Commit Graph

160 Commits

Author SHA1 Message Date
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
jellysnack
0623ffe3bc
feat: Add LLGuidance Support for PyTorch Backend (#5214)
Signed-off-by: jellysnack <oleg.jellysnack@gmail.com>
Signed-off-by: jellysnack <158609015+jellysnack@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-18 19:33:34 +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
QI JUN
f899c4d294
Re-implement LlmResponse in Python to reduce host overhead of pybind (#5224)
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-06-17 21:28:09 +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
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
Robin Kobus
dda64166cd
refactor: Scheduling based on KV cache state (#4865)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-16 08:14:58 +02:00
Robin Kobus
443b2eb51f
refactor: Speculative decoding buffers (#5091)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-14 11:39:32 +02:00
yunruis
e5be3a95b3
fix: fix license bug (#5200)
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
2025-06-13 18:58:15 +08:00
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
liji-nv
10ab9791ec
[fix] Do not reuse dummy request KVCache (#4804)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-06-12 15:24:50 +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
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
liji-nv
1d4f748773
[fix] Fix illegal mem access and possible accuracy lose. Cherry-pick … (#5017)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-06-09 17:50:57 +08:00
Zheng Duan
dd2191c5b3
fix: correct the order of llm request state (#4781)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-04 14:45:13 +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
Robin Kobus
b9263a8e10
fix: max_num_sequences calculation with overlap scheduling (#4532)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-03 09:31:22 +02:00
Dom Brown
338d6e9f95
[nvbug 5305210] fix: Resolve nvbug 5305210 (#4759)
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-05-31 19:21:06 +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
79a94a28f9
refactor: unique_ptr instead of shared_ptr (#4697)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-29 22:49:35 +02:00
Arthur Rasmusson
812b1abf86
feature: KV Cache GPUDirect Storage (#3209)
Signed-off-by: Arthur Rasmusson <47877520+arthurrasmusson@users.noreply.github.com.>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-05-28 23:27:43 +00:00
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
Zheng Duan
ce7f5fae5a
sort llm request state (#4607)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-05-26 13:47:01 +08:00
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
pcastonguay
d7d455e7ea
[feat][TRTLLM-5018] Dis serving python runtime trt backend (#4243)
* feat: Enabling dis serving with TRT backend with Python runtime

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing formatting

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing disagg mtp test

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-05-22 22:01:06 -04:00
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
Ruoqian Guo
db7446fda7
Feat: add deep_gemm swapab Kernel (#4430)
* feat: add deepgemm_swapab

feat: add fp8_gemm_kernel_swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

feat: set threshold for deepgemm and deepgemmswapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* docs: update README.md

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* fix: std::runtime_error needs #include <stdexcept>

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove the redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* feat: support for dense deep_gemm swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

---------

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
2025-05-21 10:48:43 +08:00
Thor Johnsen
5d438be59a
[TRTLLM-5000][feat] Pytorch implementation of ngram drafter (#3936)
* v1.5

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

v1.5.4 Add back draft_overhead to spec dec stats

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* v1.5.5: fix CI error

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.6: fix CI error 8196 > 8192

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* Address reviewer concerns

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* Address reviewer concerns

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* precommit run

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* v2.0: Address reviewer concerns

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v2.1: add fix from wili

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* Revert changes that require use of TypeAlias because that requires python version >= 3.10

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

---------

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
2025-05-21 10:40:00 +08:00
Yuxian Qiu
c8e062bfd3
fix: [nvbugs/5287097] Align PP layer distribution between pytorch and TRT flow. (#4399)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
Co-authored-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-05-19 14:25:36 -07:00
Shi Xiaowei
df2798e0c3
feat: NIXL interface integration (#3934)
NIXL interfaces

Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2025-05-19 18:18:22 +08:00
Robin Kobus
4e370a509a
refactor: Copy sequence lengths once in decoder setup (#4102)
* refactor: Copy sequence lengths once in decoder setup

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

* refactor: Update DecoderInputBuffers to remove duplicated buffers

- Renamed and reorganized buffer variables in decoderBuffers.h and decoderBuffers.cpp for better readability.
- Adjusted references in generateRequestOptions.cpp to align with the new buffer structure.

