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Browse files- .gitignore +0 -1
- Dockerfile +31 -45
- README.md +1 -1
- backend/main.py +172 -193
- backend/static/index.html +957 -1
- frontend/package.json +43 -43
.gitignore
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@@ -58,7 +58,6 @@ backend/data/storage/
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backend/data/temp/
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backend/data/tts_cache/
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backend/data/agents/
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data/
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*.db
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# Test data (optional - uncomment if you want to include)
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backend/data/temp/
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backend/data/tts_cache/
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backend/data/agents/
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*.db
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# Test data (optional - uncomment if you want to include)
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Dockerfile
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WORKDIR /app
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#
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#
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#
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# Entry point environment
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ENV PYTHONPATH=/app/backend
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# Set environment for model caching to /tmp (only writable dir in HF Spaces)
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ENV HF_HOME=/tmp/.cache/huggingface
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ENV FASTEMBED_CACHE_PATH=/tmp/.cache/fastembed
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ENV SENTENCE_TRANSFORMERS_HOME=/tmp/.cache/sentence-transformers
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# Expose port 7860 (required by Hugging Face Spaces)
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EXPOSE 7860
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# Run FastAPI with uvicorn
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CMD ["uvicorn", "backend.main:app", "--host", "0.0.0.0", "--port", "7860"]
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FROM python:3.11-slim
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y \
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gcc \
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g++ \
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postgresql-client \
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&& rm -rf /var/lib/apt/lists/*
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# Copy requirements and install Python packages
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COPY backend/requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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RUN python -m spacy download en_core_web_sm
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# Copy application code from backend directory
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COPY backend/ ./backend/
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# Main entry point needs to be at root level for some runners, or we point pythonpath
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ENV PYTHONPATH=/app/backend
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# Set environment for model caching to /tmp (only writable dir in HF Spaces)
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ENV HF_HOME=/tmp/.cache/huggingface
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ENV FASTEMBED_CACHE_PATH=/tmp/.cache/fastembed
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ENV SENTENCE_TRANSFORMERS_HOME=/tmp/.cache/sentence-transformers
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# Expose port 7860 (required by Hugging Face Spaces)
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EXPOSE 7860
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+
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# Run FastAPI with uvicorn (pointing to nested app)
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CMD ["uvicorn", "backend.main:app", "--host", "0.0.0.0", "--port", "7860"]
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README.md
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@@ -3,7 +3,7 @@ title: Mexar
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emoji: π§
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colorFrom: blue
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colorTo: indigo
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sdk:
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pinned: false
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license: mit
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---
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emoji: π§
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colorFrom: blue
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colorTo: indigo
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sdk: docker
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pinned: false
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license: mit
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---
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backend/main.py
CHANGED
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"""
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MEXAR Core Engine - FastAPI Backend Application
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Main entry point for the MEXAR Phase 2 API.
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-
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This is a clean, minimal main.py that only includes routers.
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All endpoints are handled by the api/ modules.
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"""
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import os
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import logging
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from pathlib import Path
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from contextlib import asynccontextmanager
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from fastapi import FastAPI
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import JSONResponse
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from dotenv import load_dotenv
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# Load environment variables
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load_dotenv()
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-
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# Configure logging
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logging.basicConfig(
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level=logging.INFO,
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format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
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)
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logger = logging.getLogger(__name__)
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# Ensure data directories exist
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DATA_DIRS = [
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Path("data/storage"),
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Path("data/temp"),
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]
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for dir_path in DATA_DIRS:
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dir_path.mkdir(parents=True, exist_ok=True)
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-
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# Lifespan context manager
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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"""Application lifespan handler - database initialization."""
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logger.info("MEXAR Core Engine starting up...")
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# Initialize database tables
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try:
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from core.database import engine, Base
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from models.user import User
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from models.agent import Agent, CompilationJob
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from models.conversation import Conversation, Message
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from models.chunk import DocumentChunk
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from sqlalchemy import text
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# Enable vector extension only for postgres
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if "sqlite" not in str(engine.url):
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try:
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with engine.connect() as conn:
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conn.execute(text("CREATE EXTENSION IF NOT EXISTS vector"))
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conn.commit()
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except Exception as vector_err:
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logger.warning(f"Vector extension check skipped: {vector_err}")
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Base.metadata.create_all(bind=engine)
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logger.info("Database tables created/verified successfully")
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except Exception as e:
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logger.warning(f"Database initialization: {e}")
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yield
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logger.info("MEXAR Core Engine shutting down...")
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-
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# Create FastAPI app
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app = FastAPI(
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title="MEXAR Core Engine",
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description="Multimodal Explainable AI Reasoning Assistant - Phase 2",
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version="2.0.0",
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lifespan=lifespan
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)
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-
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# Configure CORS
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# Configure CORS
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| 81 |
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# CRITICAL: Configure CORS for Vercel frontend
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FRONTEND_URL = os.getenv("FRONTEND_URL", "http://localhost:3000")
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allow_origins = [
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"*",
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FRONTEND_URL,
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"https://*.vercel.app",
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"http://localhost:3000",
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"http://localhost:3001"
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]
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app.add_middleware(
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CORSMiddleware,
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allow_origins=allow_origins,
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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# Import and include Phase 2 routers
|
| 101 |
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from api import auth, agents, chat, compile, websocket, admin, prompts, diagnostics
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-
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app.include_router(auth.router)
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app.include_router(agents.router)
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app.include_router(chat.router)
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app.include_router(compile.router)
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app.include_router(websocket.router)
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app.include_router(admin.router)
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app.include_router(prompts.router)
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app.include_router(diagnostics.router)
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@app.get("/
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async def
|
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"""
|
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return JSONResponse(
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status_code=
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content={
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return JSONResponse(
|
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status_code=500,
|
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content={
|
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"success": False,
|
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"error": "Internal server error",
|
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"detail": str(exc)
|
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}
|
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)
|
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-
|
| 182 |
-
|
| 183 |
-
# ===== MAIN ENTRY POINT =====
|
| 184 |
-
|
| 185 |
-
if __name__ == "__main__":
|
| 186 |
-
import uvicorn
|
| 187 |
-
uvicorn.run(
|
| 188 |
-
"main:app",
|
| 189 |
-
host="0.0.0.0",
|
| 190 |
-
port=8000,
|
| 191 |
-
reload=True,
|
| 192 |
-
log_level="info"
|
| 193 |
-
)
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
MEXAR Core Engine - FastAPI Backend Application
|
| 3 |
+
Main entry point for the MEXAR Phase 2 API.
|
| 4 |
+
|
| 5 |
+
This is a clean, minimal main.py that only includes routers.
|
| 6 |
+
All endpoints are handled by the api/ modules.
|
| 7 |
+
"""
|
| 8 |
+
|
| 9 |
+
import os
|
| 10 |
+
import logging
|
| 11 |
+
from pathlib import Path
|
| 12 |
+
from contextlib import asynccontextmanager
|
| 13 |
+
|
| 14 |
+
from fastapi import FastAPI
|
| 15 |
+
from fastapi.middleware.cors import CORSMiddleware
|
| 16 |
+
from fastapi.responses import JSONResponse
|
| 17 |
+
from dotenv import load_dotenv
|
| 18 |
+
|
| 19 |
+
# Load environment variables
|
| 20 |
+
load_dotenv()
|
| 21 |
+
|
| 22 |
+
# Configure logging
|
| 23 |
+
logging.basicConfig(
|
| 24 |
+
level=logging.INFO,
|
| 25 |
+
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
|
| 26 |
+
)
|
| 27 |
+
logger = logging.getLogger(__name__)
|
| 28 |
+
|
| 29 |
+
# Ensure data directories exist
|
| 30 |
+
DATA_DIRS = [
|
| 31 |
+
Path("data/storage"),
|
| 32 |
+
Path("data/temp"),
|
| 33 |
+
]
|
| 34 |
+
for dir_path in DATA_DIRS:
|
| 35 |
+
dir_path.mkdir(parents=True, exist_ok=True)
|
| 36 |
+
|
| 37 |
+
|
| 38 |
+
# Lifespan context manager
|
| 39 |
+
@asynccontextmanager
|
| 40 |
+
async def lifespan(app: FastAPI):
|
| 41 |
+
"""Application lifespan handler - database initialization."""
|
| 42 |
+
logger.info("MEXAR Core Engine starting up...")
