[V1][Core] Support for Structured Outputs #12388

aarnphm · 2025-01-24T05:42:07Z

This PR introduces the first iteration of structured output support for the V1 engine.

While functional, it is not feature complete with the support in V0. We currently only support xgrammar as a backend. We do not have a fallback in place to outlines as we did in V0. Other backends will come in a follow-up.

While one of the goals in V1 is to minimize or eliminate conflicts between features, this does not yet work with speculative decoding. The features were developed in parallel and we haven’t had a chance to consider the interoperability challenges in depth. This will also be considered as possible follow-up work.

Some key points of the current design include:

Compilation of the grammar for a structured output request is done asynchronously and will not block the scheduler or any other requests from getting scheduled in the meantime.
We keep a cache of compiled grammars for accelerating the case where the same grammar is used repeatedly.
Advancing the FSM and calculating the next logits bitmask is done in the scheduler and then broadcasted to the GPU workers with the rest of the inputs already being sent.
We arrange the bitmasks in a single tensor to be applied to the full batch of logits in a single operation.

There are several ideas on how this design might evolve. By using this as a functional starting point, we will be able to evaluate changes using benchmarks.

Benchmarks comparing the V0 implementation versus this new V1 implementation:

Co-authored-by: Russell Bryant rbryant@redhat.com
Co-authored-by: Michael Goin mgoin64@gmail.com
Co-authored-by: Woosuk Kwon woosuk.kwon@berkeley.edu
Signed-off-by: Aaron Pham contact@aarnphm.xyz

github-actions · 2025-01-24T05:42:19Z

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mergify · 2025-01-24T05:42:43Z

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @aarnphm.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

vllm/utils.py

vllm/v1/core/guided_decoding/grammar.py

vllm/v1/core/guided_decoding/__init__.py

vllm/v1/core/guided_decoding/grammar.py

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

vllm/v1/core/guided_decoding/grammar.py

vllm/v1/core/scheduler.py

vllm/v1/core/guided_decoding/__init__.py

vllm/v1/core/scheduler.py

vllm/v1/core/guided_decoding/__init__.py

vllm/v1/core/scheduler.py

vllm/v1/request.py

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

mmoskal · 2025-01-31T21:47:01Z

I love seeing structured decoding being intergrated deeply inside of vLLM!

I would love to see llguidance being supported though. Compared to XGrammar, it is significantly faster, has near-zero compilation time, and has much broader JSON Schema support. We've been using it in production instances.

If needed I'm happy to add additional APIs to the Python bindings (server-side integrations so far have been native) or otherwise help.

mergify · 2025-02-06T17:20:42Z

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @aarnphm.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

…ed-decoding

.github/CODEOWNERS

Signed-off-by: Russell Bryant <rbryant@redhat.com>

njhill · 2025-03-06T16:16:08Z

vllm/v1/worker/gpu_model_runner.py

+        # We receive the structured output bitmask from the scheduler, but the
+        # indices of the requests in the batch may not match the indices of
+        # the bitmask since the scheduler doesn't know how the gpu runner is
+        # ordering the requests in the batch. We need to sort the bitmask to
+        # match the order of the requests used here.


Not for this PR but I wonder if we could avoid sorting every time somehow.

yeah ...

The runner could reply with its batch ordering, so things could be aligned as long as the same batch keeps running?

Signed-off-by: Russell Bryant <rbryant@redhat.com>

Signed-off-by: Aaron Pham <contact@aarnphm.xyz>

…ed-decoding

AlbertoCastelo · 2025-03-07T15:41:06Z

Is there a nightly docker image I can use to test this?

WoosukKwon · 2025-03-07T15:43:19Z

@AlbertoCastelo Yes. Please check out https://docs.vllm.ai/en/latest/getting_started/installation/gpu/index.html#pre-built-images

WangErXiao · 2025-03-11T12:36:30Z

This may caused error when use https://docs.vllm.ai/en/stable/features/tool_calling.html#named-function-calling . @aarnphm

russellb · 2025-03-11T13:15:44Z

This may caused error when use https://docs.vllm.ai/en/stable/features/tool_calling.html#named-function-calling . @aarnphm

There's a known issue with tool calling, but not caused by this PR. It should be resolved shortly