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

* refactor: Move getEmbeddingBias to anonymous namespace

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

* refactor: Filter context requests

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

* refactor: GenerateRequestOptions using more fine-grained functions

- Added a new method `createDecoderRequests` to encapsulate the logic for creating decoder requests from finished context requests.
- Updated the `operator()` method to utilize the new method, improving code clarity and maintainability.

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

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

* refactor: Update TRTLLMDecoder

- Updated the `generate_request_options` call.
- Updated the `make_decoding_batch_input_output` call.

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

* refactor: Remove const where we modify input buffers

- Changed `DecoderInputBuffers` parameters from const references to non-const references in multiple functions to allow modifications.
- Updated related function calls to ensure compatibility with the new parameter types.

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

* fixup! refactor: Copy sequence lengths once in decoder setup

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-16 22:03:55 +08:00
ixlmar
f7ad49bb9b
chore: improve log-level setting UX (#4352)
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-05-16 09:47:44 +01:00
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
Robin Kobus
d31fefde2c
[TRTLLM-5171] chore: Remove GptSession/V1 from TRT workflow (#4092)
* chore: Remove GptSession/V1 from TRT workflow

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

* chore: Remove stateful decoders

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

* chore: Remove GptSession buffers

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

* chore: Remove GptSession utils

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

* chore: Remove GptSession kernels

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

* chore: Remove V1 GPT models from tests

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

* chore: Remove gptSessionBenchmark from scripts and docs

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

* chore: Remove gptSession IO classes

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

* chore: Remove GptSession from test lists

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

* chore: Remove GptSession from docs

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

* chore: Remove useless encoder test

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

* chore: Remove mActualBatchSize from DecoderState

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

* chore: Remove static batching from ExecutorTest

- Updated `validateContextLogits` and `validateGenerationLogits` functions to remove the `batchingType` parameter.
- Adjusted related test functions to reflect the changes in parameter lists.
- Cleaned up the instantiation of test cases to eliminate unnecessary batchingType references.

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-14 23:10:04 +02:00
Robin Kobus
c67da1fbaa
fix: Eagle decoding in TRT flow (#4229)
* fix: EagleBuffers lifetime issue

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

* refactor: Clean up Eagle kernel parameters

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

* fix: Eagle draft tokens init

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

* chore: Add check for updated sequence length in TrtGptModelInflightBatching

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

* fix: Skip check for beam search

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-14 16:10:49 +02:00
wili
eba3623a54
Feat: Variable-Beam-Width-Search (VBWS) part4 (#3979)
* feat/vbws-part4-v1.8: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* feat/vbws-part4-v1.9: fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.1: remove useless variables

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.2:fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.3: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.4: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.5: remove API change

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

---------

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
2025-05-12 22:32:29 +02:00
Yixin Dong
c90ebadd84
feat: Support the Structural Tag in guided decoding (#4066)
* finish

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* exc overlap scheduler

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* add test

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix api ref

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

---------

Signed-off-by: Ubospica <ubospica@gmail.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-05-12 17:24:50 +08:00
Yan Chunwei
0c26059703
chore: Cleanup deprecated APIs from LLM-API (part 1/2) (#3732)
* beam_width and max_new_token

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* remove beam_width

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* remove min_length

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* remove return_num_sequences

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
2025-05-07 13:20:25 +08:00
Robin Kobus
72057a0a64
[TRTLLM-3429] feat: Overlap scheduling in C++ runtime (#3625)
* disable overlap in encoder

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

* feat: invokeGatherBatch

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

* feat: overlap same batch

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

* chore: add enableTrtOverlap to ExecutorConfig

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

* disable overlap for beam search and spec decode

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

* skip overlap tests with beam search or speculative decoding

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

* moveFinishedContextRequestsToGeneration and skip unfinished requests in updateRequests