|
| 43 |
+
|
| 44 |
+
# Initialize database tables
|
| 45 |
+
try:
|
| 46 |
+
from core.database import engine, Base
|
| 47 |
+
from models.user import User
|
| 48 |
+
from models.agent import Agent, CompilationJob
|
| 49 |
+
from models.conversation import Conversation, Message
|
| 50 |
+
from models.chunk import DocumentChunk
|
| 51 |
+
from sqlalchemy import text
|
| 52 |
+
|
| 53 |
+
# Enable vector extension only for postgres
|
| 54 |
+
if "sqlite" not in str(engine.url):
|
| 55 |
+
try:
|
| 56 |
+
with engine.connect() as conn:
|
| 57 |
+
conn.execute(text("CREATE EXTENSION IF NOT EXISTS vector"))
|
| 58 |
+
conn.commit()
|
| 59 |
+
except Exception as vector_err:
|
| 60 |
+
logger.warning(f"Vector extension check skipped: {vector_err}")
|
| 61 |
+
|
| 62 |
+
Base.metadata.create_all(bind=engine)
|
| 63 |
+
logger.info("Database tables created/verified successfully")
|
| 64 |
+
except Exception as e:
|
| 65 |
+
logger.warning(f"Database initialization: {e}")
|
| 66 |
+
|
| 67 |
+
yield
|
| 68 |
+
logger.info("MEXAR Core Engine shutting down...")
|
| 69 |
+
|
| 70 |
+
|
| 71 |
+
# Create FastAPI app
|
| 72 |
+
app = FastAPI(
|
| 73 |
+
title="MEXAR Core Engine",
|
| 74 |
+
description="Multimodal Explainable AI Reasoning Assistant - Phase 2",
|
| 75 |
+
version="2.0.0",
|
| 76 |
+
lifespan=lifespan
|
| 77 |
+
)
|
| 78 |
+
|
| 79 |
+
# Configure CORS
|
| 80 |
+
# Configure CORS
|
| 81 |
+
# CRITICAL: Configure CORS for Vercel frontend
|
| 82 |
+
FRONTEND_URL = os.getenv("FRONTEND_URL", "http://localhost:3000")
|
| 83 |
+
|
| 84 |
+
allow_origins = [
|
| 85 |
+
"*",
|
| 86 |
+
FRONTEND_URL,
|
| 87 |
+
"https://*.vercel.app",
|
| 88 |
+
"http://localhost:3000",
|
| 89 |
+
"http://localhost:3001"
|
| 90 |
+
]
|
| 91 |
+
|
| 92 |
+
app.add_middleware(
|
| 93 |
+
CORSMiddleware,
|
| 94 |
+
allow_origins=allow_origins,
|
| 95 |
+
allow_credentials=True,
|
| 96 |
+
allow_methods=["*"],
|
| 97 |
+
allow_headers=["*"],
|
| 98 |
+
)
|
| 99 |
+
|
| 100 |
+
# Import and include Phase 2 routers
|
| 101 |
+
from api import auth, agents, chat, compile, websocket, admin, prompts, diagnostics
|
| 102 |
+
|
| 103 |
+
app.include_router(auth.router)
|
| 104 |
+
app.include_router(agents.router)
|
| 105 |
+
app.include_router(chat.router)
|
| 106 |
+
app.include_router(compile.router)
|
| 107 |
+
app.include_router(websocket.router)
|
| 108 |
+
app.include_router(admin.router)
|
| 109 |
+
app.include_router(prompts.router)
|
| 110 |
+
app.include_router(diagnostics.router)
|
| 111 |
+
|
| 112 |
+
|
| 113 |
+
# ===== CORE UTILITY ENDPOINTS =====
|
| 114 |
+
|
| 115 |
+
@app.get("/")
|
| 116 |
+
async def root():
|
| 117 |
+
"""Root endpoint - serves landing page."""
|
| 118 |
+
from fastapi.responses import FileResponse
|
| 119 |
+
from pathlib import Path
|
| 120 |
+
|
| 121 |
+
html_path = Path(__file__).parent / "static" / "index.html"
|
| 122 |
+
if html_path.exists():
|
| 123 |
+
return FileResponse(html_path, media_type="text/html")
|
| 124 |
+
else:
|
| 125 |
+
# Fallback to JSON if HTML not found
|
| 126 |
+
return {
|
| 127 |
+
"name": "MEXAR Core Engine",
|
| 128 |
+
"version": "2.0.0",
|
| 129 |
+
"status": "operational",
|
| 130 |
+
"docs": "/docs"
|
| 131 |
+
}
|
| 132 |
+
|
| 133 |
+
|
| 134 |
+
@app.get("/api/health")
|
| 135 |
+
async def health_check():
|
| 136 |
+
"""Health check endpoint."""
|
| 137 |
+
return {
|
| 138 |
+
"status": "healthy",
|
| 139 |
+
"groq_configured": bool(os.getenv("GROQ_API_KEY"))
|
| 140 |
+
}
|
| 141 |
+
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
|
| 145 |
+
|
| 146 |
+
# ===== ERROR HANDLERS =====
|
| 147 |
+
|
| 148 |
+
@app.exception_handler(Exception)
|
| 149 |
+
async def global_exception_handler(request, exc):
|
| 150 |
+
"""Global exception handler."""
|
| 151 |
+
logger.error(f"Unhandled exception: {exc}")
|
| 152 |
+
return JSONResponse(
|
| 153 |
+
status_code=500,
|
| 154 |
+
content={
|
| 155 |
+
"success": False,
|
| 156 |
+
"error": "Internal server error",
|
| 157 |
+
"detail": str(exc)
|
| 158 |
+
}
|
| 159 |
+
)
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
# ===== MAIN ENTRY POINT =====
|
| 163 |
+
|
| 164 |
+
if __name__ == "__main__":
|
| 165 |
+
import uvicorn
|
| 166 |
+
uvicorn.run(
|
| 167 |
+
"main:app",
|
| 168 |
+
host="0.0.0.0",
|
| 169 |
+
port=8000,
|
| 170 |
+
reload=True,
|
| 171 |
+
log_level="info"
|
| 172 |
+
)
|
|
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|
|
backend/static/index.html
CHANGED
|
@@ -1 +1,957 @@
|
|
| 1 |
-
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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=1.0">
|
| 6 |
+
<title>MEXAR β Multimodal Explainable AI Reasoning Assistant</title>
|
| 7 |
+
<meta name="description" content="Build domain-specific AI agents from your documents. Grounded, cited, and faithfully scored answers with full explainability.">
|
| 8 |
+
<link rel="preconnect" href="https://fonts.googleapis.com">
|
| 9 |
+
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
|
| 10 |
+
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800;900&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet">
|
| 11 |
+
<style>
|
| 12 |
+
:root {
|
| 13 |
+
--bg-primary: #080c14;
|
| 14 |
+
--bg-secondary: #0d1420;
|
| 15 |
+
--bg-card: #111827;
|
| 16 |
+
--bg-card-hover: #1a2236;
|
| 17 |
+
--border: rgba(99, 120, 255, 0.15);
|
| 18 |
+
--border-bright: rgba(99, 120, 255, 0.4);
|
| 19 |
+
--accent-blue: #6378ff;
|
| 20 |
+
--accent-cyan: #00d4ff;
|
| 21 |
+
--accent-purple: #a855f7;
|
| 22 |
+
--accent-green: #10b981;
|
| 23 |
+
--accent-orange: #f59e0b;
|
| 24 |
+
--text-primary: #f1f5f9;
|
| 25 |
+
--text-secondary: #94a3b8;
|
| 26 |
+
--text-muted: #475569;
|
| 27 |
+
--glow-blue: rgba(99, 120, 255, 0.3);
|
| 28 |
+
--glow-cyan: rgba(0, 212, 255, 0.2);
|
| 29 |
+
}
|
| 30 |
+
|
| 31 |
+
* { margin: 0; padding: 0; box-sizing: border-box; }
|
| 32 |
+
|
| 33 |
+
body {
|
| 34 |
+
font-family: 'Inter', sans-serif;
|
| 35 |
+
background: var(--bg-primary);
|
| 36 |
+
color: var(--text-primary);
|
| 37 |
+
min-height: 100vh;
|
| 38 |
+
overflow-x: hidden;
|
| 39 |
+
}
|
| 40 |
+
|
| 41 |
+
/* ββ Animated gradient background ββ */
|
| 42 |
+
body::before {
|
| 43 |
+
content: '';
|
| 44 |
+
position: fixed;
|
| 45 |
+
top: 0; left: 0; right: 0; bottom: 0;
|
| 46 |
+
background:
|
| 47 |
+
radial-gradient(ellipse 80% 50% at 20% 20%, rgba(99,120,255,0.08) 0%, transparent 60%),
|