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inference with VXE ISA for s390x architecture (vllm-project#12613) Signed-off-by: Dilip Gowda Bhagavan <dilip.bhagavan@ibm.com> Signed-off-by: Rishika Kedia <rishika.kedia@in.ibm.com> Co-authored-by: Rishika Kedia <rishika.kedia@in.ibm.com> * Add authors to license header. (vllm-project#14371) Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Co-authored-by: Burkhard Ringlein <ngl@zurich.ibm.com> Co-authored-by: Jan van Lunteren <jvl@zurich.ibm.com> * Fix mla prefill context performance (vllm-project#13897) Signed-off-by: ZhongYingMatrix <zhongyingmatrix@gmail.com> * [V1] Do not detokenize if sampling param detokenize is False (vllm-project#14224) Signed-off-by: Himanshu Jaju <hj@mistral.ai> Signed-off-by: Nick Hill <nhill@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [Distributed] Add enable_expert_parallel arg (vllm-project#14305) Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * [CI/Build] Use uv python for docker rather than ppa:deadsnakes/ppa (vllm-project#13569) Signed-off-by: mgoin <mgoin64@gmail.com> * [CI] Disable spawn when running V1 Test (vllm-project#14345) Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> * [Kernel] Add needs_fixed_stride_order tag to most GEMMs (vllm-project#14306) Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * [Bugfix] Fix use_direct_call condition in FusedMoE layer for (vllm-project#14382) Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * [Bug] Fix Attention when ignored in by quant_method (vllm-project#14313) Signed-off-by: mgoin <mgoin64@gmail.com> * [V1][Bugfix] Standardize quantized kv cache rejection for attention backends (vllm-project#14221) Signed-off-by: mgoin <mgoin64@gmail.com> * [Docs] Add nsight guide to profiling docs (vllm-project#14298) Signed-off-by: mgoin <mgoin64@gmail.com> * cleanup boolean logic Signed-off-by: Sage Moore <sage@neuralmagic.com> * [Hardware][TPU]Enable ragged paged attention kernel and resolve recompilation issue (vllm-project#14310) Signed-off-by: Chengji Yao <chengjiyao@google.com> * [Doc] Fix a typo (vllm-project#14385) * [Bugfix] Correctly call `cudaProfilerStop` in benchmarks script (vllm-project#14183) Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> * [Perf] Reduce MLA CPU overheads in V1 (vllm-project#14384) Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> * [FP8] Refactor apply_fp8_linear and apply_fp8_linear_generic into an object (vllm-project#14390) Signed-off-by: luka <luka@neuralmagic.com> * [BugFix] Illegal Memory Access in the blockwise cutlass fp8 GEMMs (vllm-project#14396) * [Bugfix] Fix JambaForCausalLM LoRA (vllm-project#14370) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Build] Add nightly wheel fallback when latest commit wheel unavailable (vllm-project#14358) Signed-off-by: Isotr0py <2037008807@qq.com> * OpenVINO: added CPU-like conditions (vllm-project#14338) Signed-off-by: Ilya Lavrenov <ilya.lavrenov@intel.com> * [GH] Auto-apply multi-modality label to relevant PRs (vllm-project#14402) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * correct wrong markdown syntax (vllm-project#14414) Signed-off-by: vincent-pli <justdoit.pli@gmail.com> * [Bugfix] Further clean up LoRA test (vllm-project#14422) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [Bugfix] Clean up multi-modal processors (vllm-project#14417) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [Misc] Set default value of seed to None (vllm-project#14274) Signed-off-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com> * [BUGFIX] Skip tokenization support for throughput benchmark (vllm-project#12712) Signed-off-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu> Signed-off-by: Aleksandr Malyshev <maleksan@amd.com> Co-authored-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu> Co-authored-by: Aleksandr Malyshev <maleksan@amd.com> * Fix missing `kv_caches` and `attn_metadata` in `OpenVINOCausalLM` (vllm-project#14271) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * Use the optimized block sizes after tuning the kernel. (vllm-project#14329) * [V1][Core] Support for Structured Outputs (vllm-project#12388) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Nick Hill <nhill@redhat.com> * [Doc] Update prefix_caching.md to match the example image (vllm-project#14420) * [Benchmarks] Make detokenization optional in benchmark scripts (vllm-project#11697) Signed-off-by: Jeremy Arnold <Jeremy.Arnold@amd.com> * comments Signed-off-by: Sage Moore <sage@neuralmagic.com> * [Kernel] optimize performance of gptq marlin kernel when n is small (vllm-project#14138) Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com> * [Misc] Add Phi4-MM example (vllm-project#14343) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * [v1] torch.compile integration explanation (vllm-project#14437) Signed-off-by: youkaichao <youkaichao@gmail.com> * [V1] Eagerly remove finished requests from the batch (vllm-project#14388) Signed-off-by: Nick Hill <nhill@redhat.com> * [V1][Metrics] Fix traceback with preemptions+LoRA (vllm-project#14220) Signed-off-by: Mark McLoughlin <markmc@redhat.com> * [Bugfix] Fix torch_xla which can't handle None seed introduced in vllm-project#14274 (vllm-project#14459) Signed-off-by: Yarong Mu <ymu@google.com> * [V1] Prompt logprobs + APC compatibility; prompt logprobs reqs cannot fill APC (vllm-project#13949) * [Bugfix][V1] Handle MLA in kv_cache_interface (vllm-project#14462) Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Revert "[Perf] Reduce MLA CPU overheads in V1 (vllm-project#14384)" (vllm-project#14471) * [Bugfix][Disaggregated] Add a check in send_kv_caches_and_hidden_states and fix the reshape of the KVCache (vllm-project#14369) Signed-off-by: Mathis Felardos <mathis@mistral.ai> * [MISC][V1] Register process killing handler only in the main thread (vllm-project#14380) Signed-off-by: Cody Yu <hao.yu.cody@gmail.com> * [core] add `extra_args` to `SamplingParams` (vllm-project#13300) Signed-off-by: Aviv Keshet <akeshet@scaledcognition.com> * [CI/Build] refactor: set timezone of container to UTC (vllm-project#12888) Signed-off-by: Roger Meier <r.meier@siemens.com> * Default to `generation_config` from model (vllm-project#12622) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Doc]add doc for Qwen models tool calling (vllm-project#14478) Signed-off-by: WangErXiao <863579016@qq.com> * [Doc] Added QwQ-32B to the supported models list in the reasoning out… (vllm-project#14479) Signed-off-by: WangErXiao <863579016@qq.com> * [Bugfix] Make the deviceprofiler include LoRA memory. (vllm-project#14469) Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> * Add training doc signposting to TRL (vllm-project#14439) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Build/BugFix] Fix hopper 12.8 build (vllm-project#14354) Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * Add RLHF document (vllm-project#14482) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [CI/Build] Use a fixed seed to avoid flaky tests (vllm-project#14480) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [V1] TPU - Add tensor parallel support via Ray (vllm-project#13618) Signed-off-by: Alexander Matveev <amatveev@redhat.com> * [VLM] Add TP support for Phi-4-MM (vllm-project#14453) Signed-off-by: Isotr0py <2037008807@qq.com> * [Misc] add `use_tqdm_on_load` to reduce logs (vllm-project#14407) Signed-off-by: Aaron Pham <contact@aarnphm.xyz> * [V1][Core] Fix memory issue with logits & sampling (vllm-project#13776) Signed-off-by: Roger Wang <ywang@roblox.com> * [benchmarks] Add option to use unique jsonschema for each request (vllm-project#14457) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [Misc] Don't run ruff at all on 3rd party libs (vllm-project#14493) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * Move requirements into their own directory (vllm-project#12547) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Bugfix] DeepSeek Accuracy (vllm-project#14476) Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> * [Bugfix] Fix profiling OOM and decouple encoder multimodal profiling (vllm-project#14361) Signed-off-by: Isotr0py <2037008807@qq.com> * Update CODEOWNERS for structured output (vllm-project#14496) Signed-off-by: Russell Bryant <rbryant@redhat.com> * [Misc] Upgrade to Python 3.9 typing for additional directories (vllm-project#14492) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * [V1] Support bad_words in sampler (vllm-project#13376) Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> Co-authored-by: Nick Hill <nhill@redhat.com> * Revert "[V1][Core] Fix memory issue with logits & sampling" (vllm-project#14504) Signed-off-by: Roger Wang <ywang@roblox.com> Co-authored-by: Roger Wang <ywang@roblox.com> * [Attention] Default to FlashMLA backend for MLA (vllm-project#14451) Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> * [V1][TPU] Remove unnecessary padding for running on TPU. (vllm-project#14467) * [Feat] Support chunked prefill for LMCache connector (vllm-project#14505) Signed-off-by: YaoJiayi <120040070@link.cuhk.edu.cn> * [Bugfix] Fix tqdm progress bar when SamplingParams.n > 1 (vllm-project#12428) Signed-off-by: Yuchen Yan <740987012@qq.com> * [Bugfix] Revert QKVCrossParallelLinear usage in Mllama to keep BNB quantization work (vllm-project#14498) Signed-off-by: Isotr0py <2037008807@qq.com> * [Hardware][TPU] Fix the recompiling issue in logits processor after warmup (vllm-project#14510) Signed-off-by: Chengji Yao <chengjiyao@google.com> * [Misc] Ensure out-of-tree quantization method recognize by cli args (vllm-project#14328) Signed-off-by: liuyanyi <wolfsonliu@163.com> * [Bugfix] Wrong requirements path - rocm (vllm-project#14527) Signed-off-by: Martin Hoyer <mhoyer@redhat.com> * [Feature] Consolidate performance benchmark datasets (vllm-project#14036) Signed-off-by: Jennifer Zhao <7443418+JenZhao@users.noreply.github.com> Signed-off-by: Roger Wang <ywang@roblox.com> Co-authored-by: Jennifer Zhao <7443418+JenZhao@users.noreply.github.com> Co-authored-by: Roger Wang <ywang@roblox.com> * [Misc] Add log information for handle_process_request. (vllm-project#14130) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Docs] Mention `model_impl` arg when explaining Transformers fallback (vllm-project#14552) Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> * [Frontend] support image embeds (vllm-project#13955) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> * [Kernel] Add more dtype support for GGUF kernels (vllm-project#14043) Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com> Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> * [Doc] Update PaliGemma note to a warning (vllm-project#14565) Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> * V1 rocm support (#469) * Initial commit for V1 successfull compilation * Small improvement for linear * Small improvement for linear * making use of forward_cuda for all except ROPE in llama --------- Co-authored-by: maleksan85 <maleksan@amd.com> * nightly_fixed_aiter_integration_final_20250305 README update (#470) * nightly_fixed_aiter_integration_final_20250305 README update (perf results only) * Update Docker Manifest git hash * Update Docker Manifest and added nightly_fixed_aiter_integration_final_20250305 * some more updates * Update AITER section with example * Updated AITER command with larger batch size and model name * Fixing typo * Removed --max-model-len in AITER command * Updating AITER instructions * typo * Another typo * Whitespace * modifying whats new section * Another typo --------- Co-authored-by: arakowsk-amd <182798202+arakowsk-amd@users.noreply.github.com> Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com> --------- Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Signed-off-by: Mark McLoughlin <markmc@redhat.com> Signed-off-by: Nick Hill <nhill@redhat.com> Signed-off-by: mgoin <mgoin64@gmail.com> Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com> Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com> Signed-off-by: Divakar Verma <divakar.verma@amd.com> Signed-off-by: Cody Yu <hao.yu.cody@gmail.com> Signed-off-by: Rui Qiao <ruisearch42@gmail.com> Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Siyuan Liu <lsiyuan@google.com> Signed-off-by: KuntaiDu <kuntai@uchicago.edu> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: Sage Moore <sage@neuralmagic.com> Signed-off-by: Michael Goin <mgoin64@gmail.com> Signed-off-by: Nishidha Panpaliya <nishidha.panpaliya@partner.ibm.com> Signed-off-by: dangshunya <dangshunya@baichuan-inc.com> Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai> Signed-off-by: Roger Wang <ywang@roblox.com> Signed-off-by: Lu Fang <lufang@fb.com> Signed-off-by: Iacopo Poli <iacopo@lighton.ai> Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk> Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com> Signed-off-by: Isotr0py <2037008807@qq.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: Daivid Savernin-Frenk <daivid.frank@TurboNext.ai> Signed-off-by: simon-mo <simon.mo@hey.com> Signed-off-by: vincent-4 <vincentzhongy+githubvincent4@gmail.com> Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca> Signed-off-by: pyc96 <pychen96@gmail.com> Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com> Signed-off-by: Russell Bryant <rbryant@redhat.com> Signed-off-by: Yuan Tang <terrytangyuan@gmail.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com> Signed-off-by: Kyle Huang <kylhuang@nvidia.com> Signed-off-by: Linkun Chen <github@lkchen.net> Signed-off-by: NickLucche <nlucches@redhat.com> Signed-off-by: NickLucche <nick@nlucches-4xa100.c.openshift-330514.internal> Signed-off-by: liuyanyi <wolfsonliu@163.com> Signed-off-by: courage17340 <courage17340@163.com> Signed-off-by: Jitse Klomp <jitse.klomp@conclusionxforce.nl> Signed-off-by: Dilip Gowda Bhagavan <dilip.bhagavan@ibm.com> Signed-off-by: Rishika Kedia <rishika.kedia@in.ibm.com> Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Signed-off-by: ZhongYingMatrix <zhongyingmatrix@gmail.com> Signed-off-by: Himanshu Jaju <hj@mistral.ai> Signed-off-by: Chengji Yao <chengjiyao@google.com> Signed-off-by: luka <luka@neuralmagic.com> Signed-off-by: Ilya Lavrenov <ilya.lavrenov@intel.com> Signed-off-by: vincent-pli <justdoit.pli@gmail.com> Signed-off-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com> Signed-off-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu> Signed-off-by: Aleksandr Malyshev <maleksan@amd.com> Signed-off-by: Aaron Pham <contact@aarnphm.xyz> Signed-off-by: Jeremy Arnold <Jeremy.Arnold@amd.com> Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com> Signed-off-by: Yarong Mu <ymu@google.com> Signed-off-by: Mathis Felardos <mathis@mistral.ai> Signed-off-by: Aviv Keshet <akeshet@scaledcognition.com> Signed-off-by: Roger Meier <r.meier@siemens.com> Signed-off-by: WangErXiao <863579016@qq.com> Signed-off-by: Alexander Matveev <amatveev@redhat.com> Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com> Signed-off-by: YaoJiayi <120040070@link.cuhk.edu.cn> Signed-off-by: Yuchen Yan <740987012@qq.com> Signed-off-by: Martin Hoyer <mhoyer@redhat.com> Signed-off-by: Jennifer Zhao <7443418+JenZhao@users.noreply.github.com> Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com> Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com> Signed-off-by: SzymonOzog <szymon.ozog@gmail.