v0.14.0

What's Changed

🚀 Features

• FP8 kv cache quantization by @CUHKSZzxy in #4563
• Support Qwen3 Omni by @CUHKSZzxy in #4411
• support qwen3.5(vit) inference in turbomind backend by @irexyc in #4602
• Add OpenAI Responses-compatible endpoint by @CUHKSZzxy in #4582
• Add /get_ppl endpoint by @irexyc in #4679

💥 Improvements

• Update turbomind modeling infrastructure by @lzhangzz in #4557
• refactor(turbomind): consolidate CUDA error handling and add manual stacktracing by @lzhangzz in #4565
• Add Qwen3.5 Moe lite awq by @43758726 in #4561
• [Improve]: Drain queues when sleep engine by @RunningLeon in #4577
• Extend chat completions by introducing token-in/out and returning routed experts by @lvhan028 in #4593
• Follow openai's spec to add "AllowedToolChoice" and report 400 when parsing request failed by @lvhan028 in #4585
• Improve health endpoint by @lvhan028 in #4615
• Remove state init by @grimoire in #4604
• Include spec stats in metrics by @RunningLeon in #4625
• Add raw chat completion logprob output by @lvhan028 in #4637
• fix(pytorch): offload guided decoding CPU ops to thread pool to prevent event loop blocking by @windreamer in #4590
• update gated delta rule state layout by @grimoire in #4636
• Improve kernel dispatch for dp>1 by @RunningLeon in #4653
• Extend v1/messages by introducing token-in/out and returning routed experts by @lvhan028 in #4642
• Fuse gdr preprocess by @grimoire in #4656
• refactor: simplify multimodal preprocessing expansion by @CUHKSZzxy in #4663
• feat: configure cudagraph capture batch sizes by @CUHKSZzxy in #4573
• Refactor prefix caching for pytorch engine by @grimoire in #4618
• Pading one more block for fa3 prefill by @RunningLeon in #4674
• Add usage.prompt_tokens_details.cached_tokens for prefix caching by @lvhan028 in #4670
• Optimize XML tool parsers with incremental streaming and fast-path buffering by @lvhan028 in #4664

🐞 Bug fixes

• fix the anthropic adapter by @lvhan028 in #4578
• Fix Structured Output for GPT-OSS Models by @windreamer in #4386
• Allow W8A8Linear to accept dtype during initialization instead of hard code by @43758726 in #4586
• fix: compact split multimodal tensors by @CUHKSZzxy in #4583
• Fix legacy VLM preprocessors for normalized image data by @CUHKSZzxy in #4584
• fix dockerfile which missing common.txt by @lvhan028 in #4608
• fix: enable FA3 for SM80+ GPUs and fix CUDA version comparison by @windreamer in #4591
• flatten_kv_cache zero padding by @grimoire in #4613
• align streaming usage chunks with OpenAI spec by @lvhan028 in #4616
• fix(vl): reduce multimodal feature memory use by @CUHKSZzxy in #4603
• fix memleak when input contain large image data by @grimoire in #4610
• fix(turbomind): map Intern-S1 HF checkpoint keys by @lvhan028 in #4617
• fix(serve): emit all stream_chunk deltas to fix concurrent tool-call streaming by @lvhan028 in #4622
• fix cp inference by @irexyc in #4619
• refactor(serve): avoid per-request tokenizer work in parsers by @lvhan028 in #4633
• Bring MixtralForCausalLM back to Turbomind by @43758726 in #4623
• fix model loading on windows by @irexyc in #4626
• Fix mtp cudagraph when no warmup in RL by @RunningLeon in #4641
• fix: remove hard CUDA_PATH assert on Windows, search DLL paths from multiple sources by @windreamer in #4628
• Fix unit test by removing latest-transformers-unsupported models by @lvhan028 in #4649
• Fix qwen3.5 mtp by @RunningLeon in #4652
• fix gdr kernel for tilelang>=0.1.9 by @grimoire in #4660
• [Fix]: Revert the reuse of cudagraph buffer for mtp by @RunningLeon in #4661
• Fix client-disconnect session leaks in PyTorch MP engine by @grimoire in #4655
• fix cancel stopped seq by @RunningLeon in #4654
• feat: support num_experts_per_tok=10 in turbomind backend by @irexyc in #4665
• fix batched seqs with different stop words by @RunningLeon in #4671
• Move warmup inside wakeup by @RunningLeon in #4667
• Fix dequant_mixed by @irexyc in #4657
• Improve engine health monitoring by @lvhan028 in #4645
• fix qwen3.5 27b gdr preprocess by @grimoire in #4676
• Fix dequant mixed for qwen3.5 quantized model made by vllm/llm-compressor by @irexyc in #4675
• [Bugfix] Fix double-counted max_q_seqlen in decode delta kv_seqlens by @waynehacking8 in #4685
• Fix scheduler for ssm by @RunningLeon in #4691
• fix(serve): avoid parallel tool-call argument leakage in XML parsers by @lvhan028 in #4692
• fix prefix caching by @grimoire in #4700

