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from fastapi import FastAPI, HTTPException, Depends, Request, Response
from fastapi.responses import StreamingResponse, JSONResponse
from fastapi.middleware.cors import CORSMiddleware
from contextlib import asynccontextmanager
import httpx
import json
import asyncio
import secrets
from typing import Dict, Any, Optional
from datetime import datetime, timedelta
from auth import verify_token, verify_admin_token
from config import settings
import logging
from pydantic import BaseModel, Field
from typing import List, Dict, Any, Optional

# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)



# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)


@asynccontextmanager
async def lifespan(app: FastAPI):
    # Startup
    logger.info("πŸš€ Starting Authenticated Ollama API with Admin Panel...")

    # Wait for Ollama to be ready
    max_retries = 30
    for i in range(max_retries):
        try:
            async with httpx.AsyncClient(timeout=5.0) as client:
                response = await client.get(f"http://{settings.ollama_host}/api/tags")
                if response.status_code == 200:
                    logger.info("βœ… Ollama is ready!")
                    break
        except Exception as e:
            logger.info(f"⏳ Waiting for Ollama... ({i+1}/{max_retries})")
            await asyncio.sleep(2)
    else:
        logger.warning("⚠️  Ollama not responding, but continuing...")

    yield
    # Shutdown (if needed)
    logger.info("πŸ›‘ Shutting down...")

app = FastAPI(
    title="Authenticated Ollama API with Admin Panel",
    description="Secure Ollama API with Bearer Token Authentication and Admin Key Management",
    version="2.0.0",
    docs_url="/docs",
    redoc_url="/redoc",
    lifespan=lifespan
)
# Add CORS middleware
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

# =============================================================================
# PYDANTIC MODELS FOR REQUEST BODIES
# =============================================================================

class GenerateRequest(BaseModel):
    model: str = Field(..., description="Model name to use", example="hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M")
    prompt: str = Field(..., description="Text prompt to generate from", example="Explain quantum computing in simple terms")
    stream: bool = Field(False, description="Whether to stream the response")
    options: Optional[Dict[str, Any]] = Field(None, description="Additional model options")
    template: Optional[str] = Field(None, description="Prompt template to use")
    context: Optional[List[int]] = Field(None, description="Context from previous conversation")
    raw: Optional[bool] = Field(None, description="Return raw response without formatting")

class ChatMessage(BaseModel):
    role: str = Field(..., description="Role of the message", example="user")
    content: str = Field(..., description="Content of the message", example="Hello, how are you?")

class ChatRequest(BaseModel):
    model: str = Field(..., description="Model name to use", example="hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M")
    messages: List[ChatMessage] = Field(..., description="Array of chat messages")
    stream: bool = Field(False, description="Whether to stream the response")
    options: Optional[Dict[str, Any]] = Field(None, description="Additional model options")

class PullRequest(BaseModel):
    name: str = Field(..., description="Model name to pull", example="hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M")
    insecure: Optional[bool] = Field(False, description="Allow insecure connections")
    stream: Optional[bool] = Field(True, description="Stream pull progress")

class DeleteRequest(BaseModel):
    name: str = Field(..., description="Model name to delete", example="hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M")


# =============================================================================
# RESPONSE MODELS
# =============================================================================

class GenerateResponse(BaseModel):
    model: str
    created_at: str
    response: str
    done: bool
    context: Optional[List[int]] = None
    total_duration: Optional[int] = None
    load_duration: Optional[int] = None
    prompt_eval_count: Optional[int] = None
    prompt_eval_duration: Optional[int] = None
    eval_count: Optional[int] = None
    eval_duration: Optional[int] = None

class ChatResponse(BaseModel):
    model: str
    created_at: str
    message: ChatMessage
    done: bool
    total_duration: Optional[int] = None
    load_duration: Optional[int] = None
    prompt_eval_count: Optional[int] = None
    prompt_eval_duration: Optional[int] = None
    eval_count: Optional[int] = None
    eval_duration: Optional[int] = None


@app.get("/")
async def root():
    """Root endpoint with API information"""
    return {
        "message": "Authenticated Ollama API Server with Admin Panel",
        "status": "running",
        "version": "2.0.0",
        "features": [
            "Bearer Token Authentication",
            "Admin Key Management",
            "Llama 3.2 1B Model",
            "Complete Ollama API Wrapper"
        ],
        "endpoints": {
            "docs": "/docs",
            "health": "/health",
            "api": "/api/*",
            "admin": "/admin/*"
        },
        "authentication": {
            "api_operations": "Bearer Token (API Key) required",
            "admin_operations": "Bearer Token (Admin Key) required"
        }
    }

