Spaces:
Sleeping
Sleeping
Commit Β·
8a5fc23
1
Parent(s): 0f95125
Prepare Syntax AI for Hugging Face Space
Browse files- .dockerignore +7 -0
- Dockerfile +17 -52
- README.md +22 -10
- requirements.txt +2 -1
- server.py +304 -16
.dockerignore
ADDED
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@@ -0,0 +1,7 @@
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.git
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__pycache__
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*.pyc
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.env
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frontend/node_modules
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frontend/build
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output.txt
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Dockerfile
CHANGED
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@@ -1,66 +1,31 @@
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-
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WORKDIR /app/frontend
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COPY frontend/package*.json ./
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RUN npm
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COPY frontend/ ./
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RUN npm run build
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-
# --- Stage 2: Final Monolithic Image ---
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FROM python:3.11-slim
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-
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-
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nginx \
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&& curl -fsSL https://deb.nodesource.com/setup_18.x | bash - \
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&& apt-get install -y nodejs \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /app
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-
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# 1. Setup Backend (Node.js)
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COPY frontend/package*.json ./backend/
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RUN cd backend && npm install --production
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COPY frontend/src/server.js ./backend/src/
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-
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# 2. Setup AI Agent (Python)
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY ai_agent.py server.py ./
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RUN echo 'server { \
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listen 7860; \
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location / { \
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root /usr/share/nginx/html; \
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index index.html; \
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try_files $uri /index.html; \
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} \
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location /api/ { \
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proxy_pass http://127.0.0.1:5003/; \
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proxy_set_header Host $host; \
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} \
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location /process-request/ { \
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proxy_pass http://127.0.0.1:8000/process-request; \
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proxy_set_header Host $host; \
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} \
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}' > /etc/nginx/sites-available/default
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RUN
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-
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node backend/src/server.js & \n\
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nginx -g "daemon off;"' > /app/start.sh
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RUN chmod +x /app/start.sh
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-
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EXPOSE 7860
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CMD ["
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FROM node:18 AS frontend-build
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WORKDIR /app/frontend
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COPY frontend/package*.json ./
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RUN npm ci
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COPY frontend/ ./
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RUN npm run build
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FROM python:3.11-slim
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ENV PYTHONDONTWRITEBYTECODE=1 \
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PYTHONUNBUFFERED=1 \
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PORT=7860
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RUN useradd -m -u 1000 user
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USER user
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ENV PATH="/home/user/.local/bin:$PATH"
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WORKDIR /app
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COPY --chown=user requirements.txt ./
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RUN pip install --no-cache-dir --upgrade pip && \
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pip install --no-cache-dir -r requirements.txt
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COPY --chown=user ai_agent.py server.py ./
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COPY --chown=user frontend ./frontend
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COPY --from=frontend-build --chown=user /app/frontend/build ./frontend/build
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EXPOSE 7860
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CMD ["uvicorn", "server:app", "--host", "0.0.0.0", "--port", "7860"]
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README.md
CHANGED
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@@ -40,10 +40,10 @@ Syntax AI includes a sophisticated reporting engine that visualizes the impact o
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The user interface is built on a custom design system that prioritizes clarity and visual depth. The "Galaxy Glass" aesthetic utilizes dynamic starfield simulations, advanced glassmorphism components, and subtle micro-animations to create a focused, premium workspace.
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### Backend Infrastructure
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- **Python (FastAPI)**:
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- **Phidata**: Manages multi-agent task distribution and state.
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- **Node.js (Express)**: Handles secure authentication and database persistence.
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- **Mistral AI**: Provides the underlying transformer architecture for code intelligence.
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### Frontend Implementation
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- **React.js**: Facilitates a responsive and component-driven user experience.
