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124 Commits
Author SHA1 Message Date
MOVZXandHinata 61fbe0b865 [Mini-VLLM] Remove unreferenced definitions found by static scan 
A symbol scan over every tracked file found 123 top-level definitions in
vllm/ with zero references, including references inside strings. All of
them came from features this fork deleted earlier.

- Delete dead attention helpers: MLADCPManager, split_prefill_chunks, the
  reshape helpers, compute_varlen_chunk_metadata, the LINEAR backend's
  unused BailingLinearAttentionBackend, and the sparse flash-attn entry
  points.
- Delete the CPU and AMX op wrappers from _custom_ops.py: cpu_mla_decode,
  cpu_mla_extend, cpu_mla_get_scheduler_metadata,
  gather_mla_context_cache_cpu.
- Delete dead quantization helpers: awq_pack, gptq_pack,
  gptq_quantize_weights, get_and_maybe_dequant_weights,
  marlin_quant_fp8_torch, the rand_marlin_weight_*_like pair,
  ocp_mx_weight_dtype_and_rows, get_fp8_block_weight_scale,
  input_to_float8.
- Delete dead model helpers: resolve_visual_encoder_outputs,
  run_dp_sharded_vision_model, fast_topk, get_layer_index,
  is_pp_missing_parameter, skip_spec_layers, KimiK3MergedQKVGateLinear,
  selective_scan_fn, causal_conv1d_update_torch.
- Delete dead utils: format_kib, format_mib, chunk_list, prev_power_of_2,
  split_host_port, join_host_port, make_zmq_path, make_async_with_semaphore,
  is_meta_module, is_non_overlapping_and_dense, supports_xpu_graph,
  create_kv_caches_with_random*, and the unused has_* capability probes.
- Delete the unreachable deep-gemm mega-MoE warmup path, which imported
  vllm.models.deepseek_v4.nvidia.model and vllm.models.kimi_k3.nvidia.model,
  neither of which exists anymore.
- Drop the imports and the two now-empty guards left behind.

Verified statically: every changed file compiles, no unused import
remains, and no deleted name is referenced in vllm, tests or csrc. The
runtime gates still need the Python environment rebuilt.

Co-authored-by: Hinata <hinata@idihore.id>
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-19 21:39:56 +07:00
MOVZXandHinata 5aa2ac64f8 [Mini-VLLM] Remove LoRA, plugins, speech-to-text and scale-out surfaces 
Production runs one static model behind the OpenAI-compatible API. Every
adapter path and non-OpenAI HTTP surface is unreachable there.

- Delete the LoRA stack: vllm/lora, LoRARequest on the engine wire, the
  scheduler, worker, cudagraph and MoE plumbing, LoRA metrics, the lora
  CLI group, and the LoRA tests.
- Drop the plugin loader in vllm/plugins. Platform resolution is now
  CUDA-only and the general/stat-logger plugin hooks are gone.
- Delete the speech-to-text and realtime entrypoints, the scale-out
  render routes, and vllm/config/speech_to_text.py. GenerationTask is
  generate-only.
- Cut DecodeBenchConnector and the disagg-prefill doc and image. The
  Multi, Offloading and Example connectors stay; production uses the
  CPU KV offload tier.
- Delete the ROCm-only fused KDA chunk kernel (2346 lines) with its CMake
  arch gate, declarations and op registrations. The CUDA build never
  defined the guard and no Python caller existed.
- Delete the orphan Mistral and Pixtral chat fixtures and examples/.
- Fix _check_model: removing the LoRA early return made every request
  fail with "The model ... does not exist. Valid aliases: ...".

Verified on an RTX 3090: import sweep reports 1242 modules with 7 known
optional-dependency failures; a live server answers chat, completions,
responses, tokenize and detokenize with zero log errors and 404 for the
removed surfaces; collection yields 8558 tests with the 3 pre-existing
errors; ruff adds no new finding; the incremental _C build succeeds.