@app.get("/health")
async def health_check():
    """Public health check endpoint (no authentication required)"""
    try:
        async with httpx.AsyncClient(timeout=5.0) as client:
            response = await client.get(f"http://{settings.ollama_host}/api/tags")
            ollama_status = "healthy" if response.status_code == 200 else "unhealthy"
    except Exception:
        ollama_status = "unreachable"

    return {
        "status": "healthy",
        "timestamp": datetime.now().isoformat(),
        "services": {
            "fastapi": "healthy",
            "ollama": ollama_status,
            "authentication": "active"
        }
    }

# =============================================================================
# REGULAR API ENDPOINTS (Require API Key)
# =============================================================================

@app.get("/api/tags")
async def list_models(token: str = Depends(verify_token)):
    """List all available models"""
    try:
        async with httpx.AsyncClient(timeout=10.0) as client:
            response = await client.get(f"http://{settings.ollama_host}/api/tags")
            return response.json()
    except httpx.RequestError as e:
        raise HTTPException(status_code=503, detail=f"Ollama service unavailable: {str(e)}")

@app.post("/api/generate", response_model=GenerateResponse)
async def generate_text(request: GenerateRequest, token: str = Depends(verify_token)):
    """Generate text using Ollama models"""
    try:
        # Convert Pydantic model to dict
        body = request.dict(exclude_unset=True)

        async with httpx.AsyncClient(timeout=300.0) as client:
            response = await client.post(
                f"http://{settings.ollama_host}/api/generate",
                json=body
            )

            if response.status_code != 200:
                raise HTTPException(status_code=response.status_code, detail=response.text)

            return response.json()

    except httpx.RequestError as e:
        raise HTTPException(status_code=503, detail=f"Ollama service unavailable: {str(e)}")

@app.post("/api/chat", response_model=ChatResponse)
async def chat(request: ChatRequest, token: str = Depends(verify_token)):
    """Chat with Ollama models"""
    try:
        # Convert Pydantic model to dict
        body = request.dict(exclude_unset=True)

        async with httpx.AsyncClient(timeout=300.0) as client:
            response = await client.post(
                f"http://{settings.ollama_host}/api/chat",
                json=body
            )

            if response.status_code != 200:
                raise HTTPException(status_code=response.status_code, detail=response.text)

            return response.json()

    except httpx.RequestError as e:
        raise HTTPException(status_code=503, detail=f"Ollama service unavailable: {str(e)}")

@app.post("/api/pull")
async def pull_model(request: PullRequest, token: str = Depends(verify_token)):
    """Pull a model from Ollama library"""
    try:
        # Convert Pydantic model to dict
        body = request.dict(exclude_unset=True)

        async with httpx.AsyncClient(timeout=600.0) as client:
            response = await client.post(
                f"http://{settings.ollama_host}/api/pull",
                json=body
            )

            if response.status_code != 200:
                raise HTTPException(status_code=response.status_code, detail=response.text)

            return response.json()

    except httpx.RequestError as e:
        raise HTTPException(status_code=503, detail=f"Ollama service unavailable: {str(e)}")

@app.delete("/api/delete")
async def delete_model(request: DeleteRequest, token: str = Depends(verify_token)):
    """Delete a model"""
    try:
        # Convert Pydantic model to dict
        body = request.dict(exclude_unset=True)

        async with httpx.AsyncClient(timeout=30.0) as client:
            response = await client.delete(
                f"http://{settings.ollama_host}/api/delete",
                json=body
            )

            if response.status_code != 200:
                raise HTTPException(status_code=response.status_code, detail=response.text)

            return {"message": f"Model {request.name} deleted successfully"}

    except httpx.RequestError as e:
        raise HTTPException(status_code=503, detail=f"Ollama service unavailable: {str(e)}")

@app.get("/auth/test")
async def test_auth(token: str = Depends(verify_token)):
    """Test authentication endpoint"""
    return {
        "message": "πŸŽ‰ Authentication successful!",
        "token_valid": True,
        "token_type": "api_key",
        "timestamp": datetime.now().isoformat(),
        "access_level": "user"
    }

# =============================================================================
# ADMIN ENDPOINTS (Require Admin Key)
# =============================================================================

@app.get("/admin/info")
async def admin_info(admin_token: str = Depends(verify_admin_token)):
    """Get admin panel information"""
    return {
        "message": "πŸ”§ Admin access granted",
        "admin_endpoints": [
            "GET /admin/api-key - Retrieve current API key",
            "GET /admin/key-info - Get API key information",
            "POST /admin/rotate-key - Generate new API key",
            "GET /admin/logs - View recent access logs",
            "GET /admin/stats - Get usage statistics"
        ],
        "timestamp": datetime.now().isoformat(),
        "access_level": "administrator"
    }