📚 Documentations

• docs: update multimodal model support docs by @CUHKSZzxy in #4643

🌐 Other

• chore: gate request logs behind request level by @CUHKSZzxy in #4581
• miss rdkit for intern-s models by @lvhan028 in #4587
• extract common deps into requirements/common.txt by @lvhan028 in #4595
• Remove staled cli arg in vlmevalkit docs by @CUHKSZzxy in #4598
• log reponse for debugging by @lvhan028 in #4592
• cancel in-progress runs when PR is updated or merged by @lvhan028 in #4609
• TEST: update qwen3.5 397b test by @littlegy in #4607
• TEST: update video test by @littlegy in #4606
• Validate final chat response structure by @lvhan028 in #4621
• Support dp for qwen35 mtp by @RunningLeon in #4611
• [ci] refactor testcoverage config by @zhulinJulia24 in #4630
• TEST: update ascend and mtp test config by @littlegy in #4659
• TEST: update FP8 processing logic and remove duplicate MTP tests by @littlegy in #4668
• freeze tilelang version by @grimoire in #4669
• fix windows ci by @irexyc in #4672
• [ci] add mtp test config in pr_test by @zhulinJulia24 in #4651
• support disaggregated weight update by @irexyc in #4638
• bump version to v0.14.0 by @lvhan028 in #4689

New Contributors

• @waynehacking8 made their first contribution in #4685

Full Changelog: v0.13.0...v0.14.0

v0.14.0a2

What's Changed

🚀 Features

• FP8 kv cache quantization by @CUHKSZzxy in #4563
• Support Qwen3 Omni by @CUHKSZzxy in #4411
• support qwen3.5(vit) inference in turbomind backend by @irexyc in #4602
• Add OpenAI Responses-compatible endpoint by @CUHKSZzxy in #4582

💥 Improvements

• Update turbomind modeling infrastructure by @lzhangzz in #4557
• refactor(turbomind): consolidate CUDA error handling and add manual stacktracing by @lzhangzz in #4565
• Add Qwen3.5 Moe lite awq by @43758726 in #4561
• [Improve]: Drain queues when sleep engine by @RunningLeon in #4577
• Extend chat completions by introducing token-in/out and returning routed experts by @lvhan028 in #4593
• Follow openai's spec to add "AllowedToolChoice" and report 400 when parsing request failed by @lvhan028 in #4585
• Improve health endpoint by @lvhan028 in #4615
• Remove state init by @grimoire in #4604
• Include spec stats in metrics by @RunningLeon in #4625
• Add raw chat completion logprob output by @lvhan028 in #4637
• fix(pytorch): offload guided decoding CPU ops to thread pool to prevent event loop blocking by @windreamer in #4590
• update gated delta rule state layout by @grimoire in #4636
• Improve kernel dispatch for dp>1 by @RunningLeon in #4653
• Extend v1/messages by introducing token-in/out and returning routed experts by @lvhan028 in #4642
• Fuse gdr preprocess by @grimoire in #4656
• refactor: simplify multimodal preprocessing expansion by @CUHKSZzxy in #4663

🐞 Bug fixes

• fix the anthropic adapter by @lvhan028 in #4578
• Fix Structured Output for GPT-OSS Models by @windreamer in #4386
• Allow W8A8Linear to accept dtype during initialization instead of hard code by @43758726 in #4586
• fix: compact split multimodal tensors by @CUHKSZzxy in #4583
• Fix legacy VLM preprocessors for normalized image data by @CUHKSZzxy in #4584
• fix dockerfile which missing common.txt by @lvhan028 in #4608
• fix: enable FA3 for SM80+ GPUs and fix CUDA version comparison by @windreamer in #4591
• flatten_kv_cache zero padding by @grimoire in #4613
• align streaming usage chunks with OpenAI spec by @lvhan028 in #4616
• fix(vl): reduce multimodal feature memory use by @CUHKSZzxy in #4603
• fix memleak when input contain large image data by @grimoire in #4610
• fix(turbomind): map Intern-S1 HF checkpoint keys by @lvhan028 in #4617
• fix(serve): emit all stream_chunk deltas to fix concurrent tool-call streaming by @lvhan028 in #4622
• fix cp inference by @irexyc in #4619
• refactor(serve): avoid per-request tokenizer work in parsers by @lvhan028 in #4633
• Bring MixtralForCausalLM back to Turbomind by @43758726 in #4623
• fix model loading on windows by @irexyc in #4626
• Fix mtp cudagraph when no warmup in RL by @RunningLeon in #4641
• fix: remove hard CUDA_PATH assert on Windows, search DLL paths from multiple sources by @windreamer in #4628
• Fix unit test by removing latest-transformers-unsupported models by @lvhan028 in #4649
• Fix qwen3.5 mtp by @RunningLeon in #4652
• fix gdr kernel for tilelang>=0.1.9 by @grimoire in #4660
• [Fix]: Revert the reuse of cudagraph buffer for mtp by @RunningLeon in #4661
• Fix client-disconnect session leaks in PyTorch MP engine by @grimoire in #4655
• fix cancel stopped seq by @RunningLeon in #4654
• feat: support num_experts_per_tok=10 in turbomind backend by @irexyc in #4665
• fix batched seqs with different stop words by @RunningLeon in #4671
• Move warmup inside wakeup by @RunningLeon in #4667
• Fix dequant_mixed by @irexyc in #4657
• Improve engine health monitoring by @lvhan028 in #4645
• fix qwen3.5 27b gdr preprocess by @grimoire in #4676

