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| import asyncio | |
| import redis.asyncio as redis | |
| from datetime import datetime | |
| from collections import defaultdict | |
| from typing import Dict | |
| class Analytics: | |
| def __init__(self, redis_url: str, sync_interval: int = 60): | |
| """ | |
| Initializes the Analytics class with an async Redis connection and sync interval. | |
| Parameters: | |
| - redis_url: Redis connection URL (e.g., 'redis://localhost:6379/0') | |
| - sync_interval: Interval in seconds for syncing with Redis. | |
| """ | |
| self.pool = redis.ConnectionPool.from_url(redis_url, decode_responses=True) | |
| self.redis_client = redis.Redis(connection_pool=self.pool) | |
| self.local_buffer = { | |
| "access": defaultdict( | |
| lambda: defaultdict(int) | |
| ), # {period: {model_id: access_count}} | |
| "tokens": defaultdict( | |
| lambda: defaultdict(int) | |
| ), # {period: {model_id: tokens_count}} | |
| } | |
| self.sync_interval = sync_interval | |
| self.lock = asyncio.Lock() # Async lock for thread-safe updates | |
| asyncio.create_task(self._start_sync_task()) | |
| def _get_period_keys(self) -> tuple: | |
| """ | |
| Returns keys for day, week, month, and year based on the current date. | |
| """ | |
| now = datetime.utcnow() | |
| day_key = now.strftime("%Y-%m-%d") | |
| week_key = f"{now.year}-W{now.strftime('%U')}" | |
| month_key = now.strftime("%Y-%m") | |
| year_key = now.strftime("%Y") | |
| return day_key, week_key, month_key, year_key | |
| async def access(self, model_id: str, tokens: int): | |
| """ | |
| Records an access and token usage for a specific model_id. | |
| Parameters: | |
| - model_id: The ID of the model being accessed. | |
| - tokens: Number of tokens used in this access. | |
| """ | |
| day_key, week_key, month_key, year_key = self._get_period_keys() | |
| async with self.lock: | |
| # Increment access count | |
| self.local_buffer["access"][day_key][model_id] += 1 | |
| self.local_buffer["access"][week_key][model_id] += 1 | |
| self.local_buffer["access"][month_key][model_id] += 1 | |
| self.local_buffer["access"][year_key][model_id] += 1 | |
| self.local_buffer["access"]["total"][model_id] += 1 | |
| # Increment token count | |
| self.local_buffer["tokens"][day_key][model_id] += tokens | |
| self.local_buffer["tokens"][week_key][model_id] += tokens | |
| self.local_buffer["tokens"][month_key][model_id] += tokens | |
| self.local_buffer["tokens"][year_key][model_id] += tokens | |
| self.local_buffer["tokens"]["total"][model_id] += tokens | |
| async def stats(self) -> Dict[str, Dict[str, Dict[str, int]]]: | |
| """ | |
| Returns statistics for all models from the local buffer. | |
| Returns: | |
| - A dictionary with access counts and token usage for each period. | |
| """ | |
| async with self.lock: | |
| return { | |
| "access": { | |
| period: dict(models) | |
| for period, models in self.local_buffer["access"].items() | |
| }, | |
| "tokens": { | |
| period: dict(models) | |
| for period, models in self.local_buffer["tokens"].items() | |
| }, | |
| } | |
| async def _sync_to_redis(self): | |
| """ | |
| Synchronizes local buffer data with Redis. | |
| """ | |
| async with self.lock: | |
| pipeline = self.redis_client.pipeline() | |
| # Sync access counts | |
| for period, models in self.local_buffer["access"].items(): | |
| for model_id, count in models.items(): | |
| redis_key = f"analytics:access:{period}" | |
| pipeline.hincrby(redis_key, model_id, count) | |
| # Sync token counts | |
| for period, models in self.local_buffer["tokens"].items(): | |
| for model_id, count in models.items(): | |
| redis_key = f"analytics:tokens:{period}" | |
| pipeline.hincrby(redis_key, model_id, count) | |
| await pipeline.execute() | |
| self.local_buffer["access"].clear() # Clear access buffer after sync | |
| self.local_buffer["tokens"].clear() # Clear tokens buffer after sync | |
| async def _start_sync_task(self): | |
| """ | |
| Starts a background task that periodically syncs data to Redis. | |
| """ | |
| while True: | |
| await asyncio.sleep(self.sync_interval) | |
| await self._sync_to_redis() | |