ggml webgpu: unary op suppport, code refactoring, ops support (#17764)

* Squashed commit of the following:

commit b3c6bf4b0450d8d452b934df27a0fb7cb53cd755
Author: Abhijit Ramesh <redacted>
Date:   Mon Dec 1 18:29:00 2025 -0800

    ggml webgpu: fix xielu parameter passing (#11)

    The XIELU operation was incorrectly using static_cast to convert
    float parameters to uint32_t, which converted numeric values instead
    of preserving IEEE 754 bit patterns. This caused incorrect values
    to be interpreted by the GPU shader.

    * Use reinterpret_cast to preserve float bit patterns when passing
      through uint32_t params buffer
    * Update WGSL shader parameter types from u32 to f32
    * Re-enable XIELU support (was disabled due to numerical issues)

    Fixes NMSE test failures for XIELU operation on WebGPU backend.

commit 5ca9b5e49ea7cddc9ab7c8b43a11a9c76a4dff4a
Author: neha-ha <redacted>
Date:   Tue Nov 18 12:17:00 2025 -0800

    Refactored pipelines and workgroup calculations (#10)

    * refactored pipelines

    * refactored workgroup calculation

    * removed commented out block of prior maps

    * Clean up ceiling division pattern

    ---------

    Co-authored-by: Neha Abbas <redacted>
    Co-authored-by: Reese Levine <redacted>
Author: James Contini <redacted>
Date:   Wed Oct 29 23:13:06 2025 -0700

    formatted embed wgsl and ggml-webgpu.cpp

commit e1f6baea31645e5d96ad53664acae856f74b96f4
Author: James Contini <redacted>
Date:   Wed Oct 29 23:08:37 2025 -0700

    implemented REPL_Template support and removed bug in unary operators kernel

commit 8c70b8fece445cdc9a8c660dbddbf201e52da2bb
Author: James Contini <redacted>
Date:   Wed Oct 15 16:14:20 2025 -0700

    responded and dealt with PR comments

commit f9282c660c10dec4487d434549bdb707a9cd9f37
Author: James Contini <redacted>
Date:   Sun Oct 12 13:41:41 2025 -0700

    removed unnecesarry checking if node->src[1] exists for unary operators

commit 4cf28d7dec41c29186d66152735b244c5699f9dc
Author: James Contini <redacted>
Date:   Sun Oct 12 13:32:45 2025 -0700

    All operators (inlcluding xielu) working

commit 74c6add1761a59d2c2ff60b60e8ad3c8300f6d3e
Author: James Contini <redacted>
Date:   Fri Oct 10 13:16:48 2025 -0700

    fixed autoconfig

commit 362749910be4f0120c8ffb21ceddeb7d2c088e51
Author: James Contini <redacted>
Date:   Fri Oct 10 13:10:46 2025 -0700

    removed vestigial files

commit cb0858333785757804c5104e59c4981843207c16
Author: James Contini <redacted>
Date:   Fri Oct 10 12:59:32 2025 -0700

    abides by editor-config

commit 5360e2852a4b51197d7d67d0a5d42e908b02d7ed
Author: James Contini <redacted>
Date:   Fri Oct 10 12:45:57 2025 -0700

    rms_norm double declaration bug atoned

commit 7b09baa4aa53711be5a126043670cc182c78bfcd
Merge: 8a6ec843 74b8fc17
Author: James Contini <redacted>
Date:   Fri Oct 10 11:50:03 2025 -0700

    resolving merge conflicts

commit 8a6ec843a50ab82f8cef59b4558eb63f318ba02d
Author: James Contini <redacted>
Date:   Wed Oct 8 18:06:47 2025 -0700

    unary operators pass ggml tests

commit c3ae38278a2db236adc5912c9140e4f0d63f2c19
Author: James Contini <redacted>
Date:   Wed Oct 1 16:22:40 2025 -0700

    neg passes backend test

commit aa1c9b2f8877a405470ca56709c42a1fd43713de
Author: James Contini <redacted>
Date:   Tue Sep 30 23:55:27 2025 -0700

    neg f16xf32xip builds and runs, havent actually ran a model that uses neg kernel yet though

Co-authored-by: James Contini <redacted>
Co-authored-by: Neha Abbas <redacted>
Co-authored-by: Abhijit Ramesh <redacted>
* Remove extra code and format

* Add ops documentation (finally)

* Update ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py

Co-authored-by: Sigbjørn Skjæret <redacted>
---------

Co-authored-by: James Contini <redacted>
Co-authored-by: Neha Abbas <redacted>
Co-authored-by: Abhijit Ramesh <redacted>
Co-authored-by: Sigbjørn Skjæret <redacted>

diff --git a/docs/ops.md b/docs/ops.md
index 4136e8ab3b2e528e34f42862a2f0a68d0fbc43d9..65e33b512002bc7e4fc938ed2858dfac16fca44e 100644 (file)
--- a/docs/ops.md
+++ b/docs/ops.md
@@ -12,111 +12,111 @@ Legend:
 - 🟡 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 | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
-|                            TOP_K | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | 🟡 | ❌ |
-|                              TRI | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ |
-|                            TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ |
-|                          UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ |
-|                            XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+| Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | WebGPU | zDNN |
+|-----------|------|------|------|------|------|------|------|------|------|------|
+|                              ABS | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                              ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                              ADD | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                             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 | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                              DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ |
+|                              ELU | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | â\9d\8c | â\9c\85 | â\9d\8c |
+|                              EXP | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                            EXPM1 | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                             FILL | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                   FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ |
+|                            FLOOR | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                GATED_LINEAR_ATTN | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ |
+|                            GEGLU | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                        GEGLU_ERF | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                      GEGLU_QUICK | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                             GELU | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                         GELU_ERF | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                       GELU_QUICK | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                         GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
+|                    GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                       GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|               GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                      HARDSIGMOID | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                        HARDSWISH | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                           IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                        IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                          L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                       LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ |
+|                              LOG | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | ✅ | ❌ | ❌ |
+|                             MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                              MUL | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                          MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 |
+|                       MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ |
+|                              NEG | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                             NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | ❌ |
+|                     NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                   OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                     OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                         OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ |
+|                              PAD | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ |
+|                   PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ |
+|                          POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                            REGLU | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                             RELU | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                           REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ | ❌ |
+|                      REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                         RMS_NORM | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                    RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                 RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ |
+|                             ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                             ROPE | â\9d\8c | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                        ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                            ROUND | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                        RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                        RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                            SCALE | â\9d\8c | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                              SET | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ |
+|                         SET_ROWS | ❌ | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ |
+|                              SGN | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | â\9d\8c | â\9c\85 | â\9d\8c |
+|                          SIGMOID | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                             SILU | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                        SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                              SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                          SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ |
+|                         SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ |
+|                         SOFT_MAX | â\9d\8c | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                    SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ |
+|                        SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ |
+|                              SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                             SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                         SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ |
+|                         SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ |
+|                             STEP | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9d\8c | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                              SUB | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c |
+|                              SUM | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                         SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ |
+|                           SWIGLU | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                       SWIGLU_OAI | â\9d\8c | â\9d\8c | â\9c\85 | â\9c\85 | â\9c\85 | â\9d\8c | â\9d\8c | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|                             TANH | â\9d\8c | â\9c\85 | â\9c\85 | ð\9f\9f¡ | ð\9f\9f¡ | â\9c\85 | â\9c\85 | ð\9f\9f¡ | â\9c\85 | â\9d\8c |
+|               TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
+|                            TOP_K | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ |
+|                              TRI | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ |
+|                            TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ |
+|                          UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ |
+|                            XIELU | â\9d\8c | â\9d\8c | â\9c\85 | â\9d\8c | â\9d\8c | â\9d\8c | â\9d\8c | â\9d\8c | â\9c\85 | â\9d\8c |

diff --git a/docs/ops/WebGPU.csv b/docs/ops/WebGPU.csv
new file mode 100644 (file)
index 0000000..bfff75e
--- /dev/null
+++ b/docs/ops/WebGPU.csv
@@ -0,0 +1,18741 @@
+"backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name"
+"WebGPU: WebGPU","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","TANH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","RELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","RELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SILU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SILU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","WebGPU"
+"WebGPU: WebGPU","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","WebGPU"
+"WebGPU: WebGPU","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","WebGPU"
+"WebGPU: WebGPU","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","WebGPU"
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+"WebGPU: WebGPU","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","WebGPU"
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+"WebGPU: WebGPU","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f32","support","0","no","WebGPU"
+"WebGPU: WebGPU","CONV_3D","N=1,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f32","support","0","no","WebGPU"
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+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","WebGPU"
+"WebGPU: WebGPU","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","WebGPU"
+"WebGPU: WebGPU","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU"
+"WebGPU: WebGPU","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","WebGPU"

diff --git a/ggml/src/ggml-webgpu/ggml-webgpu.cpp b/ggml/src/ggml-webgpu/ggml-webgpu.cpp
index a7476b109df4c8052db1392f838764ecd7b43975..d0e99b6fe29eb16c03e0927fd85b31bdc291a97e 100644 (file)
--- a/ggml/src/ggml-webgpu/ggml-webgpu.cpp
+++ b/ggml/src/ggml-webgpu/ggml-webgpu.cpp
@@ -25,6 +25,9 @@
 #include <string>
 #include <vector>
 
+#define ROUNDUP_POW2(x, pow2) (((x) + ((pow2) - 1)) & ~((pow2) - 1))
+#define CEIL_DIV(M, N)        (((M) + (N) - 1) / (N))
+
 #ifdef GGML_WEBGPU_DEBUG
 #    define WEBGPU_LOG_DEBUG(msg)  std::cout << msg << std::endl
 #    define WEBGPU_DEBUG_BUF_ELEMS 32
@@ -64,6 +67,9 @@
 
