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/*========================== begin_copyright_notice ============================
Copyright (C) 2021 Intel Corporation
SPDX-License-Identifier: MIT
============================= end_copyright_notice ===========================*/
// Optimized implementation of Joint Matrix Load/Store built-ins
// Highest values indicate most preferable implementations, when given level of
// optimization is not avaialble due to platform capabilities or given
// combination of parameters next best implementation will be used.
#define SCALAR_IMPL 0 // Subgroup load/store for each item of the slice.
#define VECTOR_IMPL 1 // Block read/write per row/column of the slice.
#define VECTOR_CONT_IMPL 2 // Single block read/write for whole slice, where possible.
#define BLOCK2D_IMPL 3 // Single block read/write 2d operation, only on supported platforms (default).
// Matrix order
#define _ROW_MAJOR 0
#define _COL_MAJOR 1
#define _VNNI_TX 2
// Address space
#define AS_GENERIC 0
#define AS_LOCAL 1
#define AS_GLOBAL 2
// Matrix layout
#define _PackedA_RowMajor 0
#define _PackedB_RowMajor 1
#define _PackedB_ColumnMajor 2
#define _PackedB_PackedB 3
#define _Accumulator_RowMajor 4
#define _Accumulator_ColumnMajor 5
#define ATTRIBUTE_AS_GENERIC __global /* the branch using this will be dead,
however we still need a valid address
space specifier to make a call to
block read/write BI. */
#define ATTRIBUTE_AS_LOCAL __local
#define ATTRIBUTE_AS_GLOBAL __global
// Index for row major layout is calculated based on that sub group size may be
// bigger than N.
// Arguments:
// sg_cols: Number of contiguous columns held in the subgroup
// skip_factor: n, where we include elements from every n-th row of the JM
// to be part of the wi. e.g for a Matrix
// 1 2 3 4
// 5 6 7 8
// 9 10 11 12
// 13 14 15 16
// if skip_factor == 2, we will include items <1, 9> (every "2"nd row) in the
// first WI, <2, 10> in the second WI and so on..
#define IND_ROW_MAJOR(slid, stride, skip_factor, i, sg_cols) ((slid/sg_cols + i*skip_factor)*stride + (slid%sg_cols))
#define IND_COL_MAJOR(slid, stride, skip_factor, i, sg_cols) ((slid/sg_cols + i*skip_factor) + (slid%sg_cols)*stride)
#define IND_VNNI_TX(slid, stride, skip_factor, i, sg_cols) (i + (slid * stride))
// no int7, int6, int5 types
#define VEC_TO_VEC16(type, vec) \
(type##16)(vec.s0, vec.s1, vec.s2, vec.s3, vec.s4, vec.s5, vec.s6, vec.s7, vec.s8, vec.s9, vec.sA, vec.sB, vec.sC, vec.sD, vec.sE, vec.sF)
#define VEC_TO_VEC8(type, vec) \
(type##8)(vec.s0, vec.s1, vec.s2, vec.s3, vec.s4, vec.s5, vec.s6, vec.s7)
#define VEC_TO_VEC7(type, vec) \
(type##8)(vec.s0, vec.s1, vec.s2, vec.s3, vec.s4, vec.s5, vec.s6, 0)
#define VEC_TO_VEC6(type, vec) \
(type##8)(vec.s0, vec.s1, vec.s2, vec.s3, vec.s4, vec.s5, 0, 0)
#define VEC_TO_VEC5(type, vec) \
(type##8)(vec.s0, vec.s1, vec.s2, vec.s3, vec.s4, 0, 0, 0)
#define VEC_TO_VEC4(type, vec) (type##4)(vec.s0, vec.s1, vec.s2, vec.s3)
#define VEC_TO_VEC3(type, vec) (type##3)(vec.s0, vec.s1, vec.s2)
#define VEC_TO_VEC2(type, vec) (type##2)(vec.s0, vec.s1)
#define VEC_TO_VEC1(type, vec) (type)(vec)
// in case of store, we can not use uint3 with intel_sub_group_block_write4
// for size 32, assumption is resulting vector is the same as input vector, so no need to create new one.
