🚀 Major Enhancement: Complete AI-Powered LifeRPG Platform with Git LFS
✨ New Features: - AI-powered habit creation with natural language processing - HuggingFace transformers integration for sentiment analysis (tracked via Git LFS) - Advanced predictive analytics and behavioral insights - Voice & image input capabilities for hands-free habit tracking - Real-time notifications and community features - Plugin system with extensible architecture 🔧 Technical Improvements: - Comprehensive FastAPI backend with 30+ endpoints - React frontend with PWA capabilities - Advanced authentication with 2FA support - RBAC authorization system - Comprehensive security features (CSRF, rate limiting, audit logging) - Database migrations and health monitoring - Docker containerization support - Git LFS configured for large AI model files (2+ GB) 📚 Documentation & DevOps: - Complete deployment guides for multiple platforms - Professional README with feature highlights - GitHub Actions CI/CD workflows - Comprehensive API documentation - Security audit roadmap and compliance framework - Setup scripts for development environment 🧪 Testing & Quality: - Comprehensive test suite with 20+ test modules - Setup verification scripts - Working development environment with both backend and frontend - Health checks and monitoring systems 🌟 Ready for: - Portfolio showcasing - Community contributions - Production deployment - Professional presentation
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"""
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Advanced rate limiting with user-based and IP-based controls
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Provides comprehensive protection against abuse with flexible configuration
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"""
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import time
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import asyncio
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import json
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from typing import Dict, Optional, List, Union
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from datetime import datetime, timedelta
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from collections import defaultdict, deque
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from dataclasses import dataclass, asdict
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from enum import Enum
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import redis
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from fastapi import HTTPException, Request
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from starlette.middleware.base import BaseHTTPMiddleware
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import logging
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logger = logging.getLogger(__name__)
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class RateLimitType(Enum):
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"""Types of rate limits"""
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USER_BASED = "user"
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IP_BASED = "ip"
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GLOBAL = "global"
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ENDPOINT_SPECIFIC = "endpoint"
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SLIDING_WINDOW = "sliding"
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FIXED_WINDOW = "fixed"
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class RateLimitAction(Enum):
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"""Actions to take when rate limit is exceeded"""
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BLOCK = "block"
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THROTTLE = "throttle"
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WARNING = "warning"
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LOG_ONLY = "log"
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@dataclass
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class RateLimitRule:
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"""Configuration for a rate limit rule"""
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max_requests: int
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window_seconds: int
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limit_type: RateLimitType
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action: RateLimitAction = RateLimitAction.BLOCK
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burst_allowance: int = 0
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throttle_delay: float = 1.0
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endpoints: List[str] = None
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user_tiers: List[str] = None # premium, basic, free
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def __post_init__(self):
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if self.endpoints is None:
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self.endpoints = ["*"] # Apply to all endpoints
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if self.user_tiers is None:
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self.user_tiers = ["*"] # Apply to all user tiers
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@dataclass
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class RateLimitStatus:
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"""Current rate limit status for a key"""
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requests_made: int
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requests_remaining: int
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reset_time: datetime
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is_limited: bool
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action: RateLimitAction
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retry_after: Optional[int] = None
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class AdvancedRateLimiter:
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"""
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Advanced rate limiting with multiple strategies and storage backends
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"""
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def __init__(self, redis_client: Optional[redis.Redis] = None):
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self.redis = redis_client
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self.local_cache = defaultdict(lambda: defaultdict(deque))
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self.rules: Dict[str, RateLimitRule] = {}
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self.user_tiers = {} # user_id -> tier mapping
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# Default rules
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self._setup_default_rules()
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def _setup_default_rules(self):
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"""Setup default rate limiting rules"""
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# General API rate limits by user tier
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self.add_rule("user_basic", RateLimitRule(
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max_requests=1000,
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window_seconds=3600, # 1 hour
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limit_type=RateLimitType.USER_BASED,
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user_tiers=["basic", "free"]
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))
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self.add_rule("user_premium", RateLimitRule(
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max_requests=5000,
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window_seconds=3600, # 1 hour
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limit_type=RateLimitType.USER_BASED,
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user_tiers=["premium", "pro"]
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))
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# IP-based limits for anonymous users
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self.add_rule("ip_anonymous", RateLimitRule(
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max_requests=100,
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window_seconds=3600, # 1 hour
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limit_type=RateLimitType.IP_BASED
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))
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# Strict limits for authentication endpoints
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self.add_rule("auth_endpoints", RateLimitRule(
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max_requests=5,
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window_seconds=300, # 5 minutes
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limit_type=RateLimitType.USER_BASED,
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endpoints=["/auth/login", "/auth/register", "/auth/reset-password"],
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action=RateLimitAction.BLOCK
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))
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# More lenient limits for read operations
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self.add_rule("read_operations", RateLimitRule(
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max_requests=500,
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window_seconds=300, # 5 minutes
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limit_type=RateLimitType.USER_BASED,
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endpoints=["/habits", "/analytics", "/profile"],
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burst_allowance=50
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))
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# Strict limits for write operations
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self.add_rule("write_operations", RateLimitRule(
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max_requests=100,
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window_seconds=300, # 5 minutes
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limit_type=RateLimitType.USER_BASED,
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endpoints=["/habits/create", "/habits/*/complete", "/habits/*/update"],
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action=RateLimitAction.THROTTLE,
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throttle_delay=2.0
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))
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# Global rate limits for server protection
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self.add_rule("global_protection", RateLimitRule(
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max_requests=10000,
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window_seconds=60, # 1 minute
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limit_type=RateLimitType.GLOBAL
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))
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def add_rule(self, rule_id: str, rule: RateLimitRule):
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"""Add a new rate limiting rule"""
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self.rules[rule_id] = rule
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logger.info(f"Added rate limit rule: {rule_id}")
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def set_user_tier(self, user_id: str, tier: str):
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"""Set the tier for a user (basic, premium, pro, etc.)"""