 /* Constants */
 
+// Track https://github.com/gpuweb/gpuweb/issues/5315 for fixes to implementations so this can be removed.
+#define WEBGPU_MAX_WG_SIZE 288
+
 #define WEBGPU_MUL_MAT_WG_SIZE               256
 #define WEBGPU_NUM_PARAM_BUFS                32u
 #define WEBGPU_COMMAND_SUBMIT_BATCH_SIZE     8u
@@ -272,36 +278,33 @@ struct webgpu_context_struct {
     wgpu::SubgroupMatrixConfig subgroup_matrix_config;
 #endif
 
-    // Separate this out from limits since on some Metal systems, the limit returned by
-    // querying the limits is higher than the actual allowed maximum.
-    uint32_t max_wg_size_x;
-
     std::recursive_mutex mutex;
     std::atomic_uint     inflight_threads = 0;
 
     webgpu_buf_pool param_buf_pool;
     webgpu_buf_pool set_rows_error_buf_pool;
 
-    webgpu_pipeline memset_pipeline;
+    std::map<int, webgpu_pipeline> memset_pipelines;                                 // variant or type index
 
     std::map<int, std::map<int, std::map<int, webgpu_pipeline>>> mul_mat_pipelines;  // src0_type, src1_type, vectorized
     std::map<int, std::map<int, std::map<int, webgpu_pipeline>>>
         mul_mat_vec_pipelines;                                                       // src0_type, src1_type, vectorized
 
-    webgpu_pipeline mul_mat_pipeline[30][2];
-    webgpu_pipeline set_rows_pipeline[1][2];  // dst->type, vectorized
-    webgpu_pipeline get_rows_pipeline[30];
-    webgpu_pipeline get_rows_f32_no_vec_pipeline;
-    webgpu_pipeline cpy_pipeline[2][2];          // src type, dst type
-    webgpu_pipeline add_pipeline[2][2];          // type, inplace
-    webgpu_pipeline sub_pipeline[2][2];          // type, inplace
-    webgpu_pipeline mul_pipeline[2][2];          // type, inplace
-    webgpu_pipeline div_pipeline[2][2];          // type, inplace
-    webgpu_pipeline rms_norm_pipeline[2];        // inplace
-    webgpu_pipeline rope_pipeline[2][2][2];      // type, ff, inplace
-    webgpu_pipeline glu_pipeline[7][2][2];       // glu-op, type, split
-    webgpu_pipeline scale_pipeline[2];           // inplace
-    webgpu_pipeline soft_max_pipeline[3][2][2];  // (no_mask, f32_mask, f16_mask), has_sink, inplace
+    std::map<int, std::map<int, webgpu_pipeline>> set_rows_pipelines;                // dst_type, vectorized
+    std::map<int, std::map<int, webgpu_pipeline>> get_rows_pipelines;                // src_type, vectorized
+
+    std::map<int, std::map<int, webgpu_pipeline>> cpy_pipelines;                     // src_type, dst_type
+    std::map<int, std::map<int, webgpu_pipeline>> add_pipelines;                     // type, inplace
+    std::map<int, std::map<int, webgpu_pipeline>> sub_pipelines;                     // type, inplace
+    std::map<int, std::map<int, webgpu_pipeline>> mul_pipelines;                     // type, inplace
+    std::map<int, std::map<int, webgpu_pipeline>> div_pipelines;                     // type, inplace
+
+    std::map<int, webgpu_pipeline>                               rms_norm_pipelines;  // inplace
+    std::map<int, std::map<int, std::map<int, webgpu_pipeline>>> rope_pipelines;      // type, ff, inplace
+    std::map<int, std::map<int, std::map<int, webgpu_pipeline>>> glu_pipelines;       // glu_op, type, split
+    std::map<int, webgpu_pipeline>                               scale_pipelines;     // inplace
+    std::map<int, std::map<int, std::map<int, webgpu_pipeline>>> soft_max_pipelines;  // mask_type, has_sink, inplace
+    std::map<int, std::map<int, std::map<int, webgpu_pipeline>>> unary_pipelines;     // unary_op, type, inplace
 
     size_t memset_bytes_per_thread;
 
@@ -381,35 +384,10 @@ static std::string ggml_webgpu_process_shader_repls(const char *
     return s;
 }
 
-static void ggml_webgpu_create_pipeline(wgpu::Device &                           device,
-                                        webgpu_pipeline &                        pipeline,
-                                        const char *                             shader_code,
-                                        const char *                             label,
-                                        const std::vector<wgpu::ConstantEntry> & constants = {}) {
-    wgpu::ShaderSourceWGSL shader_source;
-    shader_source.code = shader_code;
-
-    wgpu::ShaderModuleDescriptor shader_desc;
-    shader_desc.nextInChain = &shader_source;
-
-    wgpu::ShaderModule shader_module = device.CreateShaderModule(&shader_desc);
-
-    wgpu::ComputePipelineDescriptor pipeline_desc;
-    pipeline_desc.label              = label;
-    pipeline_desc.compute.module     = shader_module;
-    pipeline_desc.compute.entryPoint = "main";   // Entry point in the WGSL code
-    pipeline_desc.layout             = nullptr;  // nullptr means auto layout
-    if (constants.size() > 0) {
-        pipeline_desc.compute.constants     = constants.data();
-        pipeline_desc.compute.constantCount = constants.size();
-    }
-    pipeline = { device.CreateComputePipeline(&pipeline_desc), label };
-}
-
-static webgpu_pipeline ggml_webgpu_create_pipeline2(wgpu::Device &                           device,
-                                                    const char *                             shader_code,
-                                                    const char *                             label,
-                                                    const std::vector<wgpu::ConstantEntry> & constants = {}) {
+static webgpu_pipeline ggml_webgpu_create_pipeline(wgpu::Device &                           device,
+                                                   const char *                             shader_code,
+                                                   const char *                             label,
+                                                   const std::vector<wgpu::ConstantEntry> & constants = {}) {
     wgpu::ShaderSourceWGSL shader_source;
     shader_source.code = shader_code;
 
@@ -678,10 +656,10 @@ static void ggml_backend_webgpu_buffer_memset(webgpu_context & ctx,
     std::vector<wgpu::BindGroupEntry> entries = {
         { .binding = 0, .buffer = buf, .offset = 0, .size = buf.GetSize() }
     };
-    size_t   bytes_per_wg = ctx->max_wg_size_x * ctx->memset_bytes_per_thread;
-    uint32_t wg_x         = ((size + 3) + bytes_per_wg - 1) / bytes_per_wg;
+    size_t   bytes_per_wg = WEBGPU_MAX_WG_SIZE * ctx->memset_bytes_per_thread;
+    uint32_t wg_x         = CEIL_DIV(size + 3, bytes_per_wg);
 
-    webgpu_command command = ggml_backend_webgpu_build(ctx, ctx->memset_pipeline, params, entries, wg_x);
+    webgpu_command command = ggml_backend_webgpu_build(ctx, ctx->memset_pipelines[0], params, entries, wg_x);
     std::vector<webgpu_submission_futures> futures = { ggml_backend_webgpu_submit(ctx, { command }) };
     ggml_backend_webgpu_wait(ctx, futures);
 }
@@ -763,8 +741,7 @@ static size_t ggml_webgpu_tensor_align_offset(webgpu_context & ctx, ggml_tensor
 }
 
 static size_t ggml_webgpu_tensor_binding_size(webgpu_context & ctx, ggml_tensor * t) {
-    return (ggml_nbytes(t) + ggml_webgpu_tensor_misalignment(ctx, t) + WEBGPU_STORAGE_BUF_BINDING_MULT - 1) &
-           ~(WEBGPU_STORAGE_BUF_BINDING_MULT - 1);
+    return ROUNDUP_POW2(ggml_nbytes(t) + ggml_webgpu_tensor_misalignment(ctx, t), WEBGPU_STORAGE_BUF_BINDING_MULT);
 }
 
 // Used to determine if two tensors are the same for in-place operations
@@ -800,9 +777,8 @@ static webgpu_command ggml_webgpu_cpy(webgpu_context & ctx, ggml_tensor * src, g
          .size    = ggml_webgpu_tensor_binding_size(ctx, dst) }
     };
 
-    size_t   max_wg_size = ctx->max_wg_size_x;
-    uint32_t wg_x        = (ne + max_wg_size - 1) / max_wg_size;
-    return ggml_backend_webgpu_build(ctx, ctx->cpy_pipeline[src->type][dst->type], params, entries, wg_x);
+    uint32_t wg_x = CEIL_DIV(ne, WEBGPU_MAX_WG_SIZE);
+    return ggml_backend_webgpu_build(ctx, ctx->cpy_pipelines[src->type][dst->type], params, entries, wg_x);
 }
 
 static std::optional<webgpu_command> ggml_webgpu_set_rows(webgpu_context & ctx,
@@ -851,10 +827,8 @@ static std::optional<webgpu_command> ggml_webgpu_set_rows(webgpu_context & ctx,
         { .binding = 3, .buffer = error_bufs.dev_buf, .offset = 0, .size = error_bufs.dev_buf.GetSize() }
     };
 
-    size_t max_wg_size = ctx->max_wg_size_x;
-
     int             vectorized = src->ne[0] % 4 == 0;
-    webgpu_pipeline pipeline   = ctx->set_rows_pipeline[0][vectorized];
+    webgpu_pipeline pipeline   = ctx->set_rows_pipelines[0][vectorized];
     uint32_t        threads;
     if (vectorized) {
         threads = (src->ne[1] * src->ne[2] * src->ne[3]) * (src->ne[0] / 4);
@@ -862,7 +836,7 @@ static std::optional<webgpu_command> ggml_webgpu_set_rows(webgpu_context & ctx,
         threads = src->ne[0] * src->ne[1] * src->ne[2] * src->ne[3];
     }
 
