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[v1][Metrics] Add design doc #12745

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merged 8 commits into from
Mar 4, 2025

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@markmc markmc commented Feb 4, 2025

Related to #10582. Some notes I had taken on v0 metrics implementation, along with v1 design details.

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@mergify mergify bot added the documentation Improvements or additions to documentation label Feb 4, 2025
@njhill njhill added the v1 label Feb 4, 2025
@markmc markmc force-pushed the metrics-v1-design-doc branch from 643c433 to 868f9a5 Compare February 10, 2025 12:46
@markmc markmc marked this pull request as ready for review February 10, 2025 12:48
@markmc markmc force-pushed the metrics-v1-design-doc branch from 868f9a5 to af63862 Compare February 10, 2025 13:03
@markmc markmc force-pushed the metrics-v1-design-doc branch from af63862 to e12c6fd Compare February 10, 2025 14:22
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FYI, this use of colons in direct metric names is contrary to https://prometheus.io/docs/concepts/data_model/#metric-names-and-labels

I see that most follow the desideratum of ending with the units, but time_in_queue_requests does not.

While backward compatibility is good, maybe there should also be a plan to shift to more compliant metric names?

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hmellor commented Feb 10, 2025

When the metrics were originally added the contributor wasn't aware of the naming convention. When this was noticed it was decided that we would leave them as is so that we wouldn't break any dashboards that people had set up.

I agree that this could be a good opportunity to switch to compliant names. I think using the correct convention would inspire confidence in users who are already familliar with tools like Prometheus.

@markmc markmc force-pushed the metrics-v1-design-doc branch from e12c6fd to 668dcd9 Compare February 10, 2025 17:37
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LGTM, just some nits about cross referencing syntax and the heading level of one of the titles

@markmc markmc force-pushed the metrics-v1-design-doc branch 4 times, most recently from 2149d60 to f29c0d1 Compare February 13, 2025 14:50

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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
@markmc markmc force-pushed the metrics-v1-design-doc branch from f29c0d1 to 21502e6 Compare February 13, 2025 14:52
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markmc commented Feb 13, 2025

When the metrics were originally added the contributor wasn't aware of the naming convention. When this was noticed it was decided that we would leave them as is so that we wouldn't break any dashboards that people had set up.

I agree that this could be a good opportunity to switch to compliant names. I think using the correct convention would inspire confidence in users who are already familliar with tools like Prometheus.

I added a section on this, thanks 👍

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This is a really valuable document, thank you for putting the time and effort into creating it!

A couple of whitespace nits.

My comments about cross-referencing still stand. I'd do it myself, but I don't have GitHub permission to.

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markmc commented Feb 19, 2025

This is a really valuable document, thank you for putting the time and effort into creating it!

Thank you!

A couple of whitespace nits.

My comments about cross-referencing still stand. I'd do it myself, but I don't have GitHub permission to.

Really appreciate the help, thanks. I'd happily pull in commits from a branch in your repo.

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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hmellor commented Feb 19, 2025

You can cherrypick this commit hmellor@1876f9c

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markmc commented Feb 24, 2025

You can cherrypick this commit hmellor@1876f9c

Thanks @hmellor appreciate the help!

TIL MyST!

As per the discussion in vllm-project#13169.

Signed-off-by: Mark McLoughlin <markmc@redhat.com>
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Thanks for cherry picking the links fix, my comments have been resolved

@robertgshaw2-redhat robertgshaw2-redhat enabled auto-merge (squash) March 3, 2025 17:17
@github-actions github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Mar 3, 2025
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It seems like there might be an actual issue with the docs build

@comaniac comaniac changed the title [WIP][v1][Metrics] Add design doc [v1][Metrics] Add design doc Mar 3, 2025
Pointed out by Cody.

Signed-off-by: Mark McLoughlin <markmc@redhat.com>
auto-merge was automatically disabled March 3, 2025 17:53

Head branch was pushed to by a user without write access

Pointed out by Cody.

Signed-off-by: Mark McLoughlin <markmc@redhat.com>
@markmc markmc force-pushed the metrics-v1-design-doc branch from 1647506 to 1eac7d5 Compare March 3, 2025 18:04
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LGTM. Thanks

markmc and others added 2 commits March 3, 2025 13:25
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
@markmc markmc force-pushed the metrics-v1-design-doc branch from 036554e to b48a15c Compare March 3, 2025 18:26
@robertgshaw2-redhat robertgshaw2-redhat enabled auto-merge (squash) March 4, 2025 15:42
The MyST examples links are causing this in the buildkite build:

```
docs/source/design/v1/metrics.md:64:Unknown source document 'getting_started/examples/prometheus_grafana' [myst.xref_missing]
```

Signed-off-by: Mark McLoughlin <markmc@redhat.com>
auto-merge was automatically disabled March 4, 2025 16:56

