Commit Graph
83 Commits
Author SHA1 Message Date
Gaurav Garg e95dae18d6 Remove padding and multiple D2D copies for MTP (#24086)
* Make ggml_gated_delta_net take only the initial recurrent state (D, 1, n_seqs) and passes the snapshot count K as an op parameter instead of inferring it from state->ne[1].

Remove the padding hack and copy all emitted snapshots into the recurrent cache with a single strided ggml_cpy

* Make GDN changes in all backends. Address review comments.

* Fix CI build errors
2026-06-10 23:21:16 +05:30
lhez 308f61c31f opencl: improve get_rows, cpy, concat and q6_k flat gemv (#24160)
* opencl: allow multiple workgroups for large rows

* opencl: improve small cpy

* opencl: packed concat for small input

* opencl: tweak flat q6_K gemv, increase N_DST and remap threads
2026-06-05 13:45:25 -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
lhez d6588daa80 opencl: support bf16 by converting to f16 (#23839) 2026-05-30 10:17:47 -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
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