#define VEC_TO_VEC_STORE32(type, vec) vec
#define VEC_TO_VEC_STORE16(type, vec) VEC_TO_VEC16(type, vec)
#define VEC_TO_VEC_STORE8(type, vec) VEC_TO_VEC8(type, vec)
#define VEC_TO_VEC_STORE7(type, vec) VEC_TO_VEC7(type, vec)
#define VEC_TO_VEC_STORE6(type, vec) VEC_TO_VEC6(type, vec)
#define VEC_TO_VEC_STORE5(type, vec) VEC_TO_VEC5(type, vec)
#define VEC_TO_VEC_STORE4(type, vec) VEC_TO_VEC4(type, vec)
#define VEC_TO_VEC_STORE3(type, vec) (type##4)(vec.s0, vec.s1, vec.s2, 0)
#define VEC_TO_VEC_STORE2(type, vec) VEC_TO_VEC2(type, vec)
#define VEC_TO_VEC_STORE1(type, vec) VEC_TO_VEC1(type, vec)
#define ARR_TO_VEC8(type, arr) \
(type##8)(arr[0], arr[1], arr[2], arr[3], \
arr[4], arr[5], arr[6], arr[7])
#define ARR_TO_VEC7(type, arr) \
(type##8)(arr[0], arr[1], arr[2], arr[3], \
arr[4], arr[5], arr[6], 0)
#define ARR_TO_VEC6(type, arr) \
(type##8)(arr[0], arr[1], arr[2], arr[3], \
arr[4], arr[5], 0, 0)
#define ARR_TO_VEC5(type, arr) \
(type##8)(arr[0], arr[1], arr[2], arr[3], \
arr[4], 0, 0, 0)
#define ARR_TO_VEC4(type, arr) \
(type##4)(arr[0], arr[1], arr[2], arr[3])
#define ARR_TO_VEC3(type, arr) \
(type##3)(arr[0], arr[1], arr[2])
#define ARR_TO_VEC2(type, arr) \
(type##2)(arr[0], arr[1])
#define ARR_TO_VEC1(type, arr) \
arr[0]
typedef ushort __attribute__((ext_vector_type(32))) ushort32;
typedef uint __attribute__((ext_vector_type(32))) uint32;
#define OUT_VEC32(type) type##32
#define OUT_VEC16(type) type##16
#define OUT_VEC8(type) type##8
#define OUT_VEC7(type) type##8
#define OUT_VEC6(type) type##8
#define OUT_VEC5(type) type##8
#define OUT_VEC4(type) type##4
#define OUT_VEC3(type) type##3
#define OUT_VEC2(type) type##2
#define OUT_VEC1(type) type
#define OUT_STORE_VEC32(type) type##32
#define OUT_STORE_VEC16(type) type##16
#define OUT_STORE_VEC8(type) type##8
#define OUT_STORE_VEC7(type) type##8
#define OUT_STORE_VEC6(type) type##8
#define OUT_STORE_VEC5(type) type##8
#define OUT_STORE_VEC4(type) type##4
#define OUT_STORE_VEC3(type) type##4
#define OUT_STORE_VEC2(type) type##2
#define OUT_STORE_VEC1(type) type
// Math division macros
#define MATH_128_DIV_8 16
#define MATH_128_DIV_4 32
#define MATH_128_DIV_2 64
#define MATH_64_DIV_64 1
#define MATH_64_DIV_32 2
#define MATH_64_DIV_16 4
#define MATH_64_DIV_8 8
#define MATH_64_DIV_4 16
#define MATH_64_DIV_2 32
#define MATH_64_DIV_1 64
#define MATH_32_DIV_32 1
#define MATH_32_DIV_16 2
#define MATH_32_DIV_8 4
#define MATH_32_DIV_4 8
#define MATH_32_DIV_2 16
#define MATH_32_DIV_1 32
#define MATH_16_DIV_16 1
#define MATH_16_DIV_8 2
#define MATH_16_DIV_4 4
#define MATH_16_DIV_2 8
#define MATH_16_DIV_1 16
#define MATH_8_DIV_8 1
#define MATH_8_DIV_4 2
#define MATH_8_DIV_2 4
#define MATH_8_DIV_1 8
#define MATH_4_DIV_4 1
#define MATH_4_DIV_2 2
#define MATH_4_DIV_1 4
#define MATH_2_DIV_2 1
#define MATH_2_DIV_1 2
#define MATH_1_DIV_1 1
#define MATH_DIV__(a, b) MATH_##a##_DIV_##b
#define MATH_DIV(a, b) MATH_DIV__(a, b)
// Math multiplication macros
#define MATH_32_MUL_2 64
#define MATH_32_MUL_1 32
#define MATH_16_MUL_4 64
#define MATH_16_MUL_2 32
#define MATH_16_MUL_1 16
#define MATH_8_MUL_4 32
#define MATH_8_MUL_2 16
#define MATH_8_MUL_1 8
#define MATH_4_MUL_4 16
#define MATH_4_MUL_2 8
#define MATH_4_MUL_1 4
#define MATH_2_MUL_2 4
#define MATH_2_MUL_1 2
#define MATH_1_MUL_1 1
#define MATH_MUL__(a, b) MATH_##a##_MUL_##b
#define MATH_MUL(a, b) MATH_MUL__(a, b)
// Bitwidth of types
#define BITWIDTH_char 8
#define BITWIDTH_short 16
#define BITWIDTH_int 32
#define BITWIDTH_long 64
#define BITWIDTH_uchar 8
#define BITWIDTH_ushort 16
#define BITWIDTH_uint 32
#define BITWIDTH_ulong 64
#define BITWIDTH__(type) BITWIDTH_##type
#define BITWIDTH(type) BITWIDTH__(type)
// Shape MxK macros - shape is a part of final builtin's name.
// There is special logic for vnni builtins: (M * vnni_factor)x(K / vnni_factor)
#define SHAPE_CONCAT(M, K) M##x##K
#define SHAPE_CONCAT_VNNI__(M, K) SHAPE_CONCAT(M, K)
#define SHAPE_CONCAT_VNNI(M, K, vnni_factor) SHAPE_CONCAT_VNNI__(MATH_MUL(M, vnni_factor), MATH_DIV(K, vnni_factor))
#define SHAPE_PackedA_RowMajor( M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT(M, K)
#define SHAPE_PackedB_RowMajor( M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT_VNNI(M, K, MATH_DIV(contrib_bitwidth, elem_bitwidth))
#define SHAPE_PackedB_ColumnMajor( M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT_VNNI(M, K, MATH_DIV(contrib_bitwidth, elem_bitwidth))
#define SHAPE_PackedB_PackedB( M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT_VNNI(M, K, MATH_DIV(contrib_bitwidth, elem_bitwidth))
#define SHAPE_Accumulator_RowMajor( M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT(M, K)
#define SHAPE_Accumulator_ColumnMajor(M, K, elem_bitwidth, contrib_bitwidth) SHAPE_CONCAT(M, K)
#define SHAPE(layout, M, K, element_type, contrib_type) SHAPE_##layout(M, K, BITWIDTH(element_type), BITWIDTH(contrib_type))
/* Explanation of calculation for row_stride and column_stride in DEFINE_LOAD_LARGE and DEFINE_STORE_LARGE.
