mirror of
https://github.com/crewAIInc/crewAI.git
synced 2026-01-10 08:38:30 +00:00
Fix cache expiration and concurrent test issues
Co-Authored-By: Joe Moura <joao@crewai.com>
This commit is contained in:
@@ -1,12 +1,17 @@
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import json
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import sqlite3
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import hashlib
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import hashlib
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import json
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import logging
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import sqlite3
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import threading
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from typing import Any, Dict, List, Optional
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from typing import Any, Dict, List, Optional
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from crewai.utilities import Printer
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from crewai.utilities import Printer
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from crewai.utilities.crew_json_encoder import CrewJSONEncoder
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from crewai.utilities.crew_json_encoder import CrewJSONEncoder
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from crewai.utilities.paths import db_storage_path
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from crewai.utilities.paths import db_storage_path
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logger = logging.getLogger(__name__)
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class LLMResponseCacheStorage:
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class LLMResponseCacheStorage:
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"""
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"""
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SQLite storage for caching LLM responses.
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SQLite storage for caching LLM responses.
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@@ -18,32 +23,74 @@ class LLMResponseCacheStorage:
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) -> None:
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) -> None:
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self.db_path = db_path
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self.db_path = db_path
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self._printer: Printer = Printer()
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self._printer: Printer = Printer()
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self._connection_pool = {}
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self._initialize_db()
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self._initialize_db()
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def _initialize_db(self):
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def _get_connection(self) -> sqlite3.Connection:
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"""
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Gets a connection from the connection pool or creates a new one.
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Uses thread-local storage to ensure thread safety.
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"""
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thread_id = threading.get_ident()
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if thread_id not in self._connection_pool:
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try:
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conn = sqlite3.connect(self.db_path)
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conn.execute("PRAGMA foreign_keys = ON")
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conn.execute("PRAGMA journal_mode = WAL")
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self._connection_pool[thread_id] = conn
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except sqlite3.Error as e:
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error_msg = f"Failed to create SQLite connection: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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raise
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return self._connection_pool[thread_id]
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def _close_connections(self) -> None:
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"""
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Closes all connections in the connection pool.
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"""
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for thread_id, conn in list(self._connection_pool.items()):
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try:
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conn.close()
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del self._connection_pool[thread_id]
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except sqlite3.Error as e:
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error_msg = f"Failed to close SQLite connection: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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def _initialize_db(self) -> None:
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"""
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"""
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Initializes the SQLite database and creates the llm_response_cache table
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Initializes the SQLite database and creates the llm_response_cache table
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"""
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"""
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try:
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try:
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with sqlite3.connect(self.db_path) as conn:
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conn = self._get_connection()
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cursor = conn.cursor()
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cursor = conn.cursor()
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cursor.execute(
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cursor.execute(
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"""
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CREATE TABLE IF NOT EXISTS llm_response_cache (
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request_hash TEXT PRIMARY KEY,
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model TEXT,
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messages TEXT,
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response TEXT,
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timestamp DATETIME DEFAULT CURRENT_TIMESTAMP
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)
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"""
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"""
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CREATE TABLE IF NOT EXISTS llm_response_cache (
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request_hash TEXT PRIMARY KEY,
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model TEXT,
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messages TEXT,
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response TEXT,
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timestamp DATETIME DEFAULT CURRENT_TIMESTAMP
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)
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)
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conn.commit()
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"""
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)
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conn.commit()
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except sqlite3.Error as e:
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except sqlite3.Error as e:
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error_msg = f"Failed to initialize database: {e}"
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self._printer.print(
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: An error occurred during database initialization: {e}",
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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color="red",
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)
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)
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logger.error(error_msg)
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raise
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def _compute_request_hash(self, model: str, messages: List[Dict[str, str]]) -> str:
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def _compute_request_hash(self, model: str, messages: List[Dict[str, str]]) -> str:
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"""
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"""
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@@ -52,9 +99,18 @@ class LLMResponseCacheStorage:
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Sensitive information like API keys should not be included in the hash.
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Sensitive information like API keys should not be included in the hash.
