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@sumingZero sumingZero released this 20 Mar 10:13
· 38 commits to develop since this release
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Support SGLang

Refactor PipelineStore for Scalability and Performance

  • Refactor PipelineStore into a modular, plugin-based architecture with automatic registration and runtime loading (#689)
  • Improve overall performance through optimized Store implementations (e.g., cache store, posix store) and execution flow (#722, #744, #787)

UCM Connector

  • UCM now additionally supports advanced parallel paradigms, including PCP / DCP and PP, enabling more flexible and scalable distributed execution (#750)
  • Improve UCM connector performance by introducing optional event synchronization control (#768)

Inference Enhancement Features

  • GSAOnDevice sparse attention algorithm has been upgraded with improved performance and accuracy, now fully supporting vLLM / vLLM-Ascend 0.11.0 (#659, #746, #729)
  • Add support for Rerope in vLLM version 0.11.0 (#686)
  • Enhance UCM logger compatibility (#760)

Document

What's Changed

  • [fix] Adapt ESA to the LayerWiseConnector by @wangwenxin0312 in #681
  • [doc] Add Code of Conduct by @yuanzhg078 in #684
  • [Opt] GsaOnDevice cuda bugfix & optimization by @wangwenxin0312 in #659
  • [CI] Modify pull request template by @yuanzhg078 in #687
  • [Feature] rewrite logger module by @Lijiachen1018 in #608
  • [refactor] Rename global rank and remove broadcast function by @harrisonyhq in #685
  • [fix] clean code by @Lijiachen1018 in #688
  • [opt] Refactor PipelineStore for Enhanced Scalability by @mag1c-h in #689
  • [fix] Fix logger by @Lijiachen1018 in #690
  • [doc] How to extend UCM Store by @mag1c-h in #692
  • [CI] logger use zlibstatic by @Lijiachen1018 in #698
  • [Bugfix] Cherry-pick modify worker_id to distinguish diff workers(#691) by @flesher0813 in #701
  • [bugfix] rm unavailable lib and fix doc and update patch by @wuhuxiao in #699
  • [feat] rerope feature for vllm0.11.0 by @xinSky00 in #686
  • [perf] Reduce directory lock conflicts during batch dumps in PosixStore by @mag1c-h in #707
  • [bugfix] fix debug log printing by @Lijiachen1018 in #706
  • [bugfix] Fixed the issue of invalid LocalBuffer pointers in PCStore by @mag1c-h in #715
  • [bugfix] rerope feature for vllm0.9.2 and git apply merging by @xinSky00 in #708
  • [CICD] run e2e test in docker by @dante159753 in #712
  • [Feature] Add readme and dataset in performance and evaluation test by @zzycode1005 in #721
  • [bugfix] Adaptive modification of llmperf by @Menglths in #719
  • [Feat] sparse patch for vllm-ascend v0.11.0 by @Infinite666 in #718
  • [Bugfix]Fix garbled output when tp > 1 by @qyh111 in #716
  • [perf] Copy Bandwidth Optimize: Multi-Stream parallelism supported in CacheStore by @mag1c-h in #722
  • [Feat] sparse patch for gsa on device(GQA) va0.11.0rc1 by @Infinite666 in #726
  • [Feat]Add layerwise and log_path config in run.sh by @qyh111 in #724
  • [opt] Default depth of the waiting queue needs to be increased by nShard times for layer-wise by @mag1c-h in #731
  • [Feat] Reuse-aware layer skipping under dynamic KV sparsification by @tedi20 in #725
  • [opt] Increase the default running queue depth to support greater concurrent requests. by @qyh111 in #733
  • [Feat]: Monkey patch framework for vllm 0.11.0, fix graph mode + UCM bugs by @NaganooMei in #735
  • [Feat] Add csrc/ascend NPU custom ops for GSA by @leideng in #729
  • [feat] Variable length IO supported in CacheStore by @mag1c-h in #734
  • [Opt] Enable concurrent prefix lookup for posixstore by @sumingZero in #739
  • [CI] refine docker file to use in yellow field by @dante159753 in #741
  • [Feat]: Implement load failure recovery via monkey patch by @NaganooMei in #738
  • [Opt]Split the thread pool into separate load and dump pools to prevent them from interfering with each other. by @qyh111 in #744
  • [opt] Print TaskId in the CacheStore Error Log by @mag1c-h in #742
  • [opt]Adapt variable io size by @qyh111 in #745
  • [Opt] Add log timestamp in run_vllm.sh by @qyh111 in #747
  • [bugfix & opt] gsaOnDevice for CUDA Graph mode by @wangwenxin0312 in #732
  • [test & bugfix] fix low dump performance in posixstore e2e test by @NaganooMei in #751
  • [Fix] Modify the config files of gsaondevice. by @AooooooA-C in #749
  • [Test] Remove memory manager abstraction in PosixStore e2e test by @NaganooMei in #753
  • [opt] CUDA Hamming Distance Kernel Optimization for GQA by @wangwenxin0312 in #755
  • [fix] fix zlib gitcode url by @Lijiachen1018 in #758
  • [Feature] Integrate UnifiedCache (UCM) into SGLang for Multi-Level Caching System by @pyxyzc in #757
  • chore(test): Ensure that unnecessary import failures do not affect test execution by @Potterluo in #754
