diff --git a/python/docs/templates/zstandard/COPYRIGHT.txt b/python/docs/templates/zstandard/COPYRIGHT.txt new file mode 100644 index 000000000..912c1883e --- /dev/null +++ b/python/docs/templates/zstandard/COPYRIGHT.txt @@ -0,0 +1,27 @@ +Copyright (c) 2016, Gregory Szorc +All rights reserved. + +Redistribution and use in source and binary forms, with or without modification, +are permitted provided that the following conditions are met: + +1. Redistributions of source code must retain the above copyright notice, this +list of conditions and the following disclaimer. + +2. Redistributions in binary form must reproduce the above copyright notice, +this list of conditions and the following disclaimer in the documentation +and/or other materials provided with the distribution. + +3. Neither the name of the copyright holder nor the names of its contributors +may be used to endorse or promote products derived from this software without +specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR +ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES +(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; +LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON +ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT +(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS +SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/python/langsmith/_internal/_background_thread.py b/python/langsmith/_internal/_background_thread.py index c0f3d46ab..ef83ac23f 100644 --- a/python/langsmith/_internal/_background_thread.py +++ b/python/langsmith/_internal/_background_thread.py @@ -1,14 +1,18 @@ from __future__ import annotations +import concurrent.futures as cf import functools +import io import logging import sys import threading import weakref +from multiprocessing import cpu_count from queue import Empty, Queue from typing import ( TYPE_CHECKING, List, + Optional, Union, cast, ) @@ -18,6 +22,7 @@ _AUTO_SCALE_DOWN_NEMPTY_TRIGGER, _AUTO_SCALE_UP_NTHREADS_LIMIT, _AUTO_SCALE_UP_QSIZE_TRIGGER, + _BOUNDARY, ) from langsmith._internal._operations import ( SerializedFeedbackOperation, @@ -30,6 +35,8 @@ logger = logging.getLogger("langsmith.client") +HTTP_REQUEST_THREAD_POOL = cf.ThreadPoolExecutor(max_workers=cpu_count() * 3) + @functools.total_ordering class TracingQueueItem: @@ -88,6 +95,37 @@ def _tracing_thread_drain_queue( return next_batch +def _tracing_thread_drain_compressed_buffer( + client: Client, size_limit: int = 100, size_limit_bytes: int | None = 20_971_520 +) -> Optional[io.BytesIO]: + assert client.compressed_runs is not None + with client.compressed_runs.lock: + current_size = client.compressed_runs.buffer.tell() + + if size_limit is not None and size_limit <= 0: + raise ValueError(f"size_limit must be positive; got {size_limit}") + if size_limit_bytes is not None and size_limit_bytes < 0: + raise ValueError( + f"size_limit_bytes must be nonnegative; got {size_limit_bytes}" + ) + + if (size_limit_bytes is None or current_size < size_limit_bytes) and ( + size_limit is None or client.compressed_runs.run_count < size_limit + ): + return None + + # Write final boundary and close compression stream + client.compressed_runs.compressor_writer.write(f"--{_BOUNDARY}--\r\n".encode()) + client.compressed_runs.compressor_writer.close() + + filled_buffer = client.compressed_runs.buffer + + client.compressed_runs.reset() + + filled_buffer.seek(0) + return filled_buffer + + def _tracing_thread_handle_batch( client: Client, tracing_queue: Queue, @@ -200,6 +238,85 @@ def keep_thread_active() -> bool: _tracing_thread_handle_batch(client, tracing_queue, next_batch, use_multipart) +def tracing_control_thread_func_compress_parallel( + client_ref: weakref.ref[Client], +) -> None: + client = client_ref() + if client is None: + return + + batch_ingest_config = _ensure_ingest_config(client.info) + size_limit: int = batch_ingest_config["size_limit"] + size_limit_bytes = batch_ingest_config.get("size_limit_bytes", 20_971_520) + num_known_refs = 3 + + def keep_thread_active() -> bool: + # if `client.cleanup()` was called, stop thread + if not client or ( + hasattr(client, "_manual_cleanup") and client._manual_cleanup + ): + return False + if not threading.main_thread().is_alive(): + # main thread is dead. should not be active + return False + if hasattr(sys, "getrefcount"): + # check if client refs count indicates we're the only remaining + # reference to the client + + # Count active threads + thread_pool = HTTP_REQUEST_THREAD_POOL._threads + active_count = sum( + 1 for thread in thread_pool if thread is not None and thread.is_alive() + ) + + return sys.getrefcount(client) > num_known_refs + active_count + else: + # in PyPy, there is no sys.getrefcount attribute + # for now, keep thread alive + return True + + while True: + triggered = client._data_available_event.wait(timeout=0.05) + if not keep_thread_active(): + break + if not triggered: + continue + client._data_available_event.clear() + + data_stream = _tracing_thread_drain_compressed_buffer( + client, size_limit, size_limit_bytes + ) + + if data_stream is not None: + try: + future = HTTP_REQUEST_THREAD_POOL.submit( + client._send_compressed_multipart_req, data_stream + ) + client._futures.add(future) + except RuntimeError: + client._send_compressed_multipart_req(data_stream) + + # Drain the buffer on exit + try: + final_data_stream = _tracing_thread_drain_compressed_buffer( + client, size_limit=1, size_limit_bytes=1 + ) # Force final drain + if final_data_stream is not None: + try: + cf.wait( + [ + HTTP_REQUEST_THREAD_POOL.submit( + client._send_compressed_multipart_req, final_data_stream + ) + ] + ) + except RuntimeError: + client._send_compressed_multipart_req(final_data_stream) + + except Exception: + logger.error("Error in final cleanup", exc_info=True) + + def _tracing_sub_thread_func( client_ref: weakref.ref[Client], use_multipart: bool, diff --git a/python/langsmith/_internal/_compressed_runs.py b/python/langsmith/_internal/_compressed_runs.py new file mode 100644 index 000000000..a30fbb7a1 --- /dev/null +++ b/python/langsmith/_internal/_compressed_runs.py @@ -0,0 +1,40 @@ +import io +import threading + +try: + from zstandard import ZstdCompressor # type: ignore[import] + + HAVE_ZSTD = True +except ImportError: + HAVE_ZSTD = False + +from langsmith import utils as ls_utils + +compression_level = ls_utils.get_env_var("RUN_COMPRESSION_LEVEL", 3) + + +class CompressedRuns: + def __init__(self): + self.buffer = io.BytesIO() + self.run_count = 0 + self.lock = threading.Lock() + if not HAVE_ZSTD: + raise ImportError( + "zstandard package required for compression. " + "Install with 'pip install langsmith[compression]'" + ) + self.compressor_writer = ZstdCompressor( + level=compression_level, threads=-1 + ).stream_writer(self.buffer, closefd=False) + + def reset(self): + self.buffer = io.BytesIO() + self.run_count = 0 + if not HAVE_ZSTD: + raise ImportError( + "zstandard package required for compression. " + "Install with 'pip install langsmith[compression]'" + ) + self.compressor_writer = ZstdCompressor( + level=compression_level, threads=-1 + ).stream_writer(self.buffer, closefd=False) diff --git a/python/langsmith/_internal/_constants.py b/python/langsmith/_internal/_constants.py index 1703d9e88..43505024f 100644 --- a/python/langsmith/_internal/_constants.py +++ b/python/langsmith/_internal/_constants.py @@ -1,5 +1,8 @@ +import uuid + _SIZE_LIMIT_BYTES = 20_971_520 # 20MB by default _AUTO_SCALE_UP_QSIZE_TRIGGER = 200 _AUTO_SCALE_UP_NTHREADS_LIMIT = 32 _AUTO_SCALE_DOWN_NEMPTY_TRIGGER = 4 _BLOCKSIZE_BYTES = 1024 * 1024 # 1MB +_BOUNDARY = uuid.uuid4().hex diff --git a/python/langsmith/_internal/_operations.py b/python/langsmith/_internal/_operations.py index 66decff0f..8f9771804 100644 --- a/python/langsmith/_internal/_operations.py +++ b/python/langsmith/_internal/_operations.py @@ -5,6 +5,14 @@ import uuid from typing import Literal, Optional, Union, cast +try: + from zstandard import ZstdCompressionWriter # type: ignore[import] +except ImportError: + + class ZstdCompressionWriter: # type: ignore[no-redef] + """only used for typing checks.""" + + from langsmith import schemas as ls_schemas from langsmith._internal import _orjson from langsmith._internal._multipart import MultipartPart, MultipartPartsAndContext @@ -271,3 +279,36 @@ def serialized_run_operation_to_multipart_parts_and_context( acc_parts, f"trace={op.trace_id},id={op.id}", ) + + +def compress_multipart_parts_and_context( + parts_and_context: MultipartPartsAndContext, + compressor_writer: ZstdCompressionWriter, + boundary: str, +) -> None: + for part_name, (filename, data, content_type, headers) in parts_and_context.parts: + header_parts = [ + f"--{boundary}\r\n", + f'Content-Disposition: form-data; name="{part_name}"', + ] + + if filename: + header_parts.append(f'; filename="{filename}"') + + header_parts.extend( + [ + f"\r\nContent-Type: {content_type}\r\n", + *[f"{k}: {v}\r\n" for k, v in headers.items()], + "\r\n", + ] + ) + + compressor_writer.write("".join(header_parts).encode()) + + if isinstance(data, (bytes, bytearray)): + compressor_writer.write(data) + else: + compressor_writer.write(str(data).encode()) + + # Write part terminator + compressor_writer.write(b"\r\n") diff --git a/python/langsmith/client.py b/python/langsmith/client.py index 7dc58f2ab..a0783d62e 100644 --- a/python/langsmith/client.py +++ b/python/langsmith/client.py @@ -77,10 +77,15 @@ from langsmith._internal._background_thread import ( tracing_control_thread_func as _tracing_control_thread_func, ) +from langsmith._internal._background_thread import ( + tracing_control_thread_func_compress_parallel as _tracing_control_thread_func_compress_parallel, +) from langsmith._internal._beta_decorator import warn_beta +from langsmith._internal._compressed_runs import CompressedRuns from langsmith._internal._constants import ( _AUTO_SCALE_UP_NTHREADS_LIMIT, _BLOCKSIZE_BYTES, + _BOUNDARY, _SIZE_LIMIT_BYTES, ) from langsmith._internal._multipart import ( @@ -92,6 +97,7 @@ SerializedFeedbackOperation, SerializedRunOperation, combine_serialized_queue_operations, + compress_multipart_parts_and_context, serialize_feedback_dict, serialize_run_dict, serialized_feedback_operation_to_multipart_parts_and_context, @@ -136,7 +142,6 @@ class ZoneInfo: # type: ignore[no-redef] X_API_KEY = "x-api-key" WARNED_ATTACHMENTS = False EMPTY_SEQ: tuple[Dict, ...] = () -BOUNDARY = uuid.uuid4().hex URLLIB3_SUPPORTS_BLOCKSIZE = "key_blocksize" in signature(PoolKey).parameters @@ -378,6 +383,9 @@ class Client: "_settings", "_manual_cleanup", "_pyo3_client", + "compressed_runs", + "_data_available_event", + "_futures", ] def __init__( @@ -468,6 +476,13 @@ def __init__( # Create a session and register a finalizer to close it session_ = session if session else requests.Session() self.session = session_ + if ls_utils.get_env_var("USE_RUN_COMPRESSION"): + self._futures: set[cf.Future] = set() + self.compressed_runs: Optional[CompressedRuns] = CompressedRuns() + self._data_available_event = threading.Event() + else: + self.compressed_runs = None + self._info = ( info if info is None or isinstance(info, ls_schemas.LangSmithInfo) @@ -476,8 +491,16 @@ def __init__( weakref.finalize(self, close_session, self.session) atexit.register(close_session, session_) # Initialize auto batching - if auto_batch_tracing: - self.tracing_queue: Optional[PriorityQueue] = PriorityQueue() + if auto_batch_tracing and self.compressed_runs is not None: + self.tracing_queue: Optional[PriorityQueue] = None + threading.Thread( + target=_tracing_control_thread_func_compress_parallel, + # arg must be a weakref to self to avoid the Thread object + # preventing garbage collection of the Client object + args=(weakref.ref(self),), + ).start() + elif auto_batch_tracing: + self.tracing_queue = PriorityQueue() threading.Thread( target=_tracing_control_thread_func, @@ -1269,6 +1292,21 @@ def create_run( ): if self._pyo3_client is not None: self._pyo3_client.create_run(run_create) + if self.compressed_runs is not None: + serialized_op = serialize_run_dict("post", run_create) + multipart_form = ( + serialized_run_operation_to_multipart_parts_and_context( + serialized_op + ) + ) + with self.compressed_runs.lock: + compress_multipart_parts_and_context( + multipart_form, + self.compressed_runs.compressor_writer, + _BOUNDARY, + ) + self.compressed_runs.run_count += 1 + self._data_available_event.set() elif self.tracing_queue is not None: serialized_op = serialize_run_dict("post", run_create) self.tracing_queue.put( @@ -1737,7 +1775,7 @@ def _send_multipart_req(self, acc: MultipartPartsAndContext, *, attempts: int = 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) + encoder = rqtb_multipart.MultipartEncoder(parts, boundary=_BOUNDARY) if encoder.len <= 20_000_000: # ~20 MB data = encoder.to_string() else: @@ -1778,6 +1816,58 @@ def _send_multipart_req(self, acc: MultipartPartsAndContext, *, attempts: int = # do not retry by default return + def _send_compressed_multipart_req(self, data_stream, *, attempts: int = 3): + """Send a zstd-compressed multipart form data stream to the backend.""" + _context: str = "" + + for api_url, api_key in self._write_api_urls.items(): + for idx in range(1, attempts + 1): + try: + headers = { + **self._headers, + "X-API-KEY": api_key, + "Content-Type": f"multipart/form-data; boundary={_BOUNDARY}", + "Content-Encoding": "zstd", + } + + self.request_with_retries( + "POST", + f"{api_url}/runs/multipart", + request_kwargs={ + "data": data_stream, + "headers": headers, + }, + 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 send compressed multipart ingest: {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 send compressed multipart ingest: {exc_desc}" + ) + except Exception: + logger.warning( + f"Failed to send compressed multipart ingest: {repr(e)}" + ) + # Do not retry by default after unknown exceptions + return + def update_run( self, run_id: ID_TYPE, @@ -1856,7 +1946,7 @@ def update_run( if attachments: data["attachments"] = attachments use_multipart = ( - self.tracing_queue is not None + (self.tracing_queue is not None or self.compressed_runs is not None) # batch ingest requires trace_id and dotted_order to be set and data["trace_id"] is not None and data["dotted_order"] is not None @@ -1882,12 +1972,26 @@ def update_run( if self._pyo3_client is not None: self._pyo3_client.update_run(data) - elif use_multipart and self.tracing_queue is not None: - # not collecting attachments currently, use empty dict + elif use_multipart: serialized_op = serialize_run_dict(operation="patch", payload=data) - self.tracing_queue.put( - TracingQueueItem(data["dotted_order"], serialized_op) - ) + if self.compressed_runs is not None: + multipart_form = ( + serialized_run_operation_to_multipart_parts_and_context( + serialized_op + ) + ) + with self.compressed_runs.lock: + compress_multipart_parts_and_context( + multipart_form, + self.compressed_runs.compressor_writer, + _BOUNDARY, + ) + self.compressed_runs.run_count += 1 + self._data_available_event.set() + elif self.tracing_queue is not None: + self.tracing_queue.put( + TracingQueueItem(data["dotted_order"], serialized_op) + ) else: self._update_run(data) @@ -1907,6 +2011,50 @@ def _update_run(self, run_update: dict) -> None: }, ) + def flush_compressed_runs(self, attempts: int = 3) -> None: + """Force flush the currently buffered compressed runs.""" + if self.compressed_runs is None: + return + + # Attempt to drain and send any remaining data + from langsmith._internal._background_thread import ( + HTTP_REQUEST_THREAD_POOL, + _tracing_thread_drain_compressed_buffer, + ) + + final_data_stream = _tracing_thread_drain_compressed_buffer( + self, size_limit=1, size_limit_bytes=1 + ) + + if final_data_stream is not None: + # We have data to send + future = None + try: + future = HTTP_REQUEST_THREAD_POOL.submit( + self._send_compressed_multipart_req, + final_data_stream, + attempts=attempts, + ) + self._futures.add(future) + except RuntimeError: + # In case the ThreadPoolExecutor is already shutdown + self._send_compressed_multipart_req( + final_data_stream, attempts=attempts + ) + + # If we got a future, wait for it to complete + if self._futures: + done, _ = cf.wait(self._futures) + # Remove completed futures + self._futures.difference_update(done) + + def flush(self) -> None: + """Flush either queue or compressed buffer, depending on mode.""" + if self.compressed_runs is not None: + self.flush_compressed_runs() + elif self.tracing_queue is not None: + self.tracing_queue.join() + def _load_child_runs(self, run: ls_schemas.Run) -> ls_schemas.Run: """Load child runs for a given run. @@ -3830,7 +3978,7 @@ def _prepare_multipart_data( ) ) - encoder = rqtb_multipart.MultipartEncoder(parts, boundary=BOUNDARY) + encoder = rqtb_multipart.MultipartEncoder(parts, boundary=_BOUNDARY) if encoder.len <= 20_000_000: # ~20 MB data = encoder.to_string() else: diff --git a/python/poetry.lock b/python/poetry.lock index 77d4b5c08..a31c97af7 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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