| 48 |
+
radial-gradient(ellipse 60% 40% at 80% 80%, rgba(168,85,247,0.06) 0%, transparent 60%),
|
| 49 |
+
radial-gradient(ellipse 50% 30% at 50% 50%, rgba(0,212,255,0.04) 0%, transparent 60%);
|
| 50 |
+
pointer-events: none;
|
| 51 |
+
z-index: 0;
|
| 52 |
+
}
|
| 53 |
+
|
| 54 |
+
.container {
|
| 55 |
+
position: relative;
|
| 56 |
+
z-index: 1;
|
| 57 |
+
max-width: 1100px;
|
| 58 |
+
margin: 0 auto;
|
| 59 |
+
padding: 0 2rem;
|
| 60 |
+
}
|
| 61 |
+
|
| 62 |
+
/* ββ NAV ββ */
|
| 63 |
+
nav {
|
| 64 |
+
padding: 1.5rem 0;
|
| 65 |
+
display: flex;
|
| 66 |
+
align-items: center;
|
| 67 |
+
justify-content: space-between;
|
| 68 |
+
border-bottom: 1px solid var(--border);
|
| 69 |
+
}
|
| 70 |
+
|
| 71 |
+
.nav-logo {
|
| 72 |
+
display: flex;
|
| 73 |
+
align-items: center;
|
| 74 |
+
gap: 0.6rem;
|
| 75 |
+
font-size: 1.35rem;
|
| 76 |
+
font-weight: 800;
|
| 77 |
+
letter-spacing: -0.5px;
|
| 78 |
+
}
|
| 79 |
+
|
| 80 |
+
.nav-logo .brain { font-size: 1.6rem; }
|
| 81 |
+
|
| 82 |
+
.nav-logo .text-gradient {
|
| 83 |
+
background: linear-gradient(135deg, var(--accent-blue), var(--accent-cyan));
|
| 84 |
+
-webkit-background-clip: text;
|
| 85 |
+
-webkit-text-fill-color: transparent;
|
| 86 |
+
background-clip: text;
|
| 87 |
+
}
|
| 88 |
+
|
| 89 |
+
.nav-links { display: flex; gap: 0.75rem; align-items: center; }
|
| 90 |
+
|
| 91 |
+
.nav-link {
|
| 92 |
+
padding: 0.5rem 1rem;
|
| 93 |
+
border-radius: 8px;
|
| 94 |
+
text-decoration: none;
|
| 95 |
+
font-size: 0.875rem;
|
| 96 |
+
font-weight: 500;
|
| 97 |
+
color: var(--text-secondary);
|
| 98 |
+
transition: all 0.2s;
|
| 99 |
+
border: 1px solid transparent;
|
| 100 |
+
}
|
| 101 |
+
|
| 102 |
+
.nav-link:hover {
|
| 103 |
+
color: var(--text-primary);
|
| 104 |
+
background: rgba(255,255,255,0.06);
|
| 105 |
+
border-color: var(--border);
|
| 106 |
+
}
|
| 107 |
+
|
| 108 |
+
.nav-link.primary {
|
| 109 |
+
background: linear-gradient(135deg, var(--accent-blue), var(--accent-purple));
|
| 110 |
+
color: white;
|
| 111 |
+
border: none;
|
| 112 |
+
}
|
| 113 |
+
|
| 114 |
+
.nav-link.primary:hover {
|
| 115 |
+
opacity: 0.9;
|
| 116 |
+
transform: translateY(-1px);
|
| 117 |
+
box-shadow: 0 4px 20px var(--glow-blue);
|
| 118 |
+
}
|
| 119 |
+
|
| 120 |
+
/* ββ HERO ββ */
|
| 121 |
+
.hero {
|
| 122 |
+
padding: 5rem 0 4rem;
|
| 123 |
+
text-align: center;
|
| 124 |
+
}
|
| 125 |
+
|
| 126 |
+
.hero-badge {
|
| 127 |
+
display: inline-flex;
|
| 128 |
+
align-items: center;
|
| 129 |
+
gap: 0.5rem;
|
| 130 |
+
padding: 0.4rem 1rem;
|
| 131 |
+
border-radius: 100px;
|
| 132 |
+
background: rgba(99,120,255,0.1);
|
| 133 |
+
border: 1px solid rgba(99,120,255,0.3);
|
| 134 |
+
font-size: 0.8rem;
|
| 135 |
+
font-weight: 600;
|
| 136 |
+
color: var(--accent-cyan);
|
| 137 |
+
text-transform: uppercase;
|
| 138 |
+
letter-spacing: 0.08em;
|
| 139 |
+
margin-bottom: 2rem;
|
| 140 |
+
}
|
| 141 |
+
|
| 142 |
+
.hero-badge .dot {
|
| 143 |
+
width: 6px; height: 6px;
|
| 144 |
+
border-radius: 50%;
|
| 145 |
+
background: var(--accent-cyan);
|
| 146 |
+
animation: pulse 2s infinite;
|
| 147 |
+
}
|
| 148 |
+
|
| 149 |
+
@keyframes pulse {
|
| 150 |
+
0%, 100% { opacity: 1; }
|
| 151 |
+
50% { opacity: 0.3; }
|
| 152 |
+
}
|
| 153 |
+
|
| 154 |
+
.hero h1 {
|
| 155 |
+
font-size: clamp(2.8rem, 6vw, 5rem);
|
| 156 |
+
font-weight: 900;
|
| 157 |
+
line-height: 1.05;
|
| 158 |
+
letter-spacing: -2px;
|
| 159 |
+
margin-bottom: 1.5rem;
|
| 160 |
+
}
|
| 161 |
+
|
| 162 |
+
.hero h1 .line1 { display: block; color: var(--text-primary); }
|
| 163 |
+
.hero h1 .line2 {
|
| 164 |
+
display: block;
|
| 165 |
+
background: linear-gradient(135deg, var(--accent-blue) 0%, var(--accent-cyan) 50%, var(--accent-purple) 100%);
|
| 166 |
+
-webkit-background-clip: text;
|
| 167 |
+
-webkit-text-fill-color: transparent;
|
| 168 |
+
background-clip: text;
|
| 169 |
+
}
|
| 170 |
+
|
| 171 |
+
.hero-subtitle {
|
| 172 |
+
font-size: 1.15rem;
|
| 173 |
+
color: var(--text-secondary);
|
| 174 |
+
max-width: 600px;
|
| 175 |
+
margin: 0 auto 2.5rem;
|
| 176 |
+
line-height: 1.7;
|
| 177 |
+
font-weight: 400;
|
| 178 |
+
}
|
| 179 |
+
|
| 180 |
+
.hero-cta {
|
| 181 |
+
display: flex;
|
| 182 |
+
gap: 1rem;
|
| 183 |
+
justify-content: center;
|
| 184 |
+
flex-wrap: wrap;
|
| 185 |
+
margin-bottom: 3.5rem;
|
| 186 |
+
}
|
| 187 |
+
|
| 188 |
+
.btn {
|
| 189 |
+
display: inline-flex;
|
| 190 |
+
align-items: center;
|
| 191 |
+
gap: 0.5rem;
|
| 192 |
+
padding: 0.85rem 1.8rem;
|
| 193 |
+
border-radius: 10px;
|
| 194 |
+
font-size: 0.95rem;
|
| 195 |
+
font-weight: 600;
|
| 196 |
+
text-decoration: none;
|
| 197 |
+
transition: all 0.25s;
|
| 198 |
+
cursor: pointer;
|
| 199 |
+
border: none;
|
| 200 |
+
}
|
| 201 |
+
|
| 202 |
+
.btn-primary {
|
| 203 |
+
background: linear-gradient(135deg, var(--accent-blue), var(--accent-purple));
|
| 204 |
+
color: white;
|
| 205 |
+
box-shadow: 0 4px 24px var(--glow-blue);
|
| 206 |
+
}
|
| 207 |
+
|
| 208 |
+
.btn-primary:hover {
|
| 209 |
+
transform: translateY(-2px);
|
| 210 |
+
box-shadow: 0 8px 32px rgba(99,120,255,0.5);
|
| 211 |
+
}
|
| 212 |
+
|
| 213 |
+
.btn-secondary {
|
| 214 |
+
background: rgba(255,255,255,0.05);
|
| 215 |
+
color: var(--text-primary);
|
| 216 |
+
border: 1px solid var(--border);
|
| 217 |
+
}
|
| 218 |
+
|
| 219 |
+
.btn-secondary:hover {
|
| 220 |
+
background: rgba(255,255,255,0.1);
|
| 221 |
+
border-color: var(--border-bright);
|
| 222 |
+
transform: translateY(-1px);
|
| 223 |
+
}
|
| 224 |
+
|
| 225 |
+
.btn-outline {
|
| 226 |
+
background: transparent;
|
| 227 |
+
color: var(--text-secondary);
|
| 228 |
+
border: 1px solid var(--border);
|
| 229 |
+
}
|
| 230 |
+
|
| 231 |
+
.btn-outline:hover {
|
| 232 |
+
color: var(--text-primary);
|
| 233 |
+
border-color: var(--border-bright);
|
| 234 |
+
}
|
| 235 |
+
|
| 236 |
+
/* ββ STATS ROW ββ */
|
| 237 |
+
.stats-row {
|
| 238 |
+
display: grid;
|
| 239 |
+
grid-template-columns: repeat(4, 1fr);
|
| 240 |
+
gap: 1px;
|
| 241 |
+
background: var(--border);
|
| 242 |
+
border-radius: 16px;
|
| 243 |
+
overflow: hidden;
|
| 244 |
+
border: 1px solid var(--border);
|
| 245 |
+
margin-bottom: 5rem;
|
| 246 |
+
}
|
| 247 |
+
|
| 248 |
+
.stat-item {
|
| 249 |
+
background: var(--bg-card);
|
| 250 |
+
padding: 1.5rem;
|
| 251 |
+
text-align: center;
|
| 252 |
+
}
|
| 253 |
+
|
| 254 |
+
.stat-value {
|
| 255 |
+
font-size: 1.8rem;
|
| 256 |
+
font-weight: 800;