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### 1. Prerequisites
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- Python 3.10 or higher
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- Node.js (v18+) and npm
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-
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### 2. Environment Configuration
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Define local environment variables in a `.env` file at the root directory (see `.env.example` for details):
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```env
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MISTRAL_API_KEY=your_secured_key
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-
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```
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### 3. Dependency Installation
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### 4. System Launch
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```bash
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# Start
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python server.py
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#
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# Initialize React Application
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npm start
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```
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---
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## License
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---
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Developed by [Hariprasath](https://github.com/Hariprasath-5128)
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The user interface is built on a custom design system that prioritizes clarity and visual depth. The "Galaxy Glass" aesthetic utilizes dynamic starfield simulations, advanced glassmorphism components, and subtle micro-animations to create a focused, premium workspace.
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### Backend Infrastructure
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- **Python (FastAPI)**: Serves the React UI, orchestrates AI inference, and exposes the API routes.
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- **Phidata**: Manages multi-agent task distribution and state.
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- **Mistral AI**: Provides the underlying transformer architecture for code intelligence.
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- **PostgreSQL / Supabase (optional)**: Stores users and activity history when `DATABASE_URL` is configured.
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### Frontend Implementation
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- **React.js**: Facilitates a responsive and component-driven user experience.
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### 1. Prerequisites
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- Python 3.10 or higher
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- Node.js (v18+) and npm
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- Optional PostgreSQL / Supabase database
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### 2. Environment Configuration
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Define local environment variables in a `.env` file at the root directory (see `.env.example` for details):
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```env
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MISTRAL_API_KEY=your_secured_key
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DATABASE_URL=postgresql://username:password@host:port/database
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```
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### 3. Dependency Installation
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### 4. System Launch
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```bash
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# Start the FastAPI server
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python server.py
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# In a separate terminal, start the React dev server
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cd frontend
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npm start
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```
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### 5. Hugging Face Spaces
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This repository is configured for a Docker Space.
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Required secret:
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- `MISTRAL_API_KEY`
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Optional secret:
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- `DATABASE_URL`
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Notes:
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- The container exposes port `7860`, which matches the Space metadata.
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- If `DATABASE_URL` is not set, the app falls back to in-memory login and activity storage so the demo still runs.
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- The React app is built inside the Docker image and served by FastAPI from the same container.
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---
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## License
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---
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Developed by [Hariprasath](https://github.com/Hariprasath-5128)
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requirements.txt
CHANGED
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fastapi
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uvicorn
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pydantic
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phidata==2.7.10
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mistralai==1.1.0
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python-dotenv
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requests
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fastapi
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uvicorn[standard]
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pydantic
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phidata==2.7.10
