Commit Graph
79 Commits
Author SHA1 Message Date
ymcki 8ad8aef447 opencl: OP_GATED_DELTA_NET (#23312)
* OP_GATED_DELTA_NET impl

* add back lanes_per_column declaration

* removed has_subgroup_arithmetic and has_subgroup_clustered_reduce

* removed trailing spaces and fixes indentation. Hard coded subgroup size for Adreno and Intel. Return not supported when K>1 state snapshot

* support for K>1 state snapshot

* removed picky indent multiple of 4 fixes

* removed return that won\'t be executed
2026-05-27 21:23:21 -07:00
Shawn Gu 0f3cb3fc8b opencl: generalize Adreno MoE kernels on M (#23449) 2026-05-22 17:08:41 -07:00
shaofeiqiandLi He b28a2f372a opencl: add MoE support for q4_k, q5_k, q6_k on Adreno (#23303)
* opencl: add q4_k moe support

* opencl: add q5_k moe support

* opencl: add q6_k moe support

* opencl: adjust format

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-05-19 14:29:00 -07:00
shaofeiqiandLi He ec562eb673 opencl: add q5_0 and q5_1 MoE for Adreno (#22985)
* opencl: add q5_0 moe support

* opencl: add q5_1 moe support

* opencl: avoid potential leak

* opencl: suppress unused var warning when building for non-Adreno

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-05-13 11:57:31 -07:00
yzyyzyhhhandYour Name a9883db8ee opencl: add opt-in Adreno xmem F16xF32 GEMM for prefill (#22755)
* ggml-opencl: add Adreno xmem F16xF32 GEMM for prefill

* ggml-opencl: address Adreno xmem review comments

* ggml-opencl: align xmem gemm kernel naming

---------

Co-authored-by: Your Name <your@email.com>
2026-05-12 13:10:37 -07:00
Shawn GuandLi He 1ec7ba0c14 opencl: add q4_1 MoE for Adreno (#22856)
* Q4_1 MoE CLC pass sanity check

* remove unnecessary code

* opencl: remove unnecessary asserts and reformat

* opencl: fix supports_op for q4_1 moe

* q4_1 moe is supported by Adreno with certain shapes

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-05-11 11:57:26 -07:00
Shawn GuandLi He f3e8d149ce opencl: add q4_0 MoE GEMM for Adreno (#22731)
* Q4_0 MoE CLC pass sanity check

* release program

* opencl: fix whitespace

* opencl: remove unused cl_program

* opencl: break #if block to make it more clear

* opencl: adjust format

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-05-07 21:17:07 -07:00
lhez ff806a110d opencl: refactor Adreno q4_0 (#22335)
* opencl: refactor adreno q4_0 gemm/gemv dispatch

* opencl: refactor q4_0 gemm/gemv loading, use consistent names

* opencl: use consistent name for adreno q8_0 gemm/gemv

* opencl: use consistent names for adreno q4_0 gemm/gemv

* opencl: simplify adreno q4_0 set_tensor

* opencl: refactor q4_0 get_tensor
2026-05-05 09:38:57 -07:00
Shawn GuandLi He c5a3bc39b1 opencl: Adreno optimization for MoE - MxFP4 (#22301)
* MoE Mxfp4 CLC kernel added, router reorder on GPU

* Pass test-backend-ops for MoE mxfp4 Adreno CLC

* remove putenv in llama-model.cpp

* fix indent style and whitespace

* opencl: remove unnecessary headers

* opencl: do not save cl_program objects

* opencl: remove unnecessary assert

* fix precision issue

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-05-01 23:02:24 -07:00
lhez f454bd7eb8 opencl: add iq4_nl support (#22272)
* opencl: add general support for iq4_nl

* opencl: add iq4_nl gemm/gemv for adreno

* opencl: pack 2 lut entries into a uint
2026-04-25 21:21:58 -07:00
shaofeiqi e45dbdece8 opencl: add q5_K gemm and gemv kernels for Adreno (#21595) 2026-04-16 12:08:33 -07:00
shaofeiqi af1127d3c4 opencl: add basic support for q5_k (#21593)
* opencl: add general q5_k mv