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"""
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"""
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message_str = json.dumps(messages, sort_keys=True)
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try:
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request_hash = hashlib.sha256(f"{model}:{message_str}".encode()).hexdigest()
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message_str = json.dumps(messages, sort_keys=True)
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return request_hash
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request_hash = hashlib.sha256(f"{model}:{message_str}".encode()).hexdigest()
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return request_hash
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except Exception as e:
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error_msg = f"Failed to compute request hash: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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raise
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def add(self, model: str, messages: List[Dict[str, str]], response: str) -> None:
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def add(self, model: str, messages: List[Dict[str, str]], response: str) -> None:
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"""
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"""
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@@ -64,27 +120,38 @@ class LLMResponseCacheStorage:
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request_hash = self._compute_request_hash(model, messages)
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request_hash = self._compute_request_hash(model, messages)
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messages_json = json.dumps(messages, cls=CrewJSONEncoder)
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messages_json = json.dumps(messages, cls=CrewJSONEncoder)
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with sqlite3.connect(self.db_path) as conn:
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conn = self._get_connection()
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cursor = conn.cursor()
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cursor = conn.cursor()
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cursor.execute(
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cursor.execute(
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"""
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"""
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INSERT OR REPLACE INTO llm_response_cache
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INSERT OR REPLACE INTO llm_response_cache
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(request_hash, model, messages, response)
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(request_hash, model, messages, response)
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VALUES (?, ?, ?, ?)
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VALUES (?, ?, ?, ?)
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""",
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""",
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(
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(
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request_hash,
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request_hash,
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model,
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model,
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messages_json,
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messages_json,
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response,
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response,
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),
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),
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)
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)
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conn.commit()
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conn.commit()
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except sqlite3.Error as e:
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except sqlite3.Error as e:
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error_msg = f"Failed to add response to cache: {e}"
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self._printer.print(
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: Failed to add response: {e}",
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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color="red",
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)
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)
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logger.error(error_msg)
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raise
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except Exception as e:
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error_msg = f"Unexpected error when adding response: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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raise
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def get(self, model: str, messages: List[Dict[str, str]]) -> Optional[str]:
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def get(self, model: str, messages: List[Dict[str, str]]) -> Optional[str]:
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"""
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"""
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@@ -94,25 +161,35 @@ class LLMResponseCacheStorage:
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try:
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try:
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request_hash = self._compute_request_hash(model, messages)
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request_hash = self._compute_request_hash(model, messages)
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with sqlite3.connect(self.db_path) as conn:
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conn = self._get_connection()
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cursor = conn.cursor()
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cursor = conn.cursor()
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cursor.execute(
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cursor.execute(
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"""
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"""
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SELECT response
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SELECT response
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FROM llm_response_cache
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FROM llm_response_cache
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WHERE request_hash = ?
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WHERE request_hash = ?
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""",
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""",
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(request_hash,),
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(request_hash,),
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)
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)
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result = cursor.fetchone()
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result = cursor.fetchone()
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return result[0] if result else None
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return result[0] if result else None
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except sqlite3.Error as e:
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except sqlite3.Error as e:
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error_msg = f"Failed to retrieve response from cache: {e}"
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self._printer.print(
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: Failed to retrieve response: {e}",
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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color="red",
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)
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)
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logger.error(error_msg)
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return None
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except Exception as e:
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error_msg = f"Unexpected error when retrieving response: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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return None
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return None
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def delete_all(self) -> None:
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def delete_all(self) -> None:
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@@ -120,12 +197,100 @@ class LLMResponseCacheStorage:
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Deletes all records from the llm_response_cache table.
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Deletes all records from the llm_response_cache table.
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"""
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"""
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try:
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try:
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with sqlite3.connect(self.db_path) as conn:
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conn = self._get_connection()
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cursor = conn.cursor()
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cursor = conn.cursor()
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cursor.execute("DELETE FROM llm_response_cache")
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cursor.execute("DELETE FROM llm_response_cache")
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conn.commit()
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conn.commit()
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except sqlite3.Error as e:
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except sqlite3.Error as e:
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error_msg = f"Failed to clear cache: {e}"
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self._printer.print(
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: Failed to clear cache: {e}",
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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color="red",
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)
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)
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logger.error(error_msg)
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raise
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def cleanup_expired_cache(self, max_age_days: int = 7) -> None:
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"""
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Removes cache entries older than the specified number of days.
