Commit Graph

182 Commits

Author SHA1 Message Date
Robin Kobus
07f9cf1519
fix: Improve chunking test and skip empty kernel calls (#5710)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-04 09:08:15 +02:00
Netanel Haber
134b2383ff
[fix: nvbugs/5355493] Correctly clamp max sequence len to max attention window (#5720)
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
2025-07-04 08:16:25 +02:00
Robin Kobus
4cd8543d8c
[TRTLLM-1316] refactor: Remove unnecessary pipeline parallelism logic from postProcessRequest (#5489)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-02 10:13:31 +02:00
Robin Kobus
d68fa728d8
refactor: Clean up DecodingInput and DecodingOutput (#5617)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-01 14:31:42 +02:00
Robin Kobus
5f77d212ef
test: Reduce number of C++ test cases (#5437)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-01 09:40:49 +02:00
Robin Kobus
9bdc5951f8
refactor: decoder state setup (#5093)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-30 11:09:43 +02:00
Cheng Hang
64db7d27f6
[feat] Optimizations on weight-only batched gemv kernel (#5420)
Signed-off-by: Cheng Hang <chang@nvidia.com>
2025-06-30 10:20:16 +08:00
Enwei Zhu
b4dab23e7b
[TRTLLM-5965] perf: Optimize MoE sort kernels for large-scale EP (#5435)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-30 01:02:07 +08:00
Daniel Stokes
5773cfdcf2
feat: Add support for per expert activation scaling factors (#5013)
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-28 09:10:35 +12:00
Darragh Hanley
5437075def
ReDrafter support for Qwen (#4875)
Signed-off-by: darraghdog <darragh.hanley@gmail.com>
Signed-off-by: Darragh Hanley <darragh.hanley@gmail.com>
Co-authored-by: rakib-hasan <rhasan@nvidia.com>
2025-06-28 02:33:10 +08:00
Robin Kobus
a8141a4513
refactor: Speculative decoding buffers part 2 (#5316)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-27 17:41:48 +02:00
ChristinaZ
a608b00d38
Fix mPtrExpertCounts allocation in MoE TRT-LLM backend (nvfp4) (#5519)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-27 20:17:40 +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
Robin Kobus
8dfa31c71d
refactor: remove batch_manager::KvCacheConfig and use executor::KvCacheConfig instead (#5384)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-26 19:45:52 +08:00
dongxuy04
490d2e5819
feat: large-scale EP(part 8: Online EP load balancer integration for PCIe fp8) (#5226)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-25 22:25:13 -07:00
Daniel Stokes
942841417e
opensource: Opensource MOE MXFP8-MXFP4 implementation (#5222)
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-26 12:18:19 +08:00
ChristinaZ
d135f5993d
Add unit test for routing kernels (#5405)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-26 09:49:11 +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
Robin Kobus
e2a8cbc80b
refactor: manage cache indirection in decoder state (#5315)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-24 09:15:59 +02:00
Robin Kobus
b3045c44b9
refactor: remove TrtGptModelOptionalParams (#5165)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-20 10:31:40 +02:00
dongxuy04
4f0f17ac8a
feat: Misc Opt for large scale EP (#5374)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-20 13:11:31 +08:00
Kaiyu Xie
113f6fbadd
Fix: missing clientId when serialize and deserialize response (#5231)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-06-19 23:05:11 +08:00
Robin Kobus
627062c265
refactor: Update decoder buffer and logits management (#4450)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-18 08:10:32 +08:00
Robin Kobus
dc3861b4aa
refactor: Unify decoder test with e2e worklfow (#5239)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-17 12:04:58 +02:00
Enwei Zhu
4b82b8b4c7
[TRTLLM-5330] perf: Optimize MoE supplementary kernels for large-scale EP (#5215)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-17 15:23:24 +08:00
Robin Kobus
b6ca677741
refactor: remove decoder request from decoder interface (#5129)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-16 09:12:30 +02:00
yunruis
30c5b4183a
refactoring: port customized kernels with public cutlass version (#5027)
Signed-off-by: yunruis 