* opencl: add flattened Q5_K mv and general Q5_K mm

* opencl: fix Q5_K unit tests
2026-04-11 01:46:19 -07:00
shaofeiqiandLi He 08f21453ae opencl: add q4_K gemm and gemv kernels for Adreno (#20919)
* opencl: add q4_K gemm and gemv kernels for Adreno

* opencl: fix whitespace

* opencl: add workarounds for compiler bugs on older devices

* opencl: handle fp16 denorm on X Elite

* opencl: fix kernel build error

* opencl: fix whitespace

* opencl: make q4_K cvt kernels signature consistent

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-03-30 12:19:16 -07:00
lhez 1772701f99 opencl: add q6_K gemm and gemv kernels for Adreno (#20089)
* opencl: add q6_K noshuffle kernels, initial q6_K gemv, some host code

* opencl: add q6_K transpose

* opencl: fix cvt kernel name

* opencl: add call to q6_K gemv

* opencl: fix q6_K scale transpose

* opencl: fix loading for gemv q6_K, refactor

* opencl: fix transpose_8_buf kernel assignment, refactor

* opencl: refactor q6_K transpose

* opencl: add gemm_noshuffle_q6_k_f32

* opencl: fix qh loading

* opencl: refactor q6_K gemv host side, release bufs and imgs

* opencl: refactor

* opencl: fix q6_K dequant and scale selection

* opencl: workaround compiler bug, fix dump_tensor

* opencl: refactor q6_K convert kernels

* opencl: unpack transformed q6_K in get_tensor

* opencl: refactor, handle non-uniform workgroups

* opencl: support non-vector subgroup bcast
2026-03-23 12:44:18 -07:00
shaofeiqi 84ffd0c192 opencl: add flattened Q4_K mv and general Q4_K mm (#20773) 2026-03-22 22:45:11 -07:00
lhez 3b439504ba opencl: fix l2_norm (#20480) 2026-03-13 22:18:52 -07:00
shaofeiqiandLi He 3d9ab225e7 opencl: add cumsum op (#18981)
* OpenCL: add CUMSUM op support

* remove unused argument

* opencl: refactor cumsum

* opencl: refactor

* opencl: refactor tmp buffer

* opencl: adjust max number of subgroups

* opencl: fix whitespace

* opencl: fix global size when cumsum the tmp buffer

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-03-11 22:03:07 -07:00
lhez 6fce5c6a7d opencl: add l2_norm (#20160) 2026-03-06 18:03:05 -08:00
lhez 6c97bffd65 opencl: add neg, exp and diag (#20127)
* opencl: add `neg`

* opencl: add `exp`

* opencl: add `diag`
2026-03-05 21:16:39 -08:00
lhez 69fd345335 opencl: add SET, support i32 for CPY, minor refactor for cpy (#20101) 2026-03-04 21:32:26 -08:00
shaofeiqiandLi He 24350fdf9b opencl: add optimized q4_1 mm kernel for adreno (#19840)
* Add Q4_1 OpenCL Kernels

* opencl: refactor transpose

* opencl: format

* opencl: refactor q4_1 unpack

* opencl: move `ggml_cl_mul_mat_q4_1_f32_adreno`

* opencl: refactor `ggml_cl_mul_mat_q4_1_f32_adreno` and kernels

* opencl: rename kernel files and kernes

* opencl: fix build for non adreno

* opencl: move code around and format

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-03-02 19:49:41 -08:00
shaofeiqiandLi He e2f19b320f opencl: refactor expm1 and softplus (#19404)
* opencl: refactor expm1

* opencl: refactor softplus

* opencl: use h for half literals

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-02-17 14:47:18 -08:00
shaofeiqiandLi He 983559d24b opencl: optimize mean and sum_row kernels (#19614)
* opencl: optimize mean and sum_row kernels