|
| 257 |
+
background: linear-gradient(135deg, var(--accent-blue), var(--accent-cyan));
|
| 258 |
+
-webkit-background-clip: text;
|
| 259 |
+
-webkit-text-fill-color: transparent;
|
| 260 |
+
background-clip: text;
|
| 261 |
+
display: block;
|
| 262 |
+
margin-bottom: 0.25rem;
|
| 263 |
+
}
|
| 264 |
+
|
| 265 |
+
.stat-label {
|
| 266 |
+
font-size: 0.8rem;
|
| 267 |
+
color: var(--text-muted);
|
| 268 |
+
font-weight: 500;
|
| 269 |
+
text-transform: uppercase;
|
| 270 |
+
letter-spacing: 0.05em;
|
| 271 |
+
}
|
| 272 |
+
|
| 273 |
+
/* ββ PIPELINE SECTION ββ */
|
| 274 |
+
.section { margin-bottom: 5rem; }
|
| 275 |
+
|
| 276 |
+
.section-label {
|
| 277 |
+
font-size: 0.75rem;
|
| 278 |
+
font-weight: 700;
|
| 279 |
+
text-transform: uppercase;
|
| 280 |
+
letter-spacing: 0.1em;
|
| 281 |
+
color: var(--accent-cyan);
|
| 282 |
+
margin-bottom: 0.75rem;
|
| 283 |
+
}
|
| 284 |
+
|
| 285 |
+
.section-title {
|
| 286 |
+
font-size: 2rem;
|
| 287 |
+
font-weight: 800;
|
| 288 |
+
letter-spacing: -0.5px;
|
| 289 |
+
margin-bottom: 0.75rem;
|
| 290 |
+
}
|
| 291 |
+
|
| 292 |
+
.section-subtitle {
|
| 293 |
+
color: var(--text-secondary);
|
| 294 |
+
font-size: 1rem;
|
| 295 |
+
line-height: 1.7;
|
| 296 |
+
max-width: 560px;
|
| 297 |
+
margin-bottom: 2.5rem;
|
| 298 |
+
}
|
| 299 |
+
|
| 300 |
+
/* Pipeline steps */
|
| 301 |
+
.pipeline {
|
| 302 |
+
display: grid;
|
| 303 |
+
gap: 1rem;
|
| 304 |
+
}
|
| 305 |
+
|
| 306 |
+
.pipeline-step {
|
| 307 |
+
display: flex;
|
| 308 |
+
align-items: flex-start;
|
| 309 |
+
gap: 1.25rem;
|
| 310 |
+
padding: 1.25rem 1.5rem;
|
| 311 |
+
background: var(--bg-card);
|
| 312 |
+
border: 1px solid var(--border);
|
| 313 |
+
border-radius: 12px;
|
| 314 |
+
transition: all 0.25s;
|
| 315 |
+
position: relative;
|
| 316 |
+
overflow: hidden;
|
| 317 |
+
}
|
| 318 |
+
|
| 319 |
+
.pipeline-step::before {
|
| 320 |
+
content: '';
|
| 321 |
+
position: absolute;
|
| 322 |
+
left: 0; top: 0; bottom: 0;
|
| 323 |
+
width: 3px;
|
| 324 |
+
background: linear-gradient(180deg, var(--accent-blue), var(--accent-cyan));
|
| 325 |
+
opacity: 0;
|
| 326 |
+
transition: opacity 0.25s;
|
| 327 |
+
}
|
| 328 |
+
|
| 329 |
+
.pipeline-step:hover {
|
| 330 |
+
border-color: var(--border-bright);
|
| 331 |
+
background: var(--bg-card-hover);
|
| 332 |
+
}
|
| 333 |
+
|
| 334 |
+
.pipeline-step:hover::before { opacity: 1; }
|
| 335 |
+
|
| 336 |
+
.step-number {
|
| 337 |
+
min-width: 32px;
|
| 338 |
+
height: 32px;
|
| 339 |
+
border-radius: 8px;
|
| 340 |
+
background: rgba(99,120,255,0.15);
|
| 341 |
+
border: 1px solid rgba(99,120,255,0.3);
|
| 342 |
+
display: flex;
|
| 343 |
+
align-items: center;
|
| 344 |
+
justify-content: center;
|
| 345 |
+
font-size: 0.8rem;
|
| 346 |
+
font-weight: 700;
|
| 347 |
+
color: var(--accent-blue);
|
| 348 |
+
font-family: 'JetBrains Mono', monospace;
|
| 349 |
+
}
|
| 350 |
+
|
| 351 |
+
.step-content { flex: 1; }
|
| 352 |
+
|
| 353 |
+
.step-title {
|
| 354 |
+
font-size: 0.95rem;
|
| 355 |
+
font-weight: 600;
|
| 356 |
+
margin-bottom: 0.3rem;
|
| 357 |
+
display: flex;
|
| 358 |
+
align-items: center;
|
| 359 |
+
gap: 0.6rem;
|
| 360 |
+
}
|
| 361 |
+
|
| 362 |
+
.step-desc {
|
| 363 |
+
font-size: 0.85rem;
|
| 364 |
+
color: var(--text-secondary);
|
| 365 |
+
line-height: 1.5;
|
| 366 |
+
}
|
| 367 |
+
|
| 368 |
+
.step-tag {
|
| 369 |
+
font-size: 0.72rem;
|
| 370 |
+
font-weight: 600;
|
| 371 |
+
padding: 0.2rem 0.55rem;
|
| 372 |
+
border-radius: 6px;
|
| 373 |
+
font-family: 'JetBrains Mono', monospace;
|
| 374 |
+
}
|
| 375 |
+
|
| 376 |
+
.tag-blue { background: rgba(99,120,255,0.15); color: var(--accent-blue); }
|
| 377 |
+
.tag-cyan { background: rgba(0,212,255,0.12); color: var(--accent-cyan); }
|
| 378 |
+
.tag-green { background: rgba(16,185,129,0.12); color: var(--accent-green); }
|
| 379 |
+
.tag-purple { background: rgba(168,85,247,0.12); color: var(--accent-purple); }
|
| 380 |
+
.tag-orange { background: rgba(245,158,11,0.12); color: var(--accent-orange); }
|
| 381 |
+
|
| 382 |
+
/* ββ FEATURES GRID ββ */
|
| 383 |
+
.features-grid {
|
| 384 |
+
display: grid;
|
| 385 |
+
grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
|
| 386 |
+
gap: 1.25rem;
|
| 387 |
+
}
|
| 388 |
+
|
| 389 |
+
.feature-card {
|
| 390 |
+
padding: 1.75rem;
|
| 391 |
+
background: var(--bg-card);
|
| 392 |
+
border: 1px solid var(--border);
|
| 393 |
+
border-radius: 14px;
|
| 394 |
+
transition: all 0.3s;
|
| 395 |
+
position: relative;
|
| 396 |
+
overflow: hidden;
|
| 397 |
+
}
|
| 398 |
+
|
| 399 |
+
.feature-card::after {
|
| 400 |
+
content: '';
|
| 401 |
+
position: absolute;
|
| 402 |
+
top: 0; left: 0; right: 0;
|
| 403 |
+
height: 1px;
|
| 404 |
+
background: linear-gradient(90deg, transparent, var(--accent-blue), transparent);
|
| 405 |
+
opacity: 0;
|
| 406 |
+
transition: opacity 0.3s;
|
| 407 |
+
}
|
| 408 |
+
|
| 409 |
+
.feature-card:hover {
|
| 410 |
+
border-color: var(--border-bright);
|
| 411 |
+
background: var(--bg-card-hover);
|
| 412 |
+
transform: translateY(-2px);
|
| 413 |
+
}
|
| 414 |
+
|
| 415 |
+
.feature-card:hover::after { opacity: 1; }
|
| 416 |
+
|
| 417 |
+
.feature-icon {
|
| 418 |
+
font-size: 1.8rem;
|
| 419 |
+
margin-bottom: 1rem;
|
| 420 |
+
display: block;
|
| 421 |
+
}
|
| 422 |
+
|
| 423 |
+
.feature-title {
|
| 424 |
+
font-size: 1rem;
|
| 425 |
+
font-weight: 700;
|
| 426 |
+
margin-bottom: 0.5rem;
|
| 427 |
+
}
|
| 428 |
+
|
| 429 |
+
.feature-desc {
|
| 430 |
+
font-size: 0.875rem;
|
| 431 |
+
color: var(--text-secondary);
|
| 432 |
+
line-height: 1.6;
|
| 433 |
+
}
|
| 434 |
+
|
| 435 |
+
/* ββ ENDPOINTS ββ */
|
| 436 |
+
.endpoints-table {
|
| 437 |
+
width: 100%;
|
| 438 |
+
border-collapse: separate;
|
| 439 |
+
border-spacing: 0;
|
| 440 |
+
background: var(--bg-card);
|
| 441 |
+
border: 1px solid var(--border);
|
| 442 |
+
border-radius: 14px;
|
| 443 |
+
overflow: hidden;
|
| 444 |
+
}
|
| 445 |
+
|
| 446 |
+
.endpoints-table th {
|
| 447 |
+
padding: 0.9rem 1.25rem;
|
| 448 |
+
background: rgba(99,120,255,0.08);
|
| 449 |
+
font-size: 0.75rem;
|
| 450 |
+
font-weight: 700;
|
| 451 |
+
text-transform: uppercase;
|
| 452 |
+
letter-spacing: 0.07em;
|
| 453 |
+
color: var(--text-muted);
|
| 454 |
+
text-align: left;
|
| 455 |
+
}
|
| 456 |
+
|
| 457 |
+
.endpoints-table td {
|
| 458 |
+
padding: 0.85rem 1.25rem;
|
| 459 |
+
font-size: 0.875rem;
|
| 460 |
+
border-top: 1px solid var(--border);