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self.user_tiers[user_id] = tier
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def get_user_tier(self, user_id: str) -> str:
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"""Get the tier for a user, default to 'basic'"""
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return self.user_tiers.get(user_id, "basic")
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async def check_rate_limit(self,
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request: Request,
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user_id: Optional[str] = None,
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endpoint: Optional[str] = None) -> RateLimitStatus:
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"""
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Check if a request should be rate limited
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Returns RateLimitStatus with current status
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"""
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# Determine applicable rules
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applicable_rules = self._get_applicable_rules(
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user_id=user_id,
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endpoint=endpoint,
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ip=self._get_client_ip(request)
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)
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# Check each applicable rule
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most_restrictive_status = None
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for rule_id, rule in applicable_rules:
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key = self._generate_key(rule, user_id, self._get_client_ip(request))
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status = await self._check_rule(rule, key)
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# Track most restrictive limit
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if (most_restrictive_status is None or
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status.is_limited or
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status.requests_remaining < most_restrictive_status.requests_remaining):
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most_restrictive_status = status
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return most_restrictive_status or RateLimitStatus(
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requests_made=0,
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requests_remaining=float('inf'),
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reset_time=datetime.now() + timedelta(hours=1),
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is_limited=False,
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action=RateLimitAction.LOG_ONLY
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)
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async def record_request(self,
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request: Request,
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user_id: Optional[str] = None,
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endpoint: Optional[str] = None):
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"""Record a request for rate limiting purposes"""
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applicable_rules = self._get_applicable_rules(
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user_id=user_id,
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endpoint=endpoint,
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ip=self._get_client_ip(request)
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)
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# Record request for each applicable rule
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for rule_id, rule in applicable_rules:
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key = self._generate_key(rule, user_id, self._get_client_ip(request))
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await self._record_request_for_rule(rule, key)
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def _get_applicable_rules(self,
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user_id: Optional[str],
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endpoint: Optional[str],
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ip: str) -> List[tuple]:
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"""Get rules that apply to this request"""
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applicable_rules = []
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user_tier = self.get_user_tier(user_id) if user_id else "anonymous"
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for rule_id, rule in self.rules.items():
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# Check if rule applies to this user tier
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if "*" not in rule.user_tiers and user_tier not in rule.user_tiers:
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continue
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# Check if rule applies to this endpoint
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if endpoint and "*" not in rule.endpoints:
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endpoint_matches = False
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for pattern in rule.endpoints:
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if self._endpoint_matches(endpoint, pattern):
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endpoint_matches = True
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break
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if not endpoint_matches:
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continue
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# Check if we have required identifiers for the rule type
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if rule.limit_type == RateLimitType.USER_BASED and not user_id:
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continue
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applicable_rules.append((rule_id, rule))
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return applicable_rules
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def _endpoint_matches(self, endpoint: str, pattern: str) -> bool:
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"""Check if an endpoint matches a pattern (supports wildcards)"""
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if pattern == "*":
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return True
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# Simple wildcard matching
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if "*" in pattern:
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parts = pattern.split("*")
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if len(parts) == 2:
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prefix, suffix = parts
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return endpoint.startswith(prefix) and endpoint.endswith(suffix)
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return endpoint == pattern
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def _generate_key(self,
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rule: RateLimitRule,
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user_id: Optional[str],
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ip: str) -> str:
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"""Generate a cache key for the rate limit"""
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if rule.limit_type == RateLimitType.USER_BASED:
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return f"rate_limit:user:{user_id}:{rule.window_seconds}"
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elif rule.limit_type == RateLimitType.IP_BASED:
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return f"rate_limit:ip:{ip}:{rule.window_seconds}"
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elif rule.limit_type == RateLimitType.GLOBAL:
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return f"rate_limit:global:{rule.window_seconds}"