  • [feat] GSAOnDevice for MLA Models Like DeepSeek V2/V3 in Ascend NPU by @leideng in #746
  • [Feat] sparse patch for gsa on device(MLA) va0.11.0 by @Infinite666 in #761
  • [Fix] fix save_speed core dump and loaded blocks num when task failed by @flesher0813 in #763
  • Fix batch_size_for_hamming bug when slice is disabled (vllm-ascend 0.11.0) by @leideng in #765
  • [Feat] adapt dcp&pcp by @flesher0813 in #750
  • [Fix] Add init.py for rerope. by @AooooooA-C in #769
  • [Refactor]monkey patch sparse feature in v0.11.0 by @ayaka836 in #743
  • [Opt] update deepseek r1 config by @leideng in #770
  • [feat] Introduce platform-specific sparse trigger thresholds for GPU and NPU by @wangwenxin0312 in #762
  • [opt] Define UCM_ROOT_DIR to ensure safety when used UCM as a sub-repository by @mag1c-h in #772
  • [opt] enable Ascend register pin optimization by @mag1c-h in #775
  • [fix] remove imports that specific to platform by @dante159753 in #771
  • [opt] supports loading non-built-in connectors by @mag1c-h in #776
  • [feat] enhance logger compatibility by @Lijiachen1018 in #760
  • Fix padded query start loc bug for vllm-ascend v0.11.0 by @leideng in #774
  • [Bugfix] Correct MLA Threshold Gating for GSA by @wangwenxin0312 in #778
  • [bugfix] Fix padded block tables in graph mode for vllm-ascend v0.11.0 by @wangwenxin0312 in #779
  • [fix] logger add debug_once by @Lijiachen1018 in #781
  • [opt]Add event to sync by @qyh111 in #768
  • [Feat] Adapt new monkey patch framework for vllm & vllm_ascend 0.11.0, supporting KV cache load recovery and graph compilation modes fix for UCM layerwise connector by @yuanzhg078 in #780
  • [opt]Add patch config and dev_mode config in config.properties by @qyh111 in #790
  • [Fix] Fix the excessive TPOT latency by modifying update_attn_params by @flesher0813 in #788
  • [Fix] change package 'wrapt' version by @ayaka836 in #792
  • [fix]Add init.py in patch by @qyh111 in #793
  • [Build] update gsa build scripts by @Infinite666 in #789
  • [Build] add execute permission for .run by @Infinite666 in #794
  • [opt] PosixStore supports the selection and switching of different IO engines. by @mag1c-h in #787
  • [feat] enable external PC hit for MLA on CUDA and NPU by @wangwenxin0312 in #785
  • [refactor] eliminate redundant Pimpl idiom in dynamically-loaded component by @mag1c-h in #797
  • [bugfix] Fix CUDA full graph for DeepSeek implementation by @wangwenxin0312 in #799
  • [CI] replacing offline e2e test with online e2e test by @dante159753 in #782
  • [Build] add sparse configs by @Infinite666 in #805
  • [Fix] Set sink_token of cuda_hamming_topk equal to block size. by @AooooooA-C in #796
  • [opt]Add UcmPipelineStore and layerwise in CI by @qyh111 in #786
  • [fix] log exception by @Lijiachen1018 in #808
  • [Fix] fix perf test bug by @dante159753 in #809
  • [Docs] Add DeepWiki reference to UCM user guide. by @yuanzhg078 in #815
  • feat(test): Support result saving functionality for multiple storage by @Potterluo in #764
  • [bugfix] NPU GQA Accurancy under Graph Mode by @leideng in #810
  • [Feat] Add monkey patch for sparse on ascend by @Fengli5355 in #791
  • [fix] Add mutex/lock to the local mode cache. by @mag1c-h in #819
  • [Fix] Fix hashset deletion probing and optimize TopNHeap insertion path by @Tarrei in #820
  • [fix] Resolving circular dependencies between stacked Stages in PipelineStore by @mag1c-h in #817
  • [Fix] fix online test conflict with vllm server on same host by @dante159753 in #814
  • [Refactor] Update monkey patch framework and remove deprecated implementation by @yuanzhg078 in #806
  • [Feature] Adapt prefix cache for GQA/MLA to support vLLM >= 0.14.0 by @sumingZero in #818
  • [feat] log compatible with vllm v0.16.0 by @Lijiachen1018 in #825
  • [Docs] Add documention for monkey patch v0.11.0 by @Fengli5355 in #822
  • [doc] Add model support and feature compatibility document by @yuanzhg078 in #826
  • Fix skipping interface auto-detection by @SuperMarioYL in #811
  • [doc] Update feature support matrix and readme. by @yuanzhg078 in #830
  • [CI][Build] Update Dockerfile for vllm (vllm_ascend) 0.11.0 by @yuanzhg078 in #813
  • [Build] Adjust wrapt dependency version by @ayaka836 in #835
  • [opt] Add strip and stack-protector compile options in release build mode by @mag1c-h in #832
  • release 0.4.0 by @sumingZero in #834
  • [feat] adapt PP for use_layerwise=True by @Lyj1007 in #816
  • [Bugfix] The script failed to start CUDA multi-node service by @sumingZero in #839
  • [CI] fix the gsaondevice offline test ci by @AooooooA-C in #824
  • [doc] Update version in support matrix by @yuanzhg078 in #841
  • [doc] update support version by @yuanzhg078 in #847

New Contributors

Full Changelog: v0.3.0...v0.4.0