Commit Graph

17 Commits

Author SHA1 Message Date
Chang Liu
b8818b45be
fix: llama4: address couple of issues in llama4 attention module (#3491)
* fix attn module for llama4

* Address comments

* Rebase to accommodate latest attn refactor and refactor l4attn

* Remove aux_stream from classic attn

* Use RMSNorm for L2Norm

* Update tensorrt_llm/_torch/models/modeling_llama.py

Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
Signed-off-by: Chang Liu <lc9114@gmail.com>

* Add typing informations for _attn_qkv

* Remove redundant comment

* Simplify llama4 DecoderLayer logic

---------

Signed-off-by: Chang Liu <lc9114@gmail.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
2025-04-18 01:54:59 +00:00
yuxianq
b9b1c1368c
feat: Support unfused rope in MLA. (#3610)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-17 16:50:49 +08:00
hlu1
b6bae33453
Clean up linear.py, mlp.py, gated_mlp.py (#3553)
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
2025-04-16 12:21:44 -07:00
yuxianq
fd8ded2b2b
feat: Support cos_sin_cache in all cases. (#3517)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-16 13:48:44 +08:00
hlu1
4855431d3d
[Deepseek] Redesign multi-stream API (#3459)
Signed-off-by: Hao Lu <haolu@nvidia.com>
2025-04-11 23:00:25 -07:00
QI JUN
d167cbd5bb
refactor: remove ParallelConfig in tensorrt_llm._torch.distributed module (#3370)
* remove tensorrt_llm._torch.distributed.ParallelConfig

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix ci

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix ci

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* clean

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix embedding test

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix comments

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* polish

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* fix ci

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

* rebase

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>

---------

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
2025-04-11 15:34:20 -07:00
hlu1
fbcf954d9c
[MLA] Deallocate tensors after use (#3286)
Signed-off-by: Hao Lu <haolu@nvidia.com>
2025-04-09 21:36:07 -07:00
danielafrimi
47f5cf6c0d
lora_tests (#3201)
LoRA tests and layers

Signed-off-by: Ubuntu <dafrimi@nvidia.com>
Co-authored-by: Ubuntu <dafrimi@nvidia.com>
2025-04-09 18:06:52 +03:00
Mike Iovine
5bdf997963
Add Llama 4 (#3302)
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-04-09 03:35:21 +08:00
yuxianq
7225bd8b91
chore: Refine attention backend interface. (#3271)
Refine attention backend interface.

Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-09 02:34:53 +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
2631f21089
Update (#2978)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-03-23 16:39:35 +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
Dan Blanaru
16d2467ea8 Update TensorRT-LLM (#2755)
* Update TensorRT-LLM

---------

Co-authored-by: Denis Kayshev <topenkoff@gmail.com>
Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>

Update
2025-02-11 03:01:00 +00:00