Skip to content

Conversation

@lfr-0531
Copy link
Owner

@coderabbitai summary

Description

Test Coverage

GitHub Bot Help

/bot [-h] ['run', 'kill', 'skip', 'reuse-pipeline'] ...

Provide a user friendly way for developers to interact with a Jenkins server.

Run /bot [-h|--help] to print this help message.

See details below for each supported subcommand.

run [--reuse-test (optional)pipeline-id --disable-fail-fast --skip-test --stage-list "A10-PyTorch-1, xxx" --gpu-type "A30, H100_PCIe" --test-backend "pytorch, cpp" --add-multi-gpu-test --only-multi-gpu-test --disable-multi-gpu-test --post-merge --extra-stage "H100_PCIe-TensorRT-Post-Merge-1, xxx" --detailed-log --debug(experimental)]

Launch build/test pipelines. All previously running jobs will be killed.

--reuse-test (optional)pipeline-id (OPTIONAL) : Allow the new pipeline to reuse build artifacts and skip successful test stages from a specified pipeline or the last pipeline if no pipeline-id is indicated. If the Git commit ID has changed, this option will be always ignored. The DEFAULT behavior of the bot is to reuse build artifacts and successful test results from the last pipeline.

--disable-reuse-test (OPTIONAL) : Explicitly prevent the pipeline from reusing build artifacts and skipping successful test stages from a previous pipeline. Ensure that all builds and tests are run regardless of previous successes.

--disable-fail-fast (OPTIONAL) : Disable fail fast on build/tests/infra failures.

--skip-test (OPTIONAL) : Skip all test stages, but still run build stages, package stages and sanity check stages. Note: Does NOT update GitHub check status.

--stage-list "A10-PyTorch-1, xxx" (OPTIONAL) : Only run the specified test stages. Examples: "A10-PyTorch-1, xxx". Note: Does NOT update GitHub check status.

--gpu-type "A30, H100_PCIe" (OPTIONAL) : Only run the test stages on the specified GPU types. Examples: "A30, H100_PCIe". Note: Does NOT update GitHub check status.

--test-backend "pytorch, cpp" (OPTIONAL) : Skip test stages which don't match the specified backends. Only support [pytorch, cpp, tensorrt, triton]. Examples: "pytorch, cpp" (does not run test stages with tensorrt or triton backend). Note: Does NOT update GitHub pipeline status.

--only-multi-gpu-test (OPTIONAL) : Only run the multi-GPU tests. Note: Does NOT update GitHub check status.

--disable-multi-gpu-test (OPTIONAL) : Disable the multi-GPU tests. Note: Does NOT update GitHub check status.

--add-multi-gpu-test (OPTIONAL) : Force run the multi-GPU tests in addition to running L0 pre-merge pipeline.

--post-merge (OPTIONAL) : Run the L0 post-merge pipeline instead of the ordinary L0 pre-merge pipeline.

--extra-stage "H100_PCIe-TensorRT-Post-Merge-1, xxx" (OPTIONAL) : Run the ordinary L0 pre-merge pipeline and specified test stages. Examples: --extra-stage "H100_PCIe-TensorRT-Post-Merge-1, xxx".

--detailed-log (OPTIONAL) : Enable flushing out all logs to the Jenkins console. This will significantly increase the log volume and may slow down the job.

--debug (OPTIONAL) : Experimental feature. Enable access to the CI container for debugging purpose. Note: Specify exactly one stage in the stage-list parameter to access the appropriate container environment. Note: Does NOT update GitHub check status.

For guidance on mapping tests to stage names, see docs/source/reference/ci-overview.md
and the scripts/test_to_stage_mapping.py helper.

kill

kill

Kill all running builds associated with pull request.

skip

skip --comment COMMENT

Skip testing for latest commit on pull request. --comment "Reason for skipping build/test" is required. IMPORTANT NOTE: This is dangerous since lack of user care and validation can cause top of tree to break.

reuse-pipeline

reuse-pipeline

Reuse a previous pipeline to validate current commit. This action will also kill all currently running builds associated with the pull request. IMPORTANT NOTE: This is dangerous since lack of user care and validation can cause top of tree to break.

