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@BoyuanFeng BoyuanFeng commented Oct 29, 2025

Before this PR, we rely on _custom_should_partition_fns to specify ops to partition on. However, it does not work with fx graph cache. So, even with VLLM_DISABLE_COMPILE_CACHE=1, changing splitting_ops does NOT incur any change on the compiled output code.

This PR fixes the issue by using torch._inductor.config.custom_should_partition_ops: list[str], which composes with fx graph cache. pytorch/pytorch#166458

This PR also reverts #26956 which was a temporary workaround for graph partition x torch.compile cache issue.

Note: This PR also relies on #27698 to land first. Graph partition does NOT compose with aot_compile yet.

Test

Tested on both pytorch-2.9 release and pytorch 2.10.dev nightly.

Signed-off-by: Boyuan Feng <boyuan@meta.com>
Signed-off-by: Boyuan Feng <boyuan@meta.com>
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Code Review

This pull request is a solid improvement, refactoring the graph partitioning mechanism to leverage the modern torch._inductor.config.custom_should_partition_ops configuration. This change effectively addresses caching issues associated with the previous _custom_should_partition_fns approach. The codebase modifications are consistent, and the removal of the related caching hack from PostGradPassManager is a commendable cleanup. I've identified one potential issue regarding the unconditional monkey-patching of a torch configuration, which could affect users integrating vLLM into larger applications.

from torch._inductor.codegen.wrapper import PythonWrapperCodegen
from torch._inductor.graph import GraphLowering

torch._inductor.config.custom_should_partition_ops: list[str] = []
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high

This line unconditionally overwrites torch._inductor.config.custom_should_partition_ops. If a user's application, running in the same process, sets this configuration before vLLM is initialized, their setting will be silently lost. This can lead to unexpected behavior in other parts of their code that rely on torch.compile.

To avoid this side effect, you should only set this attribute if it doesn't already exist. This is also safer for compatibility with older PyTorch versions where this attribute might not be present.

Suggested change
torch._inductor.config.custom_should_partition_ops: list[str] = []
if not hasattr(torch._inductor.config, "custom_should_partition_ops"):
torch._inductor.config.custom_should_partition_ops = []

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This cannot happen since the custom_should_partition_ops is added after "2.9.0". But adding the check anyway.

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Signed-off-by: Boyuan Feng <boyuan@meta.com>
Signed-off-by: Boyuan Feng <boyuan@meta.com>
@BoyuanFeng BoyuanFeng marked this pull request as draft October 29, 2025 05:06
@BoyuanFeng BoyuanFeng marked this pull request as ready for review October 29, 2025 17:40
Signed-off-by: Boyuan Feng <boyuan@meta.com>
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Signed-off-by: Boyuan Feng <boyuan@meta.com>
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Signed-off-by: Boyuan Feng <boyuan@meta.com>

@contextlib.contextmanager
def inductor_partition_rule_context(overloads: list["torch._ops.OpOverload"]):
def inductor_partition_rule_context(splitting_ops: list[str]):
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While we're at it could we remove resolve_op_overloads from the Dynamo partition path as well and use string names for ops there too?

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yes I will update dynamo partition path in a follow up pr.

saved_splitting_ops: list[str] = list(
torch._inductor.config.custom_should_partition_ops
)
torch._inductor.config.custom_should_partition_ops = splitting_ops
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Is this safe? I believe this config knob is only recently added (last week). Users who use older version of pytorch would hit an error here.

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this is only accessed by pytorch 2.9.0 and pytorch 2.9.1. Pytorch 2.9.1 will include the config.
Pytorch 2.9.0 is patched here: https://github.com/vllm-project/vllm/pull/27702/files#diff-ffb2dbecaf604d1ecf2c216667a1f81425d1a593be868c0be141a62f6503b0c6R371-R375

Test passed for both pytorch versions.