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mistralai==1.1.0
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python-dotenv
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requests
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psycopg[binary]
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server.py
CHANGED
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import logging
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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from ai_agent import handle_task
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logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
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app = FastAPI(title="Syntax AI Server")
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class RequestModel(BaseModel):
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taskType: str
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prompt: str
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-
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@app.post("/process-request")
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async def process_request(request: RequestModel):
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try:
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else:
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-
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-
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-
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| 34 |
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if __name__ == "__main__":
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import uvicorn
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| 37 |
-
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| 1 |
import logging
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| 2 |
+
import os
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| 3 |
+
from contextlib import contextmanager
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| 4 |
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from pathlib import Path
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| 5 |
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from typing import Any
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| 6 |
+
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| 7 |
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from dotenv import load_dotenv
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| 8 |
from fastapi import FastAPI, HTTPException
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| 9 |
+
from fastapi.middleware.cors import CORSMiddleware
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| 10 |
+
from fastapi.responses import FileResponse
|
| 11 |
+
from fastapi.staticfiles import StaticFiles
|
| 12 |
from pydantic import BaseModel
|
| 13 |
+
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| 14 |
+
try:
|
| 15 |
+
import psycopg
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| 16 |
+
except ImportError: # pragma: no cover
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| 17 |
+
psycopg = None
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| 18 |
+
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| 19 |
from ai_agent import handle_task
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| 20 |
|
| 21 |
+
|
| 22 |
+
load_dotenv()
|
| 23 |
+
|
| 24 |
logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
|
| 25 |
+
logger = logging.getLogger(__name__)
|
| 26 |
+
|
| 27 |
+
BASE_DIR = Path(__file__).resolve().parent
|
| 28 |
+
FRONTEND_BUILD_DIR = BASE_DIR / "frontend" / "build"
|
| 29 |
+
DATABASE_URL = os.getenv("DATABASE_URL", "").strip()
|
| 30 |
|
| 31 |
app = FastAPI(title="Syntax AI Server")
|
| 32 |
+
app.add_middleware(
|
| 33 |
+
CORSMiddleware,
|
| 34 |
+
allow_origins=["*"],
|
| 35 |
+
allow_credentials=True,
|
| 36 |
+
allow_methods=["*"],
|
| 37 |
+
allow_headers=["*"],
|
| 38 |
+
)
|
| 39 |
+
|
| 40 |
|
| 41 |
class RequestModel(BaseModel):
|
| 42 |
taskType: str
|
| 43 |
prompt: str
|
| 44 |
|
| 45 |
+
|
| 46 |
+
class AuthRequest(BaseModel):
|
| 47 |
+
username: str
|
| 48 |
+
password: str
|
| 49 |
+
action: str
|
| 50 |
+
|
| 51 |
+
|
| 52 |
+
class StoreOptionRequest(BaseModel):
|
| 53 |
+
userId: int | None = None
|
| 54 |
+
option: str
|
| 55 |
+
language: str | None = None
|
| 56 |
+
codePrompt: str | None = None
|
| 57 |
+
modifyCode: str | None = None
|
| 58 |
+
modifyLogic: str | None = None
|
| 59 |
+
|
| 60 |
+
|
| 61 |
+
class AnalyzeCodeRequest(BaseModel):
|
| 62 |
+
userId: int | None = None
|
| 63 |
+
originalCode: str
|
| 64 |
+
modifiedCode: str
|
| 65 |
+
|
| 66 |
+
|
| 67 |
+
memory_users: dict[str, dict[str, Any]] = {}
|
| 68 |
+
memory_activity: list[dict[str, Any]] = []
|
| 69 |
+
memory_user_id = 0
|
| 70 |
+
|
| 71 |
+
|
| 72 |
+
def has_database() -> bool:
|
| 73 |
+
return bool(DATABASE_URL and psycopg is not None)
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
@contextmanager
|
| 77 |
+
def get_db_connection():
|
| 78 |
+
if not has_database():
|
| 79 |
+
raise RuntimeError("DATABASE_URL is not configured.")
|
| 80 |
+
conn = psycopg.connect(DATABASE_URL)
|
| 81 |
+
try:
|
| 82 |
+
yield conn
|
| 83 |
+
finally:
|
| 84 |
+
conn.close()
|
| 85 |
+
|
| 86 |
+
|
| 87 |
+
def setup_database() -> None:
|
| 88 |
+
if not has_database():
|
| 89 |
+
logger.warning("DATABASE_URL not set. Using in-memory auth and activity storage.")
|
| 90 |
+
return
|
| 91 |
+
|
| 92 |
+
try:
|
| 93 |
+
with get_db_connection() as conn:
|
| 94 |
+
with conn.cursor() as cur:
|
| 95 |
+
cur.execute(
|
| 96 |
+
"""
|
| 97 |
+
CREATE TABLE IF NOT EXISTS users (
|
| 98 |
+
id SERIAL PRIMARY KEY,
|
| 99 |
+
username TEXT NOT NULL UNIQUE,
|
| 100 |
+
password TEXT NOT NULL
|
| 101 |
+
)
|
| 102 |
+
"""
|
| 103 |
+
)
|
| 104 |
+
cur.execute(
|
| 105 |
+
"""
|
| 106 |
+
CREATE TABLE IF NOT EXISTS user_activity (
|
| 107 |
+
id SERIAL PRIMARY KEY,
|
| 108 |
+
user_id INTEGER REFERENCES users(id) ON DELETE SET NULL,
|
| 109 |
+
user_option TEXT,
|
| 110 |
+
language TEXT,
|
| 111 |
+
qn TEXT,
|
| 112 |
+
modify_code_input TEXT,
|
| 113 |
+
modify_code_logic TEXT,
|
| 114 |
+
output TEXT,
|
| 115 |
+
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
|
| 116 |
+
)
|
| 117 |
+
"""
|
| 118 |
+
)
|
| 119 |
+
conn.commit()
|
| 120 |
+
logger.info("Database tables are ready.")
