litellm/tests/logging_callback_tests/test_langfuse_unit_tests.py
Krish Dholakia 9160d80fa5
LiteLLM Minor Fixes & Improvements (11/12/2024) (#6705)
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test
2024-11-12 22:50:51 +05:30

259 lines
8.5 KiB
Python

import os
import sys
import threading
from datetime import datetime
sys.path.insert(
0, os.path.abspath("../..")
) # Adds the parent directory to the system-path
import pytest
from litellm.integrations.langfuse.langfuse import (
LangFuseLogger,
)
from litellm.integrations.langfuse.langfuse_handler import LangFuseHandler
from litellm.types.utils import StandardCallbackDynamicParams
from litellm.litellm_core_utils.litellm_logging import DynamicLoggingCache
from unittest.mock import Mock, patch
@pytest.fixture
def dynamic_logging_cache():
return DynamicLoggingCache()
global_langfuse_logger = LangFuseLogger(
langfuse_public_key="global_public_key",
langfuse_secret="global_secret",
langfuse_host="https://global.langfuse.com",
)
# IMPORTANT: Test that passing both langfuse_secret_key and langfuse_secret works
standard_params_1 = StandardCallbackDynamicParams(
langfuse_public_key="test_public_key",
langfuse_secret="test_secret",
langfuse_host="https://test.langfuse.com",
)
standard_params_2 = StandardCallbackDynamicParams(
langfuse_public_key="test_public_key",
langfuse_secret_key="test_secret",
langfuse_host="https://test.langfuse.com",
)
@pytest.mark.parametrize("globalLangfuseLogger", [None, global_langfuse_logger])
@pytest.mark.parametrize("standard_params", [standard_params_1, standard_params_2])
def test_get_langfuse_logger_for_request_with_dynamic_params(
dynamic_logging_cache, globalLangfuseLogger, standard_params
):
"""
If StandardCallbackDynamicParams contain langfuse credentials the returned Langfuse logger should use the dynamic params
the new Langfuse logger should be cached
Even if globalLangfuseLogger is provided, it should use dynamic params if they are passed
"""
result = LangFuseHandler.get_langfuse_logger_for_request(
standard_callback_dynamic_params=standard_params,
in_memory_dynamic_logger_cache=dynamic_logging_cache,
globalLangfuseLogger=globalLangfuseLogger,
)
assert isinstance(result, LangFuseLogger)
assert result.public_key == "test_public_key"
assert result.secret_key == "test_secret"
assert result.langfuse_host == "https://test.langfuse.com"
print("langfuse logger=", result)
print("vars in langfuse logger=", vars(result))
# Check if the logger is cached
cached_logger = dynamic_logging_cache.get_cache(
credentials={
"langfuse_public_key": "test_public_key",
"langfuse_secret": "test_secret",
"langfuse_host": "https://test.langfuse.com",
},
service_name="langfuse",
)
assert cached_logger is result
@pytest.mark.parametrize("globalLangfuseLogger", [None, global_langfuse_logger])
def test_get_langfuse_logger_for_request_with_no_dynamic_params(
dynamic_logging_cache, globalLangfuseLogger
):
"""
If StandardCallbackDynamicParams are not provided, the globalLangfuseLogger should be returned
"""
result = LangFuseHandler.get_langfuse_logger_for_request(
standard_callback_dynamic_params=StandardCallbackDynamicParams(),
in_memory_dynamic_logger_cache=dynamic_logging_cache,
globalLangfuseLogger=globalLangfuseLogger,
)
assert result is not None
assert isinstance(result, LangFuseLogger)
print("langfuse logger=", result)
if globalLangfuseLogger is not None:
assert result.public_key == "global_public_key"
assert result.secret_key == "global_secret"
assert result.langfuse_host == "https://global.langfuse.com"
def test_dynamic_langfuse_credentials_are_passed():
# Test when credentials are passed
params_with_credentials = StandardCallbackDynamicParams(
langfuse_public_key="test_key",
langfuse_secret="test_secret",
langfuse_host="https://test.langfuse.com",
)
assert (
LangFuseHandler._dynamic_langfuse_credentials_are_passed(
params_with_credentials