Head branch was pushed to by a user without write access

@markmc markmc force-pushed the metrics-v1-design-doc branch from 043688c to b0ab43e Compare March 4, 2025 16:56
@robertgshaw2-redhat robertgshaw2-redhat merged commit c2bd219 into vllm-project:main Mar 4, 2025
16 checks passed
Alexei-V-Ivanov-AMD added a commit to ROCm/vllm that referenced this pull request Mar 11, 2025
* Fix `head_dim` not existing in all model configs (Transformers backend) (vllm-project#14141)

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* [V0][Metrics] Remove unimplemented `vllm:tokens_total` (vllm-project#14134)

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* [V0][Metrics] Deprecate some KV/prefix cache metrics (vllm-project#14136)

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* [V1] Simplify stats logging (vllm-project#14082)

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* [WIP][[V1][Metrics] Implement max_num_generation_tokens,  request_params_n, and request_params_max_tokens metrics (vllm-project#14055)

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* [Bugfix] Allow shared_experts skip quantization for DeepSeekV2/V3 (vllm-project#14100)

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* [Kernel] Optimize moe intermediate_cache usage (vllm-project#13625)

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* [Docs] Add GPTQModel (vllm-project#14056)

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* [v1] Add comments to the new ragged paged attention Pallas kernel (vllm-project#14155)

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* [Model] Add support for GraniteMoeShared models (vllm-project#13313)

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* [core] moe fp8 block quant tuning support (vllm-project#14068)

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* [Misc] Remove lru_cache in NvmlCudaPlatform (vllm-project#14156)

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* [core] Pass all driver env vars to ray workers unless excluded (vllm-project#14099)

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* Fix benchmark_moe.py tuning for CUDA devices (vllm-project#14164)

* [platform] add debug logging during inferring the device type (vllm-project#14195)

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* [sleep mode] error out with expandable_segments (vllm-project#14189)

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* [doc] add "Failed to infer device type" to faq (vllm-project#14200)

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* [Bugfix] Restrict MacOS CPU detection (vllm-project#14210)

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* add cutlass support for blackwell fp8 gemm (vllm-project#13798)

* [TPU][Profiler] Support start_profile/stop_profile in TPU worker (vllm-project#13988)

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* Fix performance when `--generation-config` is not `None` (vllm-project#14223)

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* [Docs] Update Dockerfile dependency image (vllm-project#14215)

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* [v1][Metrics] Add design doc (vllm-project#12745)

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* [Security] Serialize using safetensors instead of pickle in Mooncake Pipe (vllm-project#14228)

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* Clean up unused padding_idx variables across many model definitions (vllm-project#13240)

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* [V1][TPU] TPU multimodal model support for ragged attention (vllm-project#14158)

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* [misc] announce china meetup (vllm-project#14248)

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* Moved numba from common requirements to cuda/rocm specific requirements (vllm-project#14199)

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* Disable GPTQ AllSpark kernels for CUDA Compiler < 12.0 (vllm-project#14157)

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* [Bugfix] Fix gptq_marlin for deepseek-v3 (vllm-project#13750)

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* [V1][Bugfix] Do not reset prefix caching metrics (vllm-project#14235)

* [Model] New model support for Phi-4-multimodal-instruct (vllm-project#14119)

* [V1] EP/TP MoE + DP Attention (vllm-project#13931)

* [platforms] improve rocm debugging info (vllm-project#14257)

* Temporarily disable test_awq_gemm_opcheck (vllm-project#14251)

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* [Frontend] Allow return_tokens_as_token_ids to be passed as a request param (vllm-project#14066)

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* [Misc][V1] Avoid using `envs.VLLM_USE_V1` in mm processing (vllm-project#14256)

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* [Bugfix][V1] Fix allowed_token_ids for v1 Sampler (vllm-project#14169)

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* [Doc] Update nginx guide: remove privileged from vllm container run and add target GPU ID (vllm-project#14217)

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* [Doc] [3/N] Refer code examples for common cases in dev multimodal processor (vllm-project#14278)

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* Small update for external_launcher backend docs (vllm-project#14288)

* [V1][Frontend] Add Testing For V1 Runtime Parameters (vllm-project#14159)

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* [LoRA] Remove linear hack outside transformers backend (vllm-project#14177)

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* [Misc] Add Qwen2MoeForCausalLM moe tuning support  (vllm-project#14276)

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* prefix_caching.md: Fixed typo (vllm-project#14293)

Signed-off-by: Daivid Savernin-Frenk <daivid.frank@TurboNext.ai>

* [Bugfix] Fix broken vision language example (vllm-project#14292)

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* [Docs] Add Meta Slides (vllm-project#14297)

Signed-off-by: simon-mo <simon.mo@hey.com>

* [V1][Minor] Remove obsolete FIXME comment (vllm-project#14304)