|
| 121 |
+
except Exception:
|
| 122 |
+
logger.exception("Database initialization failed. Falling back to in-memory mode.")
|
| 123 |
+
|
| 124 |
+
|
| 125 |
+
@app.on_event("startup")
|
| 126 |
+
def on_startup() -> None:
|
| 127 |
+
setup_database()
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
def run_ai_task(prompt: str) -> str:
|
| 131 |
+
result = handle_task(prompt)
|
| 132 |
+
if hasattr(result, "content"):
|
| 133 |
+
return str(result.content)
|
| 134 |
+
if isinstance(result, dict):
|
| 135 |
+
return str(result)
|
| 136 |
+
return str(result)
|
| 137 |
+
|
| 138 |
+
|
| 139 |
+
def create_memory_user(username: str, password: str) -> int:
|
| 140 |
+
global memory_user_id
|
| 141 |
+
if username in memory_users:
|
| 142 |
+
raise ValueError("Username already exists.")
|
| 143 |
+
memory_user_id += 1
|
| 144 |
+
memory_users[username] = {"id": memory_user_id, "password": password}
|
| 145 |
+
return memory_user_id
|
| 146 |
+
|
| 147 |
|
| 148 |
@app.post("/process-request")
|
| 149 |
+
@app.post("/api/process-request")
|
| 150 |
async def process_request(request: RequestModel):
|
| 151 |
try:
|
| 152 |
+
return {"status": "success", "result": run_ai_task(request.prompt)}
|
| 153 |
+
except Exception as exc:
|
| 154 |
+
logger.exception("Error while processing AI request.")
|
| 155 |
+
raise HTTPException(status_code=500, detail=str(exc)) from exc
|
| 156 |
+
|
| 157 |
+
|
| 158 |
+
@app.post("/api/auth")
|
| 159 |
+
async def auth(request: AuthRequest):
|
| 160 |
+
try:
|
| 161 |
+
if has_database():
|
| 162 |
+
with get_db_connection() as conn:
|
| 163 |
+
with conn.cursor() as cur:
|
| 164 |
+
if request.action == "signup":
|
| 165 |
+
cur.execute(
|
| 166 |
+
"INSERT INTO users (username, password) VALUES (%s, %s) RETURNING id",
|
| 167 |
+
(request.username, request.password),
|
| 168 |
+
)
|
| 169 |
+
user_id = cur.fetchone()[0]
|
| 170 |
+
conn.commit()
|
| 171 |
+
return {"success": True, "message": "Signup successful!", "userId": user_id}
|
| 172 |
+
|
| 173 |
+
cur.execute(
|
| 174 |
+
"SELECT id FROM users WHERE username = %s AND password = %s",
|
| 175 |
+
(request.username, request.password),
|
| 176 |
+
)
|
| 177 |
+
row = cur.fetchone()
|
| 178 |
+
if row:
|
| 179 |
+
return {"success": True, "message": "Login successful!", "userId": row[0]}
|
| 180 |
+
return {"success": False, "message": "Invalid credentials."}
|
| 181 |
+
|
| 182 |
+
if request.action == "signup":
|
| 183 |
+
user_id = create_memory_user(request.username, request.password)
|
| 184 |
+
return {"success": True, "message": "Signup successful!", "userId": user_id}
|
| 185 |
+
|
| 186 |
+
user = memory_users.get(request.username)
|
| 187 |
+
if user and user["password"] == request.password:
|
| 188 |
+
return {"success": True, "message": "Login successful!", "userId": user["id"]}
|
| 189 |
+
return {"success": False, "message": "Invalid credentials."}
|
| 190 |
+
except Exception as exc:
|
| 191 |
+
logger.exception("Authentication error.")