|
| 461 |
+
color: var(--text-secondary);
|
| 462 |
+
}
|
| 463 |
+
|
| 464 |
+
.endpoints-table tr:hover td {
|
| 465 |
+
background: rgba(255,255,255,0.02);
|
| 466 |
+
color: var(--text-primary);
|
| 467 |
+
}
|
| 468 |
+
|
| 469 |
+
.method-badge {
|
| 470 |
+
display: inline-block;
|
| 471 |
+
padding: 0.2rem 0.55rem;
|
| 472 |
+
border-radius: 5px;
|
| 473 |
+
font-size: 0.72rem;
|
| 474 |
+
font-weight: 700;
|
| 475 |
+
font-family: 'JetBrains Mono', monospace;
|
| 476 |
+
}
|
| 477 |
+
|
| 478 |
+
.method-get { background: rgba(16,185,129,0.15); color: var(--accent-green); }
|
| 479 |
+
.method-post { background: rgba(99,120,255,0.15); color: var(--accent-blue); }
|
| 480 |
+
.method-ws { background: rgba(245,158,11,0.15); color: var(--accent-orange); }
|
| 481 |
+
.method-delete { background: rgba(239,68,68,0.15); color: #f87171; }
|
| 482 |
+
|
| 483 |
+
.endpoint-path {
|
| 484 |
+
font-family: 'JetBrains Mono', monospace;
|
| 485 |
+
font-size: 0.85rem;
|
| 486 |
+
color: var(--text-primary);
|
| 487 |
+
}
|
| 488 |
+
|
| 489 |
+
/* ββ TECH STACK ββ */
|
| 490 |
+
.tech-grid {
|
| 491 |
+
display: grid;
|
| 492 |
+
grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
|
| 493 |
+
gap: 1rem;
|
| 494 |
+
}
|
| 495 |
+
|
| 496 |
+
.tech-card {
|
| 497 |
+
padding: 1.25rem;
|
| 498 |
+
background: var(--bg-card);
|
| 499 |
+
border: 1px solid var(--border);
|
| 500 |
+
border-radius: 10px;
|
| 501 |
+
text-align: center;
|
| 502 |
+
transition: all 0.25s;
|
| 503 |
+
}
|
| 504 |
+
|
| 505 |
+
.tech-card:hover {
|
| 506 |
+
border-color: var(--border-bright);
|
| 507 |
+
transform: translateY(-2px);
|
| 508 |
+
}
|
| 509 |
+
|
| 510 |
+
.tech-name {
|
| 511 |
+
font-size: 0.9rem;
|
| 512 |
+
font-weight: 600;
|
| 513 |
+
margin-bottom: 0.3rem;
|
| 514 |
+
}
|
| 515 |
+
|
| 516 |
+
.tech-desc {
|
| 517 |
+
font-size: 0.78rem;
|
| 518 |
+
color: var(--text-muted);
|
| 519 |
+
}
|
| 520 |
+
|
| 521 |
+
/* ββ FALLBACK CHAIN ββ */
|
| 522 |
+
.fallback-chain {
|
| 523 |
+
display: flex;
|
| 524 |
+
align-items: center;
|
| 525 |
+
flex-wrap: wrap;
|
| 526 |
+
gap: 0;
|
| 527 |
+
padding: 1.5rem;
|
| 528 |
+
background: var(--bg-card);
|
| 529 |
+
border: 1px solid var(--border);
|
| 530 |
+
border-radius: 14px;
|
| 531 |
+
}
|
| 532 |
+
|
| 533 |
+
.fallback-item {
|
| 534 |
+
display: flex;
|
| 535 |
+
align-items: center;
|
| 536 |
+
gap: 0.75rem;
|
| 537 |
+
}
|
| 538 |
+
|
| 539 |
+
.model-chip {
|
| 540 |
+
padding: 0.4rem 0.9rem;
|
| 541 |
+
background: rgba(99,120,255,0.1);
|
| 542 |
+
border: 1px solid rgba(99,120,255,0.25);
|
| 543 |
+
border-radius: 8px;
|
| 544 |
+
font-family: 'JetBrains Mono', monospace;
|
| 545 |
+
font-size: 0.8rem;
|
| 546 |
+
color: var(--accent-blue);
|
| 547 |
+
white-space: nowrap;
|
| 548 |
+
}
|
| 549 |
+
|
| 550 |
+
.model-chip.primary {
|
| 551 |
+
background: rgba(168,85,247,0.1);
|
| 552 |
+
border-color: rgba(168,85,247,0.25);
|
| 553 |
+
color: var(--accent-purple);
|
| 554 |
+
}
|
| 555 |
+
|
| 556 |
+
.arrow-down {
|
| 557 |
+
font-size: 0.9rem;
|
| 558 |
+
color: var(--text-muted);
|
| 559 |
+
padding: 0 0.5rem;
|
| 560 |
+
}
|
| 561 |
+
|
| 562 |
+
/* ββ FOOTER ββ */
|
| 563 |
+
footer {
|
| 564 |
+
padding: 2.5rem 0;
|
| 565 |
+
border-top: 1px solid var(--border);
|
| 566 |
+
display: flex;
|
| 567 |
+
align-items: center;
|
| 568 |
+
justify-content: space-between;
|
| 569 |
+
flex-wrap: wrap;
|
| 570 |
+
gap: 1rem;
|
| 571 |
+
}
|
| 572 |
+
|
| 573 |
+
.footer-brand {
|
| 574 |
+
font-weight: 700;
|
| 575 |
+
background: linear-gradient(135deg, var(--accent-blue), var(--accent-cyan));
|
| 576 |
+
-webkit-background-clip: text;
|
| 577 |
+
-webkit-text-fill-color: transparent;
|
| 578 |
+
background-clip: text;
|
| 579 |
+
}
|
| 580 |
+
|
| 581 |
+
.footer-links { display: flex; gap: 1.5rem; }
|
| 582 |
+
.footer-link {
|
| 583 |
+
font-size: 0.875rem;
|
| 584 |
+
color: var(--text-muted);
|
| 585 |
+
text-decoration: none;
|
| 586 |
+
transition: color 0.2s;
|
| 587 |
+
}
|
| 588 |
+
.footer-link:hover { color: var(--text-primary); }
|
| 589 |
+
|
| 590 |
+
/* ββ CODE BLOCK ββ */
|
| 591 |
+
.code-block {
|
| 592 |
+
background: #0a0e1a;
|
| 593 |
+
border: 1px solid var(--border);
|
| 594 |
+
border-radius: 10px;
|
| 595 |
+
padding: 1.25rem 1.5rem;
|
| 596 |
+
font-family: 'JetBrains Mono', monospace;
|
| 597 |
+
font-size: 0.82rem;
|
| 598 |
+
color: #a8c4e0;
|
| 599 |
+
line-height: 1.7;
|
| 600 |
+
overflow-x: auto;
|
| 601 |
+
}
|
| 602 |
+
|
| 603 |
+
.code-block .comment { color: #4a6378; }
|
| 604 |
+
.code-block .key { color: #6378ff; }
|
| 605 |
+
.code-block .val { color: #10b981; }
|
| 606 |
+
.code-block .cmd { color: #f59e0b; }
|
| 607 |
+
|
| 608 |
+
/* ββ Divider ββ */
|
| 609 |
+
.divider {
|
| 610 |
+
height: 1px;
|
| 611 |
+
background: linear-gradient(90deg, transparent, var(--border-bright), transparent);
|
| 612 |
+
margin: 4rem 0;
|
| 613 |
+
}
|
| 614 |
+
|
| 615 |
+
@media (max-width: 768px) {
|
| 616 |
+
.stats-row { grid-template-columns: repeat(2, 1fr); }
|
| 617 |
+
.nav-links .nav-link:not(.primary) { display: none; }
|
| 618 |
+
.hero h1 { letter-spacing: -1px; }
|
| 619 |
+
footer { flex-direction: column; text-align: center; }
|
| 620 |
+
}
|
| 621 |
+
</style>
|
| 622 |
+
</head>
|
| 623 |
+
<body>
|
| 624 |
+
|
| 625 |
+
<div class="container">
|
| 626 |
+
<!-- NAV -->
|
| 627 |
+
<nav>
|
| 628 |
+
<div class="nav-logo">
|
| 629 |
+
<span class="brain">π§ </span>
|
| 630 |
+
<span class="text-gradient">MEXAR</span>
|
| 631 |
+
</div>
|
| 632 |
+
<div class="nav-links">
|
| 633 |
+
<a href="/docs" class="nav-link">API Docs</a>
|
| 634 |
+
<a href="/redoc" class="nav-link">ReDoc</a>
|
| 635 |
+
<a href="https://github.com/devrajsinh2012/Mexar" class="nav-link" target="_blank">GitHub</a>
|
| 636 |
+
<a href="https://mexar.vercel.app" class="nav-link primary" target="_blank">Open App β</a>
|
| 637 |
+
</div>
|
| 638 |
+
</nav>
|
| 639 |
+
|
| 640 |
+
<!-- HERO -->
|
| 641 |
+
<section class="hero">
|
| 642 |
+
<div class="hero-badge">
|
| 643 |
+
<span class="dot"></span>
|
| 644 |
+
API v2.0.0 Β· Operational
|
| 645 |
+
</div>
|
| 646 |
+
|
| 647 |
+
<h1>
|
| 648 |
+
<span class="line1">AI Agents That Know</span>
|
| 649 |
+
<span class="line2">What They Don't Know</span>
|
| 650 |
+
</h1>
|
| 651 |
+
|
| 652 |
+
<p class="hero-subtitle">
|
| 653 |
+
Build domain-specific AI agents from your documents.