PackedA_RowMajor 16x16, sub_group_size=16, using 2 stores example:
Each subgroup stores 2 of 8x16 slices. Hence, row_stride (# of rows between consecutive stores) = R / 2 = 16 / 2 = 8
and column_stride (# of columns between consecutive stores) = C = 16. */
#define ROW_STRIDE_PackedA_RowMajor_2(R, C) MATH_DIV(R, 2)
#define ROW_STRIDE_Accumulator_RowMajor_2(R, C) MATH_DIV(R, 2)
#define COLUMN_STRIDE_PackedA_RowMajor_2(R, C) C
#define COLUMN_STRIDE_Accumulator_RowMajor_2(R, C) C
/* PackedA_RowMajor 32x16, sub_group_size=8, using 4 stores example:
Each subgroup stores 4 of 8x16 slices. Hence, row_stride = R / 4 = 32 / 4 = 8 and column_stride = C = 16. */
#define ROW_STRIDE_PackedA_RowMajor_4(R, C) MATH_DIV(R, 4)
#define COLUMN_STRIDE_PackedA_RowMajor_4(R, C) C
/* PackedB_PackedB, 8x64 (orig shape: 16x32), sub_group_size=8, using 4 stores example:
Subgroup stores 4 of 8x16 slices. Hence, row_stride = R = 8 and column_stride = C / 4 = 64 / 4 = 16. */
#define ROW_STRIDE_PackedB_PackedB_4(R, C) R
#define COLUMN_STRIDE_PackedB_PackedB_4(R, C) MATH_DIV(C, 4)
/* PackedB_RowMajor, 16x32 (VNNI shape 8x64), sub_group_size=8, using 4 stores example.
Each subgroup stores 4 of 16x8 slices. Since the shape for matrix B is in VNNI format on device, we store 16 x 8 slice as 8x16.
Hence, row_stride = R (VNNI'ed) = 8 and column_stride = C (VNNI'ed) / 4 = 64 / 4 = 16. */
#define ROW_STRIDE_PackedB_RowMajor_4(R, C) R
#define COLUMN_STRIDE_PackedB_RowMajor_4(R, C) MATH_DIV(C, 4)
/* Accumulator_RowMajor 32x32, sub_group_size=8, using 4 stores example:
Each subgroup stores 4 of 32x8 slices. Hence, row_stride = R = 32 and column_stride = C / 4 = 32 / 4 = 8. */
#define ROW_STRIDE_Accumulator_RowMajor_4(R, C) R
#define COLUMN_STRIDE_Accumulator_RowMajor_4(R, C) MATH_DIV(C, 4)
/* Accumulator_RowMajor 32x64 sub_group_size=16, using 16 stores example:
Each subgroup stores 16 of 8x16 slices. Hence, row_stride = R / 4 = 32 / 4 = 8 and column_stride = C / 4 = 64 / 4 = 16. */
#define ROW_STRIDE_Accumulator_RowMajor_16(R, C) MATH_DIV(R, 4)
#define COLUMN_STRIDE_Accumulator_RowMajor_16(R, C) MATH_DIV(C, 4)
// The number of rows between successive load/store operations depending on layouts and number of loads/stores.
// This is used to calculate the row_stride in DEFINE_LOAD_LARGE and DEFINE_STORE_LARGE.
#define ROW_STRIDE(layout, R, C, num_ops) ROW_STRIDE_##layout##_##num_ops(R, C)
// The number of columns between successive load/store operations depending on layouts and number of loads/stores.
// This is used to calculate the column_stride in DEFINE_LOAD_LARGE and DEFINE_STORE_LARGE.
#define COLUMN_STRIDE(layout, R, C, num_ops) COLUMN_STRIDE_##layout##_##num_ops(R, C)
/* MEM_OFFSET calculates the memory offset, used in DEFINE_STORE_LARGE_IMPL_4 and DEFINE_LOAD_LARGE_IMPL_4,
for load/store_number = 4 and different layouts.*/
// PackedA_RowMajor is split into 4 slices row-wise. Host memory location increments by row_stride * stride.
#define MEM_OFFSET_PackedA_RowMajor(row_stride, column_stride, stride) row_stride * stride
// PackedB_PackedB is split into 4 slices col-wise. Host memory location increments by column_stride.
#define MEM_OFFSET_PackedB_PackedB(row_stride, column_stride, stride) column_stride
// PackedB_RowMajor is split into 4 slices col-wise. Host memory location increments by column_stride converted to original shape.
#define MEM_OFFSET_PackedB_RowMajor(row_stride, column_stride, stride) MATH_DIV(column_stride, 2)
// Accumulator_RowMajor is split into 4 slices col-wise.
#define MEM_OFFSET_Accumulator_RowMajor( row_stride, column_stride, stride) column_stride
// layout can be PackedA_RowMajor, PackedB_ColumnMajor, PackedB_PackedB, etc.