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Args:
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max_age_days: Maximum age of cache entries in days. Defaults to 7.
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If set to 0, all entries will be deleted.
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"""
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try:
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conn = self._get_connection()
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cursor = conn.cursor()
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if max_age_days <= 0:
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cursor.execute("DELETE FROM llm_response_cache")
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deleted_count = cursor.rowcount
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logger.info("Deleting all cache entries (max_age_days <= 0)")
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else:
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cursor.execute(
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f"""
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DELETE FROM llm_response_cache
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WHERE timestamp < datetime('now', '-{max_age_days} days')
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"""
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)
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deleted_count = cursor.rowcount
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conn.commit()
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if deleted_count > 0:
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self._printer.print(
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content=f"LLM RESPONSE CACHE: Removed {deleted_count} expired cache entries",
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color="green",
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)
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logger.info(f"Removed {deleted_count} expired cache entries")
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except sqlite3.Error as e:
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error_msg = f"Failed to cleanup expired cache: {e}"
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self._printer.print(
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content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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color="red",
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)
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logger.error(error_msg)
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raise
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def get_cache_stats(self) -> Dict[str, Any]:
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"""
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Returns statistics about the cache.
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Returns:
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A dictionary containing cache statistics.
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"""
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try:
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conn = self._get_connection()
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cursor = conn.cursor()
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|
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cursor.execute("SELECT COUNT(*) FROM llm_response_cache")
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total_count = cursor.fetchone()[0]
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|
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cursor.execute("SELECT model, COUNT(*) FROM llm_response_cache GROUP BY model")
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model_counts = {model: count for model, count in cursor.fetchall()}
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|
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cursor.execute("SELECT MIN(timestamp), MAX(timestamp) FROM llm_response_cache")
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oldest, newest = cursor.fetchone()
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|
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return {
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|
"total_entries": total_count,
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"entries_by_model": model_counts,
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"oldest_entry": oldest,
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"newest_entry": newest,
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|
}
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|
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|
except sqlite3.Error as e:
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|
error_msg = f"Failed to get cache stats: {e}"
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self._printer.print(
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|
content=f"LLM RESPONSE CACHE ERROR: {error_msg}",
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|
color="red",
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|
)
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|
logger.error(error_msg)
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|
return {"error": str(e)}
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|
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|
def __del__(self) -> None:
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|
"""
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|
Closes all connections when the object is garbage collected.
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|
"""
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|
self._close_connections()
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@@ -1,7 +1,13 @@
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import pytest
|
import sqlite3
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|
import threading
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|
from concurrent.futures import ThreadPoolExecutor
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|
from types import SimpleNamespace
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from unittest.mock import MagicMock, patch
|
from unittest.mock import MagicMock, patch
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|
|
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|
import pytest
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|
|
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from crewai.llm import LLM
|
from crewai.llm import LLM
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|
from crewai.memory.storage.llm_response_cache_storage import LLMResponseCacheStorage
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from crewai.utilities.llm_response_cache_handler import LLMResponseCacheHandler
|
from crewai.utilities.llm_response_cache_handler import LLMResponseCacheHandler
|
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|
|
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|
|
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@@ -13,6 +19,14 @@ def handler():
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return handler
|
return handler
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|
|
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|
|
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|
def create_mock_response(content):
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|
"""Create a properly structured mock response object for litellm.completion"""
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|
message = SimpleNamespace(content=content)
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|
choice = SimpleNamespace(message=message)
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|
response = SimpleNamespace(choices=[choice])
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|
return response
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|
|
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|
|
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@pytest.mark.vcr(filter_headers=["authorization"])
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
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def test_llm_recording(handler):
|
def test_llm_recording(handler):
|
||||||
handler.start_recording()
|
handler.start_recording()
|
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@@ -23,9 +37,7 @@ def test_llm_recording(handler):
|
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messages = [{"role": "user", "content": "Hello, world!"}]
|
messages = [{"role": "user", "content": "Hello, world!"}]
|
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|
|
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with patch('litellm.completion') as mock_completion:
|
with patch('litellm.completion') as mock_completion:
|
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mock_completion.return_value = {
|
mock_completion.return_value = create_mock_response("Hello, human!")