-    uint32_t wg_x = (threads + max_wg_size - 1) / max_wg_size;
+    uint32_t wg_x = CEIL_DIV(threads, WEBGPU_MAX_WG_SIZE);
 
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x, 1, error_bufs);
 }
@@ -902,13 +876,10 @@ static webgpu_command ggml_webgpu_get_rows(webgpu_context & ctx,
          .size    = ggml_webgpu_tensor_binding_size(ctx, dst) }
     };
 
-    size_t   max_wg_size = ctx->max_wg_size_x;
-    uint32_t wg_x        = (dst->ne[1] * dst->ne[2] * dst->ne[3] + max_wg_size - 1) / max_wg_size;
+    uint32_t wg_x = CEIL_DIV(dst->ne[1] * dst->ne[2] * dst->ne[3], WEBGPU_MAX_WG_SIZE);
 
-    webgpu_pipeline pipeline = ctx->get_rows_pipeline[src->type];
-    if (src->type == GGML_TYPE_F32 && dst->ne[0] % 4 != 0) {
-        pipeline = ctx->get_rows_f32_no_vec_pipeline;
-    }
+    uint32_t        vectorized = src->type == GGML_TYPE_F32 && dst->ne[0] % 4 == 0;
+    webgpu_pipeline pipeline   = ctx->get_rows_pipelines[src->type][vectorized];
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x);
 }
 
@@ -950,10 +921,9 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx,
          .size    = ggml_webgpu_tensor_binding_size(ctx, dst)  },
     };
 
-    webgpu_pipeline pipeline = ctx->mul_mat_pipeline[src0->type][src1->type];
+    webgpu_pipeline pipeline = ctx->mul_mat_pipelines[src0->type][src1->type][0];
 
-    uint32_t wg_x =
-        (dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3] + WEBGPU_MUL_MAT_WG_SIZE - 1) / WEBGPU_MUL_MAT_WG_SIZE;
+    uint32_t wg_x = CEIL_DIV(dst->ne[0] * dst->ne[1] * dst->ne[2] * dst->ne[3], WEBGPU_MUL_MAT_WG_SIZE);
     uint32_t wg_y = 1;
 
     bool use_fast = false;
@@ -980,15 +950,13 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx,
         int vectorized = src0->ne[0] % 4 == 0 && dst->ne[0] % 4 == 0 && dst->ne[1] % 4 == 0;
         if (dst->ne[1] == 1) {
             // We don't support vectorized mul_mat_vec for quantized types
-            vectorized       = vectorized && (src0->type < 2);
-            pipeline         = ctx->mul_mat_vec_pipelines[src0->type][src1->type][vectorized];
-            uint32_t batches = dst->ne[2] * dst->ne[3];
-            uint32_t output_groups =
-                (dst->ne[0] + WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG - 1) / WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG;
-            uint32_t total_wg = output_groups * batches;
-            wg_x              = total_wg % ctx->limits.maxComputeWorkgroupsPerDimension;
-            wg_y              = (total_wg + ctx->limits.maxComputeWorkgroupsPerDimension - 1) /
-                   ctx->limits.maxComputeWorkgroupsPerDimension;
+            vectorized             = vectorized && (src0->type < 2);
+            pipeline               = ctx->mul_mat_vec_pipelines[src0->type][src1->type][vectorized];
+            uint32_t batches       = dst->ne[2] * dst->ne[3];
+            uint32_t output_groups = CEIL_DIV(dst->ne[0], WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG);
+            uint32_t total_wg      = output_groups * batches;
+            wg_x                   = total_wg % ctx->limits.maxComputeWorkgroupsPerDimension;
+            wg_y                   = CEIL_DIV(total_wg, ctx->limits.maxComputeWorkgroupsPerDimension);
         } else {
             pipeline = ctx->mul_mat_pipelines[src0->type][src1->type][vectorized];
             uint32_t wg_m;
@@ -998,16 +966,16 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx,
                 // The total number of subgroups/workgroups needed per matrix.
                 uint32_t wg_m_sg_tile =
                     WEBGPU_MUL_MAT_SUBGROUP_M * WEBGPU_MUL_MAT_SUBGROUP_MATRIX_M * ctx->subgroup_matrix_config.M;
-                wg_m = (dst->ne[0] + wg_m_sg_tile - 1) / wg_m_sg_tile;
+                wg_m = CEIL_DIV(dst->ne[0], wg_m_sg_tile);
                 uint32_t wg_n_sg_tile =
                     WEBGPU_MUL_MAT_SUBGROUP_N * WEBGPU_MUL_MAT_SUBGROUP_MATRIX_N * ctx->subgroup_matrix_config.N;
-                wg_n = (dst->ne[1] + wg_n_sg_tile - 1) / wg_n_sg_tile;
+                wg_n = CEIL_DIV(dst->ne[1], wg_n_sg_tile);
             } else {
 #endif
                 uint32_t tile_m_s = WEBGPU_MUL_MAT_TILE_M * WEBGPU_MUL_MAT_WG_SIZE_M;
                 uint32_t tile_n_s = WEBGPU_MUL_MAT_TILE_N * WEBGPU_MUL_MAT_WG_SIZE_N;
-                wg_m              = (dst->ne[0] + tile_m_s - 1) / tile_m_s;
-                wg_n              = (dst->ne[1] + tile_n_s - 1) / tile_n_s;
+                wg_m              = CEIL_DIV(dst->ne[0], tile_m_s);
+                wg_n              = CEIL_DIV(dst->ne[1], tile_n_s);
 #ifndef __EMSCRIPTEN__
             }
 #endif
@@ -1018,6 +986,60 @@ static webgpu_command ggml_webgpu_mul_mat(webgpu_context & ctx,
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x, wg_y);
 }
 
+static webgpu_command ggml_webgpu_unary_op(webgpu_context & ctx, ggml_tensor * src, ggml_tensor * dst) {
+    uint32_t      ne       = (uint32_t) ggml_nelements(dst);
+    ggml_unary_op unary_op = ggml_get_unary_op(dst);
+    uint32_t      inplace  = ggml_webgpu_tensor_equal(src, dst);
+
+    std::vector<uint32_t> params = {
+        ne, (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, src) / ggml_type_size(src->type)),
+        (uint32_t) (ggml_webgpu_tensor_misalignment(ctx, dst) / ggml_type_size(dst->type)),
+        // Convert byte-strides to element-strides
+        (uint32_t) (src->nb[0] / ggml_type_size(src->type)), (uint32_t) (src->nb[1] / ggml_type_size(src->type)),
+        (uint32_t) (src->nb[2] / ggml_type_size(src->type)), (uint32_t) (src->nb[3] / ggml_type_size(src->type)),
+        (uint32_t) (dst->nb[0] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[1] / ggml_type_size(dst->type)),
+        (uint32_t) (dst->nb[2] / ggml_type_size(dst->type)), (uint32_t) (dst->nb[3] / ggml_type_size(dst->type)),
+        // Logical shapes
+        (uint32_t) src->ne[0], (uint32_t) src->ne[1], (uint32_t) src->ne[2], (uint32_t) dst->ne[0],
+        (uint32_t) dst->ne[1], (uint32_t) dst->ne[2]
+    };
+
+    switch (unary_op) {
+        case GGML_UNARY_OP_XIELU:
+            {
+                // Get float parameters and reinterpret their bit patterns as uint32_t
+                // for passing through the params buffer
+                float alpha_n = ggml_get_op_params_f32(dst, 1);
+                float alpha_p = ggml_get_op_params_f32(dst, 2);
+                float beta    = ggml_get_op_params_f32(dst, 3);
+                float eps     = ggml_get_op_params_f32(dst, 4);
+                params.push_back(*reinterpret_cast<const uint32_t *>(&alpha_n));
+                params.push_back(*reinterpret_cast<const uint32_t *>(&alpha_p));
+                params.push_back(*reinterpret_cast<const uint32_t *>(&beta));
+                params.push_back(*reinterpret_cast<const uint32_t *>(&eps));
+                break;
+            }
+        default:
+            break;
+    }
+
+    std::vector<wgpu::BindGroupEntry> entries = {
+        { .binding = 0,
+         .buffer  = ggml_webgpu_tensor_buf(src),
+         .offset  = ggml_webgpu_tensor_align_offset(ctx, src),
+         .size    = ggml_webgpu_tensor_binding_size(ctx, src) },
+    };
+    if (!inplace) {
+        entries.push_back({ .binding = 1,
+                            .buffer  = ggml_webgpu_tensor_buf(dst),
+                            .offset  = ggml_webgpu_tensor_align_offset(ctx, dst),
+                            .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
+    }
+
+    uint32_t wg_x = CEIL_DIV(ne, WEBGPU_MAX_WG_SIZE);
+    return ggml_backend_webgpu_build(ctx, ctx->unary_pipelines[unary_op][dst->type][inplace], params, entries, wg_x);
+}
+
 static webgpu_command ggml_webgpu_binary_op(webgpu_context &  ctx,
                                             ggml_tensor *     src0,
                                             ggml_tensor *     src1,
@@ -1059,8 +1081,7 @@ static webgpu_command ggml_webgpu_binary_op(webgpu_context &  ctx,
                             .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
     }
 
-    size_t   max_wg_size = ctx->max_wg_size_x;
-    uint32_t wg_x        = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size;
+    uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE);
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x);
 }
 
@@ -1096,7 +1117,7 @@ static webgpu_command ggml_webgpu_rms_norm(webgpu_context & ctx, ggml_tensor * s
                             .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
     }
 