Co-authored-by: Hinata <hinata@idihore.id>
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-19 21:06:19 +07:00
SeongJun LeeandNing Xie 56e3b081ae [Bugfix][weight loader] Stop warning when a parameter only widens the weight (#60020) 
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
 2026-10-12 14:33:31 -04:00
Ning Xie a37c402f32 [weight loader] add dtype equality validation between parameter and weight (#51792) 
Signed-off-by: Andy Xie <andy.xning@gmail.com>
 2026-10-01 03:07:31 +00:00
xiaozhoupyCodexWoosuk KwonJee Jee Li
 		a8e069f81b [Bugfix][MiniMax M3] Share target embeddings with MTP under PP (#58648) 
Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-09-29 20:04:10 -07:00
Ashraf Bhuiyan b9e2903b89 [Mypy] Fix mypy typing for Ultravox and Unlimited-OCR models (#58239) 
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
 2026-09-27 21:19:04 -04:00
Harry MellorandClaude Opus 5.5 d881812500 [Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
 2026-09-24 14:14:10 +00:00
GuorongYegrYe99Cursor Agent
 		1291bdb85e [EPD][Model Loader] Skip language-model checkpoint shards for --mm-encoder-only (#58086) 
Signed-off-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
 2026-09-24 00:41:15 -07:00
Asaf GardinHarry MellorClaude Opus 5
 		44dd18fe0b [Model][Gemma4] Load Weights with AutoWeightsLoader (#55911) 
Signed-off-by: Josephasafg <ajgard7@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-18 12:07:30 +00:00
Harry MellorandClaude Opus 5 651a88c09a [CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 10:57:24 -07:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 16:44:29 +00:00
Roderick Wuandmgoin 2c9d68f80b [Quant][Kernel] Remove GPTQ Group/Dynamic Activation Ordering (#54809) 
Signed-off-by: Roderick-Wu <roderickwu2003@gmail.com>
Signed-off-by: Roderick Wu <roderickwu2003@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2026-09-08 12:45:12 -07:00
yongqinwang-cmdCursorWentao Ye
 		d87a440f88 [Core][MRV2] Support eagle3 spec decode with pipeline parallel (#50514) 
Signed-off-by: Yongqin Wang <yongqinwang@roblox.com>
Co-authored-by: Cursor <noreply@cursor.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-09-05 11:45:34 +08:00
jackLeiandOpenAI Codex 584e8f0dda [Model] Fix GLM-OCR MTP weight loading (#49869) 
Signed-off-by: jackLei0901 <42642542+jackLei0901@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-09-02 08:38:36 +00:00
Harry Mellor 1fe3a1571a Reduce AutoWeightsLoader kwargs (#53106) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-20 15:40:11 +00:00
Harry Mellor f0c14b4f77 Fix weight tying (#51665) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-20 10:31:55 +00:00
Wentao Ye 0cf49a5d15 [Refactor] Remove multiple dead codes (#50285) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-08-03 10:59:08 -04:00
christian 9d1aa4dda8 [Frontend] Add diarized_json support for MOSS-Transcribe-Diarize (#48543) 
Signed-off-by: Lucas Christian <lucaschgf7@gmail.com>
 2026-07-29 23:24:30 +00:00
Harry Mellor c233d90aa8 Remove even more unnecessary load_weights methods (#48496) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-07-18 08:40:27 +00:00
Harry Mellor dd94484577 Bump Transformers version to 5.10.4 (#41359) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-07-07 05:13:28 -07:00
Harry Mellor 5051698e41 Remove unnecessary load_weights methods (#44589) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-29 01:52:23 -07:00
Wentao Ye 96fa5cdd9e [CI Bug] Fix ValueError: There is no module or parameter named 'model.vision_tower.vision_model' (#45478) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-06-13 02:38:37 -07:00
Vadim GimpelsonandCursor 4765f0f189 [Bugfix] Fix sequence_parallel_chunk_impl custom op aliasing its input (#44130) 
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-06-05 23:56:36 +00:00
Harry Mellorandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 62215e72c6 Remove KV cache scale boilerplate from model weight loading methods (#43167) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-06-05 05:19:04 -07:00
Nick Hill b82e908b4c [Perf][4/n] Eliminate various GPU<->CPU syncs (#42347) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-05-19 10:35:54 -04:00
Soyaazz 990f49bdcb [MM][CG] Enable encoder Cudagraph for Step3VL (#42224) 
Signed-off-by: JisoLya <523420504@qq.com>
Signed-off-by: Soyaazz <523420504@qq.com>
 2026-05-17 20:19:13 -07:00
