Commit Graph

107 Commits

Author SHA1 Message Date
Iman Tabrizian
ae6875fe10
[TRTLLM-8976][feat] Move indexer-k-cache to KVCacheManager (#8699)
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-10-29 08:04:26 -07:00
Zheng Duan
fea5bfbda7
[None][feat] add detailed KV cache transfer time breakdown (#8521)
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
2025-10-29 10:11:09 +08:00
Chuang Zhu
2420918e5b
[TRTLLM-7078][chore] optimal kvcache transfer for VWSA (#7952)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-10-24 08:58:16 -04:00
Chuang Zhu
40d129a415
[None][fix] Fix cache buffer size for window (#8320)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-10-16 09:01:11 +08:00
Jonas Yang CN
88ea2c4ee9
[TRTLLM-7349][feat] Adding new orchestrator type -- ray (#7520)
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-10-04 08:12:24 +08:00
Yilin Fan
01423ac183
[None][feat] perf_metrics endpoint functionality improvement (#8005)
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
2025-10-02 17:43:25 -07:00
Patrice Castonguay
fefa7d8fa3
[None][feat] Support for cancelling requests with disaggregation (#8114)
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
2025-10-02 11:04:26 -07:00
Iman Tabrizian
33282351a2
[TRTLLM-6106][feat] Add support for KVCache transfer from KVCache reuse path (#6348)
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-09-27 19:29:30 -04:00
Zheng Duan
24fc1f9acf
[None][fix] using arrival time in llmapi when creating LlmRequest in pytorch workflow (#7553)
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
2025-09-15 07:26:01 -04:00
Chuang Zhu
77657a1c12
[TRTLLM-7361][feat] KV cache transfer for uneven pp (#7117)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-09-08 13:37:46 -04:00
Chang Liu
23500b55c3
[TRTLLM-7398][feat] Support KV cache salting for secure KV cache reuse (#7106)
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
2025-09-06 17:58:32 -04:00
Enwei Zhu
5ff3a65b23
[TRTLLM-7028][feat] Enable guided decoding with speculative decoding (part 2: one-model engine) (#6948)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-09-03 15:16:11 -07:00
Tian Zheng
e257cb3533
[None][feat] Support NVFP4 KV Cache (#6244)
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
2025-09-01 09:24:52 +08:00
Richard Huo
ce580ce4f5
[None][feat] KV Cache Connector API (#7228)
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
Co-authored-by: jthomson04 <jwillthomson19@gmail.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
2025-08-28 23:09:27 -04:00
qixiang-99
b165f8bc97
fix/improve kvcache allocation in PyTorch runtime (#5933)
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-08-26 12:40:22 +08:00
Robin Kobus
45c7518032
[None][refactor] Simplify decoder state initialization (#6559)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-08-12 21:44:41 +02:00
Ziyi Xiong
de472828b9
[TRTLLM-6637][feat] Resolve KV cache divergence issue (#6628)
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
2025-08-09 23:15:04 +08:00
pcastonguay
453a06e6ab
[TRTLLM-6881][feat] Include attention dp rank info with KV cache events (#6563)
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-08-07 14:17:07 +02:00
amitz-nv
85af62184b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6510)
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
2025-08-07 09:05:36 +03:00
ixlmar
1ebceb790d
[TRTLLM-5508][feat] check input tokens + improve error handling (#5170)
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-08-05 18:27:43 +01:00
Olya Kozlova
13cc1c4878
[TRTLLM-5271][feat] best_of/n for pytorch workflow (#5997)
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
2025-08-04 14:08:06 +02:00
Robin Kobus
d3c14682f0
refactor: Remove unused buffers and bindings from sampler (#6484)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-08-01 00:43:03 -04:00
amitz-nv
98428f330e
[TRTLLM-5826][feat] Support pytorch LoRA adapter eviction (#5616)
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
2025-07-20 08:00:14 +03:00
Robin Kobus
ec2b953e7e
refactor: Enhanced handling of decoder requests and logits within the batch manager (#6055)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-18 12:12:08 +02:00
Chuang Zhu
44c70c88f9
chore:[BREAKING CHANGE] use cacheTransceiverConfig as knobs for disagg service (#5234)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-07-17 17:42:07 +08:00
qixiang-99
e09e409dfb
Fix: Enhance ModelConfig for kv cache size calculations (#5868)
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-07-16 14:41:31 -07:00
Robin Kobus
6d4b045d1f
refactor: Remove enforced sorted order of batch slots (#3502)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-14 17:23:02 +02:00
Daniel Cámpora
1260e2f33f
feat: Optimize TRTLLM Sampler perf single beam single step (#5550)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-07-07 15:44:47 +02:00
Stefan Niebler
d1112aac37
[TRTLLM-3442] feat: added beam search support to the PyTorch Workflow (#5333)
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
2025-07-05 01:35:13 +09:00
Robin Kobus
1a3bd140ed
chore: Remove unused isFullContextRequest method (#5666)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-07-03 15:08:09 +02:00
qixiang-99
ca7b6ec8d8
Feat/pytorch vswa kvcachemanager (#5151)
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-07-02 15:58:00 +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
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
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
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
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
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
Daniel Cámpora
d68b8180d3
feat: port MakeDecodingBatchInputOutput to python in TRTLLMSampler (#4828)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-10 07:28:34 +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
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
Daniel Cámpora
69c7fe8905
[TRTLLM-4987][feat] Partial support of context logits in TRTLLMSampler (#4538)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-01 03:32:43 +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
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
pcastonguay
9643be5f20
[TRTLLM-5050][feat] Enable per-request stats with PyT backend (#4156)
* feat: Add per-request stats support with PyT backend

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

* Adding unit test

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

* Fixing stats unit test

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

* Fixing test with overlap

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

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-05-12 21:35:15 -04:00
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