|
| 192 |
+
return {"success": False, "message": f"DB Error: {exc}"}
|
| 193 |
+
|
| 194 |
+
|
| 195 |
+
@app.post("/api/store-option")
|
| 196 |
+
async def store_option(request: StoreOptionRequest):
|
| 197 |
+
try:
|
| 198 |
+
final_prompt = ""
|
| 199 |
+
|
| 200 |
+
if request.option == "Generate Code":
|
| 201 |
+
final_prompt = request.codePrompt or ""
|
| 202 |
+
elif request.option == "Modify Code":
|
| 203 |
+
final_prompt = request.modifyCode or ""
|
| 204 |
+
|
| 205 |
+
ai_output = run_ai_task(final_prompt)
|
| 206 |
+
|
| 207 |
+
if has_database():
|
| 208 |
+
with get_db_connection() as conn:
|
| 209 |
+
with conn.cursor() as cur:
|
| 210 |
+
cur.execute(
|
| 211 |
+
"""
|
| 212 |
+
INSERT INTO user_activity (
|
| 213 |
+
user_id, user_option, language, qn,
|
| 214 |
+
modify_code_input, modify_code_logic, output
|
| 215 |
+
)
|
| 216 |
+
VALUES (%s, %s, %s, %s, %s, %s, %s)
|
| 217 |
+
""",
|
| 218 |
+
(
|
| 219 |
+
request.userId,
|
| 220 |
+
request.option,
|
| 221 |
+
request.language,
|
| 222 |
+
final_prompt,
|
| 223 |
+
request.modifyCode if request.option == "Modify Code" else None,
|
| 224 |
+
request.modifyLogic if request.option == "Modify Code" else None,
|
| 225 |
+
ai_output,
|
| 226 |
+
),
|
| 227 |
+
)
|
| 228 |
+
conn.commit()
|
| 229 |
else:
|
| 230 |
+
memory_activity.append(
|
| 231 |
+
{
|
| 232 |
+
"user_id": request.userId,
|
| 233 |
+
"user_option": request.option,
|
| 234 |
+
"language": request.language,
|
| 235 |
+
"qn": final_prompt,
|
| 236 |
+
"modify_code_input": request.modifyCode if request.option == "Modify Code" else None,
|
| 237 |
+
"modify_code_logic": request.modifyLogic if request.option == "Modify Code" else None,
|
| 238 |
+
"output": ai_output,
|
| 239 |
+
}
|
| 240 |
+
)
|
| 241 |
+
|
| 242 |
+
return {
|
| 243 |
+
"success": True,
|
| 244 |
+
"message": f"{request.option} data stored successfully!",
|
| 245 |
+
"aiOutput": ai_output,
|
| 246 |
+
}
|
| 247 |
+
except Exception:
|
| 248 |
+
logger.exception("Error in store-option.")
|
| 249 |
+
return {"success": False, "message": "Error processing request."}
|
| 250 |
+
|
| 251 |
+
|
| 252 |
+
@app.post("/api/analyze-code")
|
| 253 |
+
async def analyze_code(request: AnalyzeCodeRequest):
|
| 254 |
+
analysis_prompt = f"""You are a code efficiency analyzer. Compare the ORIGINAL and MODIFIED code below and provide a detailed efficiency analysis.