-    return ggml_backend_webgpu_build(ctx, ctx->rms_norm_pipeline[inplace], params, entries, ggml_nrows(src));
+    return ggml_backend_webgpu_build(ctx, ctx->rms_norm_pipelines[inplace], params, entries, ggml_nrows(src));
 }
 
 static webgpu_command ggml_webgpu_rope(webgpu_context & ctx,
@@ -1181,9 +1202,8 @@ static webgpu_command ggml_webgpu_rope(webgpu_context & ctx,
                             .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
     }
 
-    webgpu_pipeline pipeline    = ctx->rope_pipeline[dst->type][has_freq_factor][inplace];
-    size_t          max_wg_size = ctx->max_wg_size_x;
-    uint32_t        wg_x        = (ggml_nelements(src0) / 2 + max_wg_size - 1) / max_wg_size;
+    webgpu_pipeline pipeline = ctx->rope_pipelines[dst->type][has_freq_factor][inplace];
+    uint32_t        wg_x     = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE);
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x);
 }
 
@@ -1234,9 +1254,8 @@ static webgpu_command ggml_webgpu_glu(webgpu_context & ctx, ggml_tensor * src0,
                         .offset  = ggml_webgpu_tensor_align_offset(ctx, dst),
                         .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
 
-    webgpu_pipeline pipeline    = ctx->glu_pipeline[ggml_get_glu_op(dst)][dst->type][split];
-    size_t          max_wg_size = ctx->max_wg_size_x;
-    uint32_t        wg_x        = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size;
+    webgpu_pipeline pipeline = ctx->glu_pipelines[ggml_get_glu_op(dst)][dst->type][split];
+    uint32_t        wg_x     = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE);
     return ggml_backend_webgpu_build(ctx, pipeline, params, entries, wg_x);
 }
 
@@ -1273,9 +1292,8 @@ static webgpu_command ggml_webgpu_scale(webgpu_context & ctx, ggml_tensor * src,
                             .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
     }
 
-    size_t   max_wg_size = ctx->max_wg_size_x;
-    uint32_t wg_x        = (ggml_nelements(dst) + max_wg_size - 1) / max_wg_size;
-    return ggml_backend_webgpu_build(ctx, ctx->scale_pipeline[inplace], params, entries, wg_x);
+    uint32_t wg_x = CEIL_DIV(ggml_nelements(dst), WEBGPU_MAX_WG_SIZE);
+    return ggml_backend_webgpu_build(ctx, ctx->scale_pipelines[inplace], params, entries, wg_x);
 }
 
 static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx,
@@ -1347,7 +1365,7 @@ static webgpu_command ggml_webgpu_soft_max(webgpu_context & ctx,
                             .size    = ggml_webgpu_tensor_binding_size(ctx, dst) });
     }
 
-    return ggml_backend_webgpu_build(ctx, ctx->soft_max_pipeline[mask_type][has_sink][inplace], params, entries,
+    return ggml_backend_webgpu_build(ctx, ctx->soft_max_pipelines[mask_type][has_sink][inplace], params, entries,
                                      ggml_nrows(dst));
 }
 
@@ -1382,22 +1400,22 @@ static std::optional<webgpu_command> ggml_webgpu_encode_node(webgpu_context ctx,
         case GGML_OP_ADD:
             {
                 int inplace = ggml_webgpu_tensor_equal(src0, node);
-                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->add_pipeline[node->type][inplace], inplace);
+                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->add_pipelines[node->type][inplace], inplace);
             }
         case GGML_OP_SUB:
             {
                 int inplace = ggml_webgpu_tensor_equal(src0, node);
-                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->sub_pipeline[node->type][inplace], inplace);
+                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->sub_pipelines[node->type][inplace], inplace);
             }
         case GGML_OP_MUL:
             {
                 int inplace = ggml_webgpu_tensor_equal(src0, node);
-                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->mul_pipeline[node->type][inplace], inplace);
+                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->mul_pipelines[node->type][inplace], inplace);
             }
         case GGML_OP_DIV:
             {
                 int inplace = ggml_webgpu_tensor_equal(src0, node);
-                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->div_pipeline[node->type][inplace], inplace);
+                return ggml_webgpu_binary_op(ctx, src0, src1, node, ctx->div_pipelines[node->type][inplace], inplace);
             }
         case GGML_OP_RMS_NORM:
             return ggml_webgpu_rms_norm(ctx, src0, node);
@@ -1409,6 +1427,8 @@ static std::optional<webgpu_command> ggml_webgpu_encode_node(webgpu_context ctx,
             return ggml_webgpu_scale(ctx, src0, node);
         case GGML_OP_SOFT_MAX:
             return ggml_webgpu_soft_max(ctx, src0, src1, src2, node);
+        case GGML_OP_UNARY:
+            return ggml_webgpu_unary_op(ctx, src0, node);
         default:
             return std::nullopt;
     }
@@ -1641,8 +1661,7 @@ static ggml_backend_buffer_t ggml_backend_webgpu_buffer_type_alloc_buffer(ggml_b
     ggml_backend_webgpu_device_context * ctx = static_cast<ggml_backend_webgpu_device_context *>(buft->device->context);
 
     wgpu::Buffer buf;
-    ggml_webgpu_create_buffer(ctx->webgpu_ctx->device, buf,
-                              (size + WEBGPU_STORAGE_BUF_BINDING_MULT - 1) & ~(WEBGPU_STORAGE_BUF_BINDING_MULT - 1),
+    ggml_webgpu_create_buffer(ctx->webgpu_ctx->device, buf, ROUNDUP_POW2(size, WEBGPU_STORAGE_BUF_BINDING_MULT),
                               wgpu::BufferUsage::Storage | wgpu::BufferUsage::CopySrc | wgpu::BufferUsage::CopyDst,
                               buf_name.c_str());
 
@@ -1717,58 +1736,64 @@ static std::vector<wgpu::ConstantEntry> ggml_webgpu_wg_size_entry(uint32_t wg_si
 
 static void ggml_webgpu_init_memset_pipeline(webgpu_context & webgpu_ctx) {
     // we use the maximum workgroup size for the memset pipeline
-    size_t max_wg_size = webgpu_ctx->max_wg_size_x;
-    size_t max_threads = max_wg_size * webgpu_ctx->limits.maxComputeWorkgroupsPerDimension;
+    size_t max_threads                  = WEBGPU_MAX_WG_SIZE * webgpu_ctx->limits.maxComputeWorkgroupsPerDimension;
     // Size the bytes_per_thread so that the largest buffer size can be handled
-    webgpu_ctx->memset_bytes_per_thread =
-        (webgpu_ctx->limits.maxStorageBufferBindingSize + max_threads - 1) / max_threads;
+    webgpu_ctx->memset_bytes_per_thread = CEIL_DIV(webgpu_ctx->limits.maxStorageBufferBindingSize, max_threads);
     std::vector<wgpu::ConstantEntry> constants(2);
-    constants[0].key   = "wg_size";
-    constants[0].value = max_wg_size;
-    constants[1].key   = "bytes_per_thread";
-    constants[1].value = webgpu_ctx->memset_bytes_per_thread;
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->memset_pipeline, wgsl_memset, "memset", constants);
+    constants[0].key                = "wg_size";
+    constants[0].value              = WEBGPU_MAX_WG_SIZE;
+    constants[1].key                = "bytes_per_thread";
+    constants[1].value              = webgpu_ctx->memset_bytes_per_thread;
+    webgpu_ctx->memset_pipelines[0] = ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_memset, "memset", constants);
 }
 
 static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) {
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_0][GGML_TYPE_F32],
-                                wgsl_mul_mat_q4_0_f32, "mul_mat_q4_0_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_1][GGML_TYPE_F32],
-                                wgsl_mul_mat_q4_1_f32, "mul_mat_q4_1_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_0][GGML_TYPE_F32],
-                                wgsl_mul_mat_q5_0_f32, "mul_mat_q5_0_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_1][GGML_TYPE_F32],
-                                wgsl_mul_mat_q5_1_f32, "mul_mat_q5_1_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q8_0][GGML_TYPE_F32],
-                                wgsl_mul_mat_q8_0_f32, "mul_mat_q8_0_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q2_K][GGML_TYPE_F32],
-                                wgsl_mul_mat_q2_k_f32, "mul_mat_q2_k_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q3_K][GGML_TYPE_F32],
-                                wgsl_mul_mat_q3_k_f32, "mul_mat_q3_k_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q4_K][GGML_TYPE_F32],
-                                wgsl_mul_mat_q4_k_f32, "mul_mat_q4_k_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q5_K][GGML_TYPE_F32],
-                                wgsl_mul_mat_q5_k_f32, "mul_mat_q5_k_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_Q6_K][GGML_TYPE_F32],
-                                wgsl_mul_mat_q6_k_f32, "mul_mat_q6_k_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_XXS][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq2_xxs_f32, "mul_mat_iq2_xxs_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_XS][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq2_xs_f32, "mul_mat_iq2_xs_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ2_S][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq2_s_f32, "mul_mat_iq2_s_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ3_XXS][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq3_xxs_f32, "mul_mat_iq3_xxs_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ3_S][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq3_s_f32, "mul_mat_iq3_s_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ1_S][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq1_s_f32, "mul_mat_iq1_s_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ1_M][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq1_m_f32, "mul_mat_iq1_m_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ4_NL][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq4_nl_f32, "mul_mat_iq4_nl_f32");
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_mat_pipeline[GGML_TYPE_IQ4_XS][GGML_TYPE_F32],
-                                wgsl_mul_mat_iq4_xs_f32, "mul_mat_iq4_xs_f32");
+    // Q4/Q5/Q8 classic quantizations
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_0_f32, "mul_mat_q4_0_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_1][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_1_f32, "mul_mat_q4_1_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_0][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_0_f32, "mul_mat_q5_0_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_1][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_1_f32, "mul_mat_q5_1_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q8_0][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q8_0_f32, "mul_mat_q8_0_f32");
+
+    // K-quantizations
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q2_K][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q2_k_f32, "mul_mat_q2_k_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q3_K][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q3_k_f32, "mul_mat_q3_k_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_K][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q4_k_f32, "mul_mat_q4_k_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q5_K][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q5_k_f32, "mul_mat_q5_k_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q6_K][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_q6_k_f32, "mul_mat_q6_k_f32");
+
+    // IQ quantizations (2-, 3-, 4-bit variants)
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_XXS][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_xxs_f32, "mul_mat_iq2_xxs_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_XS][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_xs_f32, "mul_mat_iq2_xs_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ2_S][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq2_s_f32, "mul_mat_iq2_s_f32");
+
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ3_XXS][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq3_xxs_f32, "mul_mat_iq3_xxs_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ3_S][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq3_s_f32, "mul_mat_iq3_s_f32");
+
+    // 1-bit and 4-bit IQ variants
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ1_S][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq1_s_f32, "mul_mat_iq1_s_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ1_M][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq1_m_f32, "mul_mat_iq1_m_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ4_NL][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq4_nl_f32, "mul_mat_iq4_nl_f32");
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_IQ4_XS][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_mat_iq4_xs_f32, "mul_mat_iq4_xs_f32");
 
