mirror of
https://github.com/tiennm99/litellm.git
synced 2026-06-17 18:48:36 +00:00
Alexsander Hamir
eaa04cd8ce
* fix: use fastuuid helper across the codebase First batch of changes, simple drop in replacement. * second batch of changes * fixed: script mistake on helper file
360 lines
15 KiB
Python
360 lines
15 KiB
Python
### What this tests ####
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## This test asserts the type of data passed into each method of the custom callback handler
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import asyncio
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import inspect
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import os
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import sys
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import time
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import traceback
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from litellm._uuid import uuid
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from datetime import datetime
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import pytest
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from pydantic import BaseModel
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sys.path.insert(0, os.path.abspath("../.."))
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from typing import List, Literal, Optional, Union
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from unittest.mock import AsyncMock, MagicMock, patch
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import litellm
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from litellm import Cache, completion, embedding
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from litellm.integrations.custom_logger import CustomLogger
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from litellm.types.utils import LiteLLMCommonStrings
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# Test Scenarios (test across completion, streaming, embedding)
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## 1: Pre-API-Call
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## 2: Post-API-Call
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## 3: On LiteLLM Call success
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## 4: On LiteLLM Call failure
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## 5. Caching
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# Test models
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## 1. OpenAI
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## 2. Azure OpenAI
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## 3. Non-OpenAI/Azure - e.g. Bedrock
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# Test interfaces
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## 1. litellm.completion() + litellm.embeddings()
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## refer to test_custom_callback_input_router.py for the router + proxy tests
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class CompletionCustomHandler(
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CustomLogger
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): # https://docs.litellm.ai/docs/observability/custom_callback#callback-class
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"""
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The set of expected inputs to a custom handler for a
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"""
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# Class variables or attributes
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def __init__(self):
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self.errors = []
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self.states: List[
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Literal[
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"sync_pre_api_call",
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"async_pre_api_call",
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"post_api_call",
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"sync_stream",
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"async_stream",
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"sync_success",
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"async_success",
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"sync_failure",
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"async_failure",
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]
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] = []
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def log_pre_api_call(self, model, messages, kwargs):
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try:
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self.states.append("sync_pre_api_call")
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## MODEL
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assert isinstance(model, str)
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## MESSAGES
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assert isinstance(messages, list)
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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### METADATA
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metadata_value = kwargs["litellm_params"].get("metadata")
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assert metadata_value is None or isinstance(metadata_value, dict)
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if metadata_value is not None:
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if litellm.turn_off_message_logging is True:
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assert (
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metadata_value["raw_request"]
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is LiteLLMCommonStrings.redacted_by_litellm.value
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)
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else:
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assert "raw_request" not in metadata_value or isinstance(
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metadata_value["raw_request"], str
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)
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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def log_post_api_call(self, kwargs, response_obj, start_time, end_time):
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try:
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self.states.append("post_api_call")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert end_time == None
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## RESPONSE OBJECT
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assert response_obj == None
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert isinstance(kwargs["input"], (list, dict, str))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert (
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isinstance(
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kwargs["original_response"],
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(str, litellm.CustomStreamWrapper, BaseModel),
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)
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or inspect.iscoroutine(kwargs["original_response"])
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or inspect.isasyncgen(kwargs["original_response"])
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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async def async_log_stream_event(self, kwargs, response_obj, start_time, end_time):
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try:
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self.states.append("async_stream")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert isinstance(end_time, datetime)
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## RESPONSE OBJECT
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assert isinstance(response_obj, litellm.ModelResponse)
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list) and isinstance(
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kwargs["messages"][0], dict
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)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert (
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isinstance(kwargs["input"], list)
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and isinstance(kwargs["input"][0], dict)
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) or isinstance(kwargs["input"], (dict, str))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert (
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isinstance(
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kwargs["original_response"], (str, litellm.CustomStreamWrapper)
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)
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or inspect.isasyncgen(kwargs["original_response"])
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or inspect.iscoroutine(kwargs["original_response"])
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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def log_success_event(self, kwargs, response_obj, start_time, end_time):
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try:
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print(f"\n\nkwargs={kwargs}\n\n")
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print(
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json.dumps(kwargs, default=str)
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) # this is a test to confirm no circular references are in the logging object
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self.states.append("sync_success")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert isinstance(end_time, datetime)
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## RESPONSE OBJECT
