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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 | |