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Mark McLoughlin <markmc@redhat.com> Co-authored-by: Nick Hill <nhill@redhat.com> Co-authored-by: Michael Goin <michael@neuralmagic.com> Co-authored-by: Qubitium-ModelCloud <qubitium@modelcloud.ai> Co-authored-by: mgoin <mgoin64@gmail.com> Co-authored-by: iefgnoix <isaacwxf23@gmail.com> Co-authored-by: Travis Johnson <tsjohnso@us.ibm.com> Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com> Co-authored-by: Divakar Verma <137818590+divakar-amd@users.noreply.github.com> Co-authored-by: Cody Yu <hao.yu.cody@gmail.com> Co-authored-by: Rui Qiao <161574667+ruisearch42@users.noreply.github.com> Co-authored-by: Zhanwen Chen <phil.zhanwen.chen@gmail.com> Co-authored-by: youkaichao <youkaichao@gmail.com> Co-authored-by: lkchen <github@lkchen.net> Co-authored-by: kushanam <42385577+kushanam@users.noreply.github.com> Co-authored-by: Siyuan Liu <lsiyuan@google.com> Co-authored-by: Kuntai Du <kuntai@uchicago.edu> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Sage Moore <sage@neuralmagic.com> Co-authored-by: Nishidha <nishidha.panpaliya@partner.ibm.com> Co-authored-by: rainkert <93575312+rainkert@users.noreply.github.com> Co-authored-by: dangshunya <dangshunya@baichuan-inc.com> Co-authored-by: Congcong Chen <congcongchen@microsoft.com> Co-authored-by: Benjamin Chislett <benjamin.chislett@centml.ai> Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com> Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com> Co-authored-by: Iacopo Poli <iacopo@lighton.ai> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: Zhe Zhang <zhz@apache.org> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: Jee Jee Li <pandaleefree@gmail.com> Co-authored-by: DaividFrank <49250948+DaividFrank@users.noreply.github.com> Co-authored-by: Simon Mo <simon.mo@hey.com> Co-authored-by: Vincent <vincentzhongy+githubvincent4@gmail.com> Co-authored-by: Brayden Zhong <b8zhong@uwaterloo.ca> Co-authored-by: Ye Cao <caoye.cao@alibaba-inc.com> Co-authored-by: Serena <yangsijia.614@bytedance.com> Co-authored-by: pyc96 <pychen96@gmail.com> Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Co-authored-by: Ying Zhong <zhongyingmatrix@gmail.com> Co-authored-by: Russell Bryant <rbryant@redhat.com> Co-authored-by: Yuan Tang <terrytangyuan@gmail.com> Co-authored-by: Ce Gao <cegao@tensorchord.ai> Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com> Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com> Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com> Co-authored-by: Pavani Majety <pmajety@nvidia.com> Co-authored-by: kYLe <kylhuang@nvidia.com> Co-authored-by: NickLucche <nick@nlucches-4xa100.c.openshift-330514.internal> Co-authored-by: Yanyi Liu <wolfsonliu@163.com> Co-authored-by: Irina Yuryeva <76484191+upayuryeva@users.noreply.github.com> Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com> Co-authored-by: courage17340 <courage17340@users.noreply.github.com> Co-authored-by: Jitse Klomp <jitse.klomp@conclusionxforce.nl> Co-authored-by: Dilip Gowda Bhagavan <110233170+dilipgb@users.noreply.github.com> Co-authored-by: Rishika Kedia <rishika.kedia@in.ibm.com> Co-authored-by: Burkhard Ringlein <ngl@zurich.ibm.com> Co-authored-by: Jan van Lunteren <jvl@zurich.ibm.com> Co-authored-by: Himanshu Jaju <hj@mistral.ai> Co-authored-by: Chengji Yao <chengjiyao@google.com> Co-authored-by: Daniel Li <dyli@google.com> Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com> Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com> Co-authored-by: Peng Li <justdoit.pli@gmail.com> Co-authored-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com> Co-authored-by: Aleksandr Malyshev <164964928+maleksan85@users.noreply.github.com> Co-authored-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu> Co-authored-by: Aleksandr Malyshev <maleksan@amd.com> Co-authored-by: Aaron Pham <contact@aarnphm.xyz> Co-authored-by: York-RDWang <103811994+York-RDWang@users.noreply.github.com> Co-authored-by: Jeremy Arnold <103538711+JArnoldAMD@users.noreply.github.com> Co-authored-by: Jinzhen Lin <linjinzhen@hotmail.com> Co-authored-by: yarongmu-google <150371854+yarongmu-google@users.noreply.github.com> Co-authored-by: afeldman-nm <156691304+afeldman-nm@users.noreply.github.com> 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aarnphm force-pushed the v1/structured-decoding branch from f66e36b to 55741d4 Compare January 24, 2025 06:11