// sg is empty for XMX8 and _SG16 for PVC
// elem_bitwidth is 8, 16 or 32
// shape is shape of the matrix, like 8x16 (MxK). There is special logic for vnni shapes
// WI_rows is the number of rows owned by each WI, which can be different from M e.g. for tf32
#define MANGLE_LOAD_NAME_AS_GENERIC(layout, sg, elem_bitwidth, shape, WI_rows) \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_generic_v8i8_pi32_i32
#define MANGLE_LOAD_NAME_AS_LOCAL(layout, sg, elem_bitwidth, shape, WI_rows) \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_local_v8i8_pi32_i32
#define MANGLE_LOAD_NAME_AS_GLOBAL(layout, sg, elem_bitwidth, shape, WI_rows) \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_global_v8i8_pi32_i32
#define MANGLE_LOAD_CHECKED_NAME(layout, sg, elem_bitwidth, shape, WI_rows) \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_v8i8_pi32_i32
#define MANGLE_PREFETCH_NAME(sg, elem_bitwidth, shape) \
__builtin_spriv_OpJointMatrixPrefetchINTEL##sg##_##shape##_i##elem_bitwidth
#define MANGLE_FILLCHECKED_NAME(elem_bitwidth, WI_rows) \
__builtin_spriv_OpJointMatrixFillCheckedINTEL_i##elem_bitwidth##_##WI_rows
#define SUB_GROUP_LOAD(readop, M, src, dst, stride, contrib_type) \
__private contrib_type *wi_contrib = (__private contrib_type *)dst; \
for (int i = 0; i < M; i++) \
wi_contrib[i] = readop(src + i * stride);
#define SUB_GROUP_LOAD_PACK_32(M, src, dst, stride) \
/* empty */
#define SUB_GROUP_LOAD_PACK_16(M, src, dst, stride) \
__private int *wi_contrib = (__private int *)dst; \
for (int i = 0; i < M; i++) { \
ushort row0 = intel_sub_group_block_read_us((src) + 2 * i * (stride)); \
ushort row1 = intel_sub_group_block_read_us((src) + (2 * i + 1) * (stride)); \
wi_contrib[i] = as_int((ushort2)(row0, row1)); \
}
#define SUB_GROUP_LOAD_PACK_8(M, src, dst, stride) \
__private int *wi_contrib = (__private int *)dst; \
for (int i = 0; i < M; i++) { \
uchar row0 = intel_sub_group_block_read_uc((src) + 4 * i * (stride)); \
uchar row1 = intel_sub_group_block_read_uc((src) + (4 * i + 1) * (stride)); \
uchar row2 = intel_sub_group_block_read_uc((src) + (4 * i + 2) * (stride)); \
uchar row3 = intel_sub_group_block_read_uc((src) + (4 * i + 3) * (stride)); \
wi_contrib[i] = as_int((uchar4)(row0, row1, row2, row3)); \
}
#define GATHER_LOAD_PACK_32(element_type, M, dst, slid, stride) \
/* empty */
#define GATHER_LOAD_PACK_16(element_type, M, dst, slid, stride) \
element_type *src = (element_type *)mem; \
for (int i = 0; i < M; i++) { \
ushort row0 = src[(2 * i + 0) * stride + slid]; \
ushort row1 = src[(2 * i + 1) * stride + slid]; \
dst[i] = as_int((ushort2)(row0, row1)); \
}
#define GATHER_LOAD_PACK_8(element_type, M, dst, slid, stride) \
element_type *src = (element_type *)mem; \
for (int i = 0; i < M; i++) { \
uchar row0 = src[(4 * i + 0) * stride + slid]; \
uchar row1 = src[(4 * i + 1) * stride + slid]; \
uchar row2 = src[(4 * i + 2) * stride + slid]; \
uchar row3 = src[(4 * i + 3) * stride + slid]; \
dst[i] = as_int((uchar4)(row0, row1, row2, row3)); \
}
// variants for 32, 16, 7, 6, 5, 3 and 1 are only used to make the code compilable
#define DEFINE_BLOCK_RW_NAME32(rw, us) intel_sub_group_block_##rw##us##32
#define DEFINE_BLOCK_RW_NAME16(rw, us) intel_sub_group_block_##rw##us##16
#define DEFINE_BLOCK_RW_NAME8(rw, us) intel_sub_group_block_##rw##us##8
#define DEFINE_BLOCK_RW_NAME7(rw, us) intel_sub_group_block_##rw##us##8
#define DEFINE_BLOCK_RW_NAME6(rw, us) intel_sub_group_block_##rw##us##8
#define DEFINE_BLOCK_RW_NAME5(rw, us) intel_sub_group_block_##rw##us##8
#define DEFINE_BLOCK_RW_NAME4(rw, us) intel_sub_group_block_##rw##us##4
#define DEFINE_BLOCK_RW_NAME3(rw, us) intel_sub_group_block_##rw##us##4
#define DEFINE_BLOCK_RW_NAME2(rw, us) intel_sub_group_block_##rw##us##2
#define DEFINE_BLOCK_RW_NAME1(rw, us) intel_sub_group_block_##rw##us
#define DEFINE_BLOCK2D_RW_NAME(rw, tx, contrib_bitwidth, WI_rows, tile_height, tile_width) __builtin_IB_subgroup_block_##rw##_flat_cacheopts##tx##_u##contrib_bitwidth##_wi##WI_rows##_m##tile_height##k##tile_width##v1
#define DEFINE_BLOCK2D_TRANSPOSE_NAME(contrib_bitwidth, tile_width) __builtin_IB_subgroup_block_read_flat_cacheopts_transpose_u##contrib_bitwidth##_k##tile_width // tile_height = sub group size (16)
#define DEFINE_BLOCK2D_VNNI_NAME(contrib_bitwidth, tile_height) __builtin_IB_subgroup_block_read_flat_cacheopts_transform_u##contrib_bitwidth##_k##tile_height // tile_width = sub group size (16)
/* For platforms without SG16 JointMatrix support block2d is not available. The
* implementation remains empty, will fallthrough to vector implementation. */
#define IMPLEMENT_BLOCK2D_LOAD_ROW_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
/* not supported, fallthrough */
#define IMPLEMENT_BLOCK2D_LOAD_COL_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
/* not supported, fallthrough */
#define IMPLEMENT_BLOCK2D_LOAD_VNNI_TX_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
/* not supported, fallthrough */
#define IMPLEMENT_BLOCK2D_STORE(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, contrib_K) \
/* not supported, fallthrough */
// contrib_K - calculated in BLOCK2D loads; contrib_K = K/(contrib_bitwidth/elem_bitwidth);
// Since contrib_type might be larger than element_type.