📚 Documentations

• docs: update multimodal model support docs by @CUHKSZzxy in #4643

🌐 Other

• chore: gate request logs behind request level by @CUHKSZzxy in #4581
• miss rdkit for intern-s models by @lvhan028 in #4587
• extract common deps into requirements/common.txt by @lvhan028 in #4595
• Remove staled cli arg in vlmevalkit docs by @CUHKSZzxy in #4598
• log reponse for debugging by @lvhan028 in #4592
• cancel in-progress runs when PR is updated or merged by @lvhan028 in #4609
• TEST: update qwen3.5 397b test by @littlegy in #4607
• TEST: update video test by @littlegy in #4606
• Validate final chat response structure by @lvhan028 in #4621
• Support dp for qwen35 mtp by @RunningLeon in #4611
• [ci] refactor testcoverage config by @zhulinJulia24 in #4630
• TEST: update ascend and mtp test config by @littlegy in #4659
• TEST: update FP8 processing logic and remove duplicate MTP tests by @littlegy in #4668
• freeze tilelang version by @grimoire in #4669
• fix windows ci by @irexyc in #4672
• [ci] add mtp test config in pr_test by @zhulinJulia24 in #4651

Full Changelog: v0.13.0...0.14.0a2

v0.14.0a1

What's Changed

🚀 Features

• FP8 kv cache quantization by @CUHKSZzxy in #4563

💥 Improvements

• Update turbomind modeling infrastructure by @lzhangzz in #4557
• refactor(turbomind): consolidate CUDA error handling and add manual stacktracing by @lzhangzz in #4565
• Add Qwen3.5 Moe lite awq by @43758726 in #4561
• [Improve]: Drain queues when sleep engine by @RunningLeon in #4577
• Extend chat completions by introducing token-in/out and returning routed experts by @lvhan028 in #4593
• Follow openai's spec to add "AllowedToolChoice" and report 400 when parsing request failed by @lvhan028 in #4585
• Improve health endpoint by @lvhan028 in #4615
• Remove state init by @grimoire in #4604
• Include spec stats in metrics by @RunningLeon in #4625

🐞 Bug fixes

• fix the anthropic adapter by @lvhan028 in #4578
• Fix Structured Output for GPT-OSS Models by @windreamer in #4386
• Allow W8A8Linear to accept dtype during initialization instead of hard code by @43758726 in #4586
• fix: compact split multimodal tensors by @CUHKSZzxy in #4583
• Fix legacy VLM preprocessors for normalized image data by @CUHKSZzxy in #4584
• fix dockerfile which missing common.txt by @lvhan028 in #4608
• fix: enable FA3 for SM80+ GPUs and fix CUDA version comparison by @windreamer in #4591
• flatten_kv_cache zero padding by @grimoire in #4613
• align streaming usage chunks with OpenAI spec by @lvhan028 in #4616
• fix(vl): reduce multimodal feature memory use by @CUHKSZzxy in #4603
• fix memleak when input contain large image data by @grimoire in #4610
• fix(turbomind): map Intern-S1 HF checkpoint keys by @lvhan028 in #4617
• fix(serve): emit all stream_chunk deltas to fix concurrent tool-call streaming by @lvhan028 in #4622
• fix cp inference by @irexyc in #4619
• refactor(serve): avoid per-request tokenizer work in parsers by @lvhan028 in #4633
• Bring MixtralForCausalLM back to Turbomind by @43758726 in #4623
• fix model loading on windows by @irexyc in #4626