)
is True
)
# Test when no credentials are passed
params_without_credentials = StandardCallbackDynamicParams()
assert (
LangFuseHandler._dynamic_langfuse_credentials_are_passed(
params_without_credentials
)
is False
)
# Test when only some credentials are passed
params_partial_credentials = StandardCallbackDynamicParams(
langfuse_public_key="test_key"
)
assert (
LangFuseHandler._dynamic_langfuse_credentials_are_passed(
params_partial_credentials
)
is True
)
def test_get_dynamic_langfuse_logging_config():
# Test with dynamic params
dynamic_params = StandardCallbackDynamicParams(
langfuse_public_key="dynamic_key",
langfuse_secret="dynamic_secret",
langfuse_host="https://dynamic.langfuse.com",
)
config = LangFuseHandler.get_dynamic_langfuse_logging_config(dynamic_params)
assert config["langfuse_public_key"] == "dynamic_key"
assert config["langfuse_secret"] == "dynamic_secret"
assert config["langfuse_host"] == "https://dynamic.langfuse.com"
# Test with no dynamic params
empty_params = StandardCallbackDynamicParams()
config = LangFuseHandler.get_dynamic_langfuse_logging_config(empty_params)
assert config["langfuse_public_key"] is None
assert config["langfuse_secret"] is None
assert config["langfuse_host"] is None
def test_return_global_langfuse_logger():
mock_cache = Mock()
global_logger = LangFuseLogger(
langfuse_public_key="global_key", langfuse_secret="global_secret"
)
# Test with existing global logger
result = LangFuseHandler._return_global_langfuse_logger(global_logger, mock_cache)
assert result == global_logger
# Test without global logger, but with cached logger, should return cached logger
mock_cache.get_cache.return_value = global_logger
result = LangFuseHandler._return_global_langfuse_logger(None, mock_cache)
assert result == global_logger
# Test without global logger and without cached logger, should create new logger
mock_cache.get_cache.return_value = None
with patch.object(
LangFuseHandler,
"_create_langfuse_logger_from_credentials",
return_value=global_logger,
):
result = LangFuseHandler._return_global_langfuse_logger(None, mock_cache)
assert result == global_logger
def test_get_langfuse_logger_for_request_with_cached_logger():
"""
Test that get_langfuse_logger_for_request returns the cached logger if it exists when dynamic params are passed
"""
mock_cache = Mock()
cached_logger = LangFuseLogger(
langfuse_public_key="cached_key", langfuse_secret="cached_secret"
)
mock_cache.get_cache.return_value = cached_logger
dynamic_params = StandardCallbackDynamicParams(
langfuse_public_key="test_key",
langfuse_secret="test_secret",
langfuse_host="https://test.langfuse.com",
)
result = LangFuseHandler.get_langfuse_logger_for_request(
standard_callback_dynamic_params=dynamic_params,
in_memory_dynamic_logger_cache=mock_cache,
globalLangfuseLogger=None,
)
assert result == cached_logger
mock_cache.get_cache.assert_called_once()
@pytest.mark.parametrize(
"metadata, expected_metadata",
[
({"a": 1, "b": 2, "c": 3}, {"a": 1, "b": 2, "c": 3}),
(
{"a": {"nested_a": 1}, "b": {"nested_b": 2}},
{"a": {"nested_a": 1}, "b": {"nested_b": 2}},
),
({"a": [1, 2, 3], "b": {4, 5, 6}}, {"a": [1, 2, 3], "b": {4, 5, 6}}),
(
{"a": (1, 2), "b": frozenset([3, 4]), "c": {"d": [5, 6]}},
{"a": (1, 2), "b": frozenset([3, 4]), "c": {"d": [5, 6]}},
),
({"lock": threading.Lock()}, {}),
({"func": lambda x: x + 1}, {}),
(
{
"int": 42,
"str": "hello",
"list": [1, 2, 3],
"set": {4, 5},
"dict": {"nested": "value"},
"non_copyable": threading.Lock(),
"function": print,
},
{
"int": 42,
"str": "hello",
"list": [1, 2, 3],
"set": {4, 5},
"dict": {"nested": "value"},
},
),
(
{"list": ["list", "not", "a", "dict"]},
{"list": ["list", "not", "a", "dict"]},
),
({}, {}),
(None, None),
],
)
def test_langfuse_logger_prepare_metadata(metadata, expected_metadata):
result = global_langfuse_logger._prepare_metadata(metadata)
assert result == expected_metadata