     std::string proc_mul_mat_f32_f32;
     std::string proc_mul_mat_f32_f32_vec;
@@ -1828,21 +1853,21 @@ static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) {
     }
 #endif
 
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f32_f32.c_str(), "mul_mat_f32_f32", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f32_f32_vec.c_str(), "mul_mat_f32_f32_vec", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f16_f32.c_str(), "mul_mat_f16_f32", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f16_f32_vec.c_str(), "mul_mat_f16_f32_vec", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f16_f16.c_str(), "mul_mat_f16_f16", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_f16_f16_vec.c_str(), "mul_mat_f16_f16_vec", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_q4_0_f32.c_str(), "mul_mat_q4_0_f32", mul_mat_constants);
-    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, proc_mul_mat_q4_0_f32_vec.c_str(), "mul_mat_q4_0_f32_vec", mul_mat_constants);
 
     std::vector<wgpu::ConstantEntry> mul_mat_vec_constants(3);
@@ -1853,257 +1878,444 @@ static void ggml_webgpu_init_mul_mat_pipeline(webgpu_context & webgpu_ctx) {
     mul_mat_vec_constants[2].key   = "OUTPUTS_PER_WG";
     mul_mat_vec_constants[2].value = WEBGPU_MUL_MAT_VEC_OUTPUTS_PER_WG;
 
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f32_f32, "mul_mat_vec_f32_f32", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F32][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f32_f32_vec, "mul_mat_vec_f32_f32_vec", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f16_f32, "mul_mat_vec_f16_f32", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f16_f32_vec, "mul_mat_vec_f16_f32_vec", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f16_f16, "mul_mat_vec_f16_f16", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_F16][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_f16_f16_vec, "mul_mat_vec_f16_f16_vec", mul_mat_vec_constants);
-    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline2(
+    webgpu_ctx->mul_mat_vec_pipelines[GGML_TYPE_Q4_0][GGML_TYPE_F32][0] = ggml_webgpu_create_pipeline(
         webgpu_ctx->device, wgsl_mul_mat_vec_q4_0_f32, "mul_mat_vec_q4_0_f32", mul_mat_vec_constants);
 }
 
 static void ggml_webgpu_init_set_rows_pipeline(webgpu_context & webgpu_ctx) {
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->set_rows_pipeline[0][0], wgsl_set_rows_f16,
-                                "set_rows_f16", ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x));
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->set_rows_pipeline[0][1], wgsl_set_rows_f16_vec,
-                                "set_rows_f16_vec", ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x));
+    webgpu_ctx->set_rows_pipelines[0][0] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_set_rows_f16, "set_rows_f16", ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE));
+    webgpu_ctx->set_rows_pipelines[0][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_set_rows_f16_vec, "set_rows_f16_vec", ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE));
 }
 
 static void ggml_webgpu_init_get_rows_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_F32], wgsl_get_rows_f32_vec,
-                                "get_rows_f32_vec", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_f32_no_vec_pipeline, wgsl_get_rows_f32,
-                                "get_rows_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_F16], wgsl_get_rows_f16,
-                                "get_rows_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_I32], wgsl_get_rows_i32,
-                                "get_rows_i32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_0], wgsl_get_rows_q4_0,
-                                "get_rows_q4_0", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_1], wgsl_get_rows_q4_1,
-                                "get_rows_q4_1", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_0], wgsl_get_rows_q5_0,
-                                "get_rows_q5_0", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_1], wgsl_get_rows_q5_1,
-                                "get_rows_q5_1", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q8_0], wgsl_get_rows_q8_0,
-                                "get_rows_q8_0", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q2_K], wgsl_get_rows_q2_k,
-                                "get_rows_q2_k", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q3_K], wgsl_get_rows_q3_k,
-                                "get_rows_q3_k", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q4_K], wgsl_get_rows_q4_k,
-                                "get_rows_q4_k", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q5_K], wgsl_get_rows_q5_k,
-                                "get_rows_q5_k", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_Q6_K], wgsl_get_rows_q6_k,
-                                "get_rows_q6_k", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_XXS],
-                                wgsl_get_rows_iq2_xxs, "get_rows_iq2_xxs", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_XS],
-                                wgsl_get_rows_iq2_xs, "get_rows_iq2_xs", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ2_S], wgsl_get_rows_iq2_s,
-                                "get_rows_iq2_s", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ3_XXS],
-                                wgsl_get_rows_iq3_xxs, "get_rows_iq3_xxs", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ3_S], wgsl_get_rows_iq3_s,
-                                "get_rows_iq3_s", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ1_S], wgsl_get_rows_iq1_s,
-                                "get_rows_iq1_s", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ1_M], wgsl_get_rows_iq1_m,
-                                "get_rows_iq1_m", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ4_NL],
-                                wgsl_get_rows_iq4_nl, "get_rows_iq4_nl", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->get_rows_pipeline[GGML_TYPE_IQ4_XS],
-                                wgsl_get_rows_iq4_xs, "get_rows_iq4_xs", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f32, "get_rows_f32", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f32_vec, "get_rows_f32_vec", constants);
+
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_f16, "get_rows_f16", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_I32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_i32, "get_rows_i32", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_0, "get_rows_q4_0", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_1][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_1, "get_rows_q4_1", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_0, "get_rows_q5_0", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_1][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_1, "get_rows_q5_1", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q8_0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q8_0, "get_rows_q8_0", constants);
+
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q2_K][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q2_k, "get_rows_q2_k", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q3_K][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q3_k, "get_rows_q3_k", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q4_K][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q4_k, "get_rows_q4_k", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q5_K][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q5_k, "get_rows_q5_k", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_Q6_K][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_q6_k, "get_rows_q6_k", constants);
+
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_XXS][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_xxs, "get_rows_iq2_xxs", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_XS][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_xs, "get_rows_iq2_xs", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ2_S][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq2_s, "get_rows_iq2_s", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ3_XXS][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq3_xxs, "get_rows_iq3_xxs", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ3_S][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq3_s, "get_rows_iq3_s", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ1_S][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq1_s, "get_rows_iq1_s", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ1_M][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq1_m, "get_rows_iq1_m", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ4_NL][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq4_nl, "get_rows_iq4_nl", constants);
+    webgpu_ctx->get_rows_pipelines[GGML_TYPE_IQ4_XS][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_get_rows_iq4_xs, "get_rows_iq4_xs", constants);
 }
 
 static void ggml_webgpu_init_cpy_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F32][GGML_TYPE_F32],
-                                wgsl_cpy_f32_f32, "cpy_f32_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F32][GGML_TYPE_F16],
-                                wgsl_cpy_f32_f16, "cpy_f32_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F16][GGML_TYPE_F32],
-                                wgsl_cpy_f16_f32, "cpy_f16_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->cpy_pipeline[GGML_TYPE_F16][GGML_TYPE_F16],
-                                wgsl_cpy_f16_f16, "cpy_f16_f16", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F32] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f32_f32, "cpy_f32_f32", constants);
+    webgpu_ctx->cpy_pipelines[GGML_TYPE_F32][GGML_TYPE_F16] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f32_f16, "cpy_f32_f16", constants);
+    webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F32] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f16_f32, "cpy_f16_f32", constants);
+    webgpu_ctx->cpy_pipelines[GGML_TYPE_F16][GGML_TYPE_F16] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_cpy_f16_f16, "cpy_f16_f16", constants);
 }
 
 static void ggml_webgpu_init_add_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F32][0], wgsl_add_f32, "add_f32",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F16][0], wgsl_add_f16, "add_f16",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F32][1], wgsl_add_f32_inplace,
-                                "add_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->add_pipeline[GGML_TYPE_F16][1], wgsl_add_f16_inplace,
-                                "add_f16_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->add_pipelines[GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f32, "add_f32", constants);
+    webgpu_ctx->add_pipelines[GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f16, "add_f16", constants);
+    webgpu_ctx->add_pipelines[GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f32_inplace, "add_f32_inplace", constants);
+    webgpu_ctx->add_pipelines[GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_add_f16_inplace, "add_f16_inplace", constants);
 }
 