// To load a proper ammout per WI we need to contrib_K that's derived from K but it's smaller for some configurations.
#define MAX_ROW_BYTES_2D_BLOCK_LOAD 64 // maximum per row size in bytes supported by 2D block load
#define IMPLEMENT_BLOCK2D_LOAD_SG16_ROW_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
if (contrib_K*sizeof(contrib_type) <= MAX_ROW_BYTES_2D_BLOCK_LOAD) { /* For 2D loads (block2d width)*(data size) must be <= MAX_ROW_BYTES_2D_BLOCK_LOAD */ \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = (sizeof (element_type)) * stride - 1; /* in bytes */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
int height = M - 1; /* row count */ \
long x = (offset - baseoffset) / (sizeof (contrib_type)); /* in elements */ \
int2 coords = (int2)(x, 0); \
OUT_VEC##WI_rows(u##contrib_type) DEFINE_BLOCK2D_RW_NAME(read, , contrib_bitwidth, WI_rows, M, contrib_K)(long, int, int, int, int2, int); \
OUT_VEC##WI_rows(u##contrib_type) res = DEFINE_BLOCK2D_RW_NAME(read, , contrib_bitwidth, WI_rows, M, contrib_K)(baseoffset, width, height, pitch, coords, cacheOpt); \
*(__private OUT_VEC##WI_rows(u##contrib_type) *)dst = res; \
return; \
}
#define IMPLEMENT_BLOCK2D_LOAD_SG16_COL_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
if (M*sizeof(element_type) <= MAX_ROW_BYTES_2D_BLOCK_LOAD) { /* For 2D loads (block2d width)*(data size) must be <= MAX_ROW_BYTES_2D_BLOCK_LOAD */ \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = (sizeof (element_type)) * stride - 1; /* in bytes */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
int height = 16 - 1; /* taken from SG16 */ \
long x = (offset - baseoffset) / (sizeof (contrib_type)); /* in elements */ \
int2 coords = (int2)(x, 0); \
/* 2D block read transpose builtin requires K value _after_ the transpose operation is done - which is equal to M before the transpose */ \
OUT_VEC8(u##contrib_type) DEFINE_BLOCK2D_TRANSPOSE_NAME(elem_bitwidth, M)(long, int, int, int, int2, int); \
OUT_VEC8(u##contrib_type) res = DEFINE_BLOCK2D_TRANSPOSE_NAME(elem_bitwidth, M)(baseoffset, width, height, pitch, coords, cacheOpt); \
*(__private OUT_VEC##M(u##contrib_type) *)dst = *(__private OUT_VEC##M(u##contrib_type) *)&res; \
return; \
}
#define IMPLEMENT_BLOCK2D_LOAD_SG16_VNNI_TX_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
if (contrib_K*sizeof(element_type) <= MAX_ROW_BYTES_2D_BLOCK_LOAD) { /* For 2D loads (block2d width)*(data size) must be <= MAX_ROW_BYTES_2D_BLOCK_LOAD */ \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = (sizeof (element_type)) * stride - 1; /* in bytes */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
int height = contrib_M - 1; /* row count */ \
long x = (offset - baseoffset) / (sizeof (element_type)); /* in elements */ \
int2 coords = (int2)(x, 0); \
OUT_VEC##M(u##contrib_type) DEFINE_BLOCK2D_VNNI_NAME(elem_bitwidth, contrib_M)(long, int, int, int, int2, int); \
OUT_VEC##M(u##contrib_type) res = DEFINE_BLOCK2D_VNNI_NAME(elem_bitwidth, contrib_M)(baseoffset, width, height, pitch, coords, cacheOpt); \
*(__private OUT_VEC##M(u##contrib_type) *)dst = res; \
return; \
}
#define IMPLEMENT_BLOCK2D_LOAD_CHECKED_SG16_ROW_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
long offset = as_long(mem); \
int width_size = sizeof (element_type) * width - 1; /* in bytes */ \
int pitch = sizeof (element_type) * stride - 1; /* in bytes */ \
int height_size = height - 1; \
int pack_factor = sizeof (contrib_type) / sizeof (element_type); \
int2 coords = (int2)(x / pack_factor, y); \
OUT_VEC##WI_rows(u##contrib_type) DEFINE_BLOCK2D_RW_NAME(read, , contrib_bitwidth, WI_rows, M, contrib_K)(long, int, int, int, int2, int); \
OUT_VEC##WI_rows(u##contrib_type) res = DEFINE_BLOCK2D_RW_NAME(read, , contrib_bitwidth, WI_rows, M, contrib_K)(offset, width_size, height_size, pitch, coords, cacheOpt); \
*(__private OUT_VEC##WI_rows(u##contrib_type) *)dst = res; \
return;
#define IMPLEMENT_BLOCK2D_LOAD_CHECKED_SG16_COL_MAJOR_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
long offset = as_long(mem); \
int width_size = sizeof (element_type) * width - 1; /* in bytes */ \
int pitch = sizeof (element_type) * stride - 1; /* in bytes */ \
int height_size = height - 1; \
int2 coords = (int2)(x, y); \
