[Bugfix] Skip unregistered checkpoint tensors in RoutedExperts.load_weights#10
[Bugfix] Skip unregistered checkpoint tensors in RoutedExperts.load_weights#10afierka-intel wants to merge 89 commits into
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Signed-off-by: aarushjain29 <aarushi.jain2@amd.com> Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com>
…llm-project#48688) Signed-off-by: Turner Jabbour <doubleujabbour@gmail.com> Co-authored-by: Claude <noreply@anthropic.com>
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…uest() (vllm-project#48098) Signed-off-by: mahadrehmann <mahadrehman04@gmail.com> Signed-off-by: Mahad Rehman <114791389+mahadrehmann@users.noreply.github.com> Co-authored-by: muhammadfawaz1 <135441198+professorsab@users.noreply.github.com> Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
…g different `kernel_block_size` (vllm-project#48125) Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
…ol-call parsers (vllm-project#48034) Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
… test (vllm-project#47873) Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
…project#48545) Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com>
…k control port (vllm-project#47636) Signed-off-by: Liran Schour <lirans@il.ibm.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
…ication (vllm-project#47991) Signed-off-by: krishy91 <crgkc.r@gmail.com>
…stream (vllm-project#48526) Signed-off-by: pei.zhang <pei.zhang@amd.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Andreas Karatzas <akaratza@amd.com>
…t#41934) Signed-off-by: tzielinski-habana <tomasz.zielinski@intel.com> Signed-off-by: Tomasz Zielinski <85164140+tzielinski-habana@users.noreply.github.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Chendi.Xue <chendi.xue@intel.com>
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Signed-off-by: Sean Chen <seachen@redhat.com>
…-project#48746) Signed-off-by: Andreas Karatzas <akaratza@amd.com>
…llm-project#47770) Signed-off-by: giuseppegrossi <ggrossi@amd.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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…proposer (vllm-project#47460) Signed-off-by: Alagappan Valliappan <avalliappan@nvidia.com> Co-authored-by: Claude <noreply@anthropic.com>
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… Blackwell (vllm-project#48167) Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
…2310) Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
…LM shuffle (M%128) (vllm-project#46880) Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
…roject#47718) Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
vllm-project#47881) Signed-off-by: yewentao256 <zhyanwentao@126.com> Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Signed-off-by: giuseppegrossi <ggrossi@amd.com>
… improvement (vllm-project#47463) Signed-off-by: yewentao256 <zhyanwentao@126.com>
…llm-project#47309) Signed-off-by: liuruikang <liuruikang.cs@gmail.com> Signed-off-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Matthew Bonanni <mbonanni@redhat.com> Co-authored-by: OpenAI Codex <noreply@openai.com>
… as custom_class (vllm-project#48754) Signed-off-by: mgoin <mgoin64@gmail.com>
…vllm-project#48519) Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com> Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
…47156) Signed-off-by: snordmann <snordmann@nvidia.com> Co-authored-by: Codex <codex@openai.com>
…rs "re:" ignore entries (vllm-project#48507) Signed-off-by: Zhongdongming Dai <zhongdongmin@nvidia.com>
…rk OCP-MX (vllm-project#48015) Signed-off-by: Dino Music <Dino.Music@amd.com>
…llm-project#47679) Signed-off-by: srinivas_oo7 <sklinkedin0120@gmail.com> Co-authored-by: srinivas_oo7 <sklinkedin0120@gmail.com>
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…8858) Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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…ject#48868) Signed-off-by: Shangdi Yu <shangdiy@meta.com>
… instead of failing the read (vllm-project#47495) Signed-off-by: Edwin Lim <edwin.lim@mangoboost.io> Signed-off-by: Edwin Lim <edwinlim0919@gmail.com> Signed-off-by: harishk-mangoboost <harish.kambhampaty@mangoboost.io> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: harishk-mangoboost <harish.kambhampaty@mangoboost.io>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> Co-authored-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <mozf@inferact.ai> Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: OpenAI Codex <codex@openai.com>