🌐 Other

• chore: gate request logs behind request level by @CUHKSZzxy in #4581
• miss rdkit for intern-s models by @lvhan028 in #4587
• extract common deps into requirements/common.txt by @lvhan028 in #4595
• Remove staled cli arg in vlmevalkit docs by @CUHKSZzxy in #4598
• log reponse for debugging by @lvhan028 in #4592
• cancel in-progress runs when PR is updated or merged by @lvhan028 in #4609
• TEST: update qwen3.5 397b test by @littlegy in #4607
• TEST: update video test by @littlegy in #4606

Full Changelog: v0.13.0...0.14.0a1

v0.13.0

What's Changed

🚀 Features

• [Ascend] support qwen3.5 35BA3B by @wanfengcxz in #4485
• feat: Add TurboQuant (quant_policy=42) support for KV Cache Quantization by @windreamer in #4510
• [refactor] [api_server] [2/N] improve tool parsers by abstracting xml parser by @lvhan028 in #4548
• feat(turbomind): integrate cublasGemmGroupedBatchedEx for Qwen3.5 MoE inference on Blackwell GPUs with memory copy optimizations by @hd9568 in #4490
• feat: add Anthropic-compatible serving endpoints by @lvhan028 in #4538
• Support InternS2 Preview by @CUHKSZzxy in #4575

💥 Improvements

• lmdeploy support kernel block size by @Tsundoku958 in #4421
• Reject requests on stale session or sleeping engine by @lvhan028 in #4496
• Add modern logging utils by @lzhangzz in #4486
• refine dlinfer update_weights by @yao-fengchen in #4519
• feat(serve): expose repetition n-gram params on OpenAI routes by @lvhan028 in #4522
• Refactor step inputs by @grimoire in #4504
• fix lite module for transformers>=5.0 by @43758726 in #4488
• [refactor] [api_server] [1/N] Improve reasoning and tool-call parsers by @lvhan028 in #4468
• fix: prevent prefill starvation under high decode load by @grimoire in #4532
• Mixed modality by @CUHKSZzxy in #4531
• optimize get_sorted_idx in moe by @grimoire in #4529
• Map user-input session_id to internal session_id to maintain session identity by @lvhan028 in #4523
• support more message item types by @CUHKSZzxy in #4501
• add explicit trust_remote_code controls to resolve the security issue by @lvhan028 in #4511

🐞 Bug fixes

• [ascend] fix prefix caching by @yao-fengchen in #4448
• fix update params by @CUHKSZzxy in #4514
• fix ray mem leak by @grimoire in #4487
• Fix mtp by @RunningLeon in #4517
• fix kernel-block-size by @grimoire in #4521
• fix: use is not None check for seed to prevent seed=0 being silently ignored by @kuishou68 in #4526
• Fix qwen35 dp by @grimoire in #4535
• Fix mtp for rl by @RunningLeon in #4520
• cancel request and block new inputs when sleeping by @grimoire in #4541
• Fix mp engine by @RunningLeon in #4540
• Fix cache sizing and cache block layout edge cases by @grimoire in #4552
• Fix qwen3.5-moe mtp with tp>1 by @RunningLeon in #4568
• block_offsets padding 0 by @grimoire in #4569
• hotfix: resolve test issues for v0.13.0 by @lvhan028 in #4571
• ResponseParser forget to strip tag in non-stream mode by @lvhan028 in #4576
• yield error when prompt processing suffers exception by @lvhan028 in #4574
• Fix the reprefill of evicted seqs with invalid draft tokens by @RunningLeon in #4564
• Support mtp fp8 by @RunningLeon in #4572

🌐 Other

• Use env LMDEPLOY_FP32_MAMBA_SSM_DTYPE to control the dtype of recurrent state by @lvhan028 in #4518
• add tool and reasoning test by @littlegy in #4388
• update h config and add glm4.7 mtp test by @littlegy in #4424
• [ci] change test whl into python 312 and use test images by @zhulinJulia24 in #4513
• [Misc] fix typos in turbomind.py and model.py by @ZhijunLStudio in #4543
• [Misc] fix mutable default arguments by @ZhijunLStudio in #4544
• Add docker/Dockerfile_patch; minor tweaks in messages.py and setup.py. by @lvhan028 in #4546
• remove barely used skills and checkin docker-build skill by @lvhan028 in #4560
• bump version to v0.13.0 by @lvhan028 in #4549

New Contributors

• @kuishou68 made their first contribution in #4526
• @ZhijunLStudio made their first contribution in #4543
• @hd9568 made their first contribution in #4490

Full Changelog: v0.12.3...v0.13.0

v0.12.3

What's Changed

🚀 Features

• Support video inputs by @CUHKSZzxy in #4360
• feat: fully implement compressed-tensors gs32 support in TurboMind by @lapy in #4429
• Draft model update params by @CUHKSZzxy in #4452

