Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
44 changes: 27 additions & 17 deletions ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -494,9 +494,10 @@ struct ggml_webgpu_unary_pipeline_key_hash {
/** FlashAttention */

enum ggml_webgpu_flash_attn_path : uint32_t {
GGML_WEBGPU_FLASH_ATTN_PATH_SUBGROUP_MATRIX = 0u,
GGML_WEBGPU_FLASH_ATTN_PATH_TILE = 1u,
GGML_WEBGPU_FLASH_ATTN_PATH_VEC = 2u,
GGML_WEBGPU_FLASH_ATTN_PATH_NONE = 0u,
GGML_WEBGPU_FLASH_ATTN_PATH_SUBGROUP_MATRIX = 1u,
GGML_WEBGPU_FLASH_ATTN_PATH_TILE = 2u,
GGML_WEBGPU_FLASH_ATTN_PATH_VEC = 3u,
};

struct ggml_webgpu_flash_attn_pipeline_key {
Expand Down Expand Up @@ -534,7 +535,7 @@ struct ggml_webgpu_flash_attn_pipeline_key_hash {
};

struct ggml_webgpu_flash_attn_decisions {
uint32_t path = GGML_WEBGPU_FLASH_ATTN_PATH_SUBGROUP_MATRIX;
uint32_t path = GGML_WEBGPU_FLASH_ATTN_PATH_NONE;
uint32_t q_tile = 0;
uint32_t kv_tile = 0;
uint32_t wg_size = 0;
Expand Down Expand Up @@ -709,19 +710,29 @@ inline ggml_webgpu_flash_attn_decisions ggml_webgpu_flash_attn_get_decisions(
(context.src0->ne[0] % GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH == 0) &&
(context.src2->ne[0] % GGML_WEBGPU_FLASH_ATTN_TILE_KV_VEC_WIDTH == 0) && !use_vec;

decisions.path = use_vec ? GGML_WEBGPU_FLASH_ATTN_PATH_VEC :
use_tile ? GGML_WEBGPU_FLASH_ATTN_PATH_TILE :
GGML_WEBGPU_FLASH_ATTN_PATH_SUBGROUP_MATRIX;
decisions.path = use_vec ? GGML_WEBGPU_FLASH_ATTN_PATH_VEC :
use_tile ? GGML_WEBGPU_FLASH_ATTN_PATH_TILE :
context.supports_subgroup_matrix ? GGML_WEBGPU_FLASH_ATTN_PATH_SUBGROUP_MATRIX :
GGML_WEBGPU_FLASH_ATTN_PATH_NONE;

if (decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_NONE) {
return decisions;
}

const ggml_webgpu_flash_attn_pipeline_key key = ggml_webgpu_flash_attn_make_pipeline_key(context, decisions.path);
decisions.kv_direct = key.kv_direct;
const uint32_t max_kv_tile = ggml_webgpu_flash_attn_max_kv_tile(context, key);
// invalidate if even the smallest kv_tile doesn't fit in shared memory
if (max_kv_tile == 0) {
decisions.path = GGML_WEBGPU_FLASH_ATTN_PATH_NONE;
return decisions;
Comment thread
reeselevine marked this conversation as resolved.
}

if (decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_VEC) {
const uint32_t min_kv_tile = ggml_webgpu_flash_attn_max_kv_tile(context, key);
decisions.q_tile = 1u;
decisions.kv_tile = std::max(8u, std::min(32u, min_kv_tile));
decisions.kv_tile = (decisions.kv_tile / 8u) * 8u;
decisions.wg_size = std::max(1u, std::min<uint32_t>(32u, context.max_subgroup_size));
decisions.q_tile = 1u;
decisions.kv_tile = std::max(8u, std::min(32u, max_kv_tile));
decisions.kv_tile = (decisions.kv_tile / 8u) * 8u;
decisions.wg_size = std::max(1u, std::min<uint32_t>(32u, context.max_subgroup_size));
if (decisions.kv_direct) {
decisions.kv_tile = std::min(decisions.kv_tile, GGML_WEBGPU_KV_SEQ_PAD);
while (GGML_WEBGPU_KV_SEQ_PAD % decisions.kv_tile != 0) {
Expand All @@ -734,9 +745,8 @@ inline ggml_webgpu_flash_attn_decisions ggml_webgpu_flash_attn_get_decisions(
decisions.q_tile =
decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_TILE ? GGML_WEBGPU_FLASH_ATTN_TILE_Q_TILE : context.sg_mat_m;
decisions.kv_tile = decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_TILE ?
std::min(64u, ggml_webgpu_flash_attn_max_kv_tile(context, key)) :
std::min(ggml_webgpu_flash_attn_max_kv_tile(context, key),
context.sg_mat_n * GGML_WEBGPU_FLASH_ATTN_PREFERRED_KV_SG_TILES);
std::min(64u, max_kv_tile) :
std::min(max_kv_tile, context.sg_mat_n * GGML_WEBGPU_FLASH_ATTN_PREFERRED_KV_SG_TILES);
decisions.wg_size = decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_TILE ?
GGML_WEBGPU_FLASH_ATTN_PREFERRED_WG_SIZE :
std::max(context.max_subgroup_size, GGML_WEBGPU_FLASH_ATTN_PREFERRED_WG_SIZE);
Expand All @@ -755,7 +765,6 @@ inline ggml_webgpu_flash_attn_decisions ggml_webgpu_flash_attn_get_decisions(
context.sg_mat_n;
}
}

return decisions;
}

Expand Down Expand Up @@ -1364,7 +1373,7 @@ class ggml_webgpu_shader_lib {
if (key.src_type == GGML_TYPE_Q1_0) {
defines.push_back("BLOCK_SIZE=128u");
} else if ((key.src_type >= GGML_TYPE_Q4_0 && key.src_type <= GGML_TYPE_Q8_1) ||
key.src_type == GGML_TYPE_IQ4_NL) {
key.src_type == GGML_TYPE_IQ4_NL) {
defines.push_back("BLOCK_SIZE=32u");
} else if (key.src_type >= GGML_TYPE_Q2_K) {
defines.push_back("BLOCK_SIZE=256u");
Expand Down Expand Up @@ -2325,6 +2334,7 @@ class ggml_webgpu_shader_lib {
size_t storage_offset_alignment) {
const ggml_webgpu_flash_attn_decisions decisions =
ggml_webgpu_flash_attn_get_decisions(context, storage_offset_alignment);
GGML_ASSERT(decisions.path != GGML_WEBGPU_FLASH_ATTN_PATH_NONE);
ggml_webgpu_flash_attn_pipeline_key key = ggml_webgpu_flash_attn_make_pipeline_key(context, decisions.path);
auto it = flash_attn_pipelines.find(key);
if (it != flash_attn_pipelines.end()) {
Expand Down
4 changes: 4 additions & 0 deletions ggml/src/ggml-webgpu/ggml-webgpu.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -3918,6 +3918,10 @@ static bool ggml_backend_webgpu_device_supports_op(ggml_backend_dev_t dev, const
shader_lib_ctx, ctx->webgpu_global_ctx->capabilities.limits.minStorageBufferOffsetAlignment);
const size_t limit_bytes = ctx->webgpu_global_ctx->capabilities.limits.maxComputeWorkgroupStorageSize;
const bool has_mask = op->src[3] != nullptr;
if (decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_NONE) {
supports_op = false;
break;
}
if (decisions.path == GGML_WEBGPU_FLASH_ATTN_PATH_VEC) {
const size_t min_bytes =
ggml_webgpu_flash_attn_wg_mem_bytes(decisions.q_tile, decisions.kv_tile, (uint32_t) src0->ne[0],
Expand Down
Loading