Commit Graph
57 Commits
Author SHA1 Message Date
Hongqiang Wang ed7adbfefd opencl: cache compiled cl_program binaries on disk (#26050) 2026-07-24 08:14:33 -07:00
Gezahegne b85833e934 opencl: add ABS op (#25115) 2026-07-16 22:13:47 -07:00
Hongqiang WangandLi He 1d1d9a9ed7 opencl: add int8 dp4 dense and MoE prefill optimization for Adreno GPUs (#25537)
* opencl: add int8 dp4 dense and moe GEMM

* opencl: refactor

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-07-10 23:05:58 -07:00
lhez 4fc4ec5541 opencl: allow loading precompiled binary kernels from library (#23042)
* opencl: allow loading binary kernel

* opencl: add libdl.h

* ggml-backend-dl is in ggml, which depends backend libs, thus
  ggml-opencl cannot depend on ggml-backend-dl
* add libdl.h to break cyclic dep

* opencl: allow loading bin kernel lib

* opencl: load `gemm_moe_mxfp4_f32_ns` from kernel lib if available

* opencl: load q8_0 gemm from kernel lib

* opencl: load q4_0 moe gemm from kernel lib

* opencl: load q4_1 moe gemm from kernel lib

* opencl: load q4_k moe gemm from kernel lib

* opencl: always declare `get_adreno_bin_kernel_func_t`

* opencl: rephrase message

* opencl: fix for rebase

* opencl: update doc
2026-07-01 10:29:22 -07:00
lhez fd1a05791d opencl: initial q1_0 support (#25160)
* opencl: general q1_0 support

* opencl: add Adreno GEMM/GEMV for q1_0
2026-06-30 21:43:20 -07:00
Hongqiang WangandLi He ebd048fc5e opencl: flash attention improvement (#25069)
* opencl: rework FA kernel for f16 and f32

* opencl: flash-attention prefill prepass kernels

- flash_attn_kv_pad_f16    pads the tail KV tile to a BLOCK_N multiple
- flash_attn_mask_pad_f16  pads the matching mask tile
- flash_attn_blk_f16       classifies each KV tile per query block as
                           fully masked / mixed / fully unmasked, so
                           the main kernel can skip fully-masked tiles
                           and the mask lookup for fully-unmasked ones

* opencl: FA kernels for q4_0 and q8_0

* opencl: `set_rows` for f32 to q8_0/q4_0

* opencl: dequant kernels for q4_0 and q8_0

* opencl: add FA tile tuning table with override

* opencl: wire host side for FA

* opencl: q4_0 MoE tensors are also SOA'ed

* opencl: cosmetic fix

* opencl: refactor, also clarify some code paths in comments

* opencl: fix inifity for `-cl-finite-math-only`

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-06-27 15:36:06 -07:00
shaofeiqiandLi He ba1df050f3 opencl: add q5_0/q5_1 gemm and gemv kernels for Adreno (#24319)
* opencl: add q5_0 adreno support

* opencl: add q5_1 adreno support

* opencl: cosmetic fix

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-06-11 21:43:09 -07:00
shaofeiqiandLi He 27d9ed8397 opencl: add basic support for q5_0 and q5_1 (#23548)
* opencl: add general q5_0 support

* opencl: add general q5_1 support

* opencl: support non-uniform workgrp size

---------

Co-authored-by: Li He <lih@qti.qualcomm.com>
2026-06-01 10:06:50 -07:00
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
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
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
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
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
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
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 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
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
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 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
rmatif 912ff8c119 OpenCL: add initial FA support (#14987)
* add F16/F16 fa support

* fix kernel init

* use mad instead of fma

* use inline function

* mark FA with sinks as unsupported for now

* add pragma unroll to loops
2025-08-16 01:05:55 -07:00
lhezandshawngu-quic e2c1bfff53 opencl: add initial mxfp4 support via mv (#15270)
* opencl: add reference `mul_mv_mxfp4_f32`

* opencl: add reference `mul_mv_id` for mxfp4

* Q4_0 tranpose fix for Adreno

---------

Co-authored-by: shawngu-quic <shawngu@qti.qualcomm.com>
2025-08-15 09:52:14 -07:00
lhez e725a1a982 opencl: add swiglu_oai and add_id (#15121)
* opencl: add `swiglu-oai`

* opencl: add `add_id`

* opencl: add missing `add_id.cl`
2025-08-06 12:12:17 -07:00
lhez 6e6725459a opencl: add mul_mat_f32_f32_l4_lm and mul_mat_f16_f32_l4_lm (#14809) 2025-07-30 14:56:55 -07:00
rmatif 6c9ee3b17e opencl: add conv2d kernel (#14403)
* add conv2d kernel

* fix trailing whitespace

* whitespace fixe

* handle f16 input and f16 kernel, more opt

* resolve conflicts

* use enqueue_ndrange_kernel
2025-07-21 10:03:19 -07:00
rmatif 6bdda13981 opencl: add tiled mul_mat_f16_f32 (#14535)
* add tiled mul_mat_f16_f32

* fix trailing whitespace

* add insightful comments
2025-07-10 14:58:12 -07:00
lhez 0b8855775c opencl: add set_rows for f16 and f32 (#14547)
* opencl: add `set_rows` for `f16` and `f32`

* opencl: better choose workgroup size for `set_rows`
2025-07-10 11:48:52 -07:00
lhez 79b33b2317 opencl : add GEGLU, REGLU, SWIGLU (#14456) 2025-07-01 09:19:16 +02:00
lhez 4c763c8d1b opencl: add mul_mv_id_q4_0_f32_8x_flat (#14003) 2025-06-10 16:55:58 -07:00