Luciano MartinsLuciano MartinsIsotr0py
 		08ed2b9688 feat(models): implement Google Gemma 4 architecture support (MoE, Multimodal, Reasoning, Tool-Use) (#38826) 
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Luciano Martins <lucianomartins@google.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2026-04-02 11:13:28 -07:00
Lukas Geiger 4f6eed3bd4 [Core] Simplify multimodal masking (#34246) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2026-04-01 01:18:22 -07:00
Harry Mellor 0005d2a3c9 Use Transformers v5 WeightRenaming for Transformers modeling backend (#31545) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-13 20:49:08 +00:00
SteadfastAsArtClaude Opus 4.6Harry Mellor
 		2decec9856 [Transformers backend] Ignore MTP weights when num_nextn_predict_layers=0 (#34888) 
Signed-off-by: SteadfastAsArt <695488173@qq.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-27 19:39:23 +00:00
Ming YangandMichael Goin 6831650c40 [offloader] v2: Hide weight onloading latency via prefetching (#29941) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-25 17:20:59 -08:00
Wei Zhao b37b679770 [Feature][Perf] Support Selective CPU Weight Offloading (#34535) 
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
 2026-02-13 20:02:24 -08:00
Wei ZhaoandMichael Goin 59d53066d8 [Feature] Support CPU Offloading without Pytorch Pinned Memory that leads to doubled allocation (#32993) 
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-13 08:11:26 -08:00
Xinyu Chen e969a169ef support view_from_cpu_tensor on XPU (#33868) 
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
 2026-02-06 08:34:20 +00:00
Kyle Sayers f857a03f6b [QeRL] Layerwise Reloading (#32133) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-01-30 08:50:05 -07:00
Cyrus Leung 2b8a38b6d6 [Model] Extend collect_children and no_init_weights contexts (#32757) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-22 08:20:27 +00:00
Cyrus Leung 4753f3bf69 [Model] Use context managers for encoder- and LM-only mode (#32605) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 11:43:38 +08:00
tjp_zjuandWentao Ye 2f03035a61 "refactor: refactor_repeated_interfaces" (#32486) 
Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-18 22:07:01 +08:00
Cyrus Leung a24ea5414b [Deprecation] Advance deprecation status (#29617) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-27 19:04:58 +00:00
Jerry Zhang da94c7c0eb Move online quantization to model.load_weights (#26327) 
Signed-off-by: Jerry Zhang <jerryzh168@gmail.com>
 2025-11-18 16:52:41 -08:00
Shreyas Kulkarni 95ae50b7d1 [Quantization] [Eagle] Add complete quantization support to the draft model in Eagle (#28435) 
Signed-off-by: Shreyas Kulkarni <shreyas.gp269@gmail.com>
 2025-11-17 15:01:34 -08:00
Eldar Kurtić e439c784fa Add support for Eagle with separate lm-head and embed_tokens layers (#28549) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
 2025-11-15 06:12:02 -08:00
GuanHandIsotr0py cec275efce [Bugfix] resolve Qwen3-VL GPTQModel quantized model loading failure (#28663) 
Signed-off-by: GuanH <guansdrailib@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-11-14 18:44:27 +00:00
Harry Mellor 97d1c99302 Rename clashing method names for vLLM model protocol (#27583) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-11-12 19:14:33 -08:00
wangxiyuan 428bc7bf1c [V0 deprecation] Remove VLLM_USE_V1 usage in most modules (#27955) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-11-04 20:51:16 -08:00
Yeshwanth N 71b1c8b667 [Chore]:Extract math and argparse utilities to separate modules (#27188) 
Signed-off-by: Yeshwanth Surya <yeshsurya@gmail.com>
Signed-off-by: Yeshwanth N <yeshsurya@gmail.com>
Signed-off-by: yeshsurya <yeshsurya@gmail.com>
 2025-10-26 04:03:32 -07:00
Harry Mellor 1f9460c4c1 Fix pooling adapters for Transformers backend (#27338) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-23 20:23:55 -07:00
Jonathan Chen ca76486a16 [Chore] Separate out vllm.utils.platform_utils.py (#27374) 
Signed-off-by: Jonathan <chenleejonathan@gmail.com>
 2025-10-23 19:08:06 +00:00
Isotr0py 6ac5e06f7c [Chore] Clean up pytorch helper functions in vllm.utils (#26908) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-10-18 09:48:22 -07:00
Harry Mellor 6c9fdbf725 [Docs] Replace rst style double-backtick with md single-backtick (#27091) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-17 02:47:34 -07:00