|
| 654 |
+
Every answer is grounded in your data, cited with inline references,
|
| 655 |
+
and scored for hallucination risk using DeBERTa-v3 NLI.
|
| 656 |
+
</p>
|
| 657 |
+
|
| 658 |
+
<div class="hero-cta">
|
| 659 |
+
<a href="/docs" class="btn btn-primary">π Explore API Docs</a>
|
| 660 |
+
<a href="https://mexar.vercel.app" class="btn btn-secondary" target="_blank">π Launch App</a>
|
| 661 |
+
<a href="https://github.com/devrajsinh2012/Mexar" class="btn btn-outline" target="_blank">β GitHub</a>
|
| 662 |
+
</div>
|
| 663 |
+
|
| 664 |
+
<!-- STATS -->
|
| 665 |
+
<div class="stats-row">
|
| 666 |
+
<div class="stat-item">
|
| 667 |
+
<span class="stat-value">~1.2s</span>
|
| 668 |
+
<span class="stat-label">Faithfulness Scoring</span>
|
| 669 |
+
</div>
|
| 670 |
+
<div class="stat-item">
|
| 671 |
+
<span class="stat-value">0.907</span>
|
| 672 |
+
<span class="stat-label">Guardrail F1 Score</span>
|
| 673 |
+
</div>
|
| 674 |
+
<div class="stat-item">
|
| 675 |
+
<span class="stat-value">781</span>
|
| 676 |
+
<span class="stat-label">Indexed Vector Chunks</span>
|
| 677 |
+
</div>
|
| 678 |
+
<div class="stat-item">
|
| 679 |
+
<span class="stat-value">5+</span>
|
| 680 |
+
<span class="stat-label">Groq Model Fallbacks</span>
|
| 681 |
+
</div>
|
| 682 |
+
</div>
|
| 683 |
+
</section>
|
| 684 |
+
|
| 685 |
+
<!-- PIPELINE -->
|
| 686 |
+
<section class="section">
|
| 687 |
+
<div class="section-label">How It Works</div>
|
| 688 |
+
<h2 class="section-title">The MEXAR RAG Pipeline</h2>
|
| 689 |
+
<p class="section-subtitle">
|
| 690 |
+
Every query goes through a 9-stage intelligent pipeline β from multimodal input
|
| 691 |
+
all the way to a cited, faithfulness-verified response.
|
| 692 |
+
</p>
|
| 693 |
+
|
| 694 |
+
<div class="pipeline">
|
| 695 |
+
<div class="pipeline-step">
|
| 696 |
+
<div class="step-number">01</div>
|
| 697 |
+
<div class="step-content">
|
| 698 |
+
<div class="step-title">
|
| 699 |
+
π€ Multimodal Input Processing
|
| 700 |
+
<span class="step-tag tag-orange">optional</span>
|
| 701 |
+
</div>
|
| 702 |
+
<div class="step-desc">Audio β Groq Whisper v3 STT Β· Images β Groq Vision Β· Video β OpenCV frame extraction β Vision</div>
|
| 703 |
+
</div>
|
| 704 |
+
</div>
|
| 705 |
+
|
| 706 |
+
<div class="pipeline-step">
|
| 707 |
+
<div class="step-number">02</div>
|
| 708 |
+
<div class="step-content">
|
| 709 |
+
<div class="step-title">
|
| 710 |
+
π Intent & Prompt Analysis
|
| 711 |
+
<span class="step-tag tag-blue">LLM</span>
|
| 712 |
+
</div>
|
| 713 |
+
<div class="step-desc">Parse query intent (factual / analytical / comparative), detect domain topic, optionally rewrite query for retrieval clarity.</div>
|
| 714 |
+
</div>
|
| 715 |
+
</div>
|
| 716 |
+
|
| 717 |
+
<div class="pipeline-step">
|
| 718 |
+
<div class="step-number">03</div>
|
| 719 |
+
<div class="step-content">
|
| 720 |
+
<div class="step-title">
|
| 721 |
+
π‘οΈ Domain Guardrail Check
|
| 722 |
+
<span class="step-tag tag-green">F1 = 0.9072</span>
|
| 723 |
+
</div>
|
| 724 |
+
<div class="step-desc">TF-IDF cosine similarity vs agent signature + spaCy NER Jaccard overlap. Threshold = 0.25. Out-of-domain queries rejected with explanation β no hallucination.</div>
|
| 725 |
+
</div>
|
| 726 |
+
</div>
|
| 727 |
+
|
| 728 |
+
<div class="pipeline-step">
|
| 729 |
+
<div class="step-number">04</div>
|
| 730 |
+
<div class="step-content">
|
| 731 |
+
<div class="step-title">
|
| 732 |
+
β‘ Hybrid Vector + Keyword Retrieval
|
| 733 |
+
<span class="step-tag tag-cyan">pgvector + BM25</span>
|
| 734 |
+
</div>
|
| 735 |
+
<div class="step-desc">Dense: FastEmbed bge-small-en-v1.5 (384-dim) cosine search via pgvector. Sparse: PostgreSQL tsvector BM25 full-text search. Fused via Reciprocal Rank Fusion (RRF): score = Ξ£ 1/(rank + 60).</div>
|
| 736 |
+
</div>
|
| 737 |
+
</div>
|
| 738 |
+
|
| 739 |
+
<div class="pipeline-step">
|
| 740 |
+
<div class="step-number">05</div>
|
| 741 |
+
<div class="step-content">
|
| 742 |
+
<div class="step-title">
|
| 743 |
+
π― Cross-Encoder Reranking
|
| 744 |
+
<span class="step-tag tag-purple">sentence-transformers</span>
|
| 745 |
+
</div>
|
| 746 |
+
<div class="step-desc">Re-scores top-20 retrieved candidates using a cross-encoder for precision. Selects final top-5 context chunks for answer generation.</div>
|
| 747 |
+
</div>
|
| 748 |
+
</div>
|
| 749 |
+
|
| 750 |
+
<div class="pipeline-step">
|
| 751 |
+
<div class="step-number">06</div>
|
| 752 |
+
<div class="step-content">
|
| 753 |
+
<div class="step-title">
|
| 754 |
+
π§ LLM Answer Generation
|
| 755 |
+
<span class="step-tag tag-blue">Groq</span>
|
| 756 |
+
</div>
|
| 757 |
+
<div class="step-desc">System prompt with retrieved context. Multi-model inference: llama-3.3-70b β llama-3.1-8b β mixtral-8x7b β gemma2-9b. Automatic quota fallback.</div>
|
| 758 |
+
</div>
|
| 759 |
+
</div>
|
| 760 |
+
|
| 761 |
+
<div class="pipeline-step">
|
| 762 |
+
<div class="step-number">07</div>
|
| 763 |
+
<div class="step-content">
|
| 764 |
+
<div class="step-title">
|
| 765 |
+
π Source Attribution
|
| 766 |
+
<span class="step-tag tag-cyan">citations</span>
|
| 767 |
+
</div>
|
| 768 |
+
<div class="step-desc">Match answer sentences to source chunks. Assign [1], [2], [3] inline reference markers. Track provenance per claim.</div>
|
| 769 |
+
</div>
|
| 770 |
+
</div>
|
| 771 |
+
|
| 772 |
+
<div class="pipeline-step">
|
| 773 |
+
<div class="step-number">08</div>
|
| 774 |
+
<div class="step-content">
|
| 775 |
+
<div class="step-title">
|
| 776 |
+
β
DeBERTa-v3 Faithfulness Scoring
|
| 777 |
+
<span class="step-tag tag-green">NLI</span>
|
| 778 |
+
</div>
|
| 779 |
+
<div class="step-desc">Extract claims from answer. For each claim-chunk pair: NLI inference (entailment β faithful, contradiction β hallucinated). Batched via torch.inference_mode() β ~1.2s/query (50Γ speedup vs baseline).</div>
|
| 780 |
+
</div>
|
| 781 |
+
</div>
|
| 782 |
+
|
| 783 |
+
<div class="pipeline-step">
|
| 784 |
+
<div class="step-number">09</div>
|
| 785 |
+
<div class="step-content">
|
| 786 |
+
<div class="step-title">
|
| 787 |
+
π¬ Explainability Packaging
|
| 788 |
+