|
| 255 |
+
|
| 256 |
+
ORIGINAL CODE:
|
| 257 |
+
{request.originalCode}
|
| 258 |
+
|
| 259 |
+
MODIFIED CODE:
|
| 260 |
+
{request.modifiedCode}
|
| 261 |
+
|
| 262 |
+
IMPORTANT: You MUST include numerical scores in your analysis. Use the exact format "Label: X/10" for each metric. Include ALL of the following scored sections:
|
| 263 |
+
|
| 264 |
+
TIME COMPLEXITY:
|
| 265 |
+
- Time Original: [score]/10 β [analysis]
|
| 266 |
+
- Time Modified: [score]/10 β [analysis]
|
| 267 |
+
- Best/Average/Worst case analysis
|
| 268 |
+
|
| 269 |
+
SPACE COMPLEXITY:
|
| 270 |
+
- Space Original: [score]/10 β [analysis]
|
| 271 |
+
- Space Modified: [score]/10 β [analysis]
|
| 272 |
+
|
| 273 |
+
EXECUTION SPEED:
|
| 274 |
+
- Speed Original: [score]/10 β [assessment]
|
| 275 |
+
- Speed Modified: [score]/10 β [assessment]
|
| 276 |
+
- Bottlenecks identified
|
| 277 |
+
|
| 278 |
+
CODE READABILITY:
|
| 279 |
+
- Readability Original: [score]/10 β [assessment]
|
| 280 |
+
- Readability Modified: [score]/10 β [assessment]
|
| 281 |
+
|
| 282 |
+
MAINTAINABILITY:
|
| 283 |
+
- Maintainability Original: [score]/10 β [assessment]
|
| 284 |
+
- Maintainability Modified: [score]/10 β [assessment]
|
| 285 |
+
|
| 286 |
+
BEST PRACTICES:
|
| 287 |
+
- Practices Original: [score]/10 β [compliance]
|
| 288 |
+
- Practices Modified: [score]/10 β [compliance]
|
| 289 |
+
|
| 290 |
+
SUMMARY: [Overall comparative summary]
|
| 291 |
+
|
| 292 |
+
OVERALL EFFICIENCY SCORE: [score]/10 β [brief justification]
|
| 293 |
+
|
| 294 |
+
Higher scores = better efficiency. Be precise with your /10 ratings."""
|
| 295 |
+
|
| 296 |
+
try:
|
| 297 |
+
result = run_ai_task(analysis_prompt)
|
| 298 |
+
return {"success": True, "message": "Analysis complete!", "analysisResult": result}
|
| 299 |
+
except Exception:
|
| 300 |
+
logger.exception("Error analyzing code.")
|
| 301 |
+
return {"success": False, "message": "Error analyzing code. Please try again later."}
|
| 302 |
+
|
| 303 |
+
|
| 304 |
+
if FRONTEND_BUILD_DIR.exists():
|
| 305 |
+
app.mount("/assets", StaticFiles(directory=FRONTEND_BUILD_DIR / "static"), name="static")
|
| 306 |
+
|
| 307 |
+
|
| 308 |
+
@app.get("/{full_path:path}")
|
| 309 |
+
async def serve_frontend(full_path: str):
|
| 310 |
+
if not FRONTEND_BUILD_DIR.exists():
|
| 311 |
+
raise HTTPException(
|
| 312 |
+
status_code=404,
|
| 313 |
+
detail="Frontend build not found. Run the React build or deploy with the Dockerfile.",
|
| 314 |
+
)
|
| 315 |
+
|
| 316 |
+
candidate = FRONTEND_BUILD_DIR / full_path
|
| 317 |
+
if full_path and candidate.exists() and candidate.is_file():
|
| 318 |
+
return FileResponse(candidate)
|
| 319 |
+
return FileResponse(FRONTEND_BUILD_DIR / "index.html")
|
| 320 |
+
|
| 321 |
|
| 322 |
if __name__ == "__main__":
|
| 323 |
import uvicorn
|
| 324 |
+
|
| 325 |
+
uvicorn.run(app, host="0.0.0.0", port=int(os.getenv("PORT", "7860")))
|