
}
|
| 197 |
+
};
|
| 198 |
+
return (
|
| 199 |
+
<div key={idx} className={`message ${msg.role}`}>
|
| 200 |
+
<div className="message-content">
|
| 201 |
+
<div className="message-header">
|
| 202 |
+
{msg.role === 'user' ? '👤 أنت' : '🤖 المساعد'}
|
| 203 |
+
</div>
|
| 204 |
+
<div className={`message-text ${msg.error ? 'error' : ''}`}>
|
| 205 |
+
{renderContent()}
|
| 206 |
+
</div>
|
| 207 |
+
{msg.sources && msg.sources.length > 0 && (
|
| 208 |
+
<div className="sources">
|
| 209 |
+
<strong>المصادر:</strong>
|
| 210 |
+
<ul>
|
| 211 |
+
{msg.sources.map((source, i) => (
|
| 212 |
+
<li key={i}>
|
| 213 |
+
<span className="source-name">{source.split('/').pop()}</span>
|
| 214 |
+
<div className="source-actions">
|
| 215 |
+
<button
|
| 216 |
+
type="button"
|
| 217 |
+
className="source-link"
|
| 218 |
+
onClick={() => handleSourceClick(source)}
|
| 219 |
+
>
|
| 220 |
+
معاينة
|
| 221 |
+
</button>
|
| 222 |
+
<button
|
| 223 |
+
type="button"
|
| 224 |
+
className="source-link download"
|
| 225 |
+
onClick={() => handleDownload(source)}
|
| 226 |
+
>
|
| 227 |
+
تحميل
|
| 228 |
+
</button>
|
| 229 |
+
</div>
|
| 230 |
+
</li>
|
| 231 |
+
))}
|
| 232 |
+
</ul>
|
| 233 |
+
</div>
|
| 234 |
+
)}
|
| 235 |
+
</div>
|
| 236 |
+
</div>
|
| 237 |
+
);
|
| 238 |
+
})}
|
| 239 |
+
|
| 240 |
+
{loading && (
|
| 241 |
+
<div className="message assistant">
|
| 242 |
+
<div className="message-content">
|
| 243 |
+
<div className="message-header">🤖 المساعد القانوني</div>
|
| 244 |
+
<div className="message-text">
|
| 245 |
+
<span className="typing-indicator">جاري التفكير...</span>
|
| 246 |
+
</div>
|
| 247 |
+
</div>
|
| 248 |
+
</div>
|
| 249 |
+
)}
|
| 250 |
+
|
| 251 |
+
<div ref={messagesEndRef} />
|
| 252 |
+
</div>
|
| 253 |
+
|
| 254 |
+
<form className="input-container" onSubmit={handleSend}>
|
| 255 |
+
<input
|
| 256 |
+
type="text"
|
| 257 |
+
value={input}
|
| 258 |
+
onChange={(e) => setInput(e.target.value)}
|
| 259 |
+
placeholder="اطرح سؤالاً قانونيا ..."