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

* enable overlap in GptChunkedLongContextTests

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

* feat: Enable overlap in gptManagerBenchmark

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

* feat: Improve early exit

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

* refactor: Use OptionalRef for newOutputTokens tensor

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

* feat: Add overlap scheduling support to TRTLLMDecoder

- Updated TRTLLMDecoder to accept an `enable_overlap_scheduler` parameter.
- Modified the decoder's internal logic to utilize the overlap scheduling feature.
- Adjusted the sequence lengths handling to ensure compatibility with the new scheduling approach.
- Enhanced unit tests to include cases for the overlap scheduler with the TRTLLMDecoder.

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

* fix: allNewTokens in PP

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-06 15:06:46 +02:00
dominicshanshan
3ac6637005
fix: trtllm-serve hang in stress test and ds v3 stress parameter update (#3836)
* Remove stdout pipe for genai-perf and make stress time as public parameter.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* Update llmRequest based on comment.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* launch process function refactor.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
2025-05-06 16:52:30 +08:00
Robin Kobus
ccff86068e
fix: request termination in pipeline parallelism (#3892)
* feat: Implement synchronous request termination in batch manager

- Added `terminateRequestSync` method to `TrtEncoderModel` and `TrtGptModelInflightBatching` for handling request termination in the next `forwardSync` call.
- Updated existing request termination logic to utilize the new synchronous method, ensuring generated tokens are cleared appropriately.
- Enhanced logging for clarity in token management during request processing.

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

* fixup! feat: Implement synchronous request termination in batch manager

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

* fix: MockedModelCancelRequest

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

* fixup! feat: Implement synchronous request termination in batch manager

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

* fix: terminate with timeout

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

* fixup! feat: Implement synchronous request termination in batch manager

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

* docs: Update doc string for allottedTimeMs

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-05 21:51:41 +08:00
Robin Kobus
9f9edd783c
refactor: Introduce MpiTag enumeration and update MPI function signatures (#3893)
* refactor: Move executor recv functions into classes

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

* refactor: Enhance MPI logging and error handling

- Updated MPI logging to include destination and tag information for better traceability during send and receive operations.
- Added error checking for MPI_Wait and MPI_Cancel calls to ensure proper handling of multi-device requests.
- Improved code structure for clarity and maintainability.

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

* refactor: Introduce MpiTag enumeration and update MPI function signatures

- Added a new header file `mpiTags.h` to define an enumeration for MPI tags, improving code readability and maintainability.
- Updated function signatures in `mpiUtils.h` and `mpiUtils.cpp` to use the new `MpiTag` type instead of raw integers for tags.
- Refactored various MPI calls across the codebase to utilize the new `MpiTag` enumeration, enhancing type safety and clarity.
- Removed redundant MPI tag constants from several classes, streamlining the code.

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

* fixup! refactor: Introduce MpiTag enumeration and update MPI function signatures

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

* refactor: Rename tags for consistency

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-04 13:24:29 +02:00
Daniel Cámpora
c7cf032b89
fix: Move all casters to customCasters. (#3945)
* Move all casters to customCasters.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Use customCasters in all bindings.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Added customCasters to userbuffers.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

---------

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-05-02 19:08:28 +08:00
Kate Cheng
7dbe618683
feat: Add multimodal embedding field in LlmRequest (#3855)
* Add a new param to LlmRequest and Request to natively support mm

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* update comment

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Update tests to match the new LlmRequest constructor parameters

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Modify unitTest and modify mm_embeding's dict name in llama4

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix based on comments

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix comment

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix LlmRequest initialization in kvCacheManagerTest

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Clean up code for promt_tuning_config

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Clean up prompt_tuning_config in GenerationRequest

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

---------

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
2025-05-01 12:23:30 +08:00
Chuang Zhu
e2318756ed
cacheTransceiver buffer manager (#3798)
* cacheTransceiver buffer manager

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

* fix args

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

* cpp kvCacheManager

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

* format

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

---------

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-04-27 11:48:15 +08:00