Commit Graph

7 Commits

Author SHA1 Message Date
Masashi Yoshimura f09a97cf6d ggml-webgpu : refactor several wgsl files and simplify flash_attn wgsl. (llama/26134) 2026-08-14 22:16:06 +03:00
Masashi Yoshimura f97417517f ggml-webgpu: improve flash_attn_vec for quantized KV at long contexts (llama/25956)
* improve fa of quantized kv cache

* Fix some bugs and some comments.

* fix v type check and some comments

* Fix build error caused by rebasing

* editorconfig checking pass
2026-08-04 13:37:47 +03:00
Masashi Yoshimura 4b914096e8 ggml-webgpu: tune subgroup split (d_split) in flash_attn_vec (llama/25418) 2026-07-10 13:06:42 +03:00
Reese Levine e9dbd0c18a ggml-webgpu: FlashAttention refactor + standardize quantization support (llama/23834)
* Start work on flash_attn refactor

* Refactor

* Split k/v quantization

* Refactor and abstract quantization logic for flash_attn and mul_mat

* Add quantization support to tile path

* formatting

* Move to functions, add a check
2026-06-08 14:36:36 +03:00
Chen Yuan a9bcbf5595 ggml-webgpu: address precision issues for multimodal (llama/22808)
* fix(mixed-types): use f32 for precision and update the shared memory calculation logic for f32

* fix(unary): correct the gelu, gelu quick and gelu erf functions

* fix(flash-attn-tile): fix the hardcode v type

* fix(flash_attn): fix tile path

* fix: pass editorconfig and address the type conflicts

* fix: remove reduant pipeline keys

* fix: remove inline min/max group size functions and revert the flash attn path order

* fix: use clamp to avoid NaN for GELU

* fix: use the right range for exp, 80 is safer for f32 exp
2026-05-14 21:26:48 +03:00
Zheyuan Chen 35d679a4f8
ggml-webgpu: enable FLASH_ATTN_EXT on browser without subgroup matrix (llama/22199)
* ggml-webgpu: add tile flash attention fallback

* ggml-webgpu: add new fields and discard usage of mnk for tile version

* ggml-webgpu: modify the vec path to discard the mnk parameter

* ggml-webgpu: enable flash attention vec and tile version for broswer

* ggml-webgpu: stagging KV for flash attention tile version

* formatting

* turn on subgroup uniformity check

* remove Q_TILE as it is always 1 for vec path

* make row_max and exp_sum to local register

* make different bindings with same underlying buffer to have the same usage flags

* move path selection into the shader library and have the host consume a single flash-attn decision object.

* turn off skip_validation and address buffer overlapping when nwg==1

* formatting

* merge binding when kv overlap
2026-04-30 11:29:18 +03:00
Zheyuan Chen c5a5e6528e
ggml-webgpu: add vectorized flash attention (llama/20709)
* naive vectorized version

* add vectorized flash attention

* update vec version

* remove unused path and shader

* remove unused helper functions

* add comments

* remove pad path

* ggml-webgpu: fix flash-attn vec nwg=1 path and tighten vec specialization

* change back to vec4

* enable multi split

* enable vec path when:
- Q->ne[1] < 20
- Q->ne[0] % 32 == 0
- V->ne[0] % 4 == 0
- K->type == f16

* update flast_attn_vec_split.wgsl to reduce redundant workgroup barrier usage and use select

* enable vec path for q4 and q8

* flash-attn vec nwg=1 fast path (skip tmp/reduce staging)

* use packed f16 K loads in flash-attn vec split

* use packed f16 K loads in flash-attn vec split on host side

* tune flash-attn vec f16 VEC_NE by head dim

* cleanup

* cleanup

* keep host side clean

* cleanup host side

* change back to original host wait/submit behavior

* formatting

* reverted param-buffer pool r ecfactor

* add helper functions

* ggml-webgpu: move flash-attn vec pipeline caching back into shader lib

* ggml-webgpu: remove duplicate functions

* ggml-webgpu: reserve flash-attn vec scratch in dst buffer allocation

* ggml-webgpu: revert unrelated change

* ggml-webgpu: revert deleted comment

* disable uniformity check

* remove unnecessary change

* Update ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl

* Update ggml/src/ggml-webgpu/ggml-webgpu.cpp

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Co-authored-by: Reese Levine <reeselevine1@gmail.com>
2026-04-30 11:29:00 +03:00