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llama.cpp/docs/ops.md
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shani-f 72bd7321a7 sycl : unify unary kernels with a generic implementation and enable wide operator support (#17213)
* SYCL: add generic unary op implementation for multiple ops (ABS/SGN/…); unify non-contiguous access

* SYCL: update documentation and sycl.csv to reflect new unary op support

* update ops.md after syncing SYCL.csv changes

* Fix SYCL.csv merge conflict

* Update ops.md after fixing SYCL.csv conflicts

* Fix SYCL.csv tail after merge conflict and regenerate ops.md

* Fix line endings and final newline in SYCL.csv

* Remove TOPK_MOE entries from SYCL.csv as requested

* Update ops.md after removing TOPK_MOE from SYCL.csv

* Regenerated SYCL.csv and synced ops.md with upstream

* Update ops.md using create_ops_docs.py
2025-11-16 00:52:42 +01:00

10 KiB

GGML Operations

List of GGML operations and backend support status.

How to add a backend to this table:

  1. Run test-backend-ops support --output csv with your backend name and redirect output to a csv file in docs/ops/ (e.g., docs/ops/CUDA.csv)
  2. Regenerate /docs/ops.md via ./scripts/create_ops_docs.py

Legend:

  • ✅ Fully supported by this backend
  • 🟡 Partially supported by this backend
  • ❌ Not supported by this backend
Operation BLAS CANN CPU CUDA Metal OpenCL SYCL Vulkan zDNN
ABS ❌ ✅ ✅ 🟡 🟡 ❌ ✅ 🟡 ❌
ACC ❌ ✅ ✅ ✅ ✅ ❌ ✅ ✅ ❌
ADD ❌ ✅ ✅ ✅ 🟡 🟡 ✅ ✅ ❌
ADD1 ❌ ✅ ✅ ✅ ❌ ❌ ✅ ❌ ❌
ADD_ID ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
ARANGE ❌ ✅ ✅ ✅ ✅ ❌ ✅ ❌ ❌
ARGMAX ❌ ✅ ✅ ✅ ✅ ❌ ✅ ✅ ❌
ARGSORT ❌ ✅ ✅ ✅ ✅ ✅ ✅ 🟡 ❌
CEIL ❌ ❌ ✅ 🟡 ❌ ❌ 🟡 ❌ ❌
CLAMP ❌ ✅ ✅ ✅ 🟡 🟡 🟡 🟡 ❌
CONCAT ❌ ✅ ✅ 🟡 ✅ 🟡 ✅ ✅ ❌
CONT ❌ 🟡 ✅ ✅ ✅ 🟡 🟡 🟡 ❌
CONV_2D ❌ ❌ ✅ ✅ ❌ ✅ ❌ ✅ ❌
CONV_2D_DW ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
CONV_3D ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌
CONV_TRANSPOSE_1D ❌ ✅ ✅ ✅ ✅ ❌ ✅ ✅ ❌
CONV_TRANSPOSE_2D ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
COS ❌ ✅ ✅ ✅ 🟡 ❌ 🟡 🟡 ❌
COUNT_EQUAL ❌ ✅ ✅ ✅ ❌ ❌ ✅ ✅ ❌
CPY ❌ 🟡 🟡 🟡 🟡 🟡 🟡 🟡 ❌
CROSS_ENTROPY_LOSS ❌ ❌ ✅ ✅ ❌ ❌ ❌ ❌ ❌
CROSS_ENTROPY_LOSS_BACK ❌ ❌ ✅ ✅ ❌ ❌ ❌ ❌ ❌
CUMSUM ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌
DIAG_MASK_INF ❌ ✅ ✅ ✅ 🟡 🟡 ✅ ✅ ❌
DIV ❌ ✅ ✅ ✅ 🟡 🟡 ✅ ✅ ❌
DUP ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
ELU ❌ ✅ ✅ 🟡 🟡 ❌ ✅ ❌ ❌
EXP ❌ ✅ ✅ 🟡 🟡 ❌ ✅ 🟡 ❌
EXPM1 ❌ ❌ ✅ 🟡 ❌ ❌ ❌ ❌ ❌
FILL ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌
FLASH_ATTN_EXT ❌ 🟡 ✅ 🟡 🟡 ❌ ❌ 🟡 ❌
FLOOR ❌ ❌ ✅ 🟡 ❌ ❌ 🟡 ❌ ❌
GATED_LINEAR_ATTN ❌ ❌ ✅ ✅ ❌ ❌ ✅ ❌ ❌
GEGLU ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
