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