<span class="step-tag tag-purple">transparent</span>
|
| 789 |
+
</div>
|
| 790 |
+
<div class="step-desc">Reasoning trace Β· Confidence breakdown Β· Sources cited Β· Guardrail decision log β all surfaced to the frontend UI panel.</div>
|
| 791 |
+
</div>
|
| 792 |
+
</div>
|
| 793 |
+
</div>
|
| 794 |
+
</section>
|
| 795 |
+
|
| 796 |
+
<div class="divider"></div>
|
| 797 |
+
|
| 798 |
+
<!-- FEATURES -->
|
| 799 |
+
<section class="section">
|
| 800 |
+
<div class="section-label">Capabilities</div>
|
| 801 |
+
<h2 class="section-title">Everything You Need</h2>
|
| 802 |
+
<p class="section-subtitle">A complete RAG platform β from document ingestion to explainable, grounded answers.</p>
|
| 803 |
+
|
| 804 |
+
<div class="features-grid">
|
| 805 |
+
<div class="feature-card">
|
| 806 |
+
<span class="feature-icon">π</span>
|
| 807 |
+
<div class="feature-title">Hybrid Search + RRF Fusion</div>
|
| 808 |
+
<div class="feature-desc">Vector cosine (pgvector) and BM25 keyword search fused via Reciprocal Rank Fusion for optimal retrieval across all document types.</div>
|
| 809 |
+
</div>
|
| 810 |
+
<div class="feature-card">
|
| 811 |
+
<span class="feature-icon">β
</span>
|
| 812 |
+
<div class="feature-title">Faithfulness Verification</div>
|
| 813 |
+
<div class="feature-desc">DeBERTa-v3-base NLI model scores every answer claim against retrieved context. Quantified hallucination risk, not just vibes.</div>
|
| 814 |
+
</div>
|
| 815 |
+
<div class="feature-card">
|
| 816 |
+
<span class="feature-icon">π‘οΈ</span>
|
| 817 |
+
<div class="feature-title">Domain Guardrails</div>
|
| 818 |
+
<div class="feature-desc">TF-IDF + spaCy NER Jaccard similarity prevents answering out-of-domain questions. Tuned to F1 = 0.9072 at threshold 0.25.</div>
|
| 819 |
+
</div>
|
| 820 |
+
<div class="feature-card">
|
| 821 |
+
<span class="feature-icon">π</span>
|
| 822 |
+
<div class="feature-title">Inline Source Citations</div>
|
| 823 |
+
<div class="feature-desc">Every sentence references its source chunk with [1], [2] markers. Click any citation to see the exact source text and file name.</div>
|
| 824 |
+
</div>
|
| 825 |
+
<div class="feature-card">
|
| 826 |
+
<span class="feature-icon">π£οΈ</span>
|
| 827 |
+
<div class="feature-title">Multimodal Input</div>
|
| 828 |
+
<div class="feature-desc">Ask questions via audio (Groq Whisper), upload images for visual Q&A (Groq Vision), or extract info from video frames (OpenCV).</div>
|
| 829 |
+
</div>
|
| 830 |
+
<div class="feature-card">
|
| 831 |
+
<span class="feature-icon">π§ </span>
|
| 832 |
+
<div class="feature-title">Explainability Panel</div>
|
| 833 |
+
<div class="feature-desc">Full reasoning trace exposed in the UI: retrieval scores, reranker scores, confidence breakdown, guardrail decision, and sources cited.</div>
|
| 834 |
+
</div>
|
| 835 |
+
<div class="feature-card">
|
| 836 |
+
<span class="feature-icon">π</span>
|
| 837 |
+
<div class="feature-title">Text-to-Speech</div>
|
| 838 |
+
<div class="feature-desc">ElevenLabs API integration with per-sentence TTS playback. Falls back to Web Speech API automatically.</div>
|
| 839 |
+
</div>
|
| 840 |
+
<div class="feature-card">
|
| 841 |
+
<span class="feature-icon">β‘</span>
|
| 842 |
+
<div class="feature-title">Real-time WebSocket Chat</div>
|
| 843 |
+
<div class="feature-desc">Streaming responses via WebSocket with compilation progress tracking. No polling required.</div>
|
| 844 |
+
</div>
|
| 845 |
+
<div class="feature-card">
|
| 846 |
+
<span class="feature-icon">π</span>
|
| 847 |
+
<div class="feature-title">5 Document Formats</div>
|
| 848 |
+
<div class="feature-desc">Upload PDF, DOCX, CSV, JSON, or TXT files. Semantic chunking preserves context boundaries for better retrieval quality.</div>
|
| 849 |
+
</div>
|
| 850 |
+
</div>
|
| 851 |
+
</section>
|
| 852 |
+
|
| 853 |
+
<div class="divider"></div>
|
| 854 |
+
|
| 855 |
+
<!-- ENDPOINTS -->
|
| 856 |
+
<section class="section">
|
| 857 |
+
<div class="section-label">REST API</div>
|
| 858 |
+
<h2 class="section-title">API Endpoints</h2>
|
| 859 |
+
<p class="section-subtitle">Full interactive documentation available at <a href="/docs" style="color: var(--accent-blue); text-decoration: none;">/docs</a></p>
|
| 860 |
+
|
| 861 |
+
<table class="endpoints-table">
|
| 862 |
+
<thead>
|
| 863 |
+
<tr>
|
| 864 |
+
<th>Method</th>
|
| 865 |
+
<th>Endpoint</th>
|
| 866 |
+
<th>Description</th>
|
| 867 |
+
</tr>
|
| 868 |
+
</thead>
|
| 869 |
+
<tbody>
|
| 870 |
+
<tr><td><span class="method-badge method-post">POST</span></td><td class="endpoint-path">/api/auth/register</td><td>Create a new user account</td></tr>
|
| 871 |
+
<tr><td><span class="method-badge method-post">POST</span></td><td class="endpoint-path">/api/auth/login</td><td>Login and receive JWT bearer token</td></tr>
|
| 872 |
+
<tr><td><span class="method-badge method-get">GET</span></td><td class="endpoint-path">/api/agents/</td><td>List all compiled agents for current user</td></tr>
|
| 873 |
+
<tr><td><span class="method-badge method-post">POST</span></td><td class="endpoint-path">/api/agents/</td><td>Create a new agent</td></tr>
|
| 874 |
+
<tr><td><span class="method-badge method-post">POST</span></td><td class="endpoint-path">/api/compile/</td><td>Start knowledge compilation from uploaded files</td></tr>
|
| 875 |
+
<tr><td><span class="method-badge method-get">GET</span></td><td class="endpoint-path">/api/compile/{job_id}</td><td>Poll compilation job status + progress</td></tr>
|
| 876 |
+
<tr><td><span class="method-badge method-post">POST</span></td><td class="endpoint-path">/api/chat/</td><td>Send a query to an agent (REST)</td></tr>
|
| 877 |
+
<tr><td><span class="method-badge method-ws">WS</span></td><td class="endpoint-path">/ws/chat/{agent_id}</td><td>Real-time streaming chat via WebSocket</td></tr>
|
| 878 |
+
<tr><td><span class="method-badge method-get">GET</span></td><td class="endpoint-path">/api/health</td><td>Health check β returns API + Groq status</td></tr>
|
| 879 |
+
</tbody>
|
| 880 |
+
</table>
|
| 881 |
+
</section>
|
| 882 |
+
|
| 883 |
+
<div class="divider"></div>
|
| 884 |
+
|
| 885 |
+
<!-- GROQ FALLBACK -->
|
| 886 |
+
<section class="section">