@ProExpertProg ProExpertProg enabled auto-merge (squash) November 4, 2025 23:01
@github-actions github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Nov 4, 2025
@ProExpertProg ProExpertProg merged commit 6ab1838 into vllm-project:main Nov 5, 2025
49 checks passed
@github-project-automation github-project-automation bot moved this from In progress to Done in torch.compile integration Nov 5, 2025
zWaNg3 added a commit to fangyuchu/vllm that referenced this pull request Nov 7, 2025
* add fault_report_addr in FaultToleranceConfig

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Signed-off-by: zhewenli <zhewenli@meta.com>

* [V0 deprecation] Remove VLLM_USE_V1 usage in most modules (vllm-project#27955)

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>

* [Bugfix] Fix encoder-only model support for transformers backend (vllm-project#28021)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

* [BugFix] Fix DCP Assert (AssertionError: DCP not support reorder_batch_threshold > 1 now.) (vllm-project#28100)

Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>

* [Model, Core] Support Granite Speech & LoRA for STT (vllm-project#24455)

* [Refactor] Lazy-loaded reasoning_parser (vllm-project#28092)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [Refactor] to simplify and extract the shared logic between chat completion and responses (vllm-project#27961)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* [bugfix] fix wrong `dcp_local_seq_lens` calc (vllm-project#27518)

Signed-off-by: Qiu <qiuchunshuo@huawei.com>

* [Hybrid allocator + kv connector] revert connector test changes related to hybrid allocator (vllm-project#28011)

Signed-off-by: KuntaiDu <kuntai@uchicago.edu>

* [Misc] fix import error for DeepSeekR1ReasoningParser (vllm-project#28114)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* Fix excessive logging noise by reducing the log level of the MinimaxM2ToolParser import success message (vllm-project#27635)

Signed-off-by: minatoaquaMK2 <jiacheng.yue@foxmail.com>

* Bugfix: Cutlass FP8 FusedMoE bad scaling factors (vllm-project#27255)

Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>

* [Graph Partition][Cache] Use inductor partition ops config (vllm-project#27702)

Signed-off-by: Boyuan Feng <boyuan@meta.com>

* [XPU] Enable custom routing functions in IPEX for Llama4 (vllm-project#28004)

Signed-off-by: frost-intel <frost.mitchell@intel.com>

* add kimi reasoning parser (vllm-project#28128)

Signed-off-by: wangzhengtao <wangzhengtao@msh.team>
Co-authored-by: wangzhengtao <wangzhengtao@msh.team>

* [DCP] check return_lse for all layers in dcp (vllm-project#27929)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [BugFix] Support EP/DP + EPLB with MTP (vllm-project#25311)

Signed-off-by: ilmarkov <markovilya197@gmail.com>
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>

* Enabling cooperative multi-gpu tests on multi-gpu nodes (vllm-project#27986)

Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com>

* [ROCm][MLA] Support block-size > 1 for AITER MLA backend  (vllm-project#27224)

Signed-off-by: ganyi <ygan@amd.com>
Co-authored-by: wuhuikx <hattie.wu@amd.com>

* [Bugfix] Validate custom logits processor xargs for online serving (vllm-project#27560)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [misc] add vLLM Beijing Meetup (vllm-project#28127)

Signed-off-by: Jiaju Zhang <jjzhang@redhat.com>

* [Kernel] Fuse computation of g and beta for Gated Delta Net (vllm-project#28095)

Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>

* [Core] add support for reasoning parser plugins (vllm-project#28075)

Signed-off-by: walter beller-morales <walter.beller.morales@gmail.com>

* [Bugfix] vLLM should check Inductor config for compile cache enablement status (vllm-project#27637)

Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>

* [FlashInfer] Avoid FlashInfer block_size 16 + head_size 256 on blackwell (vllm-project#27994)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>

* [CI]: Add LMCacheConnector Unit Tests (vllm-project#27852)

Signed-off-by: Samuel Shen <slshen@uchciago.edu>
Co-authored-by: Samuel Shen <slshen@uchciago.edu>
Co-authored-by: Yihua Cheng <yihua98@uchicago.edu>