/* 2D block read transpose builtin requires K value _after_ the transpose operation is done - which is equal to M before the transpose */ \
OUT_VEC8(u##contrib_type) DEFINE_BLOCK2D_TRANSPOSE_NAME(elem_bitwidth, M)(long, int, int, int, int2, int); \
OUT_VEC8(u##contrib_type) res = DEFINE_BLOCK2D_TRANSPOSE_NAME(elem_bitwidth, M)(offset, width_size, height_size, pitch, coords, cacheOpt); \
*(__private OUT_VEC##M(u##contrib_type) *)dst = *(__private OUT_VEC##M(u##contrib_type) *)&res; \
return;
#define IMPLEMENT_BLOCK2D_LOAD_CHECKED_SG16_VNNI_TX_(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows, contrib_M, contrib_K) \
long offset = as_long(mem); \
int width_size = sizeof (element_type) * width - 1; /* in bytes */ \
int pitch = sizeof (element_type) * stride - 1; /* in bytes */ \
int height_size = height - 1; \
int2 coords = (int2)(x, y); \
OUT_VEC##M(u##contrib_type) DEFINE_BLOCK2D_VNNI_NAME(elem_bitwidth, contrib_K)(long, int, int, int, int2, int); \
OUT_VEC##M(u##contrib_type) res = DEFINE_BLOCK2D_VNNI_NAME(elem_bitwidth, contrib_K)(offset, width_size, height_size, pitch, coords, cacheOpt); \
*(__private OUT_VEC##WI_rows(u##contrib_type) *)dst = res; \
return;
#define IMPLEMENT_BLOCK2D_LOAD__(checked, sg, order, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, WI_rows) \
IMPLEMENT_BLOCK2D_LOAD##checked##sg##order(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, \
M, K, WI_rows, \
MATH_MUL(M, MATH_DIV(contrib_bitwidth, elem_bitwidth)), \
MATH_DIV(K, MATH_DIV(contrib_bitwidth, elem_bitwidth)))
#define IMPLEMENT_BLOCK2D_LOAD(checked, sg, order, element_type, contrib_type, M, K, WI_rows) \
IMPLEMENT_BLOCK2D_LOAD__(checked, sg, order, element_type, BITWIDTH(element_type), contrib_type, BITWIDTH(contrib_type), \
M, K, WI_rows)
#define IMPLEMENT_BLOCK2D_STORE_SG16(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, contrib_K) \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = (sizeof (element_type)) * stride - 1; /* in bytes */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
int height = M - 1; /* row count */ \
long x = (offset - baseoffset) / (sizeof (contrib_type)); /* in elements */ \
int2 coords = (int2)(x, 0); \
void DEFINE_BLOCK2D_RW_NAME(write, , contrib_bitwidth, M, M, contrib_K)(long, int, int, int, int2, OUT_VEC##M(u##contrib_type), int); \
OUT_VEC##M(u##contrib_type) val = *(OUT_VEC##M(u##contrib_type) *)src; \
DEFINE_BLOCK2D_RW_NAME(write, , contrib_bitwidth, M, M, contrib_K)(baseoffset, width, height, pitch, coords, val, cacheOpt); \
return;
#define IMPLEMENT_BLOCK2D_STORE_CHECKED_SG16(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, contrib_K) \
long offset = as_long(mem); \
int width_size = sizeof (element_type) * width - 1; /* in bytes */ \
int pitch = sizeof (element_type) * stride - 1; /* in bytes */ \
int height_size = height - 1; \
int pack_factor = sizeof (contrib_type) / sizeof (element_type); \
int2 coords = (int2)(x / pack_factor, y); \
void DEFINE_BLOCK2D_RW_NAME(write, , contrib_bitwidth, M, M, contrib_K)(long, int, int, int, int2, OUT_VEC##M(u##contrib_type), int); \
OUT_VEC##M(u##contrib_type) val = *(OUT_VEC##M(u##contrib_type) *)src; \
DEFINE_BLOCK2D_RW_NAME(write, , contrib_bitwidth, M, M, contrib_K)(offset, width_size, height_size, pitch, coords, val, cacheOpt); \
return;
// layout can be PackedA_RowMajor, PackedB_ColumnMajor, PackedB_PackedB, etc.
// sg is empty for XMX8 and _SG16 for PVC
// element_type is char for i8, short for i16 and int for i32
// [automatic] elem_bitwidth is the bitwidth of the elem_type, expected values are 8, 16 or 32
// contrib_type is int or short depending on available OpenCL extension API
// Following needs to be true -> (sizeof contrib_type)*(SG size) == (sizeof element_type)*K.
// We might use contrib_type that is different to element_type to handle sizes K values
// that aren't equal to 8 for SG8 or 16 for SG16.
// [automatic] contrib_bitwidth is the bitwidth of the contrib_type, expected values are 16 or 32
// M is number of rows
// K is number of columns
// [automatic] shape is shape of the matrix, like 8x16 (MxK). There is special logic for vnni shapes.
// order is ROW_MAJOR, COL_MAJOR, VNNI_TX
// us is empty for int contrib type and _us for short contrib type.
