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import asyncio |
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import threading |
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from datetime import datetime |
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from typing import List, Optional |
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import httpx |
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from litellm._logging import verbose_proxy_logger |
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from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj |
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from litellm.proxy._types import PassThroughEndpointLoggingResultValues |
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from litellm.types.utils import StandardPassThroughResponseObject |
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from .llm_provider_handlers.anthropic_passthrough_logging_handler import ( |
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AnthropicPassthroughLoggingHandler, |
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) |
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from .llm_provider_handlers.vertex_passthrough_logging_handler import ( |
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VertexPassthroughLoggingHandler, |
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) |
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from .success_handler import PassThroughEndpointLogging |
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from .types import EndpointType |
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class PassThroughStreamingHandler: |
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@staticmethod |
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async def chunk_processor( |
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response: httpx.Response, |
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request_body: Optional[dict], |
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litellm_logging_obj: LiteLLMLoggingObj, |
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endpoint_type: EndpointType, |
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start_time: datetime, |
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passthrough_success_handler_obj: PassThroughEndpointLogging, |
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url_route: str, |
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): |
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""" |
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- Yields chunks from the response |
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- Collect non-empty chunks for post-processing (logging) |
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""" |
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try: |
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raw_bytes: List[bytes] = [] |
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async for chunk in response.aiter_bytes(): |
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raw_bytes.append(chunk) |
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yield chunk |
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end_time = datetime.now() |
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asyncio.create_task( |
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PassThroughStreamingHandler._route_streaming_logging_to_handler( |
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litellm_logging_obj=litellm_logging_obj, |
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passthrough_success_handler_obj=passthrough_success_handler_obj, |
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url_route=url_route, |
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request_body=request_body or {}, |
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endpoint_type=endpoint_type, |
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start_time=start_time, |
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raw_bytes=raw_bytes, |
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end_time=end_time, |
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) |
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) |
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except Exception as e: |
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verbose_proxy_logger.error(f"Error in chunk_processor: {str(e)}") |
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raise |
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@staticmethod |
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async def _route_streaming_logging_to_handler( |
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litellm_logging_obj: LiteLLMLoggingObj, |
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passthrough_success_handler_obj: PassThroughEndpointLogging, |
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url_route: str, |
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request_body: dict, |
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endpoint_type: EndpointType, |
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start_time: datetime, |
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raw_bytes: List[bytes], |
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end_time: datetime, |
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): |
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""" |
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Route the logging for the collected chunks to the appropriate handler |
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Supported endpoint types: |
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- Anthropic |
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- Vertex AI |
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""" |
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all_chunks = PassThroughStreamingHandler._convert_raw_bytes_to_str_lines( |
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raw_bytes |
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) |
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standard_logging_response_object: Optional[ |
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PassThroughEndpointLoggingResultValues |
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] = None |
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kwargs: dict = {} |
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if endpoint_type == EndpointType.ANTHROPIC: |
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anthropic_passthrough_logging_handler_result = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks( |
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litellm_logging_obj=litellm_logging_obj, |
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passthrough_success_handler_obj=passthrough_success_handler_obj, |
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url_route=url_route, |
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request_body=request_body, |
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endpoint_type=endpoint_type, |
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start_time=start_time, |
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all_chunks=all_chunks, |
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end_time=end_time, |
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) |
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standard_logging_response_object = ( |
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anthropic_passthrough_logging_handler_result["result"] |
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) |
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kwargs = anthropic_passthrough_logging_handler_result["kwargs"] |
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elif endpoint_type == EndpointType.VERTEX_AI: |
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vertex_passthrough_logging_handler_result = ( |
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VertexPassthroughLoggingHandler._handle_logging_vertex_collected_chunks( |
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litellm_logging_obj=litellm_logging_obj, |
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passthrough_success_handler_obj=passthrough_success_handler_obj, |
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url_route=url_route, |
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request_body=request_body, |
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endpoint_type=endpoint_type, |
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start_time=start_time, |
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all_chunks=all_chunks, |
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end_time=end_time, |
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) |
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) |
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standard_logging_response_object = ( |
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vertex_passthrough_logging_handler_result["result"] |
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) |
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kwargs = vertex_passthrough_logging_handler_result["kwargs"] |
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if standard_logging_response_object is None: |
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standard_logging_response_object = StandardPassThroughResponseObject( |
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response=f"cannot parse chunks to standard response object. Chunks={all_chunks}" |
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) |
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threading.Thread( |
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target=litellm_logging_obj.success_handler, |
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args=( |
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standard_logging_response_object, |
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start_time, |
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end_time, |
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False, |
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), |
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).start() |
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await litellm_logging_obj.async_success_handler( |
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result=standard_logging_response_object, |
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start_time=start_time, |
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end_time=end_time, |
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cache_hit=False, |
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**kwargs, |
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) |
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@staticmethod |
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def _convert_raw_bytes_to_str_lines(raw_bytes: List[bytes]) -> List[str]: |
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""" |
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Converts a list of raw bytes into a list of string lines, similar to aiter_lines() |
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Args: |
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raw_bytes: List of bytes chunks from aiter.bytes() |
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Returns: |
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List of string lines, with each line being a complete data: {} chunk |
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""" |
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combined_str = b"".join(raw_bytes).decode("utf-8") |
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lines = [line.strip() for line in combined_str.split("\n") if line.strip()] |
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return lines |
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