* [Feature] Extend batch invariant torch.compile to B200 (vllm-project#27856)

Signed-off-by: PaulZhang12 <paulzhan@fb.com>

* [Bugfix] Fix Qwen3-Reranker-8B load (vllm-project#28117)

Signed-off-by: wang.yuqi <noooop@126.com>

* [Docs] Clean up README_TUNING.md (vllm-project#28088)

Signed-off-by: windsonsea <haifeng.yao@daocloud.io>

* [Hardware][IBM Z] Optimize s390x Dockerfile (vllm-project#28023)

Signed-off-by: Rehan Khan <Rehan.Khan7@ibm.com>

* [Chore] Remove Nemotron-Nano-VL config copy (vllm-project#28126)

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>

* [Docs] Add guide to debugging vLLM-torch.compile integration (vllm-project#28094)

Signed-off-by: Richard Zou <zou3519@gmail.com>

* [Feature]: Add corrupted request metric to V1 metrics system. (vllm-project#27306)

Signed-off-by: atalhens <sneh.lata@nutanix.com>

* [CI/Build] Update checking logic in cutlass_group_gemm_supported  (vllm-project#27948)

Signed-off-by: zhewenli <zhewenli@meta.com>

* [CI/Build] Fix `test_defaults_with_usage_context` in AMD CI (vllm-project#27926)

Signed-off-by: zhewenli <zhewenli@meta.com>

* [Core][Hybrid allocator + connector 2/n] Unify `remove_skipped_blocks` by `get_last_useful_token` (vllm-project#25431)

Signed-off-by: KuntaiDu <kuntai@uchicago.edu>

* [Debugging] Add annotation for easier trace analysis (vllm-project#22496)

* [PERF] Decouple projections from GDN custom op. Attempt 2 (vllm-project#28083)

Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>

* [Bug] Fix cpu disable shared_experts `VLLM_DISABLE_SHARED_EXPERTS_STREAM` (vllm-project#28157)

Signed-off-by: yewentao256 <zhyanwentao@126.com>

* [Bug] Fix env string `"0"` same to `True` (vllm-project#28159)

Signed-off-by: yewentao256 <zhyanwentao@126.com>

* Ensure WorkerGuard command execution returns result; fix missing set_device when TP>1

Signed-off-by: fangyuchu <fangyuchu@qq.com>

* [Feature] Enable TP + EP `shared_experts` overlap with router, 3.7% E2E performance improvement (vllm-project#28164)

Signed-off-by: yewentao256 <zhyanwentao@126.com>

* [CI Failure] `nm-testing/Qwen2-0.5B-Instruct-FP8-SkipQKV` was removed from HF. Skip it in tests (vllm-project#28170)

Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>

* [Misc] Remove the duplicate code (vllm-project#28111)

Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

* rename& format logger

Signed-off-by: w00689259 <wangzhuo66@huawei.com>

* rename& format logger

Signed-off-by: w00689259 <wangzhuo66@huawei.com>

* feat(nccl): enable non-blocking NCCL communicators to support ncclCommAbort

Signed-off-by: fangyuchu <fangyuchu@qq.com>

---------

Signed-off-by: w00689259 <wangzhuo66@huawei.com>
Signed-off-by: a798347923 <2645302020@qq.com>
Signed-off-by: fangyuchu <fangyuchu@qq.com>
Signed-off-by: zWaNg3 <37772915+zWaNg3@users.noreply.github.com>
Signed-off-by: a798347923 <39047817+a798347923@users.noreply.github.com>
Signed-off-by: Sungyoon Jeong <sungyoon.jeong@furiosa.ai>
Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
Signed-off-by: Rémi Delacourt <remi@mistral.ai>
Signed-off-by: Rémi Delacourt <54138269+Flechman@users.noreply.github.com>
Signed-off-by: remi <remi@mistral.ai>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Misha Efimov <mef@google.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: zhangyue <zhangyue66@baidu.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: zhangyue66 <zhangyue66@baidu.com>
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Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Sophie du Couédic <sop@zurich.ibm.com>
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Andy Xie <andy.xning@gmail.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Qiliang Cui <derrhein@gmail.com>
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Signed-off-by: Zhang Xiangze <Xiangze.Zhang@arm.com>
Signed-off-by: zhewenli <zhewenli@meta.com>
Signed-off-by: wangyafeng <wangyafeng@baidu.com>
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
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Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Qiu <qiuchunshuo@huawei.com>
Signed-off-by: KuntaiDu <kuntai@uchicago.edu>
Signed-off-by: minatoaquaMK2 <jiacheng.yue@foxmail.com>
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Signed-off-by: wangzhengtao <wangzhengtao@msh.team>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Signed-off-by: Alexei V. Ivanov <alexei.ivanov@amd.com>
Signed-off-by: Jiaju Zhang <jjzhang@redhat.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: walter beller-morales <walter.beller.morales@gmail.com>
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
Signed-off-by: Samuel Shen <slshen@uchciago.edu>
Signed-off-by: PaulZhang12 <paulzhan@fb.com>
Signed-off-by: wang.yuqi <noooop@126.com>
Signed-off-by: windsonsea <haifeng.yao@daocloud.io>
Signed-off-by: Rehan Khan <Rehan.Khan7@ibm.com>
Signed-off-by: Richard Zou <zou3519@gmail.com>
Signed-off-by: atalhens <sneh.lata@nutanix.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: fangyuchu <fangyuchu@qq.com>
Co-authored-by: a798347923 <2645302020@qq.com>
Co-authored-by: w00689259 <wangzhuo66@huawei.com>
Co-authored-by: fangyuchu <569160112@qq.com>
Co-authored-by: TianZhuo <2770730562@qq.com>
Co-authored-by: a798347923 <39047817+a798347923@users.noreply.github.com>
Co-authored-by: Sungyoon Jeong <157349761+n0gu-furiosa@users.noreply.github.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Rémi Delacourt <54138269+Flechman@users.noreply.github.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Misha Efimov <mef@google.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: zhang-prog <69562787+zhang-prog@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: gnovack <gnovack@amazon.com>
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Co-authored-by: Aurick Qiao <aurickq@users.noreply.github.com>
Co-authored-by: Aurick Qiao <aurick.qiao@snowflake.com>
Co-authored-by: Sophie du Couédic <sop@zurich.ibm.com>
Co-authored-by: Lucas Kabela <lucaskabela@meta.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
Co-authored-by: Hank_ <37239608+ILikeIneine@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: QiliangCui <derrhein@gmail.com>
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Co-authored-by: Mark McLoughlin <markmc@redhat.com>
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Co-authored-by: xiangze-arm <Xiangze.Zhang@arm.com>
Co-authored-by: Zhewen Li <zhewenli@meta.com>
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Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: yugong333 <yu3.gong@gmail.com>
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Co-authored-by: Nick Hill <nhill@redhat.com>
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Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
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Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: Alex Brooks <alex.brooks@ibm.com>
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Co-authored-by: Boyuan Feng <boyuan@meta.com>
Co-authored-by: Frost Mitchell <frost.mitchell@intel.com>
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Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Ilya Markov <markovilya197@gmail.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: Alexei-V-Ivanov-AMD <156011006+Alexei-V-Ivanov-AMD@users.noreply.github.com>
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Co-authored-by: Samuel Shen <102553648+sammshen@users.noreply.github.com>
Co-authored-by: Samuel Shen <slshen@uchciago.edu>
Co-authored-by: Yihua Cheng <yihua98@uchicago.edu>
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Co-authored-by: Snehlata <sneh.lata@nutanix.com>
Co-authored-by: Dayeol Lee <dayeolee@gmail.com>
ZhengHongming888 pushed a commit to ZhengHongming888/vllm that referenced this pull request Nov 8, 2025
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