* opencl: add comment for max subgroups

* opencl: format

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-02-17 13:56:09 -08:00
lhez 79cc0f2daf opencl: add basic support for q4_1 (#19534)
* opencl: add q4_1 mv

* opencl: clean up

* opencl: add flattened q4_1 mv

* opencl: clean up

* opencl: add basic q4_1 mm

* opencl: fix whitespace

* opencl: add general q4_0 mm
2026-02-12 14:52:37 -08:00
lhez 4d3daf80f8 opencl: add general Q6_K mm and Q4_K mv (#19347)
* opencl: add general q6_k mm

* opencl: refine condition for q6_K mm

* opencl: add general q4_K mv

* opencl: fix whitespace
2026-02-11 10:33:13 -08:00
lhez 91ea44e89b opencl: refactor some ops, concat, repeat, tanh and scale (#19226)
* opencl: refactor concat

* opencl: refactor repeat

* opencl: refactor tanh

* opencl: enable fp16 for tanh

* opencl: refactor scale

* opencl: fix unused variables
2026-02-02 15:54:43 -08:00
971facc38e opencl: add optimized q8_0 mm kernel for adreno (#18871)
* Add Q8_0 OpenCL kernel

Co-authored-by: yunjie <yunjie@qti.qualcomm.com>

* opencl: fix build for non-adreno

* opencl: refactor q8_0

* opencl: enforce subgroup size of 64 for adreno for q8_0

* For A750 and older generations, subgroup size can be 64 or 128.
  This kernel assumes subgroup size 64.

* opencl: suppress warning when adreno kernels are disabled

---------

Co-authored-by: yunjie <yunjie@qti.qualcomm.com>
Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-01-30 10:19:27 -08:00
lhez 94eeb5967c opencl: add flattened q6_K mv (#19054)
* opencl: flatten `q6_K` and add `kernel_mul_mv_q6_K_f32_flat`

* opencl: clean up

* opencl: refactor q6_K mv - put loop body in `block_q_6_K_dot_y_flat`

* opencl: tweak the workgroup size a bit

* opencl: output 4 values per subgroup for `kernel_mul_mv_q6_K_f32_flat`

* opencl: proper alignment for q6_K

* opencl: boundary handling for flattened q6_K mv

* opencl: rename q6_K mv kernel file

* opencl: put flattened q6_K mv in its own file

* opencl: use lower k in file name

* opencl: use K in variable names
2026-01-26 19:36:24 -08:00
shaofeiqi 5516b9c16a opencl: add TRI op support (#18979) 2026-01-21 22:05:54 -08:00
lhez d1b4757ded opencl: fix q6_K mv for m=1 (#18893) 2026-01-17 13:50:32 -08:00
shaofeiqi 785a710085 OpenCL: add SOLVE_TRI op support (#18846) 2026-01-15 11:17:17 -08:00
shaofeiqi 707cbafcaa opencl: add SOFTPLUS op support (#18726) 2026-01-10 21:57:44 -08:00
shaofeiqi 593da7fa49 opencl: add EXPM1 op (#18704) 2026-01-09 10:13:13 -08:00
shaofeiqi 568371a726 opencl: add FILL op support (#18682) 2026-01-07 22:04:50 -08:00
lhez eb492bf43f opencl: unpack q4_0 for adreno in get_tensor (#18278) 2025-12-22 10:19:01 -08:00
lhez 7cba58bbea opencl: add sqr, sqrt, mean and ssm_conv (#17476)
* opencl: add sqr

* opencl: add sqrt

* opencl: add mean

* opencl: add ssm_conv

* opencl: add missing cl_khr_fp16

* opencl: do sqrt in f32 then convert to f16 for better precision
2025-11-26 13:29:58 -08:00
lhez 52e5d421f1 opencl: fix rms_norm_mul (#17250)
* opencl: use subgrroup reduce for reduction in rms_norm_mul

* opencl: add comment about workgroup size
2025-11-15 17:40:14 -08:00
shaofeiqi 4db5641210 opencl: add kernel to handle mat mul in attention to improve encoding speed (#17181)
* Add mul_mm_f16_f32_kq_kqv kernel