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else:
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return f"rate_limit:custom:{user_id or ip}:{rule.window_seconds}"
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async def _check_rule(self, rule: RateLimitRule, key: str) -> RateLimitStatus:
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"""Check rate limit for a specific rule"""
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now = time.time()
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window_start = now - rule.window_seconds
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if self.redis:
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return await self._check_rule_redis(rule, key, now, window_start)
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else:
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return await self._check_rule_memory(rule, key, now, window_start)
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async def _check_rule_redis(self,
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rule: RateLimitRule,
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key: str,
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now: float,
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window_start: float) -> RateLimitStatus:
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"""Check rate limit using Redis storage"""
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pipe = self.redis.pipeline()
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# Remove old entries
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pipe.zremrangebyscore(key, 0, window_start)
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# Count current entries
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pipe.zcard(key)
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# Set expiration
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pipe.expire(key, rule.window_seconds)
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results = await pipe.execute()
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current_count = results[1]
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requests_remaining = max(0, rule.max_requests - current_count)
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is_limited = current_count >= rule.max_requests
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return RateLimitStatus(
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requests_made=current_count,
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requests_remaining=requests_remaining,
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reset_time=datetime.fromtimestamp(now + rule.window_seconds),
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is_limited=is_limited,
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action=rule.action,
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retry_after=rule.window_seconds if is_limited else None
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)
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async def _check_rule_memory(self,
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rule: RateLimitRule,
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key: str,
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now: float,
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window_start: float) -> RateLimitStatus:
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"""Check rate limit using in-memory storage"""
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requests = self.local_cache[key]['requests']
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# Remove old requests
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while requests and requests[0] < window_start:
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requests.popleft()
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current_count = len(requests)
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requests_remaining = max(0, rule.max_requests - current_count)
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is_limited = current_count >= rule.max_requests
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return RateLimitStatus(
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requests_made=current_count,
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requests_remaining=requests_remaining,
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reset_time=datetime.fromtimestamp(now + rule.window_seconds),
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is_limited=is_limited,
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action=rule.action,
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retry_after=rule.window_seconds if is_limited else None
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)
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async def _record_request_for_rule(self, rule: RateLimitRule, key: str):
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"""Record a request for a specific rule"""
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now = time.time()
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if self.redis:
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await self._record_request_redis(key, now, rule.window_seconds)
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else:
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await self._record_request_memory(key, now)
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async def _record_request_redis(self, key: str, timestamp: float, window_seconds: int):
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"""Record a request using Redis"""
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pipe = self.redis.pipeline()
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pipe.zadd(key, {str(timestamp): timestamp})
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pipe.expire(key, window_seconds)
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await pipe.execute()
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async def _record_request_memory(self, key: str, timestamp: float):
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"""Record a request using in-memory storage"""
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requests = self.local_cache[key]['requests']
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requests.append(timestamp)
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def _get_client_ip(self, request: Request) -> str:
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"""Extract client IP from request"""
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# Check for forwarded headers
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forwarded = request.headers.get("X-Forwarded-For")
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if forwarded:
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return forwarded.split(",")[0].strip()
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real_ip = request.headers.get("X-Real-IP")
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if real_ip:
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return real_ip
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# Fallback to direct connection
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return request.client.host if request.client else "unknown"
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async def get_rate_limit_info(self,
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request: Request,
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user_id: Optional[str] = None) -> Dict:
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"""Get comprehensive rate limit information"""
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info = {
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"user_id": user_id,
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"ip": self._get_client_ip(request),
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"user_tier": self.get_user_tier(user_id) if user_id else "anonymous",
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"limits": {}
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}
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applicable_rules = self._get_applicable_rules(
