Commit Graph

20 Commits

Author SHA1 Message Date
brb-nv
43f6ad7813
[https://nvbugs/5708475][fix] Fix e2e eval accuracy for helix parallelism (#9647)
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
2025-12-03 15:13:59 +08:00
brb-nv
b77f4ffe54
[TRTLLM-5971][feat] Integrate helix parallelism (#9342)
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
2025-11-29 15:17:30 -08:00
Chang Liu
b10137fdd5
[None][feat] Support MLA chunked prefill for DeepSeek V3.2 model (#9376)
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
2025-11-26 16:38:25 +08:00
Matthias Jouanneaux
d0f107e4dd
[TRTLLM-5966][feat] Helix: add full MLA support for Helix (#8104)
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
2025-11-04 09:06:58 +08:00
Fanrong Li
f0dc746738
[TRTLLM-8541][feat] Add trtllm-gen sparse MLA kernels to support per-Tensor FP8 KV Cache (#8692)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Tracin <10434017+Tracin@users.noreply.github.com>
2025-10-31 14:38:31 -07:00
Matthias Jouanneaux
1be7faef37
[TRTLLM-5966][feat] Helix: add custom position ids to MLA kernels (#6904)
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
2025-09-19 20:55:32 +08:00
zhhuang-nv
7e135d2ea7
[None][feat] Use Separate QKV Input Layout for Context MLA (#6538)
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-08-19 22:04:48 +08:00
peaceh-nv
1c1d5d2495
[https://nvbugs/5451373][fix] : Fix the accuracy issue when using FP8 context MLA (#6881)
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-08-15 16:53:56 +08:00
peaceh-nv
8ec3b1de10
[None][feat] : Add FP8 context MLA support for SM120 (#6059)
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-08-07 16:16:34 +08:00
jmydurant
8836990bde
[TRTLLM-3602][feat] support nvfp4 model and fp8 kv cache for MLA chunked prefill (Blackwell) (#5475)
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-06-26 22:18:08 +08:00
jmydurant
578dbc8d9a
feat: chunked prefill for MLA (Blackwell) (#4651)
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-06-26 09:01:00 +08:00
zhhuang-nv
a891013e3c
[feat] Optimize KV Cache Reuse for MLA (#4869)
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-06-13 11:03:05 +08:00
zhhuang-nv
8452775db8
[TRTLLM-5070][feat] Support FP8 KV Cache Reuse for MLA (#4535)
* optimize kv cache reuse workflow for MLA

write kv cache first and only call up-projection GEMM once
relax contiguous requirements of k/v for setting paged kv cache
return two contiguous tensors when loading MLA KV Cache

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* support fp8 kv cache for MLA kv cache reuse

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-05-23 19:47:50 +08:00
zhhuang-nv
97bc680cd8
feat: support kv cache reuse for MLA (#3571)
* support kv cache reuse for MLA

load compressed_kv and k_pe and do up-projection
use 192/128 head size MLA context kernel
support Blackwell and Hopper now

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* add CI test

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: set k_pe head_num to 1 for kernel 2 and kernel 2V2

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* use GPTJ style RoPE for MLA

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix rebase error and some docs

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix kv_lens

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* tiny fix

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: use normal device memory instead of pinned memory for unit test

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* fix L0 tests

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile after rebase

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments again

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
Signed-off-by: zhhuang-nv <145532724+zhhuang-nv@users.noreply.github.com>
Co-authored-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-05-15 15:22:21 +08:00
Bo Li
515dd0d78f
feat: Add support for FP8 MLA on Hopper and Blackwell. (#3190)
* fp8 kv + bf16 ctx MLA + fp8 gen MLA

Use BF16 for context MLA.
mFP8GenerationMLA and mFP8ContextFMHA shouldn't be enabled together.

Allow mSM==90 for mFP8GenerationMLA==true.
For FMHA, dataTypeKv should be FP8.

For FP8 MLA generation, the output is still in BF16.

Refine debug info for FMHA kernel metadata.

Use inputType, outputType, SM together to hash kernel list.

Add FP8 MLA generation FMHA kernel.

Special WAR of NUM_COMPUTE_GROUPS for MLA generation kernel.

Separate the implementation of fused_multihead_attention_v2.h to CPP and print some debug info if checkIfKernelExist fails.

Refine debug info in fused_multihead_attention_v2.cpp

Correct FP8 MLA metadata.

New kernel provided by Yuxin, which outputs BF16.

smem size is not set correctly, which will lead to illegal mem access.

Yuxin fixed the error in FMHA MLA kernel: previously the BF16 isn't correctly written: some parts are repeatedly written, while some others are untouched.

There are two bmm1 scales that should be set correctly.

New kernel generated by Yuxin.

Modificatiosn to common/attentionOp for FP8 MLA on Hopper using FMHA.

Not necessary. If mFP8GenerationMLA, is_fp8_out is false, so mFP8ContextFMHA is false.

Skip a check in fmhaDispatcher.

Modifications in fmhaRunner:
- Debug dump.
- if (!isFP8GenerationMLA) skips a lot of flag setting.
- TMA descriptor modification for qo (by Yuxin).

Cleanup debug output.

Clean up o tma descriptor modifications.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Resolve conflicts.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Apply the patch of FP8 FlashMLA and resolve conflicts.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Fix compilation error.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Fix compile error.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* pick blackwell support

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* Add copyright notice to fused_multihead_attention_v2.cpp.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Add license.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Add missing license.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Exclude building flashMLA kernels under sm90.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Revert "Exclude building flashMLA kernels under sm90."

    This reverts commit f0c859d459.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Use macro to skip compiling FlashMLA for non sm90 targets.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

---------

Signed-off-by: Bo Li <bobboli0202@gmail.com>
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
Co-authored-by: Dylan Chen <ziqingc@nvidia.com>
Co-authored-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-04-07 15:14:13 +08:00
Kaiyu Xie
3aa6b11d13
Update TensorRT-LLM (#2936)
* Update TensorRT-LLM

---------

Co-authored-by: changcui <cuichang147@gmail.com>
2025-03-18 21:25:19 +08:00
Kaiyu Xie
77d7fe1eb2
Update TensorRT-LLM (#2849)
* Update TensorRT-LLM

---------

Co-authored-by: aotman <chenhangatm@gmail.com>
2025-03-04 18:44:00 +08:00
Kaiyu Xie
2ea17cdad2
Update TensorRT-LLM (#2792)
* Update TensorRT-LLM

---------

Co-authored-by: jlee <jungmoolee@clika.io>
2025-02-18 21:27:39 +08:00
Kaiyu Xie
e88da961c5
Update TensorRT-LLM (#2783) 2025-02-13 18:40:22 +08:00
Kaiyu Xie
b7868dd1bd
Update TensorRT-LLM (#2413) 2024-11-05 16:27:06 +08:00