* Add ggml_cl_mul_mat_kq_kqv_adreno func

* fix whitespace

* remove unused variable

* remove redundant

* refactor and clean up

* remove trailing whitespace
2025-11-15 17:33:10 -08:00
lhez ece0f5c177 opencl: add fastdiv and use it in set_rows, ported from cuda (#17090)
* opencl: add fastdiv for mm q8_0

* opencl: use uint4 for fastdiv vals

* opencl: use fastdiv for set_rows

* opencl: do not use fastdiv for q8_0 mm
2025-11-10 15:00:13 -08:00
lhez c5023daf60 opencl: support imrope (#16914)
* opencl: support imrope

* opencl: fix whitespace
2025-11-03 11:47:57 -08:00
lhez 9984cbb61d opencl: fix boundary handling for mul_mm (#16875) 2025-10-30 16:00:20 -07:00
Shawn Gu 81387858f1 opencl: transposed gemm/gemv moe kernel with mxfp4,f32 (#16602)
* opencl: transposed gemm/gemv moe kernel with mxfp4,f32

* add restore kernel for moe transpose

* fix trailing whitespaces

* resolve compilation warnings
2025-10-17 17:55:32 -07:00
lhez 0cb7a0683b opencl: add q8_0 mm support (#16469)
* opencl: add mm_q8_0_f32

* opencl: fix data loading for incomplete tile

* opencl: use q8_0 mm for larger matrix

* opencl: add some tests to cover the path
2025-10-15 10:51:04 -07:00
lhez d93f8439b0 opencl: fix FA for f32 (#16584) 2025-10-15 10:48:28 -07:00
lhez 7c156df414 opencl: support pad_ext (#15888) 2025-09-30 10:45:45 -07:00
lhez d1c84a662d opencl: support ne3 in get_rows (#15866) 2025-09-30 09:55:13 -07:00
3ecb2f671a ggml : implement set_rows with i32 index (#16159)
* implement set_rows with i32 index

* template fix

* test quantized path

warnings--

* Apply suggestions from code review

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* forgotten name change

* deduplicate cuda/sycl and test-fix

* indent++

* vulkan: support set_rows with i32 index type (#16162)

* disable i32 index for webgpu for now

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
2025-09-22 19:13:00 +02:00
lhez c4510dc937 opencl: initial q8_0 mv support (#15732) 2025-09-21 14:48:44 -07:00
Shawn GuandLi He 3edd87cd05 opencl: optimize mxfp4 kernels (#16037)
- flatten mxfp4 and packed fp4->fp16 bit-wise convert function (replace lut)
- MoE kernel optimizations

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2025-09-18 12:03:34 -07:00
Daniel Bevenius 3913f8730e ggml : fix padding in timestep embedding kernels (#15932)
* ggml : remove adding extra dim timestep embedding

This commit updates the ggml_timestep_embedding function to no longer
add an extra dimension when the specified dimension is odd.

The motivation for this change is that this introduces an unnecessary
dimension when the dimension is odd, which caused an issue in the
kernels which were not expecting this extra dimension and it resulted in
uninitialized memory for the second to last dimension.

* ggml-cuda : fix padding in timestep embedding kernel

This commit removes the zeroing out of the last dimension now that we
are not adding the extra padding dimension.

* ggml-metal : fix padding in timestep embedding kernel

This commit fixes the zero padding for odd dimensions in
the timestep embedding kernel

* ggml-opencl : fix padding in timestep embedding kernel

This commit fixes the zero padding for odd dimensions in
the timestep embedding kernel.

* ggml-sycl : fix padding in timestep embedding kernel

This commit fixes the zero padding for odd dimensions in
the timestep embedding kernel.

* ggml-vulkan : fix padding in timestep embedding kernel

This commit fixes the zero padding for odd dimensions in
the timestep embedding kernel.

* ggml-cpu : fix padding in timestep embedding function

This commit removes the zeroing out of the last dimension now that we
are not adding the extra padding dimension.
2025-09-16 15:25:57 +02:00