 static void ggml_webgpu_init_sub_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F32][0], wgsl_sub_f32, "sub_f32",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F16][0], wgsl_sub_f16, "sub_f16",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F32][1], wgsl_sub_f32_inplace,
-                                "sub_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->sub_pipeline[GGML_TYPE_F16][1], wgsl_sub_f16_inplace,
-                                "sub_f16_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->sub_pipelines[GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f32, "sub_f32", constants);
+    webgpu_ctx->sub_pipelines[GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f16, "sub_f16", constants);
+    webgpu_ctx->sub_pipelines[GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f32_inplace, "sub_f32_inplace", constants);
+    webgpu_ctx->sub_pipelines[GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sub_f16_inplace, "sub_f16_inplace", constants);
 }
 
 static void ggml_webgpu_init_mul_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F32][0], wgsl_mul_f32, "mul_f32",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F16][0], wgsl_mul_f16, "mul_f16",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F32][1], wgsl_mul_f32_inplace,
-                                "mul_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->mul_pipeline[GGML_TYPE_F16][1], wgsl_mul_f16_inplace,
-                                "mul_f16_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->mul_pipelines[GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f32, "mul_f32", constants);
+    webgpu_ctx->mul_pipelines[GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f16, "mul_f16", constants);
+    webgpu_ctx->mul_pipelines[GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f32_inplace, "mul_f32_inplace", constants);
+    webgpu_ctx->mul_pipelines[GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_mul_f16_inplace, "mul_f16_inplace", constants);
 }
 
 static void ggml_webgpu_init_div_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F32][0], wgsl_div_f32, "div_f32",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F16][0], wgsl_div_f16, "div_f16",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F32][1], wgsl_div_f32_inplace,
-                                "div_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->div_pipeline[GGML_TYPE_F16][1], wgsl_div_f16_inplace,
-                                "div_f16_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->div_pipelines[GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f32, "div_f32", constants);
+    webgpu_ctx->div_pipelines[GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f16, "div_f16", constants);
+    webgpu_ctx->div_pipelines[GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f32_inplace, "div_f32_inplace", constants);
+    webgpu_ctx->div_pipelines[GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_div_f16_inplace, "div_f16_inplace", constants);
 }
 
 static void ggml_webgpu_init_rms_norm_pipeline(webgpu_context & webgpu_ctx) {
     std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rms_norm_pipeline[0], wgsl_rms_norm, "rms_norm",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rms_norm_pipeline[1], wgsl_rms_norm_inplace,
-                                "rms_norm_inplace", constants);
+
+    webgpu_ctx->rms_norm_pipelines[0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rms_norm, "rms_norm", constants);
+    webgpu_ctx->rms_norm_pipelines[1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rms_norm_inplace, "rms_norm_inplace", constants);
 }
 
 static void ggml_webgpu_init_rope_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][0][0], wgsl_rope_f32,
-                                "rope_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][0][1],
-                                wgsl_rope_f32_inplace, "rope_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][1][0], wgsl_rope_f32_ff,
-                                "rope_f32_ff", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F32][1][1],
-                                wgsl_rope_f32_ff_inplace, "rope_f32_ff_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][0][0], wgsl_rope_f16,
-                                "rope_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][0][1],
-                                wgsl_rope_f16_inplace, "rope_f16_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][1][0], wgsl_rope_f16_ff,
-                                "rope_f16_ff", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->rope_pipeline[GGML_TYPE_F16][1][1],
-                                wgsl_rope_f16_ff_inplace, "rope_f16_ff_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32, "rope_f32", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F32][0][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_inplace, "rope_f32_inplace", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_ff, "rope_f32_ff", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F32][1][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f32_ff_inplace, "rope_f32_ff_inplace", constants);
+
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16, "rope_f16", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F16][0][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_inplace, "rope_f16_inplace", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_ff, "rope_f16_ff", constants);
+    webgpu_ctx->rope_pipelines[GGML_TYPE_F16][1][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_rope_f16_ff_inplace, "rope_f16_ff_inplace", constants);
 }
 
 static void ggml_webgpu_init_glu_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    // reglu
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F32][0],
-                                wgsl_reglu_f32, "reglu_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F16][0],
-                                wgsl_reglu_f16, "reglu_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F32][1],
-                                wgsl_reglu_f32_split, "reglu_f32_split", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_REGLU][GGML_TYPE_F16][1],
-                                wgsl_reglu_f16_split, "reglu_f16_split", constants);
-    // geglu
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][0],
-                                wgsl_geglu_f32, "geglu_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][0],
-                                wgsl_geglu_f16, "geglu_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][1],
-                                wgsl_geglu_f32_split, "geglu_f32_split", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][1],
-                                wgsl_geglu_f16_split, "geglu_f16_split", constants);
-    // swiglu
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][0],
-                                wgsl_swiglu_f32, "swiglu_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][0],
-                                wgsl_swiglu_f16, "swiglu_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][1],
-                                wgsl_swiglu_f32_split, "swiglu_f32_split", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][1],
-                                wgsl_swiglu_f16_split, "swiglu_f16_split", constants);
-    // swiglu_oai
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][0],
-                                wgsl_swiglu_oai_f32, "swiglu_oai_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][1],
-                                wgsl_swiglu_oai_f32_split, "swiglu_oai_f32_split", constants);
-    // geglu_erf
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][0],
-                                wgsl_geglu_erf_f32, "geglu_erf_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][0],
-                                wgsl_geglu_erf_f16, "geglu_erf_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][1],
-                                wgsl_geglu_erf_f32_split, "geglu_erf_f32_split", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][1],
-                                wgsl_geglu_erf_f16_split, "geglu_erf_f16_split", constants);
-    // geglu_quick
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][0],
-                                wgsl_geglu_quick_f32, "geglu_quick_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][0],
-                                wgsl_geglu_quick_f16, "geglu_quick_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][1],
-                                wgsl_geglu_quick_f32_split, "geglu_quick_f32_split", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->glu_pipeline[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][1],
-                                wgsl_geglu_quick_f16_split, "geglu_quick_f16_split", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    // REGLU
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f32, "reglu_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f16, "reglu_f16", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f32_split, "reglu_f32_split", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_REGLU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_reglu_f16_split, "reglu_f16_split", constants);
+
+    // GEGLU
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f32, "geglu_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f16, "geglu_f16", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f32_split, "geglu_f32_split", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_f16_split, "geglu_f16_split", constants);
+
+    // SWIGLU
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f32, "swiglu_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f16, "swiglu_f16", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f32_split, "swiglu_f32_split", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_f16_split, "swiglu_f16_split", constants);
+
+    // SWIGLU_OAI
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_oai_f32, "swiglu_oai_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_SWIGLU_OAI][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_swiglu_oai_f32_split, "swiglu_oai_f32_split", constants);
+
+    // GEGLU_ERF
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f32, "geglu_erf_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f16, "geglu_erf_f16", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f32_split, "geglu_erf_f32_split", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_ERF][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_erf_f16_split, "geglu_erf_f16_split", constants);
+
+    // GEGLU_QUICK
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f32, "geglu_quick_f32", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f16, "geglu_quick_f16", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f32_split, "geglu_quick_f32_split", constants);
+    webgpu_ctx->glu_pipelines[GGML_GLU_OP_GEGLU_QUICK][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_geglu_quick_f16_split, "geglu_quick_f16_split", constants);
+}
+
+static void ggml_webgpu_init_unary_pipeline(webgpu_context & webgpu_ctx) {
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    // ABS
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_f32, "abs_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_f16, "abs_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_inplace_f32, "abs_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ABS][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_abs_inplace_f16, "abs_inplace_f16", constants);
+
+    // SGN
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_f32, "sgn_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_f16, "sgn_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_inplace_f32, "sgn_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SGN][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sgn_inplace_f16, "sgn_inplace_f16", constants);
+
+    // NEG
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_f32, "neg_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_f16, "neg_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_inplace_f32, "neg_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_NEG][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_neg_inplace_f16, "neg_inplace_f16", constants);
+
+    // STEP
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_f32, "step_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_f16, "step_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_inplace_f32, "step_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_STEP][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_step_inplace_f16, "step_inplace_f16", constants);
+
+    // TANH
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_f32, "tanh_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_f16, "tanh_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_inplace_f32, "tanh_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_TANH][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_tanh_inplace_f16, "tanh_inplace_f16", constants);
+
+    // ELU
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_f32, "elu_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_f16, "elu_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_inplace_f32, "elu_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_ELU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_elu_inplace_f16, "elu_inplace_f16", constants);
+
+    // RELU
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_f32, "relu_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_f16, "relu_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_inplace_f32, "relu_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_RELU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_relu_inplace_f16, "relu_inplace_f16", constants);
+
+    // SIGMOID
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_f32, "sigmoid_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_f16, "sigmoid_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_inplace_f32, "sigmoid_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SIGMOID][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_sigmoid_inplace_f16, "sigmoid_inplace_f16", constants);
+
+    // GELU
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_f32, "gelu_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_f16, "gelu_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_inplace_f32, "gelu_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_inplace_f16, "gelu_inplace_f16", constants);
+
+    // GELU_QUICK
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_quick_f32, "gelu_quick_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_quick_f16, "gelu_quick_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_gelu_quick_inplace_f32, "gelu_quick_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_QUICK][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_gelu_quick_inplace_f16, "gelu_quick_inplace_f16", constants);
+
+    // SILU
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_f32, "silu_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_f16, "silu_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_inplace_f32, "silu_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_SILU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_silu_inplace_f16, "silu_inplace_f16", constants);
+
+    // HARDSWISH
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_f32, "hardswish_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_f16, "hardswish_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_inplace_f32, "hardswish_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSWISH][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardswish_inplace_f16, "hardswish_inplace_f16", constants);
+
+    // HARDSIGMOID
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardsigmoid_f32, "hardsigmoid_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_hardsigmoid_f16, "hardsigmoid_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F32][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_hardsigmoid_inplace_f32, "hardsigmoid_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_HARDSIGMOID][GGML_TYPE_F16][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_hardsigmoid_inplace_f16, "hardsigmoid_inplace_f16", constants);
+
+    // EXP
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_f32, "exp_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_f16, "exp_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_inplace_f32, "exp_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_EXP][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_exp_inplace_f16, "exp_inplace_f16", constants);
+
+    // GELU_ERF
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_f32, "gelu_erf_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_f16, "gelu_erf_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_inplace_f32, "gelu_erf_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_GELU_ERF][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_gelu_erf_inplace_f16, "gelu_erf_inplace_f16", constants);
+
+    // XIELU
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F32][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_f32, "xielu_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F16][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_f16, "xielu_f16", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F32][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_inplace_f32, "xielu_inplace_f32", constants);
+    webgpu_ctx->unary_pipelines[GGML_UNARY_OP_XIELU][GGML_TYPE_F16][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_xielu_inplace_f16, "xielu_inplace_f16", constants);
 }
 
