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* build(pyproject.toml): add new dev dependencies - for type checking * build: reformat files to fit black * ci: reformat to fit black * ci(test-litellm.yml): make tests run clear * build(pyproject.toml): add ruff * fix: fix ruff checks * build(mypy/): fix mypy linting errors * fix(hashicorp_secret_manager.py): fix passing cert for tls auth * build(mypy/): resolve all mypy errors * test: update test * fix: fix black formatting * build(pre-commit-config.yaml): use poetry run black * fix(proxy_server.py): fix linting error * fix: fix ruff safe representation error
170 lines
6.7 KiB
Python
170 lines
6.7 KiB
Python
"""
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This file contains the LangFuseHandler class
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Used to get the LangFuseLogger for a given request
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Handles Key/Team Based Langfuse Logging
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"""
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from typing import TYPE_CHECKING, Any, Dict, Optional
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from litellm.litellm_core_utils.litellm_logging import StandardCallbackDynamicParams
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from .langfuse import LangFuseLogger, LangfuseLoggingConfig
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if TYPE_CHECKING:
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from litellm.litellm_core_utils.litellm_logging import DynamicLoggingCache
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else:
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DynamicLoggingCache = Any
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class LangFuseHandler:
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@staticmethod
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def get_langfuse_logger_for_request(
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standard_callback_dynamic_params: StandardCallbackDynamicParams,
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in_memory_dynamic_logger_cache: DynamicLoggingCache,
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globalLangfuseLogger: Optional[LangFuseLogger] = None,
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) -> LangFuseLogger:
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"""
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This function is used to get the LangFuseLogger for a given request
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1. If dynamic credentials are passed
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- check if a LangFuseLogger is cached for the dynamic credentials
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- if cached LangFuseLogger is not found, create a new LangFuseLogger and cache it
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2. If dynamic credentials are not passed return the globalLangfuseLogger
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"""
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temp_langfuse_logger: Optional[LangFuseLogger] = globalLangfuseLogger
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if (
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LangFuseHandler._dynamic_langfuse_credentials_are_passed(
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standard_callback_dynamic_params
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)
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is False
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):
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return LangFuseHandler._return_global_langfuse_logger(
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globalLangfuseLogger=globalLangfuseLogger,
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in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache,
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)
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# get langfuse logging config to use for this request, based on standard_callback_dynamic_params
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_credentials = LangFuseHandler.get_dynamic_langfuse_logging_config(
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globalLangfuseLogger=globalLangfuseLogger,
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standard_callback_dynamic_params=standard_callback_dynamic_params,
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)
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credentials_dict = dict(_credentials)
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# check if langfuse logger is already cached
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temp_langfuse_logger = in_memory_dynamic_logger_cache.get_cache(
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credentials=credentials_dict, service_name="langfuse"
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)
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# if not cached, create a new langfuse logger and cache it
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if temp_langfuse_logger is None:
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temp_langfuse_logger = (
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LangFuseHandler._create_langfuse_logger_from_credentials(
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credentials=credentials_dict,
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in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache,
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)
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)
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return temp_langfuse_logger
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@staticmethod
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def _return_global_langfuse_logger(
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globalLangfuseLogger: Optional[LangFuseLogger],
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in_memory_dynamic_logger_cache: DynamicLoggingCache,
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) -> LangFuseLogger:
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"""
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Returns the Global LangfuseLogger set on litellm
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(this is the default langfuse logger - used when no dynamic credentials are passed)
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If no Global LangfuseLogger is set, it will check in_memory_dynamic_logger_cache for a cached LangFuseLogger
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This function is used to return the globalLangfuseLogger if it exists, otherwise it will check in_memory_dynamic_logger_cache for a cached LangFuseLogger
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"""
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if globalLangfuseLogger is not None:
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return globalLangfuseLogger
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credentials_dict: Dict[
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str, Any
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] = (
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{}
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) # the global langfuse logger uses Environment Variables, there are no dynamic credentials
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globalLangfuseLogger = in_memory_dynamic_logger_cache.get_cache(
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credentials=credentials_dict,
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service_name="langfuse",
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)
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if globalLangfuseLogger is None:
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globalLangfuseLogger = (
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LangFuseHandler._create_langfuse_logger_from_credentials(
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credentials=credentials_dict,
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in_memory_dynamic_logger_cache=in_memory_dynamic_logger_cache,
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)
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)
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return globalLangfuseLogger
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@staticmethod
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def _create_langfuse_logger_from_credentials(
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credentials: Dict,
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in_memory_dynamic_logger_cache: DynamicLoggingCache,
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) -> LangFuseLogger:
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"""
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This function is used to
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1. create a LangFuseLogger from the credentials
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2. cache the LangFuseLogger to prevent re-creating it for the same credentials
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"""
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langfuse_logger = LangFuseLogger(
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langfuse_public_key=credentials.get("langfuse_public_key"),
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langfuse_secret=credentials.get("langfuse_secret"),
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langfuse_host=credentials.get("langfuse_host"),
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)
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in_memory_dynamic_logger_cache.set_cache(
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credentials=credentials,
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service_name="langfuse",
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logging_obj=langfuse_logger,
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)
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return langfuse_logger
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@staticmethod
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def get_dynamic_langfuse_logging_config(
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standard_callback_dynamic_params: StandardCallbackDynamicParams,
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globalLangfuseLogger: Optional[LangFuseLogger] = None,
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) -> LangfuseLoggingConfig:
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"""
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This function is used to get the Langfuse logging config to use for a given request.
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It checks if the dynamic parameters are provided in the standard_callback_dynamic_params and uses them to get the Langfuse logging config.
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If no dynamic parameters are provided, it uses the `globalLangfuseLogger` values
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"""
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# only use dynamic params if langfuse credentials are passed dynamically
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return LangfuseLoggingConfig(
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langfuse_secret=standard_callback_dynamic_params.get("langfuse_secret")
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or standard_callback_dynamic_params.get("langfuse_secret_key"),
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langfuse_public_key=standard_callback_dynamic_params.get(
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"langfuse_public_key"
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),
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langfuse_host=standard_callback_dynamic_params.get("langfuse_host"),
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)
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@staticmethod
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def _dynamic_langfuse_credentials_are_passed(
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standard_callback_dynamic_params: StandardCallbackDynamicParams,
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) -> bool:
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"""
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This function is used to check if the dynamic langfuse credentials are passed in standard_callback_dynamic_params
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Returns:
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bool: True if the dynamic langfuse credentials are passed, False otherwise
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"""
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if (
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standard_callback_dynamic_params.get("langfuse_host") is not None
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or standard_callback_dynamic_params.get("langfuse_public_key") is not None
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or standard_callback_dynamic_params.get("langfuse_secret") is not None
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or standard_callback_dynamic_params.get("langfuse_secret_key") is not None
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):
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return True
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return False
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