@app.get("/admin/api-key")
async def get_api_key(admin_token: str = Depends(verify_admin_token)):
    """
    πŸ”‘ Retrieve the current API key (Admin only)
    ⚠️ This endpoint requires admin authentication
    """
    logger.warning(f"πŸ”‘ API KEY RETRIEVED via admin endpoint at {datetime.now().isoformat()}")

    return {
        "api_key": settings.api_key,
        "message": "Current API key retrieved successfully",
        "warning": "🚨 Keep this key secure and do not share it",
        "expires": "Never (until manually rotated)",
        "length": len(settings.api_key),
        "retrieved_at": datetime.now().isoformat()
    }

@app.get("/admin/key-info")
async def get_key_info(admin_token: str = Depends(verify_admin_token)):
    """
    Get API key information without exposing the actual key
    """
    key_prefix = settings.api_key[:8] + "..." + settings.api_key[-4:]

    return {
        "key_preview": key_prefix,
        "key_length": len(settings.api_key),
        "status": "active",
        "created": "At server startup",
        "type": "url_safe_base64",
        "admin_access": "enabled",
        "last_checked": datetime.now().isoformat()
    }

@app.post("/admin/rotate-key")
async def rotate_api_key(admin_token: str = Depends(verify_admin_token)):
    """
    πŸ”„ Generate a new API key (Admin only)
    ⚠️ This will invalidate all existing API keys immediately
    """
    old_key_prefix = settings.api_key[:8] + "..." + settings.api_key[-4:]
    new_key = secrets.token_urlsafe(32)

    # Update the key
    old_key = settings.api_key
    settings.api_key = new_key

    # Log the rotation with security info
    logger.warning(f"πŸ”„ API KEY ROTATED: {datetime.now().isoformat()}")
    logger.warning(f"   Old key: {old_key_prefix}")
    logger.warning(f"   New key: {new_key[:8]}...{new_key[-4:]}")

    return {
        "message": "βœ… API key rotated successfully",
        "old_key_preview": old_key_prefix,
        "new_api_key": new_key,
        "rotated_at": datetime.now().isoformat(),
        "warning": "🚨 Update all clients with the new key immediately",
        "action_required": "All existing API tokens are now invalid"
    }

@app.get("/admin/logs")
async def get_admin_logs(admin_token: str = Depends(verify_admin_token)):
    """
    πŸ“‹ Get recent server logs (Admin only)
    """
    # In a real implementation, you'd read actual log files
    # This is a simplified example showing what would be logged
    sample_logs = [
        {
            "timestamp": datetime.now().isoformat(),
            "level": "INFO",
            "message": "Admin logs accessed"
        },
        {
            "timestamp": (datetime.now() - timedelta(minutes=5)).isoformat(),
            "level": "INFO",
            "message": "API key authentication successful"
        },
        {
            "timestamp": (datetime.now() - timedelta(minutes=10)).isoformat(),
            "level": "WARNING",
            "message": "Failed authentication attempt detected"
        }
    ]

    startup_info = {
        "server_start": "Server started successfully",
        "api_key": f"API Key: {settings.api_key}",
        "admin_key": f"Admin Key: {settings.admin_key}",
        "ollama_status": "Ollama service connected"
    }

    return {
        "message": "Recent server activity",
        "startup_info": startup_info,
        "recent_logs": sample_logs,
        "warning": "🚨 These logs contain sensitive authentication information",
        "retrieved_at": datetime.now().isoformat()
    }

@app.get("/admin/stats")
async def get_usage_stats(admin_token: str = Depends(verify_admin_token)):
    """
    πŸ“Š Get usage statistics (Admin only)
    """
    # In a real implementation, you'd track actual usage
    return {
        "server_uptime": "Running since startup",
        "authentication": {
            "api_key_status": "active",
            "admin_key_status": "active",
            "failed_attempts": "Check logs for details"
        },
        "endpoints": {
            "total_endpoints": 15,
            "public_endpoints": 2,
            "authenticated_endpoints": 8,
            "admin_endpoints": 5
        },
        "models": {
            "default_model": "hf.co/bartowski/Llama-3.2-1B-Instruct-GGUF:Q4_K_M",
            "status": "loaded"
        },
        "generated_at": datetime.now().isoformat()
    }

@app.get("/admin/test")
async def test_admin_auth(admin_token: str = Depends(verify_admin_token)):
    """Test admin authentication"""
    return {
        "message": "πŸ”§ Admin authentication successful!",
        "token_valid": True,
        "token_type": "admin_key",
        "timestamp": datetime.now().isoformat(),
        "access_level": "administrator",
        "permissions": ["key_management", "logs_access", "stats_viewing"]
    }

if __name__ == "__main__":
    import uvicorn
    uvicorn.run(
        "app:app",
        host=settings.app_host,
        port=settings.app_port,
        reload=False,
        log_level="info"
    )