|
| 260 |
+
disabled={loading}
|
| 261 |
+
className="message-input"
|
| 262 |
+
/>
|
| 263 |
+
<button
|
| 264 |
+
type="submit"
|
| 265 |
+
disabled={loading || !input.trim()}
|
| 266 |
+
className="send-button"
|
| 267 |
+
>
|
| 268 |
+
إرسال
|
| 269 |
+
</button>
|
| 270 |
+
</form>
|
| 271 |
+
|
| 272 |
+
{(previewUrl || previewError || previewLoading) && (
|
| 273 |
+
<div className="preview-panel">
|
| 274 |
+
<div className="preview-header">
|
| 275 |
+
<h3>معاينة المصدر</h3>
|
| 276 |
+
{previewFilename && <span className="preview-filename">{previewFilename}</span>}
|
| 277 |
+
<button className="close-preview" onClick={handleClosePreview}>
|
| 278 |
+
✕
|
| 279 |
+
</button>
|
| 280 |
+
</div>
|
| 281 |
+
<div className="preview-content">
|
| 282 |
+
{previewLoading ? (
|
| 283 |
+
<p>جاري تحميل المعاينة...</p>
|
| 284 |
+
) : previewError ? (
|
| 285 |
+
<p className="error">{previewError}</p>
|
| 286 |
+
) : (
|
| 287 |
+
<iframe
|
| 288 |
+
src={previewUrl}
|
| 289 |
+
title={`معاينة ${previewFilename}`}
|
| 290 |
+
className="pdf-frame"
|
| 291 |
+
/>
|
| 292 |
+
)}
|
| 293 |
+
</div>
|
| 294 |
+
</div>
|
| 295 |
+
)}
|
| 296 |
+
</div>
|
| 297 |
+
</div>
|
| 298 |
+
);
|
| 299 |
+
}
|
| 300 |
+
|
| 301 |
+
export default App;
|
| 302 |
+
|
frontend/src/index.css
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
* {
|
| 2 |
+
margin: 0;
|
| 3 |
+
padding: 0;
|
| 4 |
+
box-sizing: border-box;
|
| 5 |
+
}
|
| 6 |
+
|
| 7 |
+
body {
|
| 8 |
+
margin: 0;
|
| 9 |
+
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', 'Roboto', 'Oxygen',
|
| 10 |
+
'Ubuntu', 'Cantarell', 'Fira Sans', 'Droid Sans', 'Helvetica Neue',
|
| 11 |
+
sans-serif;
|
| 12 |
+
-webkit-font-smoothing: antialiased;
|
| 13 |
+
-moz-osx-font-smoothing: grayscale;
|
| 14 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 15 |
+
min-height: 100vh;
|
| 16 |
+
}
|
| 17 |
+
|
| 18 |
+
code {
|
| 19 |
+
font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New',
|
| 20 |
+
monospace;
|
| 21 |
+
}
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
|
| 30 |
+
|
| 31 |
+
|
frontend/src/index.js
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import React from 'react';
|
| 2 |
+
import ReactDOM from 'react-dom/client';
|
| 3 |
+
import './index.css';
|
| 4 |
+
import App from './App';
|
| 5 |
+
|
| 6 |
+
const root = ReactDOM.createRoot(document.getElementById('root'));
|
| 7 |
+
root.render(
|
| 8 |
+
<React.StrictMode>
|
| 9 |
+
<App />
|
| 10 |
+
</React.StrictMode>
|
| 11 |
+
);
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
|
| 21 |
+
|
package-lock.json
ADDED
|
@@ -0,0 +1,1535 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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{
|
| 2 |
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"name": "law_project1",
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| 3 |
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| 4 |
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"requires": true,
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| 5 |
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| 6 |
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"license": "MIT",
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| 17 |
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"dependencies": {
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| 18 |
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| 19 |
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}
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| 20 |
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| 21 |
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| 22 |
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"version": "1.0.8",
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| 31 |
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package.json
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@@ -0,0 +1,6 @@
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|
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|
|
|
|
|
|
|
|
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processed_documents.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
pyproject.toml
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
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|
|
|
|
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|
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|
|
| 1 |
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[project]
|
| 2 |
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name = "law-document-rag"
|
| 3 |
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version = "0.1.0"
|
| 4 |
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description = "Law Document RAG Chat Application using FastAPI, LangChain, and FAISS"
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readme = "README.md"
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| 6 |
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requires-python = ">=3.10,<3.12"
|
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+
"docx2txt==0.8",
|
| 22 |
+
"unstructured==0.11.6",
|
| 23 |
+
"pydantic==2.5.2",
|
| 24 |
+
"python-multipart==0.0.6",
|
| 25 |
+
"python-dotenv==1.0.0",
|
| 26 |
+
"tiktoken>=0.12.0",
|
| 27 |
+
]
|
uv.lock
ADDED
|
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|
|