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* Deprecate `best_of` Sampling Parameter in anticipation for vLLM V1 (vllm-project#13997)

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* [V1][BugFix] Fix for mixed top_k batch (vllm-project#14301)

Signed-off-by: Nick Hill <nhill@redhat.com>


Co-authored-by: Ye Cao <caoye.cao@alibaba-inc.com>

* [misc] Add FlashMLA as a new option of VLLM_ATTENTION_BACKEND env (vllm-project#14267)

* [V1][Easy] Add empty allowed_token_ids in the v1 sampler test (vllm-project#14308)

Signed-off-by: Lu Fang <lufang@fb.com>

* init

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* [Bugfix] Fix DeepSeek MTP crash when using TP1ModelRunner with CUDA graph due to shape mismatch (vllm-project#14237)

Signed-off-by: pyc96 <pychen96@gmail.com>

* [Bugfix] Remove num_tokens_across_dp (vllm-project#14302)

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* [BugFix] Fix prefix caching V0 MLA (vllm-project#14255)

Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
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* [CI/Build] Use spawn multiprocessing mode for V1 test pipeline (vllm-project#14243)

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* Add benchmark for DeepGEMM and vLLM Block FP8 Dense GEMM (vllm-project#13917)

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* [Build] Add UV_HTTP_TIMEOUT to avoid timeout during installation (vllm-project#13850)

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* [BugFix] MLA + V1, illegal memory access and accuracy issues (vllm-project#14253)

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* [misc] Mention `ray list nodes` command to troubleshoot ray issues (vllm-project#14318)

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* [Bugfix][Structured Output] Support outlines engine with reasoning outputs for DeepSeek R1 (vllm-project#14114)

* [V1] LoRA - Enable more V1 tests (vllm-project#14315)

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* [Bugfix][CI] ALiBi test case in xformers multi_query_kv_attention (vllm-project#11301)

* [Hardware] Update the flash attn tag to support Blackwell (vllm-project#14244)

* [Model] Update Paligemma multimodal processing with PromptUpdate  (vllm-project#14015)

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* [V1][VLM][Pixtral-HF] Support Pixtral-HF on V1 (vllm-project#14275)

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* [Core] Optimizing cross-attention `QKVParallelLinear` computation (vllm-project#12325)

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* [Frontend][Docs] Transcription API streaming (vllm-project#13301)

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* [Doc] Update reasoning with stream example to use OpenAI library (vllm-project#14077)

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* [Doc] Correct beam_search using in generative_models.md (vllm-project#14363)

* [Kernel] [V1] Improved performance for V1 Triton (ROCm) backend  (vllm-project#14152)

* [Bugfix][Core] fix abort_seq_group and memory leak when n>1 (vllm-project#14326)

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* [Core] Don't use cache during multi-modal profiling (vllm-project#14336)

* [Doc] Fix date typo in README.md (vllm-project#14366)

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* [RLHF] use worker_extension_cls for compatibility with V0 and V1 (vllm-project#14185)

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* Reinstate `best_of` for V0 (vllm-project#14356)

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* Adding cpu inference with VXE ISA for s390x architecture (vllm-project#12613)

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* Add authors to license header. (vllm-project#14371)

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* 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)

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* [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)

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* [CI] Disable spawn when running V1 Test (vllm-project#14345)

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* [Kernel] Add needs_fixed_stride_order tag to most GEMMs (vllm-project#14306)

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* [Bugfix] Fix use_direct_call condition in FusedMoE layer for  (vllm-project#14382)

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* [Bug] Fix Attention when ignored in by quant_method (vllm-project#14313)

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* [V1][Bugfix] Standardize quantized kv cache rejection for attention backends (vllm-project#14221)

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* [Docs] Add nsight guide to profiling docs (vllm-project#14298)

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* cleanup boolean logic

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* [Hardware][TPU]Enable ragged paged attention kernel and resolve recompilation issue (vllm-project#14310)

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* [Doc] Fix a typo (vllm-project#14385)

* [Bugfix] Correctly call `cudaProfilerStop` in benchmarks script (vllm-project#14183)

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* [Perf] Reduce MLA CPU overheads in V1 (vllm-project#14384)

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* [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)

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* [GH] Auto-apply multi-modality label to relevant PRs (vllm-project#14402)

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* correct wrong markdown syntax (vllm-project#14414)

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* [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>
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Signed-off-by: Siyuan Liu <lsiyuan@google.com>
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
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Co-authored-by: Jennifer Zhao <JenZhao@users.noreply.github.com>
Co-authored-by: Jennifer Zhao <7443418+JenZhao@users.noreply.github.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: Szymon Ożóg <58388001+SzymonOzog@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
Co-authored-by: Mcirino1 <57415822+Mcirino1@users.noreply.github.com>
Co-authored-by: arakowsk-amd <182798202+arakowsk-amd@users.noreply.github.com>
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