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user_id=user_id,
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endpoint=None, # Get all rules
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ip=info["ip"]
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)
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for rule_id, rule in applicable_rules:
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key = self._generate_key(rule, user_id, info["ip"])
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status = await self._check_rule(rule, key)
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info["limits"][rule_id] = {
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"max_requests": rule.max_requests,
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"window_seconds": rule.window_seconds,
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"requests_made": status.requests_made,
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"requests_remaining": status.requests_remaining,
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"reset_time": status.reset_time.isoformat(),
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"is_limited": status.is_limited
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}
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return info
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class RateLimitMiddleware(BaseHTTPMiddleware):
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"""
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FastAPI middleware for automatic rate limiting
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"""
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def __init__(self, app, rate_limiter: AdvancedRateLimiter):
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super().__init__(app)
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self.rate_limiter = rate_limiter
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async def dispatch(self, request: Request, call_next):
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# Extract user ID from JWT token or session
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user_id = await self._extract_user_id(request)
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endpoint = request.url.path
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# Check rate limits
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try:
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status = await self.rate_limiter.check_rate_limit(
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request=request,
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user_id=user_id,
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endpoint=endpoint
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)
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# Handle rate limit exceeded
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if status.is_limited:
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if status.action == RateLimitAction.BLOCK:
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raise HTTPException(
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status_code=429,
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detail={
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"error": "Rate limit exceeded",
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"retry_after": status.retry_after,
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"requests_remaining": status.requests_remaining,
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"reset_time": status.reset_time.isoformat()
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},
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headers={"Retry-After": str(status.retry_after)}
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)
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elif status.action == RateLimitAction.THROTTLE:
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# Add artificial delay
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rule = next((r for r in self.rate_limiter.rules.values()
|
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if r.action == RateLimitAction.THROTTLE), None)
|
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if rule:
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await asyncio.sleep(rule.throttle_delay)
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# Process request
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||||
response = await call_next(request)
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|
||||
# Record successful request
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||||
await self.rate_limiter.record_request(
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request=request,
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user_id=user_id,
|
||||
endpoint=endpoint
|
||||
)
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||||
|
||||
# Add rate limit headers to response
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||||
response.headers["X-RateLimit-Remaining"] = str(status.requests_remaining)
|
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response.headers["X-RateLimit-Reset"] = str(int(status.reset_time.timestamp()))
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|
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return response
|
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|
||||
except HTTPException:
|
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raise
|
||||
except Exception as e:
|
||||
logger.error(f"Rate limiting error: {e}")
|
||||
# Continue processing on rate limiter errors
|
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return await call_next(request)
|
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|
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async def _extract_user_id(self, request: Request) -> Optional[str]:
|
||||
"""Extract user ID from request (implement based on your auth system)"""
|
||||
|
||||
# Check for JWT token in Authorization header
|
||||
auth_header = request.headers.get("Authorization")
|
||||
if auth_header and auth_header.startswith("Bearer "):
|
||||
token = auth_header[7:]
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||||
# Decode JWT token to get user ID
|
||||
# This is a simplified example - implement proper JWT validation
|
||||
try:
|
||||
import jwt
|
||||
payload = jwt.decode(token, options={"verify_signature": False})
|
||||
return payload.get("user_id")
|
||||
except:
|
||||
pass
|
||||
|
||||
# Check for session cookie
|
||||
session_id = request.cookies.get("session_id")
|
||||
if session_id:
|
||||
# Look up user ID from session store
|
||||
# Implement based on your session management
|
||||
pass
|
||||
|
||||
return None
|
||||
|
||||
|
||||
# Usage example and configuration
|
||||
def create_rate_limiter(redis_url: Optional[str] = None) -> AdvancedRateLimiter:
|
||||
"""Create and configure a rate limiter instance"""
|
||||
|
||||
redis_client = None
|
||||
if redis_url:
|
||||
redis_client = redis.from_url(redis_url)
|
||||
|
||||
limiter = AdvancedRateLimiter(redis_client)
|
||||
|
||||
# Add custom rules for specific use cases
|
||||
limiter.add_rule("habit_completion", RateLimitRule(
|
||||
max_requests=50, # Max 50 habit completions per hour
|
||||
window_seconds=3600,
|
||||
limit_type=RateLimitType.USER_BASED,
|
||||
endpoints=["/habits/*/complete"],
|
||||
action=RateLimitAction.THROTTLE,
|
||||
throttle_delay=1.0
|
||||
))
|
||||
|
||||
limiter.add_rule("analytics_queries", RateLimitRule(
|
||||
max_requests=200, # Max 200 analytics queries per hour
|
||||
window_seconds=3600,
|
||||
limit_type=RateLimitType.USER_BASED,
|
||||
endpoints=["/analytics/*"],
|
||||
burst_allowance=20
|
||||
))
|
||||
|
||||
return limiter
|
||||
|
||||
|
||||
# FastAPI dependency for rate limiting
|
||||
async def get_rate_limit_info(request: Request,
|
||||
rate_limiter: AdvancedRateLimiter) -> Dict:
|
||||
"""FastAPI dependency to get rate limit information"""
|
||||
|
||||
user_id = await RateLimitMiddleware(None, rate_limiter)._extract_user_id(request)
|
||||
return await rate_limiter.get_rate_limit_info(request, user_id)
|
||||
Reference in New Issue
Block a user