 static void ggml_webgpu_init_scale_pipeline(webgpu_context & webgpu_ctx) {
-    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(webgpu_ctx->max_wg_size_x);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->scale_pipeline[0], wgsl_scale_f32, "scale_f32",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->scale_pipeline[1], wgsl_scale_f32_inplace,
-                                "scale_f32_inplace", constants);
+    std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_MAX_WG_SIZE);
+
+    webgpu_ctx->scale_pipelines[0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_scale_f32, "scale_f32", constants);
+    webgpu_ctx->scale_pipelines[1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_scale_f32_inplace, "scale_f32_inplace", constants);
 }
 
 static void ggml_webgpu_init_soft_max_pipeline(webgpu_context & webgpu_ctx) {
     std::vector<wgpu::ConstantEntry> constants = ggml_webgpu_wg_size_entry(WEBGPU_ROW_SPLIT_WG_SIZE);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][0][0], wgsl_soft_max_f32,
-                                "soft_max_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][0][1], wgsl_soft_max_f32_inplace,
-                                "soft_max_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][1][0], wgsl_soft_max_f32_sink,
-                                "soft_max_f32_sink", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[2][1][1],
-                                wgsl_soft_max_f32_sink_inplace, "soft_max_f32_sink_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][0][0], wgsl_soft_max_f32_mask_f32,
-                                "soft_max_f32_mask_f32", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][0][1],
-                                wgsl_soft_max_f32_mask_f32_inplace, "soft_max_f32_mask_f32_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][0][0], wgsl_soft_max_f32_mask_f16,
-                                "soft_max_f32_mask_f16", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][0][1],
-                                wgsl_soft_max_f32_mask_f16_inplace, "soft_max_f32_mask_f16_inplace", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][1][0],
-                                wgsl_soft_max_f32_mask_f32_sink, "soft_max_f32_mask_f32_sink", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[0][1][1],
-                                wgsl_soft_max_f32_mask_f32_sink_inplace, "soft_max_f32_mask_f32_sink_inplace",
-                                constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][1][0],
-                                wgsl_soft_max_f32_mask_f16_sink, "soft_max_f32_mask_f16_sink", constants);
-    ggml_webgpu_create_pipeline(webgpu_ctx->device, webgpu_ctx->soft_max_pipeline[1][1][1],
-                                wgsl_soft_max_f32_mask_f16_sink_inplace, "soft_max_f32_mask_f16_sink_inplace",
-                                constants);
+
+    // f32 (no mask)
+    webgpu_ctx->soft_max_pipelines[2][0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32, "soft_max_f32", constants);
+    webgpu_ctx->soft_max_pipelines[2][0][1] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_inplace, "soft_max_f32_inplace", constants);
+    webgpu_ctx->soft_max_pipelines[2][1][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_sink, "soft_max_f32_sink", constants);
+    webgpu_ctx->soft_max_pipelines[2][1][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_sink_inplace, "soft_max_f32_sink_inplace", constants);
+
+    // f32 mask (mask_type = 0)
+    webgpu_ctx->soft_max_pipelines[0][0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_mask_f32, "soft_max_f32_mask_f32", constants);
+    webgpu_ctx->soft_max_pipelines[0][0][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_inplace, "soft_max_f32_mask_f32_inplace", constants);
+    webgpu_ctx->soft_max_pipelines[0][1][0] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_sink, "soft_max_f32_mask_f32_sink", constants);
+    webgpu_ctx->soft_max_pipelines[0][1][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f32_sink_inplace, "soft_max_f32_mask_f32_sink_inplace", constants);
+
+    // f16 mask (mask_type = 1)
+    webgpu_ctx->soft_max_pipelines[1][0][0] =
+        ggml_webgpu_create_pipeline(webgpu_ctx->device, wgsl_soft_max_f32_mask_f16, "soft_max_f32_mask_f16", constants);
+    webgpu_ctx->soft_max_pipelines[1][0][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_inplace, "soft_max_f32_mask_f16_inplace", constants);
+    webgpu_ctx->soft_max_pipelines[1][1][0] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_sink, "soft_max_f32_mask_f16_sink", constants);
+    webgpu_ctx->soft_max_pipelines[1][1][1] = ggml_webgpu_create_pipeline(
+        webgpu_ctx->device, wgsl_soft_max_f32_mask_f16_sink_inplace, "soft_max_f32_mask_f16_sink_inplace", constants);
 }
 
 static ggml_backend_t ggml_backend_webgpu_device_init(ggml_backend_dev_t dev, const char * params) {
@@ -2125,12 +2337,12 @@ static ggml_backend_t ggml_backend_webgpu_device_init(ggml_backend_dev_t dev, co
         /* .device    = */ dev,
         /* .context   = */ &backend_ctx,
     };
-
     return &backend;
 }
 
 static ggml_backend_buffer_type_t ggml_backend_webgpu_device_get_buffer_type(ggml_backend_dev_t dev) {
     // See GGML Backend Buffer Type Interface section
+
     static struct ggml_backend_buffer_type ggml_backend_webgpu_buffer_type = {
         /* .iface = */ {
                         /* .get_name         = */ ggml_backend_webgpu_buffer_type_get_name,
@@ -2295,6 +2507,36 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const
         case GGML_OP_SOFT_MAX:
             supports_op = op->type == GGML_TYPE_F32;
             break;
+        case GGML_OP_UNARY:
+            {
+                const ggml_unary_op UNARY_OP = ggml_get_unary_op(op);
+
+                switch (UNARY_OP) {
+                    case GGML_UNARY_OP_ABS:
+                    case GGML_UNARY_OP_SGN:
+                    case GGML_UNARY_OP_NEG:
+                    case GGML_UNARY_OP_STEP:
+                    case GGML_UNARY_OP_TANH:
+                    case GGML_UNARY_OP_ELU:
+                    case GGML_UNARY_OP_RELU:
+                    case GGML_UNARY_OP_SIGMOID:
+                    case GGML_UNARY_OP_GELU:
+                    case GGML_UNARY_OP_GELU_QUICK:
+                    case GGML_UNARY_OP_SILU:
+                    case GGML_UNARY_OP_HARDSWISH:
+                    case GGML_UNARY_OP_HARDSIGMOID:
+                    case GGML_UNARY_OP_EXP:
+                    case GGML_UNARY_OP_GELU_ERF:
+                    case GGML_UNARY_OP_XIELU:
+                        supports_op = supports_op =
+                            (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (src0->type == op->type);
+                        break;
+                    default:
+                        break;
+                }
+            }
+            break;
+
         default:
             break;
     }
@@ -2388,7 +2630,6 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t
     GGML_ASSERT(ctx->adapter != nullptr);
 
     ctx->adapter.GetLimits(&ctx->limits);
-    ctx->max_wg_size_x = 288;  // default value
 
     wgpu::AdapterInfo info{};
 #ifndef __EMSCRIPTEN__
@@ -2522,6 +2763,7 @@ static ggml_backend_dev_t ggml_backend_webgpu_reg_get_device(ggml_backend_reg_t
     ggml_webgpu_init_glu_pipeline(ctx);
     ggml_webgpu_init_scale_pipeline(ctx);
     ggml_webgpu_init_soft_max_pipeline(ctx);
+    ggml_webgpu_init_unary_pipeline(ctx);
 
 #ifdef GGML_WEBGPU_DEBUG
     // Initialize debug buffers

diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py
index ed8068d416ebfab6f81fc51c4646a8920d4b8e08..d61df5bb9e544253be94a6399aaba03c2cd2f9b8 100755 (executable)
--- a/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py
@@ -19,6 +19,15 @@ def parse_decls(decls_text):
     return decls
 
