mirror of
https://github.com/mruwnik/memory.git
synced 2025-11-13 00:04:05 +01:00
use usage tracker
This commit is contained in:
parent
8af07f0dac
commit
9639fa3dd7
@ -24,13 +24,6 @@ from memory.common.llms.base import (
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)
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from memory.common.llms.anthropic_provider import AnthropicProvider
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from memory.common.llms.openai_provider import OpenAIProvider
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from memory.common.llms.usage_tracker import (
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InMemoryUsageTracker,
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RateLimitConfig,
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TokenAllowance,
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UsageBreakdown,
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UsageTracker,
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)
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from memory.common import tokens
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__all__ = [
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@ -49,11 +42,6 @@ __all__ = [
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"StreamEvent",
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"LLMSettings",
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"create_provider",
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"InMemoryUsageTracker",
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"RateLimitConfig",
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"TokenAllowance",
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"UsageBreakdown",
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"UsageTracker",
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]
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logger = logging.getLogger(__name__)
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@ -93,28 +81,3 @@ def truncate(content: str, target_tokens: int) -> str:
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if len(content) > target_chars:
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return content[:target_chars].rsplit(" ", 1)[0] + "..."
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return content
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# bla = 1
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# from memory.common.llms import *
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# from memory.common.llms.tools.discord import make_discord_tools
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# from memory.common.db.connection import make_session
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# from memory.common.db.models import *
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# model = "anthropic/claude-sonnet-4-5"
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# provider = create_provider(model=model)
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# with make_session() as session:
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# bot = session.query(DiscordBotUser).first()
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# server = session.query(DiscordServer).first()
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# channel = server.channels[0]
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# tools = make_discord_tools(bot, None, channel, model)
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# def demo(msg: str):
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# messages = [
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# Message(
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# role=MessageRole.USER,
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# content=msg,
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# )
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# ]
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# for m in provider.stream_with_tools(messages, tools):
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# print(m)
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@ -12,6 +12,7 @@ from PIL import Image
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from memory.common import settings
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from memory.common.llms.tools import ToolCall, ToolDefinition, ToolResult
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from memory.common.llms.usage import UsageTracker, RedisUsageTracker
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logger = logging.getLogger(__name__)
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@ -204,7 +205,9 @@ class LLMSettings:
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class BaseLLMProvider(ABC):
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"""Base class for LLM providers."""
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def __init__(self, api_key: str, model: str):
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def __init__(
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self, api_key: str, model: str, usage_tracker: UsageTracker | None = None
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):
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"""
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Initialize the LLM provider.
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@ -215,6 +218,7 @@ class BaseLLMProvider(ABC):
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self.api_key = api_key
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self.model = model
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self._client: Any = None
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self.usage_tracker: UsageTracker = usage_tracker or RedisUsageTracker()
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@abstractmethod
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def _initialize_client(self) -> Any:
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17
src/memory/common/llms/usage/__init__.py
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17
src/memory/common/llms/usage/__init__.py
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@ -0,0 +1,17 @@
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from memory.common.llms.usage.redis_usage_tracker import RedisUsageTracker
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from memory.common.llms.usage.usage_tracker import (
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InMemoryUsageTracker,
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RateLimitConfig,
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TokenAllowance,
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UsageBreakdown,
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UsageTracker,
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)
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__all__ = [
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"InMemoryUsageTracker",
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"RateLimitConfig",
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"RedisUsageTracker",
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"TokenAllowance",
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"UsageBreakdown",
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"UsageTracker",
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]
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88
src/memory/common/llms/usage/redis_usage_tracker.py
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88
src/memory/common/llms/usage/redis_usage_tracker.py
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@ -0,0 +1,88 @@
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"""Redis-backed usage tracker implementation."""
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import json
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from typing import Any, Iterable, Protocol
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import redis
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from memory.common import settings
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from memory.common.llms.usage.usage_tracker import (
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RateLimitConfig,
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UsageState,
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UsageTracker,
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)
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class RedisClientProtocol(Protocol):
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def get(self, key: str) -> Any: # pragma: no cover - Protocol definition
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...
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def set(
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self, key: str, value: Any
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) -> Any: # pragma: no cover - Protocol definition
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...
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def scan_iter(
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self, match: str
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) -> Iterable[Any]: # pragma: no cover - Protocol definition
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...
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class RedisUsageTracker(UsageTracker):
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"""Tracks LLM usage for providers and models using Redis for persistence."""