GEGLU_ERF ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
GEGLU_QUICK ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
GELU ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
GELU_ERF ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
GELU_QUICK ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
GET_ROWS ❌ 🟡 ✅ 🟡 ✅ 🟡 🟡 🟡 ❌
GET_ROWS_BACK ❌ ❌ 🟡 🟡 ❌ ❌ ❌ ❌ ❌
GROUP_NORM ❌ ✅ ✅ ✅ ✅ ✅ ✅ ✅ ❌
GROUP_NORM_MUL_ADD ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌
HARDSIGMOID ❌ ✅ ✅ 🟡 🟡 ❌ ✅ 🟡 ❌
HARDSWISH ❌ ✅ ✅ 🟡 🟡 ❌ ✅ 🟡 ❌
IM2COL ❌ ✅ ✅ ✅ 🟡 ✅ ✅ ✅ ❌
IM2COL_3D ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
L2_NORM ❌ ❌ ✅ ✅ ✅ ❌ ✅ ✅ ❌
LEAKY_RELU ❌ ✅ ✅ ✅ ✅ ❌ ✅ 🟡 ❌
LOG ❌ ✅ ✅ ✅ ❌ ❌ 🟡 ❌ ❌
MEAN ❌ ✅ ✅ ✅ ✅ ❌ ✅ ✅ ❌
MUL ❌ ✅ ✅ ✅ 🟡 🟡 ✅ ✅ ❌
MUL_MAT 🟡 🟡 🟡 🟡 🟡 🟡 🟡 🟡 🟡
MUL_MAT_ID ❌ 🟡 ✅ ✅ ✅ 🟡 🟡 ✅ ❌
NEG ❌ ✅ ✅ 🟡 🟡 ❌ ✅ 🟡 ❌
NORM ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
NORM_MUL_ADD ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌
OPT_STEP_ADAMW ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
OPT_STEP_SGD ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
OUT_PROD 🟡 ❌ 🟡 🟡 ❌ ❌ 🟡 ❌ ❌
PAD ❌ ✅ ✅ 🟡 ✅ ✅ 🟡 ✅ ❌
PAD_REFLECT_1D ❌ ✅ ✅ ✅ ✅ ❌ ✅ ❌ ❌
POOL_2D ❌ 🟡 ✅ ✅ ✅ ❌ ✅ ✅ ❌
REGLU ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
RELU ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
REPEAT ❌ ✅ ✅ 🟡 ✅ 🟡 ✅ 🟡 ❌
REPEAT_BACK ❌ ❌ ✅ ✅ ❌ ❌ ✅ ✅ ❌
RMS_NORM ❌ ✅ ✅ ✅ 🟡 ✅ ✅ ✅ ❌
RMS_NORM_BACK ❌ ❌ ✅ ✅ ❌ ❌ ✅ ✅ ❌
RMS_NORM_MUL_ADD ❌ ✅ ❌ ❌ ✅ ✅ ❌ ❌ ❌
ROLL ❌ ❌ ✅ ✅ ❌ ❌ ✅ ✅ ❌
ROPE ❌ 🟡 ✅ ✅ ✅ ✅ ✅ ✅ ❌
ROPE_BACK ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
ROUND ❌ ❌ ✅ 🟡 ❌ ❌ 🟡 ❌ ❌
RWKV_WKV6 ❌ ❌ ✅ ✅ ✅ ❌ ✅ ✅ ❌
RWKV_WKV7 ❌ ❌ ✅ ✅ ✅ ❌ ✅ ✅ ❌
SCALE ❌ 🟡 ✅ ✅ ✅ ✅ ✅ ✅ ❌
SET ❌ ❌ ✅ ✅ ✅ ❌ 🟡 ❌ ❌
SET_ROWS ❌ ❌ 🟡 🟡 🟡 🟡 🟡 🟡 ❌
SGN ❌ ✅ ✅ 🟡 🟡 ❌ ✅ ❌ ❌
SIGMOID ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
SILU ❌ ✅ ✅ 🟡 🟡 🟡 ✅ 🟡 ❌
SILU_BACK ❌ ❌ ✅ ✅ ❌ ❌ ❌ ✅ ❌
SIN ❌ ✅ ✅ ✅ 🟡 ❌ 🟡 🟡 ❌
SOFTCAP ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌ ❌
SOFTPLUS ❌ ❌ ✅ 🟡 ❌ ❌ ❌ ❌ ❌
SOFT_MAX ❌ 🟡 ✅ ✅ ✅ ✅ ✅ ✅ ❌
SOFT_MAX_BACK ❌ ❌ 🟡 🟡 ❌ ❌ 🟡 ✅ ❌
SOLVE_TRI ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌
SQR ❌ ✅ ✅ ✅ 🟡 ❌ 🟡 🟡 ❌
SQRT ❌ ✅ ✅ ✅ 🟡 ❌ 🟡 🟡 ❌
SSM_CONV ❌ ❌ ✅ ✅ ✅ ❌ ✅ ✅ ❌
SSM_SCAN ❌ ❌ ✅ ✅ ✅ ❌ ❌ 🟡 ❌
STEP ❌ ✅ ✅ 🟡 🟡 ❌ ✅ ❌ ❌
SUB ❌ ✅ ✅ ✅ 🟡 🟡 ✅ ✅ ❌
SUM ❌ ✅ ✅ 🟡 ❌ ❌ 🟡 🟡 ❌
SUM_ROWS ❌ ✅ ✅ 🟡 ✅ ✅ 🟡 ✅ ❌
SWIGLU ❌ ✅ ✅ ✅ 🟡 ✅ ✅ 🟡 ❌
SWIGLU_OAI ❌ ❌ ✅ ✅ ❌ ❌ ❌ 🟡 ❌
TANH ❌ ✅ ✅ 🟡 🟡 ✅ ✅ 🟡 ❌
TIMESTEP_EMBEDDING ❌ ✅ ✅ ✅ ✅ ✅ ✅ ✅ ❌
TRI ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌
TRUNC ❌ ❌ ✅ 🟡 ❌ ❌ 🟡 ❌ ❌
UPSCALE ❌ 🟡 ✅ ✅ 🟡 ✅ 🟡 ✅ ❌
XIELU ❌ ❌ ✅ ❌ ❌ ❌ ❌ ❌ ❌