metal : minor cleanup (#19251)
This commit is contained in:
@@ -2295,7 +2295,7 @@ size_t ggml_metal_op_flash_attn_ext_extra_blk(const ggml_tensor * op) {
|
||||
// return res;
|
||||
//}
|
||||
|
||||
const int nqptg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NQPTG : OP_FLASH_ATTN_EXT_NQPTG;
|
||||
const int nqptg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NQPSG : OP_FLASH_ATTN_EXT_NQPSG;
|
||||
const int ncpsg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NCPSG : OP_FLASH_ATTN_EXT_NCPSG;
|
||||
|
||||
const int64_t ne1 = (ne01 + nqptg - 1)/nqptg;
|
||||
@@ -2411,7 +2411,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
|
||||
if (!ggml_metal_op_flash_attn_ext_use_vec(op)) {
|
||||
// half8x8 kernel
|
||||
const int nqptg = OP_FLASH_ATTN_EXT_NQPTG; // queries per threadgroup
|
||||
const int nqptg = OP_FLASH_ATTN_EXT_NQPSG; // queries per threadgroup
|
||||
const int ncpsg = OP_FLASH_ATTN_EXT_NCPSG; // cache values per simdgroup
|
||||
|
||||
GGML_ASSERT(nqptg <= 32);
|
||||
@@ -2578,9 +2578,9 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
#undef FATTN_SMEM
|
||||
} else {
|
||||
// half4x4 kernel
|
||||
const int nqptg = OP_FLASH_ATTN_EXT_VEC_NQPTG; // queries per threadgroup
|
||||
const int nqptg = OP_FLASH_ATTN_EXT_VEC_NQPSG; // queries per threadgroup
|
||||
const int ncpsg = OP_FLASH_ATTN_EXT_VEC_NCPSG; // cache values per simdgroup !! sync with kernel template arguments !!
|
||||
const int nkpsg = 1*ncpsg;
|
||||
const int nhptg = 1; // heads per threadgroup
|
||||
|
||||
GGML_ASSERT(nqptg <= 32);
|
||||
GGML_ASSERT(nqptg % 1 == 0);
|
||||
@@ -2632,6 +2632,9 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
ggml_metal_op_concurrency_reset(ctx);
|
||||
}
|
||||
|
||||
// note: for simplicity assume the K is larger or equal than V
|
||||
GGML_ASSERT(ne10 >= ne20);
|
||||
|
||||
// ne00 + 2*ncpsg*(nsg)
|
||||
// for each query, we load it as f16 in shared memory (ne00)
|
||||
// and store the soft_max values and the mask
|
||||
@@ -2639,28 +2642,9 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
// ne20*(nsg)
|
||||
// each simdgroup has a full f32 head vector in shared mem to accumulate results
|
||||
//
|
||||
#define FATTN_SMEM(nsg) (GGML_PAD((nqptg*(GGML_PAD(ne00, 128) + 4*ncpsg*(nsg)) + 2*GGML_PAD(ne20, 128)*(nsg))*(sizeof(float)/2), 16))
|
||||
|
||||
int64_t nsgmax = 2;
|
||||
while (true) {
|
||||
const size_t smem = FATTN_SMEM(nsgmax);
|
||||
// avoid using more than half of the threadgroup memory - can cause slow downs especially for large head sizes
|
||||
if (smem > props_dev->max_theadgroup_memory_size/2) {
|
||||
break;
|
||||
}
|
||||
nsgmax *= 2;
|
||||
}
|
||||
nsgmax /= 2;
|
||||
|
||||
// simdgroups per threadgroup (a.k.a. warps)
|
||||
//const int64_t nsgt = MAX(2, MIN(nsgmax, MIN((ne11 + nkpsg - 1)/(nkpsg), (int64_t) pipeline.maxTotalThreadsPerThreadgroup/32)));
|
||||
const int64_t nsgt = MAX(2, MIN(nsgmax, MIN((ne11 + nkpsg - 1)/(nkpsg), (int64_t) 1024/32)));
|
||||
#define FATTN_SMEM(nsg) (GGML_PAD(((GGML_PAD(ne00, 128) + 4*ncpsg + 2*GGML_PAD(ne20, 128))*(nsg))*(sizeof(float)/2), 16))
|
||||
|
||||
int64_t nsg = 1;
|
||||
while (nsg <= nsgt) {
|
||||
nsg *= 2;
|
||||
}
|
||||
nsg /= 2;
|
||||
|
||||
// workgroups
|
||||
// each workgroup handles nsg*nkpsg cache values
|
||||
@@ -2673,7 +2657,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
} else {
|
||||
nwg = 32;
|
||||
nsg = 1;
|
||||
while (2*nwg*nsg*nkpsg < ne11 && nsg < 4) {
|
||||
while (2*nwg*nsg*ncpsg < ne11 && nsg < 4) {
|
||||
nsg *= 2;
|
||||
}
|
||||
}
|
||||
@@ -2739,7 +2723,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
|
||||
ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0);
|
||||
|
||||
ggml_metal_encoder_dispatch_threadgroups(enc, (ne01 + nqptg - 1)/nqptg, ne02, ne03*nwg, 32, nsg, 1);
|
||||
ggml_metal_encoder_dispatch_threadgroups(enc, (ne01 + nqptg - 1)/nqptg, (ne02 + nhptg - 1)/nhptg, ne03*nwg, 32, nsg, 1);
|
||||
} else {
|
||||
// sanity checks
|
||||
assert(ggml_metal_op_flash_attn_ext_extra_tmp(op) != 0);
|
||||
@@ -2752,7 +2736,7 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) {
|
||||
ggml_metal_encoder_set_buffer(enc, bid_tmp, 7);
|
||||
|
||||
ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0);
|
||||
ggml_metal_encoder_dispatch_threadgroups(enc, (ne01 + nqptg - 1)/nqptg, ne02, ne03*nwg, 32, nsg, 1);
|
||||
ggml_metal_encoder_dispatch_threadgroups(enc, (ne01 + nqptg - 1)/nqptg, (ne02 + nhptg - 1)/nhptg, ne03*nwg, 32, nsg, 1);
|
||||
|
||||
// sync the 2 kernels
|
||||
ggml_metal_op_concurrency_reset(ctx);
|
||||
|
||||
Reference in New Issue
Block a user