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def __init__(
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self,
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configs: dict[str, RateLimitConfig],
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default_config: RateLimitConfig | None = None,
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*,
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redis_client: RedisClientProtocol | None = None,
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key_prefix: str | None = None,
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) -> None:
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super().__init__(configs=configs, default_config=default_config)
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if redis_client is None:
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redis_client = redis.Redis(
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host=settings.REDIS_HOST,
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port=int(settings.REDIS_PORT),
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db=int(settings.REDIS_DB),
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decode_responses=False,
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)
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self._redis = redis_client
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prefix = key_prefix or settings.LLM_USAGE_REDIS_PREFIX
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self._key_prefix = prefix.rstrip(":")
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def get_state(self, model: str) -> UsageState:
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redis_key = self._format_key(model)
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payload = self._redis.get(redis_key)
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if not payload:
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return UsageState()
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if isinstance(payload, bytes):
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payload = payload.decode()
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return UsageState.from_payload(json.loads(payload))
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def iter_state_items(self) -> Iterable[tuple[str, UsageState]]:
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pattern = f"{self._key_prefix}:*"
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for redis_key in self._redis.scan_iter(match=pattern):
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key = self._ensure_str(redis_key)
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payload = self._redis.get(key)
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if not payload:
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continue
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if isinstance(payload, bytes):
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payload = payload.decode()
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state = UsageState.from_payload(json.loads(payload))
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yield key[len(self._key_prefix) + 1 :], state
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def save_state(self, model: str, state: UsageState) -> None:
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redis_key = self._format_key(model)
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self._redis.set(
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redis_key, json.dumps(state.to_payload(), separators=(",", ":"))
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)
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def _format_key(self, model: str) -> str:
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return f"{self._key_prefix}:{model}"
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@staticmethod
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def _ensure_str(value: Any) -> str:
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if isinstance(value, bytes):
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return value.decode()
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return str(value)
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@ -5,6 +5,7 @@ from collections.abc import Iterable
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from dataclasses import dataclass, field
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from datetime import datetime, timedelta, timezone
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from threading import Lock
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from typing import Any
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@dataclass(frozen=True)
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@ -45,6 +46,40 @@ class UsageState:
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lifetime_input_tokens: int = 0
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lifetime_output_tokens: int = 0
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def to_payload(self) -> dict[str, Any]:
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return {
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"events": [
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{
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"timestamp": event.timestamp.isoformat(),
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"input_tokens": event.input_tokens,
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"output_tokens": event.output_tokens,
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}
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for event in self.events
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],
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"window_input_tokens": self.window_input_tokens,
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"window_output_tokens": self.window_output_tokens,
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"lifetime_input_tokens": self.lifetime_input_tokens,
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"lifetime_output_tokens": self.lifetime_output_tokens,
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}
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@classmethod
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def from_payload(cls, payload: dict[str, Any]) -> "UsageState":
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events = deque(
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UsageEvent(
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timestamp=datetime.fromisoformat(event["timestamp"]),
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input_tokens=event["input_tokens"],
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output_tokens=event["output_tokens"],
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)
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for event in payload.get("events", [])
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)
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return cls(
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events=events,
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window_input_tokens=payload.get("window_input_tokens", 0),
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window_output_tokens=payload.get("window_output_tokens", 0),
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lifetime_input_tokens=payload.get("lifetime_input_tokens", 0),
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lifetime_output_tokens=payload.get("lifetime_output_tokens", 0),
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)
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@dataclass
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class TokenAllowance:
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@ -76,9 +111,7 @@ class UsageBreakdown:
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def split_model_key(model: str) -> tuple[str, str]:
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if "/" not in model:
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raise ValueError(
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"model must be formatted as '<provider>/<model_name>'"
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)
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raise ValueError("model must be formatted as '<provider>/<model_name>'")
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provider, model_name = model.split("/", maxsplit=1)
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if not provider or not model_name:
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@ -205,9 +238,7 @@ class UsageTracker:
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if config.max_output_tokens is None:
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output_remaining = None
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else:
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output_remaining = (
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config.max_output_tokens - state.window_output_tokens
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)
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output_remaining = config.max_output_tokens - state.window_output_tokens
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return TokenAllowance(