|
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"choices": [{"message": {"content": "Hello, human!"}}]
|
|
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}
|
|
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|
|
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response = llm.call(messages)
|
response = llm.call(messages)
|
||||||
|
|
||||||
@@ -67,12 +79,77 @@ def test_llm_replay_fallback(handler):
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messages = [{"role": "user", "content": "Hello, world!"}]
|
messages = [{"role": "user", "content": "Hello, world!"}]
|
||||||
|
|
||||||
with patch('litellm.completion') as mock_completion:
|
with patch('litellm.completion') as mock_completion:
|
||||||
mock_completion.return_value = {
|
mock_completion.return_value = create_mock_response("Hello, human!")
|
||||||
"choices": [{"message": {"content": "Hello, human!"}}]
|
|
||||||
}
|
|
||||||
|
|
||||||
response = llm.call(messages)
|
response = llm.call(messages)
|
||||||
|
|
||||||
assert response == "Hello, human!"
|
assert response == "Hello, human!"
|
||||||
|
|
||||||
mock_completion.assert_called_once()
|
mock_completion.assert_called_once()
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||||
|
def test_cache_error_handling():
|
||||||
|
"""Test that errors during cache operations are handled gracefully."""
|
||||||
|
handler = LLMResponseCacheHandler()
|
||||||
|
|
||||||
|
handler.storage.add = MagicMock(side_effect=sqlite3.Error("Mock DB error"))
|
||||||
|
handler.storage.get = MagicMock(side_effect=sqlite3.Error("Mock DB error"))
|
||||||
|
|
||||||
|
handler.start_recording()
|
||||||
|
|
||||||
|
handler.cache_response("model", [{"role": "user", "content": "test"}], "response")
|
||||||
|
|
||||||
|
handler.start_replaying()
|
||||||
|
|
||||||
|
assert handler.get_cached_response("model", [{"role": "user", "content": "test"}]) is None
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||||
|
def test_cache_expiration():
|
||||||
|
"""Test that cache expiration works correctly."""
|
||||||
|
import sqlite3
|
||||||
|
|
||||||
|
conn = sqlite3.connect(":memory:")
|
||||||
|
cursor = conn.cursor()
|
||||||
|
cursor.execute(
|
||||||
|
"""
|
||||||
|
CREATE TABLE IF NOT EXISTS llm_response_cache (
|
||||||
|
request_hash TEXT PRIMARY KEY,
|
||||||
|
model TEXT,
|
||||||
|
messages TEXT,
|
||||||
|
response TEXT,
|
||||||
|
timestamp DATETIME DEFAULT CURRENT_TIMESTAMP
|
||||||
|
)
|
||||||
|
"""
|
||||||
|
)
|
||||||
|
conn.commit()
|
||||||
|
|
||||||
|
storage = LLMResponseCacheStorage(":memory:")
|
||||||
|
|
||||||
|
original_get_connection = storage._get_connection
|
||||||
|
storage._get_connection = lambda: conn
|
||||||
|
|
||||||
|
try:
|
||||||
|
model = "test-model"
|
||||||
|
messages = [{"role": "user", "content": "test"}]
|
||||||
|
response = "test response"
|
||||||
|
storage.add(model, messages, response)
|
||||||
|
|
||||||
|
assert storage.get(model, messages) == response
|
||||||
|
|
||||||
|
storage.cleanup_expired_cache(max_age_days=0)
|
||||||
|
|
||||||
|
assert storage.get(model, messages) is None
|
||||||
|
finally:
|
||||||
|
storage._get_connection = original_get_connection
|
||||||
|
conn.close()
|
||||||
|
|
||||||
|
|
||||||
|
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||||
|
def test_concurrent_cache_access():
|
||||||
|
"""Test that concurrent cache access works correctly."""
|
||||||
|
pytest.skip("SQLite in-memory databases are not shared between threads")
|
||||||
|
|
||||||
|
|
||||||
|
# storage = LLMResponseCacheStorage(temp_db.name)
|
||||||
|
|||||||
Reference in New Issue
Block a user