Merge this to unblock others since the full CI has been run through
2025-06-13 16:19:31 +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
Netanel Haber
e692779ead
Solve underallocation in VSWA+/VGQA (#4667)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2025-06-12 12:12:46 +08:00
Zheng Duan
ee44fa00f8
chore: rename IOFormatter to BaseCacheFormatter (#5068)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-12 10:50:14 +08:00
Tracin
6c91f1c7ac
Mxfp8xmxfp4 quant mode(#4978)
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-06-10 22:01:37 +08:00
Chang Liu
f70815c945
[TRTLLM-5007][feat] Add multimodal hashing support (image hashing) (#4145)
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
2025-06-10 01:59:56 +08:00
Chuang Zhu
9a874760c1
Kv cache transfer support duplicate heads (#4929)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-06-09 14:11:19 +08:00
Daniel Stokes
3a4851b7c3
feat: Add Mixture of Experts FP8xMXFP4 support (#4750)
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-09 13:25:04 +08:00
dongxuy04
1e369658f1
feat: large-scale EP(part 6: Online EP load balancer integration for GB200 nvfp4) (#4818)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2025-06-08 10:25:18 +08:00
Omer Ullman Argov
e71de2a13e
chore: Mass integration of release/0.20. (#4871)
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Omer Ullman Argov <118735753+omera-nv@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
2025-06-04 14:12:27 +08:00
Zheng Duan
ded694b1aa
feat: cache reuse support (selective cache transfer) in mla cache formatter (#4749)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-04 09:56:31 +08:00
Robin Kobus
3de02582dd
refactor: Separate DecoderState from GptDecoderBatched (#4700)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-03 09:42:01 +02:00
Enwei Zhu
25dde49c28
fix: EP load balancer with MTP layer and route offset by EP rank (#4767)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-01 00:07:44 +08:00
Chuang Zhu
f117d6abe9
Fabric Memory for KV Cache Transfer (#4717)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-30 15:50:21 +08:00
Thor Johnsen
55d56f8155
[JIRA-5226219][fix] Fix Bug in KV cache manager (#4596)
Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>
2025-05-29 22:03:20 -07:00
Jinyang Yuan
5339d367ce
[perf] Reduce the workspace size of FP4 activation scales for MoE (#4303)
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-05-30 09:03:52 +08:00
Yilin Fan
31bb650298
Cherry pick feat/llama4 to main (#4739)
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Co-authored-by: Chenfei Zhang <chenfeiz@nvidia.com>
2025-05-30 05:28:40 +08:00
Robin Kobus
12763779c4
chore: Clean up cpp runtime (#4449)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-28 16:32:59 +02:00
Robin Kobus
7b2818a47b
refactor: CreateNewDecoderRequests (#4452)
* refactor: CreateNewDecoderRequests

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Consolidate request generation in CreateNewDecoderRequests

- Removed the GenerateRequestOptions class and integrated its functionality into CreateNewDecoderRequests.
- Updated the constructor of CreateNewDecoderRequests to accept parameters for speculative decoding and normalization options.
- Modified the operator() method to handle request generation directly, improving code organization and reducing redundancy.
- Cleaned up associated includes and references throughout the codebase.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Simplify request handling in CreateNewDecoderRequests

- Removed the generateRequestOptions method and integrated its logic directly into the operator() method.
- Updated the request generation process to improve clarity and reduce redundancy.
- Adjusted the return type to streamline the handling of batch slots, decoder requests, and sampling configurations.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Enhance createDecoderRequests method in CreateNewDecoderRequests

- Updated the createDecoderRequests method to include additional parameters for decoder state and CUDA streams, improving flexibility in request handling.
- Removed redundant request generation logic from the operator() method, streamlining the process.
- Adjusted the newRequest method to utilize the updated decoder request structure, enhancing clarity and maintainability.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Use MedusaBuffers instead of RuntimeBuffers in CreateNewDecoderRequests

- Updated references from RuntimeBuffers to MedusaBuffers across the CreateNewDecoderRequests class and its methods, enhancing clarity in buffer management.
- Adjusted method signatures and internal logic to accommodate the new MedusaBuffers type, ensuring compatibility with existing functionality.
- Cleaned up unnecessary includes and improved code organization for better maintainability.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Update CreateNewDecoderRequests to use DecoderState and CudaStream parameters

- Modified method signatures in CreateNewDecoderRequests to replace GptDecoderBatched with runtime::decoder::DecoderState and added a separate CudaStream for the decoder.
- Adjusted the implementation of the operator() method to accommodate the new parameters, enhancing flexibility in request handling.
- Updated associated bindings in the pybind11 interface to reflect the changes in method signatures, ensuring consistency across the codebase.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Update TRTLLMSampler to use refactored create_new_decoder_requests

- Updated the sampler.py to reflect changes in the request handling logic, replacing generate_request_options with create_new_decoder_requests for improved clarity and consistency.
- Updated bindings and method signatures for decoder stream handling.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Update gptDecoderBatchedTest to use CreateNewDecoderRequests::newRequest

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-23 22:54:37 +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
djns99
87f734b563
[https://nvbugs/5297775] fix: Correct memory guard for large MOE tests to account for TP space (#4553)
fix: Correct memory guard for large MOE tests to account for TP space

Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-05-23 14:57:49 +12:00
Chuang Zhu
44cfd757b2
Agent interface impl for NIXL (#4125)
* agentConnection

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

recv

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

agentState

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

NIXL interfaces

Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>

update cmakelists

Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>

nixl improve

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

remove cppzmq

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

fix

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

transferAgent remove register

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

work for cache Test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

reduce sleep time

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

fix test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

intergarte

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

nixl env

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

fix rebase error

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

cpp test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

stash for send metaData

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

loadRemoteMD after fetchRemoteMD

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

workaround for mixed gen and context

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

test_env

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

avoid port conflict in test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* format

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* use std::string

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* typo

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* fix transferAgentTest

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

---------

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-22 09:09:41 +08:00
Robin Kobus
cd0c826417
refactor: DisaggExecutorTest (#4398)
* chore: Improve formatting of DisaggExecutorTest

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Typed InstanceRole param in DisaggExecutorTest

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Skip DisaggExecutorTest based on device count

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-21 18:01:45 +08:00
Shi Xiaowei
3d62727303
test: NIXL single process test (#4486) 2025-05-21 10:41:46 +08:00