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…#47216) Signed-off-by: DiegoCao <DiegoCao@users.noreply.github.com> Co-authored-by: DiegoCao <DiegoCao@users.noreply.github.com>
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…che runtime fusion for Qwen3-30B-A3B on ROCM_AITER_FA, and ROCM_AITER_UNIFIED_ATTN (vllm-project#42749) Signed-off-by: Jack Hu <Jack.Hu@amd.com> Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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…oject#44749) Signed-off-by: Daoyuan Li <94409450+DaoyuanLi2816@users.noreply.github.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> Co-authored-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <mozf@inferact.ai> Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: OpenAI Codex <codex@openai.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai> Co-authored-by: Bugen Zhao <i@bugenzhao.com> Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com> Co-authored-by: Isotr0py <Isotr0py@outlook.com> Co-authored-by: Isotr0py <mozf@inferact.ai> Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> Co-authored-by: OpenAI Codex <codex@openai.com>
…ing to finish (vllm-project#48873) Signed-off-by: Micah Williamson <micah.williamson@amd.com>
…ct#48617) Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
…mpile (vllm-project#48901) Signed-off-by: seewoo <seewoo@ucsc.edu> Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
…ogeneous KV cache groups (vllm-project#48878) Signed-off-by: Debasish-87 <22btics06@suiit.ac.in> Co-authored-by: Or Ozeri <oro@il.ibm.com>
…llm-project#48251) Signed-off-by: aoshen02 <aoshen@inferact.ai>
…eights Same root cause as #9 (linear.py), for the MoE-experts weight-loading path: `param = getattr(self, param_name)` had no fallback when a checkpoint tensor matched an expert_mapping entry by name but the quant method never registered that param (e.g. per-expert bias when the quant method doesn't support bias, or a g_idx-style extra tensor). This crashed with AttributeError instead of being skipped. Reproduced while loading Qwen/Qwen1.5-MoE-A2.7B-Chat-GPTQ-Int4 (a real GPTQ checkpoint that exports per-expert bias tensors despite the model's MoE layer never registering has_bias=True) via --quantization moe_wna16, same investigation as #9. See #6 (VLLMZ-1811) for the full context. Co-authored-by: Claude <noreply@anthropic.com> Signed-off-by: Artur Fierka <artur.fierka@intel.com>
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Summary
Same root cause as afierka-intel/vllm#9, for the MoE-experts weight-loading path instead of linear layers.
RoutedExperts.load_weights()(vllm/model_executor/layers/fused_moe/routed_experts.py) didparam = getattr(self, param_name)with no fallback for a checkpoint tensor that matches anexpert_mappingentry by name but was never registered as a param by the quant method (e.g. per-expert bias when the quant method doesn't support bias). This crashes withAttributeError: 'RoutedExperts' object has no attribute '<name>'instead of being skipped.Why this isn't a duplicate
Searched
gh issue list/gh pr listforRoutedExperts AttributeError bias g_idx,RoutedExperts load_weights bias— no open issue/PR addresses this.Root cause
Fix: check
hasattr(self, param_name)first; if missing, skip this checkpoint entry (mirroring the existingif matched and is_fused: breakearly-exit already used elsewhere in the same loop for fused-layer boundary detection).How I hit this
Same investigation as #9: testing the tensor-descriptor MoE kernel work in afierka-intel/vllm#6 (VLLMZ-1811) required
--quantization moe_wna16to routeQwen/Qwen1.5-MoE-A2.7B-Chat-GPTQ-Int4through the Triton-kernel path. That model's checkpoint exports per-expert bias tensors for every MoE layer despite the model architecture never settinghas_bias=Trueon the MoE config, exposing this same class of bug on the experts-loading path (separate from the linear-layer path fixed in #9).Test plan
tests/model_executor/layers/test_routed_experts_load_weights.py: construct a bareRoutedExperts(no full model, no distributed init —FusedMoEParallelConfig.make_no_parallel()+quant_config=Noneso it usesUnquantizedFusedMoEMethod, which registers onlyw13_weight/w2_weight, no bias), call.load_weights()directly with an unmatchedbiastensor and confirm it's skipped, plus a control test confirming a real matched weight still loads correctly.AttributeError, and passes with the fix.pre-commit run(ruff check/format, mypy, SPDX headers, etc.) all green locally.AI assistance was used (Claude Code) for investigation and implementation; I reviewed every changed line and ran the tests above personally.