// WI_rows is the number of rows owned by each WI, which can be different from M e.g. for tf32
#define DEFINE_LOAD_BLOCK2D_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
/* When M != WI_rows, only scenarios limited to i32 row major are supported */ \
bool is32bitElemHalfMRowMajor = elem_bitwidth == 32 && WI_rows == M / 2 && order == _ROW_MAJOR; \
if ((WI_rows == M || is32bitElemHalfMRowMajor) && BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= BLOCK2D_IMPL \
&& (M == 2 || M == 4 || M == 8 || M == 16 || M == 32) \
&& (order == _ROW_MAJOR || order == _VNNI_TX || (order == _COL_MAJOR && contrib_bitwidth == 32)) \
) { \
IMPLEMENT_BLOCK2D_LOAD(, sg, order##_, element_type, contrib_type, M, K, WI_rows) \
}
#define DEFINE_LOAD_CHECKED_BLOCK2D_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
IMPLEMENT_BLOCK2D_LOAD(_CHECKED, sg, order##_, element_type, contrib_type, M, K, WI_rows)
#define DEFINE_LOAD_VECTORS_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, address_space) \
if (WI_rows == M && BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_CONT_IMPL \
&& stride == K && (M == 2 || M == 4 || M == 8 || (M == 16 && contrib_bitwidth <= 16)) && order == _ROW_MAJOR \
) { \
OUT_STORE_VEC##M(u##contrib_type) OVERLOADABLE DEFINE_BLOCK_RW_NAME##M(read, us)(const ATTRIBUTE_##address_space u##contrib_type *); \
OUT_STORE_VEC##M(u##contrib_type) res = DEFINE_BLOCK_RW_NAME##M(read, us)((ATTRIBUTE_##address_space u##contrib_type *)mem); \
*(__private OUT_VEC##M(u##contrib_type) *)dst = *(__private OUT_VEC##M(u##contrib_type) *)&res; \
return; \
} \
if (WI_rows == M && BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_IMPL && (order == _ROW_MAJOR || order == _VNNI_TX) \
&& (M != 1 || sg_size != 32) \
) { \
int pack_factor = sizeof (u##contrib_type) / sizeof (element_type); \
stride = stride / pack_factor; \
if (order == _VNNI_TX) { /* for VNNI_TX contrib_type should be int and elem_type should be char or short */ \
SUB_GROUP_LOAD_PACK_##elem_bitwidth(M, (ATTRIBUTE_##address_space uint *)mem, dst, stride); \
return; \
} \
SUB_GROUP_LOAD(intel_sub_group_block_read##us, M, (ATTRIBUTE_##address_space u##contrib_type *)mem, dst, stride, contrib_type); \
return; \
}
#define DEFINE_LOAD_SCALAR_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, order, WI_rows) \
contrib_type *ptr = (contrib_type *)mem; \
int slid = get_sub_group_local_id(); \
int pack_factor = sizeof (contrib_type) / sizeof (element_type); \
long packed_stride = stride / pack_factor; \
int sg_cols = K / pack_factor; \
int skip_factor = sg_size / sg_cols; \
__private contrib_type *wi_contrib = (__private contrib_type *)dst; \
if (order == _VNNI_TX) { \
GATHER_LOAD_PACK_##elem_bitwidth(element_type, M, wi_contrib, slid, stride) \
return; \
} \
for (int i = 0; i < WI_rows; i++) { \
if ( (i*skip_factor + slid/sg_cols) < M ) \
wi_contrib[i] = ptr[IND##order(slid, packed_stride, skip_factor, i, sg_cols)]; \
else \
wi_contrib[i] = 0; /*last even row for matrix with odd number of rows doesn't exist*/ \
}
#define DEFINE_LOAD_IMPL_AS_GENERIC(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
INLINE void MANGLE_LOAD_NAME_AS_GENERIC(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_LOAD_BLOCK2D_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows) \
DEFINE_LOAD_VECTORS_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows, AS_GLOBAL) \
} else { \
DEFINE_LOAD_VECTORS_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows, AS_LOCAL) \
} \
DEFINE_LOAD_SCALAR_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
}
#define DEFINE_LOAD_IMPL_AS_LOCAL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
INLINE void MANGLE_LOAD_NAME_AS_LOCAL(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
DEFINE_LOAD_VECTORS_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows, AS_LOCAL) \
DEFINE_LOAD_SCALAR_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
}
#define DEFINE_LOAD_IMPL_AS_GLOBAL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
INLINE void MANGLE_LOAD_NAME_AS_GLOBAL(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
DEFINE_LOAD_BLOCK2D_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows) \
DEFINE_LOAD_VECTORS_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows, AS_GLOBAL) \
DEFINE_LOAD_SCALAR_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
}
#define DEFINE_LOAD_CHECKED_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
INLINE void MANGLE_LOAD_CHECKED_NAME(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, int y, int x, int height, int width, long stride, int cacheOpt) { \
DEFINE_LOAD_CHECKED_BLOCK2D_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, _##order, us, WI_rows) \
}
#define DEFINE_LOAD_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
DEFINE_LOAD_IMPL_AS_GENERIC(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
DEFINE_LOAD_IMPL_AS_LOCAL( layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows) \
DEFINE_LOAD_IMPL_AS_GLOBAL( layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows)
#define DEFINE_LOAD(layout, sg, element_type, contrib_type, M, K, order, us, WI_rows) \
DEFINE_LOAD_IMPL(layout, sg, element_type, BITWIDTH(element_type), contrib_type, BITWIDTH(contrib_type), \
M, K, SHAPE(layout, M, K, element_type, contrib_type), order, us, WI_rows)
/* only 2D block load is supported for checked load */
#define DEFINE_LOAD_CHECKED(layout, sg, element_type, contrib_type, M, K, order, us, WI_rows) \