 
+def replace_repl_placeholders(variant, template_map):
+    for repl, code in variant["REPLS"].items():
+        for key, val in template_map.items():
+            # Match "key" and avoid matching subsequences using by using \b
+            code = re.sub(rf'\b{re.escape(str(key))}\b', str(val), code)
+        variant["REPLS"][repl] = code
+    return variant
+
+
 def replace_placeholders(shader_text, replacements):
     for key, val in replacements.items():
         # Match {{KEY}} literally, where KEY is escaped
@@ -71,6 +80,10 @@ def generate_variants(fname, input_dir, output_dir, outfile):
             decls_map = parse_decls(extract_block(text, "DECLS"))
         except ValueError:
             decls_map = {}
+        try:
+            templates_map = ast.literal_eval(extract_block(text, "REPL_TEMPLATES"))
+        except ValueError:
+            templates_map = {}
 
         for fname in sorted(os.listdir(input_dir)):
             if fname.endswith(".tmpl"):
@@ -90,9 +103,11 @@ def generate_variants(fname, input_dir, output_dir, outfile):
                 if key not in decls_map:
                     raise ValueError(f"DECLS key '{key}' not found.")
                 decls_code += decls_map[key] + "\n\n"
-
             final_shader = re.sub(r'\bDECLS\b', decls_code, shader_template)
             if "REPLS" in variant:
+                variant = replace_repl_placeholders(variant, templates_map)
+                final_shader = replace_placeholders(final_shader, variant["REPLS"])
+                # second run to expand placeholders in repl_template
                 final_shader = replace_placeholders(final_shader, variant["REPLS"])
             final_shader = expand_includes(final_shader, input_dir)
 

diff --git a/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl b/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl
new file mode 100644 (file)
index 0000000..d474ab1
--- /dev/null
+++ b/ggml/src/ggml-webgpu/wgsl-shaders/unary_op.wgsl
@@ -0,0 +1,461 @@
+#define(REPL_TEMPLATES)
+
+{
+    "XIELU_FUNC": "{{MUTATE}}[dst_i] = select(((exp(min(src[src_i], {{TYPE}}(params.eps))) - 1.0) - src[src_i]) * {{TYPE}}(params.alpha_n) + {{TYPE}}(params.beta) * src[src_i], {{TYPE}}(params.alpha_p) * src[src_i] * src[src_i] + {{TYPE}}(params.beta) * src[src_i], src[src_i] > 0.0);",
+    "ABS_FUNC": "{{MUTATE}}[dst_i] = abs(src[src_i]);",
+    "SGN_FUNC": "{{MUTATE}}[dst_i] = select({{TYPE}}(select(0.0, -1.0, src[src_i] < 0.0)), {{TYPE}}(1.0), src[src_i] > 0.0);",
+    "NEG_FUNC": "{{MUTATE}}[dst_i] = -src[src_i];",
+    "STEP_FUNC": "{{MUTATE}}[dst_i] = {{TYPE}}(select(0.0, 1.0, src[src_i] > 0.0));",
+    "TANH_FUNC": "{{MUTATE}}[dst_i] = tanh(clamp(src[src_i], -9.010913, 9.010913)); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458",
+    "RELU_FUNC": "{{MUTATE}}[dst_i] = select(0.0, src[src_i], src[src_i] > 0.0);",
+    "ELU_FUNC": "{{MUTATE}}[dst_i] = select(exp(src[src_i]) - 1.0, src[src_i], src[src_i] > 0.0);",
+    "HARDSIGMOID_FUNC": "{{MUTATE}}[dst_i] = min(1.0, max(0.0, (src[src_i] + 3.0) / 6.0));",
+    "SIGMOID_FUNC": "{{MUTATE}}[dst_i] = 1.0 / (1.0 + exp(-src[src_i]));",
+    "SILU_FUNC": "{{MUTATE}}[dst_i] = src[src_i] / (1.0 + exp(-src[src_i]));",
+    "EXP_FUNC": "{{MUTATE}}[dst_i] = exp(src[src_i]);",
+    "HARDSWISH_FUNC": "{{MUTATE}}[dst_i] = src[src_i] * min(1.0, max(0.0, (src[src_i] + 3.0) / 6.0));",
+    "GELU_FUNC": "{{MUTATE}}[dst_i] = 0.5 * src[src_i] * (1.0 + tanh(clamp(sqrt(2.0 / 3.14159265) * (src[src_i] + 0.044715 * pow(src[src_i], 3.0)), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458",
+    "GELU_QUICK_FUNC": "{{MUTATE}}[dst_i] = src[src_i] * 0.5 * (1.0 + tanh(clamp(0.79788456 * (src[src_i] + 0.044715 * src[src_i] * src[src_i] * src[src_i]), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458",
+    "GELU_ERF_FUNC": "{{MUTATE}}[dst_i] = 0.5 * src[src_i] * (1.0 + tanh(clamp(0.79788456 * (src[src_i] + 0.044715 * src[src_i] * src[src_i] * src[src_i]), -9.010913, 9.010913))); // Regarding tanh() domain restrictions in wgsl https://github.com/gpuweb/gpuweb/issues/4458"
+}
+
+#end(REPL_TEMPLATES)
+
+#define(VARIANTS)
+
+[
+    {
+      "SHADER_NAME": "abs_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "abs_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "abs_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "abs_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "ABS_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "sgn_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sgn_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sgn_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sgn_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SGN_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "neg_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "neg_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "neg_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "neg_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "NEG_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "step_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "step_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "step_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "step_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "STEP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "tanh_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "tanh_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "tanh_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "tanh_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "TANH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "elu_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "elu_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "elu_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "elu_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "ELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "relu_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "relu_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "relu_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "relu_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "RELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "sigmoid_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sigmoid_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sigmoid_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "sigmoid_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "silu_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "silu_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "silu_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "silu_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "SILU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "exp_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "exp_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "exp_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "exp_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "EXP_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "hardsigmoid_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardsigmoid_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardsigmoid_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardsigmoid_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "HARDSIGMOID_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "hardswish_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardswish_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardswish_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "hardswish_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "HARDSWISH_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "gelu_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "GELU_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "gelu_quick_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_quick_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_quick_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "gelu_quick_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "GELU_QUICK_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+
+    {
+      "SHADER_NAME": "xielu_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "xielu_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "dst" },
+      "DECLS": ["NOT_INPLACE"]
+    },
+    {
+      "SHADER_NAME": "xielu_inplace_f32",
+      "REPLS": { "TYPE": "f32", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+      "SHADER_NAME": "xielu_inplace_f16",
+      "REPLS": { "TYPE": "f16", "FUNC": "XIELU_FUNC", "EXT_PARAMS": "alpha_n: f32, alpha_p: f32, beta: f32, eps: f32", "MUTATE": "src" },
+      "DECLS": ["INPLACE"]
+    },
+    {
+        "SHADER_NAME": "gelu_erf_f32",
+        "REPLS": { "TYPE": "f32", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+        "DECLS": ["NOT_INPLACE"]
+    },
+    {
+        "SHADER_NAME": "gelu_erf_f16",
+        "REPLS": { "TYPE": "f16", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "dst" },
+        "DECLS": ["NOT_INPLACE"]
+    },
+    {
+        "SHADER_NAME": "gelu_erf_inplace_f32",
+        "REPLS": { "TYPE": "f32", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+        "DECLS": ["INPLACE"]
+    },
+    {
+        "SHADER_NAME": "gelu_erf_inplace_f16",
+        "REPLS": { "TYPE": "f16", "FUNC": "GELU_ERF_FUNC", "EXT_PARAMS": "", "MUTATE": "src" },
+        "DECLS": ["INPLACE"]
+    }
+]
+
+#end(VARIANTS)
+
+#define(DECLS)
+
+#decl(INPLACE)
+
+@group(0) @binding(1)
+var<uniform> params: Params;
+
+#enddecl(INPLACE)
+
+#decl(NOT_INPLACE)
+
+@group(0) @binding(1)
+var<storage, read_write> dst: array<{{TYPE}}>;
+
+@group(0) @binding(2)
+var<uniform> params: Params;
+
+#enddecl(NOT_INPLACE)
+
+#end(DECLS)
+
+#define(SHADER)
+
+enable f16;
+
+fn update(dst_i: u32, src_i: u32) {
+    {{FUNC}}
+}
+
+@group(0) @binding(0)
+var<storage, read_write> src: array<{{TYPE}}>;
+
+DECLS
+
+struct Params {
+    ne: u32,            // total number of elements
+    offset_src: u32,    // in elements
+    offset_dst: u32,    // in elements
+
+    // Strides (in elements) — may be permuted
+    stride_src0: u32,
+    stride_src1: u32,
+    stride_src2: u32,
+    stride_src3: u32,
+
+    stride_dst0: u32,
+    stride_dst1: u32,
+    stride_dst2: u32,
+    stride_dst3: u32,
+
+    // Logical shapes
+    src_ne0: u32,
+    src_ne1: u32,
+    src_ne2: u32,
+
+    dst_ne0: u32,
+    dst_ne1: u32,
+    dst_ne2: u32,
+
+    {{EXT_PARAMS}}
+};
+
+override wg_size: u32;
+@compute @workgroup_size(wg_size)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+    if (gid.x >= params.ne) {
+      return;
+    }
+
+    var i = gid.x;
+    let i3 = i / (params.src_ne2 * params.src_ne1 * params.src_ne0);
+    i = i % (params.src_ne2 * params.src_ne1 * params.src_ne0);
+    let i2 = i / (params.src_ne1 * params.src_ne0);
+    i = i % (params.src_ne1 * params.src_ne0);
+    let i1 = i / params.src_ne0;
+    let i0 = i % params.src_ne0;
+
+    var j = gid.x;
+    let j3 = j / (params.dst_ne2 * params.dst_ne1 * params.dst_ne0);
+    j = j % (params.dst_ne2 * params.dst_ne1 * params.dst_ne0);
+    let j2 = j / (params.dst_ne1 * params.dst_ne0);
+    j = j % (params.dst_ne1 * params.dst_ne0);
+    let j1 = j / params.dst_ne0;
+    let j0 = j % params.dst_ne0;
+
+    let src_idx = i0 * params.stride_src0 + i1 * params.stride_src1 +
+                  i2 * params.stride_src2 + i3 * params.stride_src3;
+
+    let dst_idx = j0 * params.stride_dst0 + j1 * params.stride_dst1 +
+                  j2 * params.stride_dst2 + j3 * params.stride_dst3;
+
+
+    update(params.offset_dst + dst_idx, params.offset_src + src_idx);
+}
+
+#end(SHADER)
+