@lfr-0531 lfr-0531 requested a review from heyuhhh August 24, 2025 11:21
Signed-off-by: Fanrong Li <[email protected]>
@lfr-0531 lfr-0531 changed the title add gatherKvPageOffsetsKernel [None][feat] add gatherKvPageOffsetsKernel Aug 25, 2025
Signed-off-by: Fanrong Li <[email protected]>
@lfr-0531 lfr-0531 merged commit 7e7b610 into feat/sparse_attention Aug 25, 2025
2 checks passed
heyuhhh pushed a commit that referenced this pull request Sep 5, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh pushed a commit that referenced this pull request Sep 19, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
@lfr-0531 lfr-0531 deleted the user/fanrongl/add_trtllm_sparse_gen_support branch September 22, 2025 07:14
heyuhhh pushed a commit that referenced this pull request Sep 26, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh pushed a commit that referenced this pull request Sep 30, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
lfr-0531 added a commit that referenced this pull request Oct 5, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
lfr-0531 added a commit that referenced this pull request Oct 5, 2025
* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh added a commit that referenced this pull request Oct 8, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh added a commit that referenced this pull request Oct 9, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh added a commit that referenced this pull request Oct 10, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
lfr-0531 pushed a commit that referenced this pull request Oct 13, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh added a commit that referenced this pull request Oct 13, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
heyuhhh added a commit that referenced this pull request Oct 13, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
lfr-0531 pushed a commit that referenced this pull request Oct 13, 2025
Signed-off-by: yuhangh <[email protected]>

Update sparse attention parameters passing logic

Signed-off-by: yuhangh <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] add gatherKvPageOffsetsKernel (#32)

* add gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

Add sparse kv indices write kernel & fix several bugs

Signed-off-by: yuhangh <[email protected]>

fix for rebase

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] integrate block sparse attention kernels (#33)

* integrate block sparse attention kernels.

Signed-off-by: Fanrong Li <[email protected]>

* fix.

Signed-off-by: Fanrong Li <[email protected]>

* Support num_kv_heads in seq_len & fix several workspace size bugs

Signed-off-by: yuhangh <[email protected]>

* update block sparse attention kernel to support per-head kv_len.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* update kernel meta info.

* add more block sparse kernels.

* disable rope_fusion for sparse attention.

Signed-off-by: Fanrong Li <[email protected]>

* fix block sparse attention kernels.

* update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

* fix workspace issue.

Signed-off-by: Fanrong Li <[email protected]>

* minor fix

Signed-off-by: yuhangh <[email protected]>

* fix gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* remove cuda stream sync.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] change the sparse indices format and update the gatherKvPageOffsetsKe… (#34)

* change the sparse indices format and update the gatherKvPageOffsetsKernel.

Signed-off-by: Fanrong Li <[email protected]>

* update kv write & optimize logic of using tllmgen kernels

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>
Signed-off-by: yuhangh <[email protected]>
Co-authored-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache (1st commit).

Signed-off-by: Fanrong Li <[email protected]>

minnor fix.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for vanilla RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

add paged kt cache to rocketkv trtllm.

Signed-off-by: Fanrong Li <[email protected]>

fix _single_request_update_kt_cache for trtllm RocketKV.

Signed-off-by: Fanrong Li <[email protected]>

fix k_snap length.

Signed-off-by: Fanrong Li <[email protected]>

fix memory issue when using paged kt cache.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase breaks

Signed-off-by: yuhangh <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

fix rebase bug.

Signed-off-by: Fanrong Li <[email protected]>

update block sparse attention kernel.

Signed-off-by: Fanrong Li <[email protected]>

fix params issue

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Do sparse attention functional clean (#43)

* fix several bugs & adjust some code

Signed-off-by: yuhangh <[email protected]>

* minor code clean

Signed-off-by: yuhangh <[email protected]>

* Add simple unittest for rocketkv

Signed-off-by: yuhangh <[email protected]>

* Adjustment for sparse attention  params and example

Signed-off-by: yuhangh <[email protected]>

* fix bugs introduced by last commit

Signed-off-by: yuhangh <[email protected]>

* Optimize Xqa_params and num_sparse_kv_tokens

Signed-off-by: yuhangh <[email protected]>

* Fix gather kernel & minor adjustment

Signed-off-by: yuhangh <[email protected]>

* Rename sparse_attention_params in xqa_params

Signed-off-by: yuhangh <[email protected]>

* minor

Signed-off-by: yuhangh <[email protected]>

---------

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][feat] Update trtllm-gen fmha kernels and remove block sparse cubins (#44)

* rm sparse kernels.

Signed-off-by: Fanrong Li <[email protected]>

* update new kernel.

Signed-off-by: Fanrong Li <[email protected]>

* update trtllm-gen fmha.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rebase conflicts

Signed-off-by: yuhangh <[email protected]>

minor fix

Signed-off-by: yuhangh <[email protected]>

pre-commit fix

Signed-off-by: yuhangh <[email protected]>
Signed-off-by: Fanrong Li <[email protected]>

[None][fix] update trtllm sparse attention interface (#45)

* update trtllm sparse attention interface.

Signed-off-by: Fanrong Li <[email protected]>

* fix interface.

Signed-off-by: Fanrong Li <[email protected]>

---------

Signed-off-by: Fanrong Li <[email protected]>

fix rocketkv interface. (#47)

Signed-off-by: Fanrong Li <[email protected]>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants