diff --git a/python/langsmith/_internal/_operations.py b/python/langsmith/_internal/_operations.py index 66decff0f..7eaab6290 100644 --- a/python/langsmith/_internal/_operations.py +++ b/python/langsmith/_internal/_operations.py @@ -1,18 +1,21 @@ from __future__ import annotations +import io import itertools import logging import uuid -from typing import Literal, Optional, Union, cast +from typing import Iterator, Literal, Optional, Sequence, Union, cast + +import zstandard as zstd from langsmith import schemas as ls_schemas from langsmith._internal import _orjson -from langsmith._internal._multipart import MultipartPart, MultipartPartsAndContext +from langsmith._internal._multipart import MultipartPart, MultipartPartsAndContext, join_multipart_parts_and_context from langsmith._internal._serde import dumps_json as _dumps_json logger = logging.getLogger(__name__) - +BOUNDARY = uuid.uuid4().hex class SerializedRunOperation: operation: Literal["post", "patch"] id: uuid.UUID @@ -271,3 +274,135 @@ def serialized_run_operation_to_multipart_parts_and_context( acc_parts, f"trace={op.trace_id},id={op.id}", ) + +class StreamingMultipartCompressor: + """Incrementally compress multipart form data from multiple traces.""" + + def __init__( + self, + *, + compression_level: int = 3, + blocksize: int = 65536, + boundary: str = BOUNDARY, + ): + self.compressor = zstd.ZstdCompressor(level=compression_level) + self.buffer = io.BytesIO() + self.blocksize = blocksize + self.boundary = boundary + + def _yield_and_reset_buffer(self) -> Iterator[bytes]: + # Yield the current compressed data and reset the buffer. + compressed_data = self.buffer.getvalue() + if compressed_data: + yield compressed_data + self.buffer.seek(0) + self.buffer.truncate() + + def _process_bytes( + self, + compressor: zstd.ZstdCompressionWriter, + data: Union[bytes, bytearray], + ) -> Iterator[bytes]: + with memoryview(data) as view: + for i in range(0, len(view), self.blocksize): + chunk = view[i:i + self.blocksize] + compressor.write(chunk) + yield from self._yield_and_reset_buffer() + + def compress_multipart_stream( + self, + parts_and_contexts: MultipartPartsAndContext, + ) -> Iterator[bytes]: + # Create a streaming compressor context + compressor = self.compressor.stream_writer(self.buffer, closefd=False) + + try: + for part_name, (filename, data, content_type, headers) in ( + parts_and_contexts.parts + ): + # Write part headers + part_header = ( + f'--{self.boundary}\r\n' + f'Content-Disposition: form-data; name="{part_name}"' + ) + if filename: + part_header += f'; filename="{filename}"' + part_header += f'\r\nContent-Type: {content_type}\r\n' + + for header_name, header_value in headers.items(): + part_header += f'{header_name}: {header_value}\r\n' + + part_header += '\r\n' + compressor.write(part_header.encode()) + # Yield compressed data to keep memory footprint small + yield from self._yield_and_reset_buffer() + + # Write part data in chunks + if isinstance(data, (bytes, bytearray)): + yield from self._process_bytes(compressor, data) + else: + # Handle other data types + compressor.write(str(data).encode()) + yield from self._yield_and_reset_buffer() + + # End of this part + compressor.write(b'\r\n') + yield from self._yield_and_reset_buffer() + + # Write final boundary + compressor.write(f'--{self.boundary}--\r\n'.encode()) + yield from self._yield_and_reset_buffer() + + finally: + # Close the compressor to flush any remaining data + compressor.close() + # Yield any final compressed data + yield from self._yield_and_reset_buffer() + + def close(self): + """Clean up resources after compression is complete.""" + if self.buffer: + self.buffer.close() + self.buffer = None + + def compress_operations( + self, + ops: Sequence[SerializedRunOperation], + *, + batch_size: Optional[int] = None, + ) -> Iterator[bytes]: + """Compress a sequence of operations into multipart form data. Used for batch run ingestion. + + Args: + ops: Sequence of operations to compress + batch_size: Optional batch size for processing operations + + Yields: + Compressed chunks of the multipart form data + """ + def chunk_ops(ops: Sequence[SerializedRunOperation], + size: Optional[int] = None, + ) -> Iterator[Sequence[SerializedRunOperation]]: + if size is None: + yield ops + return + + for i in range(0, len(ops), size): + yield ops[i:i + size] + + def get_multipart_parts( + batch: Sequence[SerializedRunOperation] + ) -> MultipartPartsAndContext: + parts_and_contexts = [] + for op in batch: + parts_and_contexts.append( + serialized_run_operation_to_multipart_parts_and_context(op) + ) + return join_multipart_parts_and_context( + parts_and_contexts + ) + + # Process operations in batches + for batch in chunk_ops(ops, batch_size): + multipart_data = get_multipart_parts(batch) + yield from self.compress_multipart_stream(multipart_data) diff --git a/python/langsmith/client.py b/python/langsmith/client.py index 1d27e7c99..274414fc2 100644 --- a/python/langsmith/client.py +++ b/python/langsmith/client.py @@ -33,6 +33,7 @@ import uuid import warnings import weakref +import zstandard as zstd from inspect import signature from queue import PriorityQueue from typing import ( @@ -58,9 +59,6 @@ import requests from requests import adapters as requests_adapters -from requests_toolbelt import ( # type: ignore[import-untyped] - multipart as rqtb_multipart, -) from typing_extensions import TypeGuard, overload from urllib3.poolmanager import PoolKey # type: ignore[attr-defined, import-untyped] from urllib3.util import Retry # type: ignore[import-untyped] @@ -89,6 +87,7 @@ from langsmith._internal._operations import ( SerializedFeedbackOperation, SerializedRunOperation, + StreamingMultipartCompressor, combine_serialized_queue_operations, serialize_feedback_dict, serialize_run_dict, @@ -1623,52 +1622,134 @@ def multipart_ingest( # sent the runs in multipart requests self._multipart_ingest_ops(serialized_ops) + # def decompress_multipart_stream(self, compressed_stream: Iterator[bytes], boundary: str = BOUNDARY) -> Iterator[tuple[str, bytes]]: + # """Decompress and parse a multipart form data stream. + + # Args: + # compressed_stream: Iterator of compressed bytes + # boundary: Multipart form boundary string + + # Yields: + # Tuples of (part_name, part_data) + # """ + # dctx = zstd.ZstdDecompressor() + + # # Concatenate all compressed chunks and decompress + # compressed_data = b''.join(compressed_stream) + # stream_reader = dctx.stream_reader(compressed_data) + # decompressed_data = stream_reader.read() + + # boundary_bytes = f'--{boundary}'.encode('utf-8') + # parts = decompressed_data.split(boundary_bytes) + # stream_reader.close() + + # for part in parts: + # if not part or part.startswith(b'--\r\n'): + # continue + + # # Split headers from content + # try: + # headers_raw, content = part.split(b'\r\n\r\n', 1) + # headers_text = headers_raw.decode('utf-8') + + # # Extract part name from Content-Disposition + # content_disp = next( + # line for line in headers_text.split('\r\n') + # if line.startswith('Content-Disposition:') + # ) + # part_name = content_disp.split('name="')[1].split('"')[0] + + # # Remove trailing \r\n + # if content.endswith(b'\r\n'): + # content = content[:-2] + + # yield part_name, content + + # except Exception as e: + # logger.warning(f"Failed to parse multipart form part: {e}") + # continue + + # def _send_multipart_req(self, acc: MultipartPartsAndContext, *, attempts: int = 3): + # """Test function that decompresses and validates the data locally""" + # compressor = StreamingMultipartCompressor(compression_level=3, blocksize=65536, boundary=BOUNDARY) + + # compressed_data_iter = compressor.compress_multipart_stream(acc) + + # # decompress and validate locally + # try: + # print("Decompressing and validating multipart data...") + # for part_name, content in self.decompress_multipart_stream(compressed_data_iter): + # print(f"Received part: {part_name}") + # print(f"Content length: {len(content)} bytes") + + # # Validate JSON content if applicable + # if part_name.endswith('.json'): + # try: + # json_content = _orjson.loads(content) + # print(f"Valid JSON content for {part_name}") + # except Exception as e: + # print(f"Invalid JSON content for {part_name}: {e}") + # raise + + # print("Successfully validated all multipart data") + # return True + + # except Exception as e: + # print(f"Failed to validate multipart data: {e}") + # raise + # finally: + # compressor.close() + def _send_multipart_req(self, acc: MultipartPartsAndContext, *, attempts: int = 3): - parts = acc.parts - _context = acc.context - for api_url, api_key in self._write_api_urls.items(): - for idx in range(1, attempts + 1): - try: - encoder = rqtb_multipart.MultipartEncoder(parts, boundary=BOUNDARY) - if encoder.len <= 20_000_000: # ~20 MB - data = encoder.to_string() - else: - data = encoder - self.request_with_retries( - "POST", - f"{api_url}/runs/multipart", - request_kwargs={ - "data": data, - "headers": { - **self._headers, - X_API_KEY: api_key, - "Content-Type": encoder.content_type, - }, - }, - stop_after_attempt=1, - _context=_context, - ) - break - except ls_utils.LangSmithConflictError: - break - except ( - ls_utils.LangSmithConnectionError, - ls_utils.LangSmithRequestTimeout, - ls_utils.LangSmithAPIError, - ) as exc: - if idx == attempts: - logger.warning(f"Failed to multipart ingest runs: {exc}") - else: - continue - except Exception as e: + try: + compressor = StreamingMultipartCompressor(compression_level=3, blocksize=65536, boundary=BOUNDARY) + + compressed_data_iter = compressor.compress_multipart_stream(acc) + + headers = { + **self._headers, + X_API_KEY: None, # Set inside the loop for each api_url + "Content-Type": f"multipart/form-data; boundary={BOUNDARY}", + "Content-Encoding": "zstd", + } + + for api_url, api_key in self._write_api_urls.items(): + headers[X_API_KEY] = api_key + for idx in range(1, attempts + 1): try: - exc_desc_lines = traceback.format_exception_only(type(e), e) - exc_desc = "".join(exc_desc_lines).rstrip() - logger.warning(f"Failed to multipart ingest runs: {exc_desc}") - except Exception: - logger.warning(f"Failed to multipart ingest runs: {repr(e)}") - # do not retry by default - return + self.request_with_retries( + "POST", + f"{api_url}/runs/multipart", + request_kwargs={ + "data": compressed_data_iter, + "headers": headers, + }, + stop_after_attempt=1, + _context=acc.context, + ) + break + except ls_utils.LangSmithConflictError: + break + except ( + ls_utils.LangSmithConnectionError, + ls_utils.LangSmithRequestTimeout, + ls_utils.LangSmithAPIError, + ) as exc: + if idx == attempts: + logger.warning(f"Failed to multipart ingest runs: {exc}") + else: + continue + except Exception as e: + try: + exc_desc_lines = traceback.format_exception_only(type(e), e) + exc_desc = "".join(exc_desc_lines).rstrip() + logger.warning(f"Failed to multipart ingest runs: {exc_desc}") + except Exception: + logger.warning(f"Failed to multipart ingest runs: {repr(e)}") + # do not retry by default + return + finally: + compressor.close() def update_run( self, diff --git a/python/poetry.lock b/python/poetry.lock index 77d4b5c08..ca3e7bc1a 100644 --- a/python/poetry.lock +++ b/python/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. 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