[Wave] Remove `mha` param from paged decode attention by paulzzy · Pull Request #1039 · iree-org/iree-turbine

paulzzy · 2025-07-08T17:32:15Z

Can be derived from shape.num_query_heads == shape.num_kv_heads, no need for user to specify.

Can be derived from `shape.num_query_heads == shape.num_kv_heads`, no need for user to specify. Signed-off-by: Paul Zhang <paul.zhang@amd.com>

Signed-off-by: Paul Zhang <paul.zhang@amd.com>

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

Hardcode84 · 2025-07-08T18:01:42Z

You need to update the test as well

Signed-off-by: Paul Zhang <paul.zhang@amd.com>

paulzzy · 2025-07-08T18:30:34Z

Looks like all tests pass except a flaky one.

Details

 =========================== short test summary info ============================
FAILED tests/kernel/wave/attention/vanilla_attention_test.py::testAttentionBSHD[mfma_variant0-no_dyn-SchedulingType.NONE-8x128x128x64x256] - AssertionError: Tensor-likes are not close!

Mismatched elements: 64986 / 131072 (49.6%)
Greatest absolute difference: 0.5736904740333557 at index (0, 2, 2, 46) (up to 0.001 allowed)
Greatest relative difference: 1.0 at index (0, 0, 2, 0) (up to 0.001 allowed)
= 1 failed, 656 passed, 980 skipped, 9 xfailed, 42 warnings in 314.50s (0:05:14) =

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (#6)" (#7) This reverts commit eac4599. Wave Backend decode (#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (#14) Set unique cache dir for each worker (#16) update kernel (#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (harsh-nod#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (harsh-nod#6)" (harsh-nod#7) This reverts commit eac4599. Wave Backend decode (harsh-nod#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (harsh-nod#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (harsh-nod#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (harsh-nod#14) Set unique cache dir for each worker (harsh-nod#16) update kernel (harsh-nod#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (harsh-nod#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (harsh-nod#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (harsh-nod#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (harsh-nod#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (harsh-nod#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (#6)" (#7) This reverts commit eac4599. Wave Backend decode (#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (#14) Set unique cache dir for each worker (#16) update kernel (#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (harsh-nod#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (harsh-nod#6)" (harsh-nod#7) This reverts commit eac4599. Wave Backend decode (harsh-nod#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (harsh-nod#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (harsh-nod#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (harsh-nod#14) Set unique cache dir for each worker (harsh-nod#16) update kernel (harsh-nod#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (harsh-nod#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (harsh-nod#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (harsh-nod#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (harsh-nod#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (harsh-nod#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (#6)" (#7) This reverts commit eac4599. Wave Backend decode (#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (#14) Set unique cache dir for each worker (#16) update kernel (#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (harsh-nod#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (harsh-nod#6)" (harsh-nod#7) This reverts commit eac4599. Wave Backend decode (harsh-nod#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (harsh-nod#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (harsh-nod#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (harsh-nod#14) Set unique cache dir for each worker (harsh-nod#16) update kernel (harsh-nod#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (harsh-nod#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (harsh-nod#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (harsh-nod#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (harsh-nod#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (harsh-nod#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Add wave extend attention kernel Signed-off-by: Harsh Menon <harsh@nod-labs.com> [Wave] Adding logit_cap and layer scaling to API Also add support for the wave backend to the model runner. And use Triton decode kernels for now. [Wave] Run chunked prefill for perf comparison on Wave test Need to rename the non chunked/regular prefill version because otherwise rpd will treat it as the same kernel Signed-off-by: Stanley Winata <stanley.winata@amd.com> [Wave] Cache the function that loads the wave kernel Also maintain a global kernel hash to avoid recomputing the hash on every call. [Wave] Don't specify block size and enable buffer ops [Wave] Enable wave runtime and update scheduling API [Wave] Update API to use wave_compile & WaveCompileOptions [Wave] Update wave backend and extend attention to latest [Wave] Add speculative decode kernel Signed-off-by: nithinsubbiah <nithinsubbiah@gmail.com> cache kernels using lru_cache Update WaveBackend to use Wave Decode (#6) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Revert "Update WaveBackend to use Wave Decode (#6)" (#7) This reverts commit eac4599. Wave Backend decode (#8) * align shapes Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> * fix Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> --------- Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Wave backend fixes (#10) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> More fixes to Wave decode (#12) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> is_causal Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Enable the grok in3 model (#14) Set unique cache dir for each worker (#16) update kernel (#18) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> updated spec decode test as per wave Signed-off-by: xintin <gaurav.verma@amd.com> fix extend (#23) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Refactor paged decode intermediate arrays shapes (#24) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> remove dyn symbols (#26) Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> cleanup shapes (#27) Some fields were removed from `paged_decode_attention_shape`. Signed-off-by: Ivan Butygin <ivan.butygin@gmail.com> Remove `mha` param from Wave decode attention kernel (#28) Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com> nfc: fix problems reported by linting update references from iree.turbine to wave_lang

[Wave] Remove mha param from paged decode attention

892e935

Can be derived from `shape.num_query_heads == shape.num_kv_heads`, no need for user to specify. Signed-off-by: Paul Zhang <paul.zhang@amd.com>

paulzzy force-pushed the push-pxzqqzypmwop branch from 2c74014 to 892e935 Compare July 8, 2025 17:33

paulzzy mentioned this pull request Jul 8, 2025

Remove mha param from Wave decode attention kernel harsh-nod/sglang#28

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6 tasks

Document support for multi-head/multi-query/grouped-query attention

f19c2d0

Signed-off-by: Paul Zhang <paul.zhang@amd.com>

paulzzy force-pushed the push-pxzqqzypmwop branch from aa757c1 to f19c2d0 Compare July 8, 2025 17:55

Merge branch 'main' into push-pxzqqzypmwop

8d1d91e

paulzzy added a commit to paulzzy/sglang that referenced this pull request Jul 8, 2025

Remove mha param from Wave decode attention kernel

94697a5

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

paulzzy requested a review from Hardcode84 July 8, 2025 18:01

Fix Wave decode attention test

5622e24

Signed-off-by: Paul Zhang <paul.zhang@amd.com>

Hardcode84 approved these changes Jul 8, 2025

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Hardcode84 merged commit 8757da2 into iree-org:main Jul 8, 2025
11 of 12 checks passed

Hardcode84 pushed a commit to harsh-nod/sglang that referenced this pull request Jul 8, 2025

Remove mha param from Wave decode attention kernel (#28)

1bb7af3

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

paulzzy deleted the push-pxzqqzypmwop branch July 8, 2025 18:39

xintin pushed a commit to harsh-nod/sglang that referenced this pull request Jul 14, 2025

Remove mha param from Wave decode attention kernel (#28)

552ab7e

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

willghatch pushed a commit to harsh-nod/sglang that referenced this pull request Jul 28, 2025

Remove mha param from Wave decode attention kernel (#28)

2b03e29

Depends on iree-org/iree-turbine#1039 Signed-off-by: Paul Zhang <paul.zhang@amd.com>

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[Wave] Remove `mha` param from paged decode attention#1039

[Wave] Remove `mha` param from paged decode attention#1039
Hardcode84 merged 4 commits into
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paulzzy commented Jul 8, 2025 •

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