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aarnphm changed the title ~~feat: initial guided decoding implementation on scheduler~~ [V1][Core] Initial guided decoding implementation on scheduler Jan 24, 2025

aarnphm changed the title ~~[V1][Core] Initial guided decoding implementation on scheduler~~ [V1][Core] Structured decoding on scheduler-level Jan 24, 2025

aarnphm mentioned this pull request Jan 26, 2025

[RFC]: Implement Structured Output support for V1 engine #11908

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feat: initial guided decoding implementation on scheduler

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chore: --wip--

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chore: remove lazy loader

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fix: update types and attach bitmask to requests

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chore: --wip--

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imkero mentioned this pull request Feb 5, 2025

[Bug]: V1 engine ignores guided json #12692

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merge: branch 'main' of github.com:vllm-project/vllm into v1/structur…

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Merge remote-tracking branch 'origin/main' into v1/structured-decoding

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Rename files and variables to use full structured_output name

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russellb and others added 9 commits March 6, 2025 12:05

Fix some missed files in my last rename commit

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Lazily import xgrammar because it initializes cuda as a side effect

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chore: lazy import modules with type hint

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chore: lazy load np

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chore: fix missing variables

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chore: gated typing imports

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Merge remote-tracking branch 'origin/main' into v1/structured-decoding

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chore: update test state for gpu_model_runner

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Harsha-Nori mentioned this pull request Mar 7, 2025

[Frontend][Core] Add Guidance backend for guided decoding #10217

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aarnphm added 2 commits March 7, 2025 02:16

chore: enable structured outputs tests

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merge: branch 'main' of github.com:vllm-project/vllm into v1/structur…

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WoosukKwon merged commit 80e9afb into vllm-project:main Mar 7, 2025
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russellb mentioned this pull request Mar 10, 2025

benchmarks: simplify test jsonschema #14567

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aarnphm deleted the v1/structured-decoding branch March 19, 2025 11:04

ckhordiasma mentioned this pull request Apr 17, 2025

[do not merge] pr test for nm changes into 2.20 red-hat-data-services/vllm#107

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[V1][Core] Support for Structured Outputs #12388

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