💥 Improvements

• support qwen3.5 on volta by @grimoire in #4405
• Optimize Qwen3.5 by @lzhangzz in #4434
• Builtin mrope by @grimoire in #4393
• delete ray remote function return value by @grimoire in #4422
• support cache_seqlen on recurrent-gdr and causal-conv1d-update by @grimoire in #4417
• safe ray api by @CUHKSZzxy in #4455
• add R3 for qwen3-vl-moe models by @lvhan028 in #4457
• Align rope init in lmdeploy by @RangiLyu in #4466
• Make tilelang a Linux-only dependency (like triton) by @Copilot in #4469
• prepare chunk indices before cache initialize by @grimoire in #4458
• unify rope device by @CUHKSZzxy in #4467
• custom processor args by @CUHKSZzxy in #4472
• Assign sequential api_server ports when proxy_url is unset by @lvhan028 in #4416
• disable fla intracard_backend by @grimoire in #4482
• [Fix][Feat] Fix worker sorting with external pg bundles & Support persistent buffer for update_params by @CyCle1024 in #4397
• simplify interns1 pro codes by @CUHKSZzxy in #4480

🐞 Bug fixes

• fix test_hf_overrides for transformers>5 by @grimoire in #4418
• fix qwen3.5 pytorch multimodal inference by @CUHKSZzxy in #4430
• fix generate endpoint by @CUHKSZzxy in #4432
• Make Intern-S1-Pro compatible with Transformers 5.0+ by @lvhan028 in #4435
• fix multiround chat by @CUHKSZzxy in #4438
• fix(async_engine): make safe_run cancellation cleanup reliable with shield and SafeRunException by @lvhan028 in #4439
• release state cache by @CUHKSZzxy in #4462
• Split/tool call args json for qwen3coder tool calls (Qwen3.5) by @lapy in #4433
• fix(turbomind): fix dimension mismatch in ApplyTokenBitmaskInplace by @windreamer in #4456
• fix metrics by @CUHKSZzxy in #4410
• fix security issues by @CUHKSZzxy in #4447
• fix qwen3.5 fp8 support by @grimoire in #4470
• fix image / video resize function by @CUHKSZzxy in #4478
• fix dynamic ntk device by @CUHKSZzxy in #4483
• fix pagedattention pointer range by @grimoire in #4494
• fix glm4.7-flash by @grimoire in #4500
• Fix torch awq by @grimoire in #4503

🌐 Other

• [ci] add legacy test workflow and test config by @zhulinJulia24 in #4387
• chore: add CLAUDE.md and Claude Code skills by @CUHKSZzxy in #4413
• Fix CI errors including linting error and unit test error by @lvhan028 in #4431
• Use pyupgrade and ruff to modernize LMDeploy Python Code by @windreamer in #4392
• reduce ci memory by @irexyc in #4471
• fix: add safe.directory for git in docker workflows by @windreamer in #4474
• [ci] add nightly docker build workflow by @zhulinJulia24 in #4406
• split docker wheel preparation into staged build steps and use python 3.12 as the default version by @lvhan028 in #4476
• [Feat]: Support qwen35 with mtp by @RunningLeon in #4437
• bump version to v0.12.3 by @lvhan028 in #4493

New Contributors

• @RangiLyu made their first contribution in #4466
• @Copilot made their first contribution in #4469

Full Changelog: v0.12.2...v0.12.3

v0.12.2

What's Changed

🚀 Features

• support glm5 by @grimoire in #4355
• Qwen/Internlm/Llama Dense/Moe model fp8 quant online by @43758726 in #4324
• Qwen3.5 by @grimoire in #4351
• GLM-4.7-Flash Turbomind support by @lapy in #4362
• Support router replay and ignore quant layer for qwen3.5 by @RunningLeon in #4394
• [Feature] Add TurboMind support for Qwen3.5 models (dense + MoE) by @lapy in #4389
• support repetition ngram logits processor by @grimoire in #4288

💥 Improvements

• Compatible with transformers 5.0 at TurboMind side by @lvhan028 in #4304
• Support fp32 head for qwen and internlm models by @RunningLeon in #4160
• Reduce MLA kv-cache memory by @lzhangzz in #4373
• add recurrent_gated_delta_rule kernel by @grimoire in #4376
• [ascend]adapt for s1-pro dp*tp+ep by @yao-fengchen in #4380
• Support glm4.7 with mtp by @RunningLeon in #4346
• Faster MLA kernels by @lzhangzz in #4391
• Attention kernel self-registration and decoupled dispatching by @lzhangzz in #4396

🐞 Bug fixes

• fix: change debug log from ERROR to DEBUG in RepetitionPenaltyKernel by @murray-macdonald in #4363
• Fix quant config parsing for internvl awq model by @RunningLeon in #4369
• Fix XGrammar bitmask initialization and add null check for gen_config in generate method by @windreamer in #4349
• fix the logic of closing session by @lvhan028 in #4370
• Fix authorization by @lvhan028 in #4338
• Fix some minor issues and provide tests for Pipeline by @windreamer in #4365
• fix dllm mask on set_step by @grimoire in #4278
• fix models for transformers>=5 by @grimoire in #4381
• fix exception when aborting a request by @lvhan028 in #4403
• fix inference crashed on v100 with qwen3.5-0.8b by @lvhan028 in #4420

🌐 Other

• ci(lint): skip flaky deadlink test for python wiki page by @windreamer in #4357
• fix fa3 install by @irexyc in #4361
• fix lint by @windreamer in #4375
• upgrade triton and torch by @grimoire in #4379
• Add speculative decoding test by @littlegy in #4377
• ci: integrate clang-format lint into pre-commit hooks by @windreamer in #4390
• Update dockerfile by removing cu11 and changing cu12.4 to cu12.6 by @lvhan028 in #4398
• manually build dev image instead of publishing it every version by @lvhan028 in #4409
• bump version to v0.12.2 by @lvhan028 in #4378

New Contributors

• @murray-macdonald made their first contribution in #4363
• @lapy made their first contribution in #4362

Full Changelog: v0.12.1...v0.12.2

v0.12.1

What's Changed

🚀 Features

• support glm-4.7-flash by @RunningLeon in #4320
• [ascend]suppot ep by @yao-fengchen in #3696

💥 Improvements

• fix rotary embedding for transformers v5 by @grimoire in #4303
• Improve metrics log by @CUHKSZzxy in #4297
• Support ignore layers in quant config for qwen3 models by @RunningLeon in #4293
• add custom noaux kernel by @grimoire in #4345
• fix qwen3vl with transformers5 by @grimoire in #4348

🐞 Bug fixes

• fix tool call parser's streaming cursor by @lvhan028 in #4333
• Fix data race for guided decoding in TP mode by @lzhangzz in #4341
• fa3 check by @grimoire in #4340
• Fix time series preprocess by @CUHKSZzxy in #4339
• Negative KV sequence length error in Attention op by @jinminxi104 in #4316
• fix qwen3-vl-moe long context by @grimoire in #4342
• fix: move quantized norm to CPU instead of stale q_linear reference in smooth_quant by @Mr-Neutr0n in #4352
• update noaux-kernel check by @grimoire in #4358

🌐 Other

• change INPUT_CUDA_VERSION to 12.6.2 by @lvhan028 in #4322
• add Qwen3-8B accuracy evaluation in llm_compressor.md by @43758726 in #4319
• [ci] refactor ete testcase by @zhulinJulia24 in #4274
• Set alias interns1_1 for interns1_pro by @lvhan028 in #4334
• build(docker): skip FA2 when use cu13 by @windreamer in #4356
• bump version to v0.12.1 by @lvhan028 in #4350

New Contributors

• @Mr-Neutr0n made their first contribution in #4352

Full Changelog: v0.12.0...v0.12.1

v0.12.0

What's Changed

🚀 Features

• Add Gloo communication to turbomind by @irexyc in #3362
• [Feat] Support llm-compressor AWQ models in TurboMind by @43758726 in #4290
• Router replay for gpt oss by @RunningLeon in #4298
• Support llm-compressor symmetric quantized model inference in TurboMind by @43758726 in #4305
• Support Intern-S1-Pro by @CUHKSZzxy in #4318

💥 Improvements

• Configurable max CTAs and NVLS usage for CUDA IPC communicator by @lzhangzz in #4227
• Improve aborting all sessions by @lvhan028 in #4215
• Moe Reduce kernel by @grimoire in #4228
• Refactor attn by @grimoire in #4238
• Optimize exception raising and error process by @grimoire in #4236
• [AsyncEngine Refactor 1/N] define MultimodalProcessor to handle multimodal data processing by @lvhan028 in #4250
• [AsyncEngine Refactor 2/N] Remove deprecates from chat template by @lvhan028 in #4252
• Configurable uvicorn timeout by @CUHKSZzxy in #4255
• Adapt to dlsime v0.0.2 by @JimyMa in #4242
• [Fix] fix quant calibration dataset by @43758726 in #4256
• lmdeploy suppport parrllel embedding by @Tsundoku958 in #4192
• Refactor turbomind engine by @lzhangzz in #4223
• Refactor Engine & ModelAgent interact by @grimoire in #4265
• Support sleep and destroy deepep buffer by @RunningLeon in #4246
• add yarn truncate by @grimoire in #4301
• [AsyncEngine Refactor 3/N] Introduce Session and SessionManager by @lvhan028 in #4253
• Add warning about NCCL 2.27 memory leaks by @lzhangzz in #4313