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input_tokens=clamp_non_negative(input_remaining),
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@ -313,4 +344,3 @@ def clamp_non_negative(value: int | None) -> int | None:
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if value is None:
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return None
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return 0 if value < 0 else value
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@ -38,6 +38,7 @@ CELERY_BROKER_TYPE = os.getenv("CELERY_BROKER_TYPE", "redis").lower()
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REDIS_HOST = os.getenv("REDIS_HOST", "redis")
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REDIS_PORT = os.getenv("REDIS_PORT", "6379")
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REDIS_DB = os.getenv("REDIS_DB", "0")
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LLM_USAGE_REDIS_PREFIX = os.getenv("LLM_USAGE_REDIS_PREFIX", "llm_usage")
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CELERY_BROKER_USER = os.getenv(
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"CELERY_BROKER_USER", "kb" if CELERY_BROKER_TYPE == "amqp" else ""
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)
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@ -58,6 +58,13 @@ def call_llm(
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msgs: list[str] = [],
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allowed_tools: list[str] = [],
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) -> str | None:
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provider = create_provider(model=model)
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if provider.usage_tracker.is_rate_limited(model):
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logger.error(
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f"Rate limited for model {model}: {provider.usage_tracker.get_usage_breakdown(model=model)}"
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)
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return None
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tools = make_discord_tools(
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message.recipient_user.system_user,
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message.from_user,
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@ -73,7 +80,6 @@ def call_llm(
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system_prompt += comm_channel_prompt(
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session, message.recipient_user, message.channel
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)
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provider = create_provider(model=model)
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messages = previous_messages(
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session,
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message.recipient_user and message.recipient_user.id,
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@ -1,7 +1,24 @@
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from datetime import datetime, timedelta, timezone
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from typing import Iterable
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import pytest
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try:
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import redis # noqa: F401 # pragma: no cover - optional test dependency
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except ModuleNotFoundError: # pragma: no cover - import guard for test envs
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import sys
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from types import SimpleNamespace
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class _RedisStub(SimpleNamespace):
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class Redis: # type: ignore[no-redef]
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def __init__(self, *args: object, **kwargs: object) -> None:
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raise ModuleNotFoundError(
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"The 'redis' package is required to use RedisUsageTracker"
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)
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sys.modules.setdefault("redis", _RedisStub())
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from memory.common.llms.redis_usage_tracker import RedisUsageTracker
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from memory.common.llms.usage_tracker import (
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InMemoryUsageTracker,
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RateLimitConfig,
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@ -9,6 +26,24 @@ from memory.common.llms.usage_tracker import (
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)
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class FakeRedis:
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def __init__(self) -> None:
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self._store: dict[str, str] = {}
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def get(self, key: str) -> str | None:
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return self._store.get(key)
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def set(self, key: str, value: str) -> None:
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self._store[key] = value
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def scan_iter(self, match: str) -> Iterable[str]:
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from fnmatch import fnmatch
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for key in list(self._store.keys()):
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if fnmatch(key, match):
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yield key
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@pytest.fixture
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def tracker() -> InMemoryUsageTracker:
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config = RateLimitConfig(
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@ -25,6 +60,23 @@ def tracker() -> InMemoryUsageTracker:
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)
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@pytest.fixture
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def redis_tracker() -> RedisUsageTracker:
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config = RateLimitConfig(
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window=timedelta(minutes=1),
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max_input_tokens=1_000,
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max_output_tokens=2_000,
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max_total_tokens=2_500,
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)
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return RedisUsageTracker(
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{
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"anthropic/claude-3": config,
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"anthropic/haiku": config,
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},
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redis_client=FakeRedis(),
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)
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@pytest.mark.parametrize(
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"window, kwargs",
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[
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@ -139,6 +191,22 @@ def test_is_rate_limited_when_only_output_exceeds_limit() -> None:
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assert tracker.is_rate_limited("openai/gpt-4o")
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def test_redis_usage_tracker_persists_state(redis_tracker: RedisUsageTracker) -> None:
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now = datetime(2024, 1, 1, tzinfo=timezone.utc)
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redis_tracker.record_usage("anthropic/claude-3", 100, 200, timestamp=now)
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redis_tracker.record_usage("anthropic/haiku", 50, 75, timestamp=now)
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allowance = redis_tracker.get_available_tokens("anthropic/claude-3", timestamp=now)
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assert allowance is not None
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assert allowance.input_tokens == 900
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breakdown = redis_tracker.get_usage_breakdown()
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assert breakdown["anthropic"]["claude-3"].window_output_tokens == 200
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items = dict(redis_tracker.iter_state_items())
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assert set(items.keys()) == {"anthropic/claude-3", "anthropic/haiku"}
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def test_usage_tracker_base_not_instantiable() -> None:
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class DummyTracker(UsageTracker):
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pass
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