Commit Graph

172 Commits

Author SHA1 Message Date
xiweny
eaf8bec88b
fix: Disaggregate serving with attention DP (#4993)
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
2025-07-08 16:15:03 +08:00
Robin Kobus
ae27261094
refactor: decoding inputs (#5679)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-06 08:21:02 +02:00
jthomson04
1b588f8390
feat: KV events for sliding window attention (#5580)
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
2025-07-05 06:05:20 +08:00
Chuang Zhu
ffc0b8f5da
Cache transceiver support VSWA (#5505)
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2025-07-05 01:18:42 +09:00
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
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
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
Aurelien Chartier
833c0dea4a
[TRTLLM-6104] feat: add request_perf_metrics to LLMAPI (#5497)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-06-27 17:03:05 +02:00
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
Enwei Zhu
fc7a81ceb0
test: Add LLGuidance test and refine guided decoding (#5348)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-25 14:12:56 +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
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
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
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
Aurelien Chartier
dcf72c6ad3
chore: cleanup GDS Cmake interface (#4928)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-06-10 17:25:43 +08:00
pcastonguay
87c56ab024
perf: Removing initializing ptuning buffers to zero (#4915)
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-06-09 21:57:21 -04:00
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
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
Chuang Zhu
947571c311
Fix buffer count (#5007)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-06-09 14:01:13 +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
Netanel Haber
2ce05c3ab4
'entered copyBlock' format string expects %s, pass string rather than int (#4820)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2025-06-01 08:54:33 -07:00
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
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
Robin Kobus
93a54457ac
[nvbugs/5274894] fix: Sort requests for functional correctness and performance (adapted from #4608) (#4621)
- Moved sorting related logic to a dedicated function for better clarity and maintainability.
- Enhanced sorting logic to separate finished context requests from ongoing ones before sorting by Lora task ID.
- Updated function documentation to reflect the sorting behavior and its purpose.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-26 17:10:55 +08:00
Robin Kobus
502758aaa9
fix: Handle additional model outputs based on pipeline parallel rank (#4498)
- Only allocate additional outputs on last pipeline parallel rank in trtGptModelInflightBatching and executorImpl.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-26 09:04:40 +02:00
Chuang Zhu
b60846b47d
fix datatype check (#4606)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-24 08:36:17 +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
558eaecf16
fix sequence data race (#4565)
stash for debug broken promise

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-22 23:13:48 +08:00
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
8564c5a41f
refactor: Unify request order in TRT and PyTorch workflow (#4096)
* chore: Partition context requests in MicroBatchScheduler

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

* fixup! chore: Partition context requests in MicroBatchScheduler

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-20 18:49:27 +02:00
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
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
yuxianq
0e87fcc228
refactor: use x is None instead of x == None. (#4244)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-05-15 20:00:04 +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