🐞 Bug fixes

• Fix fope cos/sin coef device type by @CUHKSZzxy in #4240
• Fix include_stop_str_in_output with output_logits Exception by @windreamer in #4244
• fix logit softcapping is None by @grimoire in #4247
• Fix performance regression for prefix caching by @lzhangzz in #4270
• convert float16 weight to bfloat16 for FP8 models by @lvhan028 in #4276
• [ascend] fix dp multinode rank_table mapping by @tangzhiyi11 in #4268
• [Fix] move calibrate load dataset location by @43758726 in #4289
• fix ignore-eos by @grimoire in #4282
• fix MPEngine poll by @grimoire in #4287
• Fix prefix caching by @lzhangzz in #4292
• Fix gemma chat template by @lvhan028 in #4280
• Fix scheduler metrics by @lzhangzz in #4294
• Fix NVLS init for mixed DP+TP by @lzhangzz in #4296
• [side-effect] The tool message dump is incomplete by @lvhan028 in #4299
• Fix mla with spec tokens by @RunningLeon in #4302
• fix stop long context by @grimoire in #4309
• fix crash on client disconnect (Ctrl+C) by @lvhan028 in #4308
• Ensure the pipe benchmark uses kwargs when calling pipe.stream_infer by @lvhan028 in #4312
• fix get_ppl for long context by @lvhan028 in #4314
• fix sleep engine for dp=1 by @RunningLeon in #4315

🌐 Other

• [ci] fix fail testcase and add generate testcase in pr test by @zhulinJulia24 in #4231
• Pin nvshmem version by @CUHKSZzxy in #4257
• fix: Pin timm version to avoid failed tests by @windreamer in #4258
• docs: add generated openapi spec documentation by @windreamer in #4251
• fix: get rid of buggy timm-1.0.23 by @windreamer in #4260
• [ascend] fix paged prefill by @tangzhiyi11 in #4254
• Fix ascend/maca/camb runtime_requirements by @jinminxi104 in #4262
• docs: refine the documents by @windreamer in #4259
• docs: add cli docs by @windreamer in #4264
• Drop support for Python 3.9 as it has reached end-of-life by @lvhan028 in #4281
• bump version to v0.12.0 by @lvhan028 in #4300

New Contributors

• @43758726 made their first contribution in #4256

Full Changelog: v0.11.1...v0.12.0

v0.11.1

What's Changed

🚀 Features

• [ascend] support dptp by @tangzhiyi11 in #4218
• Support Deepseek v32 by @grimoire in #4026

💥 Improvements

• Improve metrics by @CUHKSZzxy in #4178
• reserve blocks for dummy inputs by @grimoire in #4157
• Add vision id for Qwen3-VL by @CUHKSZzxy in #4183
• [Enhance]: Return routed experts when request canceled by @RunningLeon in #4197
• Add mm processor args for Qwen3-VL by @CUHKSZzxy in #4196
• support chat_template_kwargs in v1/chat/completions by @lvhan028 in #4201
• Refactor scheduler and engine.py by @grimoire in #4163
• update dp timeout by @grimoire in #4204
• Improve Qwen3-VL by @CUHKSZzxy in #4207

🐞 Bug fixes

• [Fix]: Split routed experts with query lens by @RunningLeon in #4180
• [Maca] fix ray and memory sync by @wanfengcxz in #4164
• Build block trie in prefill and add hit rate by @RunningLeon in #4184
• fix fope by @CUHKSZzxy in #4191
• fix hf modules read/write conflicts by multi processors by @lvhan028 in #4188
• Some Minor fix by @windreamer in #4185
• fix insecure deserialization when calling torch.load() by @lvhan028 in #4202
• Fix processor args by @CUHKSZzxy in #4200
• remove get_model_config to avoid pickle hf_config error in rpc calling by @lvhan028 in #4217
• Fix quant scale-fmt by @grimoire in #4212
• Fix requests of mix return_logprobs by @RunningLeon in #4222
• fix fillkv quant8 by @grimoire in #4229
• fix scale-fmt by @grimoire in #4230

📚 Documentations

• [Docs]: Add guide for VLMEvalKit by @CUHKSZzxy in #4156

🌐 Other

• Add FA3 by @CUHKSZzxy in #4166
• Add distributed test cases by @littlegy in #4161
• Add generate test by @littlegy in #4181
• [ci] add mllm eval by @zhulinJulia24 in #4194
• [ascend] refactor code by @yao-fengchen in #4176
• install serve.txt when building the docker image by @lvhan028 in #4219
• bump version to v0.11.1 by @lvhan028 in #4221