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assert isinstance(
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response_obj,
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(
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litellm.ModelResponse,
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litellm.EmbeddingResponse,
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litellm.ImageResponse,
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),
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)
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list) and isinstance(
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kwargs["messages"][0], dict
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)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["litellm_params"]["api_base"], str)
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assert kwargs["cache_hit"] is None or isinstance(kwargs["cache_hit"], bool)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert (
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isinstance(kwargs["input"], list)
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and (
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isinstance(kwargs["input"][0], dict)
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or isinstance(kwargs["input"][0], str)
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)
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) or isinstance(kwargs["input"], (dict, str))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert isinstance(
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kwargs["original_response"],
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(str, litellm.CustomStreamWrapper, BaseModel),
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), "Original Response={}. Allowed types=[str, litellm.CustomStreamWrapper, BaseModel]".format(
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kwargs["original_response"]
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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assert isinstance(kwargs["response_cost"], (float, type(None)))
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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def log_failure_event(self, kwargs, response_obj, start_time, end_time):
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try:
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print(f"kwargs: {kwargs}")
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self.states.append("sync_failure")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert isinstance(end_time, datetime)
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## RESPONSE OBJECT
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assert response_obj == None
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list) and isinstance(
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kwargs["messages"][0], dict
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)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["litellm_params"]["metadata"], Optional[dict])
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert (
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isinstance(kwargs["input"], list)
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and isinstance(kwargs["input"][0], dict)
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) or isinstance(kwargs["input"], (dict, str))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert (
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isinstance(
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kwargs["original_response"], (str, litellm.CustomStreamWrapper)
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)
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or kwargs["original_response"] == None
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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async def async_log_pre_api_call(self, model, messages, kwargs):
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try:
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self.states.append("async_pre_api_call")
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## MODEL
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assert isinstance(model, str)
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## MESSAGES
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assert isinstance(messages, list) and isinstance(messages[0], dict)
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list) and isinstance(
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kwargs["messages"][0], dict
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)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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except Exception as e:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
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try:
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print(
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"in async_log_success_event", kwargs, response_obj, start_time, end_time
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)
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self.states.append("async_success")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert isinstance(end_time, datetime)
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## RESPONSE OBJECT
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assert isinstance(
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response_obj,
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(
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litellm.ModelResponse,
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litellm.EmbeddingResponse,
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litellm.TextCompletionResponse,
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),
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)
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["litellm_params"]["api_base"], str)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["completion_start_time"], datetime)
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assert kwargs["cache_hit"] is None or isinstance(kwargs["cache_hit"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert isinstance(kwargs["input"], (list, dict, str))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert (
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isinstance(
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kwargs["original_response"], (str, litellm.CustomStreamWrapper)
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)
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or inspect.isasyncgen(kwargs["original_response"])
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or inspect.iscoroutine(kwargs["original_response"])
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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assert kwargs["cache_hit"] is None or isinstance(kwargs["cache_hit"], bool)
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assert isinstance(kwargs["response_cost"], (float, type(None)))
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
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try:
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self.states.append("async_failure")
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## START TIME
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assert isinstance(start_time, datetime)
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## END TIME
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assert isinstance(end_time, datetime)
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## RESPONSE OBJECT
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assert response_obj == None
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## KWARGS
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assert isinstance(kwargs["model"], str)
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assert isinstance(kwargs["messages"], list)
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assert isinstance(kwargs["optional_params"], dict)
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assert isinstance(kwargs["litellm_params"], dict)
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assert isinstance(kwargs["start_time"], (datetime, type(None)))
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assert isinstance(kwargs["stream"], bool)
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assert isinstance(kwargs["user"], (str, type(None)))
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assert isinstance(kwargs["input"], (list, str, dict))
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assert isinstance(kwargs["api_key"], (str, type(None)))
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assert (
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isinstance(
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kwargs["original_response"], (str, litellm.CustomStreamWrapper)
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)
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or inspect.isasyncgen(kwargs["original_response"])
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or inspect.iscoroutine(kwargs["original_response"])
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or kwargs["original_response"] == None
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)
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assert isinstance(kwargs["additional_args"], (dict, type(None)))
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assert isinstance(kwargs["log_event_type"], str)
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except Exception:
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print(f"Assertion Error: {traceback.format_exc()}")
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self.errors.append(traceback.format_exc())
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