|
| 887 |
+
<div class="section-label">Reliability</div>
|
| 888 |
+
<h2 class="section-title">Multi-Model Fallback Chain</h2>
|
| 889 |
+
<p class="section-subtitle">Automatic failover across Groq models when rate limits are hit β zero downtime.</p>
|
| 890 |
+
|
| 891 |
+
<div class="fallback-chain">
|
| 892 |
+
<div class="fallback-item">
|
| 893 |
+
<span class="model-chip primary">openai/gpt-oss-120b</span>
|
| 894 |
+
<span class="arrow-down">β quota β</span>
|
| 895 |
+
</div>
|
| 896 |
+
<div class="fallback-item">
|
| 897 |
+
<span class="model-chip">llama-3.3-70b-versatile</span>
|
| 898 |
+
<span class="arrow-down">β quota β</span>
|
| 899 |
+
</div>
|
| 900 |
+
<div class="fallback-item">
|
| 901 |
+
<span class="model-chip">llama-3.1-8b-instant</span>
|
| 902 |
+
<span class="arrow-down">β quota β</span>
|
| 903 |
+
</div>
|
| 904 |
+
<div class="fallback-item">
|
| 905 |
+
<span class="model-chip">mixtral-8x7b-32768</span>
|
| 906 |
+
<span class="arrow-down">β quota β</span>
|
| 907 |
+
</div>
|
| 908 |
+
<div class="fallback-item">
|
| 909 |
+
<span class="model-chip">gemma2-9b-it</span>
|
| 910 |
+
</div>
|
| 911 |
+
</div>
|
| 912 |
+
</section>
|
| 913 |
+
|
| 914 |
+
<div class="divider"></div>
|
| 915 |
+
|
| 916 |
+
<!-- QUICK START -->
|
| 917 |
+
<section class="section">
|
| 918 |
+
<div class="section-label">Getting Started</div>
|
| 919 |
+
<h2 class="section-title">Quick Integration</h2>
|
| 920 |
+
<p class="section-subtitle">Start querying your agent in three steps.</p>
|
| 921 |
+
|
| 922 |
+
<div class="code-block">
|
| 923 |
+
<span class="comment"># 1. Register and login</span>
|
| 924 |
+
<span class="cmd">POST</span> /api/auth/register { "email": "you@example.com", "password": "..." }
|
| 925 |
+
<span class="cmd">POST</span> /api/auth/login β <span class="val">{ "access_token": "eyJ..." }</span>
|
| 926 |
+
|
| 927 |
+
<span class="comment"># 2. Compile an agent from your documents</span>
|
| 928 |
+
<span class="cmd">POST</span> /api/compile/ <span class="key">Authorization:</span> Bearer {token}
|
| 929 |
+
<span class="key">Files:</span> report.pdf, research.docx
|
| 930 |
+
β <span class="val">{ "job_id": 42, "status": "compiling" }</span>
|
| 931 |
+
|
| 932 |
+
<span class="comment"># 3. Chat with your agent</span>
|
| 933 |
+
<span class="cmd">POST</span> /api/chat/ <span class="key">Authorization:</span> Bearer {token}
|
| 934 |
+
<span class="val">{ "agent_id": 36, "message": "What are the key findings?" }</span>
|
| 935 |
+
β <span class="val">{ "answer": "...[1][2]", "faithfulness": 0.87, "sources": [...] }</span>
|
| 936 |
+
</div>
|
| 937 |
+
</section>
|
| 938 |
+
|
| 939 |
+
<!-- FOOTER -->
|
| 940 |
+
<footer>
|
| 941 |
+
<div>
|
| 942 |
+
<span class="footer-brand">MEXAR Core Engine v2.0.0</span>
|
| 943 |
+
<div style="font-size: 0.8rem; color: var(--text-muted); margin-top: 0.3rem;">
|
| 944 |
+
Built with FastAPI Β· pgvector Β· Groq Β· DeBERTa-v3
|
| 945 |
+
</div>
|
| 946 |
+
</div>
|
| 947 |
+
<div class="footer-links">
|
| 948 |
+
<a href="/docs" class="footer-link">API Docs</a>
|
| 949 |
+
<a href="/redoc" class="footer-link">ReDoc</a>
|
| 950 |
+
<a href="https://mexar.vercel.app" class="footer-link" target="_blank">Frontend App</a>
|
| 951 |
+
<a href="https://github.com/devrajsinh2012/Mexar" class="footer-link" target="_blank">GitHub</a>
|
| 952 |
+
</div>
|
| 953 |
+
</footer>
|
| 954 |
+
</div>
|
| 955 |
+
|
| 956 |
+
</body>
|
| 957 |
+
</html>
|
frontend/package.json
CHANGED
|
@@ -1,44 +1,44 @@
|
|
| 1 |
-
{
|
| 2 |
-
"name": "mexar-frontend",
|
| 3 |
-
"version": "1.0.0",
|
| 4 |
-
"description": "MEXAR Core Engine - Frontend",
|
| 5 |
-
"private": true,
|
| 6 |
-
"dependencies": {
|
| 7 |
-
"@emotion/react": "^11.11.3",
|
| 8 |
-
"@emotion/styled": "^11.11.0",
|
| 9 |
-
"@mui/icons-material": "^5.15.6",
|
| 10 |
-
"@mui/material": "^5.15.6",
|
| 11 |
-
"axios": "^1.6.5",
|
| 12 |
-
"d3": "^7.9.0",
|
| 13 |
-
"react": "^18.2.0",
|
| 14 |
-
"react-dom": "^18.2.0",
|
| 15 |
-
"react-dropzone": "^14.2.3",
|
| 16 |
-
"react-router-dom": "^6.21.3",
|
| 17 |
-
"react-scripts": "5.0.1",
|
| 18 |
-
"recharts": "^2.10.4"
|
| 19 |
-
},
|
| 20 |
-
"scripts": {
|
| 21 |
-
"start": "react-scripts start",
|
| 22 |
-
"build": "react-scripts build",
|
| 23 |
-
"test": "react-scripts test",
|
| 24 |
-
"eject": "react-scripts eject"
|
| 25 |
-
},
|
| 26 |
-
"proxy": "http://127.0.0.1:8000",
|
| 27 |
-
"eslintConfig": {
|
| 28 |
-
"extends": [
|
| 29 |
-
"react-app"
|
| 30 |
-
]
|
| 31 |
-
},
|
| 32 |
-
"browserslist": {
|
| 33 |
-
"production": [
|
| 34 |
-
">0.2%",
|
| 35 |
-
"not dead",
|
| 36 |
-
"not op_mini all"
|
| 37 |
-
],
|
| 38 |
-
"development": [
|
| 39 |
-
"last 1 chrome version",
|
| 40 |
-
"last 1 firefox version",
|
| 41 |
-
"last 1 safari version"
|
| 42 |
-
]
|
| 43 |
-
}
|
| 44 |
}
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "mexar-frontend",
|
| 3 |
+
"version": "1.0.0",
|
| 4 |
+
"description": "MEXAR Core Engine - Frontend",
|
| 5 |
+
"private": true,
|
| 6 |
+
"dependencies": {
|
| 7 |
+
"@emotion/react": "^11.11.3",
|
| 8 |
+
"@emotion/styled": "^11.11.0",
|
| 9 |
+
"@mui/icons-material": "^5.15.6",
|
| 10 |
+
"@mui/material": "^5.15.6",
|
| 11 |
+
"axios": "^1.6.5",
|
| 12 |
+
"d3": "^7.9.0",
|
| 13 |
+
"react": "^18.2.0",
|
| 14 |
+
"react-dom": "^18.2.0",
|
| 15 |
+
"react-dropzone": "^14.2.3",
|
| 16 |
+
"react-router-dom": "^6.21.3",
|
| 17 |
+
"react-scripts": "5.0.1",
|
| 18 |
+
"recharts": "^2.10.4"
|
| 19 |
+
},
|
| 20 |
+
"scripts": {
|
| 21 |
+
"start": "react-scripts start",
|
| 22 |
+
"build": "CI=false react-scripts build",
|
| 23 |
+
"test": "react-scripts test",
|
| 24 |
+
"eject": "react-scripts eject"
|
| 25 |
+
},
|
| 26 |
+
"proxy": "http://127.0.0.1:8000",
|
| 27 |
+
"eslintConfig": {
|
| 28 |
+
"extends": [
|
| 29 |
+
"react-app"
|
| 30 |
+
]
|
| 31 |
+
},
|
| 32 |
+
"browserslist": {
|
| 33 |
+
"production": [
|
| 34 |
+
">0.2%",
|
| 35 |
+
"not dead",
|
| 36 |
+
"not op_mini all"
|
| 37 |
+
],
|
| 38 |
+
"development": [
|
| 39 |
+
"last 1 chrome version",
|
| 40 |
+
"last 1 firefox version",
|
| 41 |
+
"last 1 safari version"
|
| 42 |
+
]
|
| 43 |
+
}
|
| 44 |
}
|