Full Changelog: v0.11.0...v0.11.1

v0.11.0

What's Changed

🚀 Features

• add endpoint /abort_request by @lvhan028 in #4092
• Qwen3 next by @grimoire in #4039
• Support Qwen3-VL by @CUHKSZzxy in #4093
• Support sync weights with flattened bucket tensor by @RunningLeon in #4109
• Support group router for moe models by @RunningLeon in #4120
• [Feature]: return routed experts to reuse by @RunningLeon in #4090
• support context parallel by @irexyc in #3951
• fope by @grimoire in #4043
• [Feature]: Support speculative decoding by @RunningLeon in #3945
• Moe bf16 ep by @grimoire in #4144

💥 Improvements

• Enlarge gc threshold by @grimoire in #4076
• remove num_tokens from EngineOutput by @lvhan028 in #4088
• revert masking vocab_size by @lvhan028 in #4089
• feat: add json_object support in response_format by @windreamer in #4080
• support image_data input to /generate endpoint by @irexyc in #4086
• [Fix] all RayEngineWorker actors created at node 0 in RL training by @CyCle1024 in #4107
• Optimize sleep level=1 for turbomind backend by @irexyc in #4074
• [Feat] enable ascend update_params by @CyCle1024 in #4111
• Enhance request checker by @lvhan028 in #4104
• Refactor dp tp by @grimoire in #4004
• fix kernel numerical error by @grimoire in #4133
• free ray put by @grimoire in #4137
• Reduce experts cache when resize by @RunningLeon in #4138
• support interleave text and image in messages by @lvhan028 in #4141
• optimize rms norm by @grimoire in #4153
• fix evict policy by @Tsundoku958 in #4127

🐞 Bug fixes

• fix type hint by @grimoire in #4078
• Fix inputs split by @RunningLeon in #4083
• add missing update_model_meta by @jinminxi104 in #4099
• Fix update_params for pytorch backend when loading vl model by @irexyc in #4101
• workaround for issue "TypeError argument 'tokens': 'NoneType' object cannot be converted to 'PyString" by @lvhan028 in #4103
• fix bug: schedule ratio support prefix-caching by @Tsundoku958 in #4100
• remove prefill free ratio threshold by @grimoire in #4110
• fix key error: api_server node might be removed by @lvhan028 in #4112
• Incorrectly judging the request as a bad request by @lvhan028 in #4121
• fix dist config keys by @grimoire in #4125
• proxy server miss media_type in streaming mode by @lvhan028 in #4130
• Fix logprobs to_tensor by @RunningLeon in #4132
• Fix cli help by @RunningLeon in #4139
• fix and optimize fill_kv_cache_quant by @grimoire in #4140
• fix: fix package deprecation introduced by CUDA 13 by @windreamer in #4117
• yield empty list for token_ids when it runs out of tokens by @lvhan028 in #4148
• Fix interns1 routed experts outputs by @RunningLeon in #4149
• fix qwen3-30-a3b lcb-code score by @yao-fengchen in #4142
• Fix ep deployment issues by @CUHKSZzxy in #4084
• Fix dllm to not use fa3 decoding by @RunningLeon in #4159
• fix: handle non-tuple decoder outputs during Qwen-2.5 quantization by @chengyuma in #4158
• fix cu11 docker build by @CUHKSZzxy in #4165
• Fix model config by @CUHKSZzxy in #4170
• fix lora by @grimoire in #4172
• fix cmake logic detect sm70, sm75 by @tuilakhanh in #4175

📚 Documentations

• Update model evalution guide by @lvhan028 in #4094
• [Docs]: Add guide for update weights by @RunningLeon in #4151

🌐 Other

• add dockerfile to build dev image by @lvhan028 in #4091
• add ascend_a3 Dockerfile by @yao-fengchen in #4097
• [ci] refactor longtext benchmark by @zhulinJulia24 in #4087
• enable metrics by default by @lvhan028 in #4108
• Replace pynvml with nvidia-ml-py in requirements by @myhloli in #4118
• [ci] add free disk before build test whl package and add session_len args in benchmark script by @zhulinJulia24 in #4136
• Add prefixcache functionality and performance testing by @littlegy in #4119
• [ci] modify pipeline.close and add more case into pr_test by @zhulinJulia24 in #4150
• bump version to v0.11.0 by @lvhan028 in #4155

New Contributors

• @myhloli made their first contribution in #4118
• @tuilakhanh made their first contribution in #4175

Full Changelog: v0.10.2...v0.11.0