DEFINE_LOAD_CHECKED_IMPL(layout, sg, element_type, BITWIDTH(element_type), contrib_type, BITWIDTH(contrib_type), \
M, K, SHAPE(layout, M, K, element_type, contrib_type), order, us, WI_rows)
// Prefetch impl
#define DEFINE_PREFETCH_IMPL(sg, element_type, elem_bitwidth, M, K, shape) \
INLINE void MANGLE_PREFETCH_NAME(sg, elem_bitwidth, shape) (char *mem, long stride, int cacheOpt) { \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); \
int width = (sizeof (element_type)) * stride - 1; \
int pitch = width; \
int height = M - 1; \
long x = (offset - baseoffset) / (sizeof (element_type)); \
int2 coords = (int2)(x, 0); \
void __builtin_IB_subgroup_block_read_flat_prefetch_u##elem_bitwidth##_m##M##k##K##v1(long, int, int, int, int2, int); \
__builtin_IB_subgroup_block_read_flat_prefetch_u##elem_bitwidth##_m##M##k##K##v1(baseoffset, width, height, pitch, coords, cacheOpt); \
}
#define DEFINE_PREFETCH__(sg, element_type, elem_bitwidth, M, K, shape) \
DEFINE_PREFETCH_IMPL(sg, element_type, elem_bitwidth, M, K, shape)
#define DEFINE_PREFETCH(sg, element_type, M, K) \
DEFINE_PREFETCH__(sg, element_type, BITWIDTH(element_type), M, K, SHAPE_CONCAT(M, K))
// Prefetch define all combinations
#define DEFINE_PREFETCH_GROUP_MK(M, K) \
DEFINE_PREFETCH(_SG16, char, M, K) \
DEFINE_PREFETCH(_SG16, short, M, K) \
DEFINE_PREFETCH(_SG16, int, M, K) \
DEFINE_PREFETCH(_SG16, long, M, K)
#define DEFINE_PREFETCH_GROUP_K(K) \
DEFINE_PREFETCH_GROUP_MK(1, K) \
DEFINE_PREFETCH_GROUP_MK(2, K) \
DEFINE_PREFETCH_GROUP_MK(4, K) \
DEFINE_PREFETCH_GROUP_MK(8, K) \
DEFINE_PREFETCH_GROUP_MK(16, K) \
DEFINE_PREFETCH_GROUP_MK(32, K)
DEFINE_PREFETCH_GROUP_K(8)
DEFINE_PREFETCH_GROUP_K(16)
DEFINE_PREFETCH_GROUP_K(32)
DEFINE_PREFETCH_GROUP_K(64)
/* PackedA load i16 */
DEFINE_LOAD(PackedA_RowMajor, , short, int, 8, 16, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 7, 16, ROW_MAJOR, , 7)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 6, 16, ROW_MAJOR, , 6)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 5, 16, ROW_MAJOR, , 5)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 4, 16, ROW_MAJOR, , 4)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 3, 16, ROW_MAJOR, , 3)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 2, 16, ROW_MAJOR, , 2)
DEFINE_LOAD(PackedA_RowMajor, , short, int, 1, 16, ROW_MAJOR, , 1)
/* PackedA load i8 */
DEFINE_LOAD(PackedA_RowMajor, , char, int, 8, 32, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 7, 32, ROW_MAJOR, , 7)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 6, 32, ROW_MAJOR, , 6)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 5, 32, ROW_MAJOR, , 5)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 4, 32, ROW_MAJOR, , 4)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 3, 32, ROW_MAJOR, , 3)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 2, 32, ROW_MAJOR, , 2)
DEFINE_LOAD(PackedA_RowMajor, , char, int, 1, 32, ROW_MAJOR, , 1)
/* PackedA load i16 SG16 */
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 8)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 7, 16, ROW_MAJOR, _us, 7)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 6, 16, ROW_MAJOR, _us, 6)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 5, 16, ROW_MAJOR, _us, 5)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 3, 16, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 8)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 4)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 2)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1)
/* PackedA load i16 SG16 for sub group size = 32*/
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 7, 16, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 6, 16, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 5, 16, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 3, 16, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 1)
// DEFINE_LOAD(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1) same as for subgroup 16
/* PackedA load i8 SG16 */
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 8)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 7, 32, ROW_MAJOR, _us, 7)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 6, 32, ROW_MAJOR, _us, 6)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 5, 32, ROW_MAJOR, _us, 5)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 3, 32, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 8)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 4)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 2)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1)
/* PackedA load i8 SG16 for sub group size 32*/
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 7, 32, ROW_MAJOR, _us, 4)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 6, 32, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 5, 32, ROW_MAJOR, _us, 3)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 3, 32, ROW_MAJOR, _us, 2)
DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 1)
// DEFINE_LOAD(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1) same as for subgroup 16
/* A load tf32 SG16 */
DEFINE_LOAD(PackedA_RowMajor, _SG16, int, int, 8, 8, ROW_MAJOR, , 4)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, int, int, 8, 8, ROW_MAJOR, , 4)
/* A load tf32 SG16 for sub group size 32*/
DEFINE_LOAD(PackedA_RowMajor, _SG16, int, int, 8, 8, ROW_MAJOR, , 2)
/* PackedB load i16 */
DEFINE_LOAD(PackedB_ColumnMajor, , short, int, 8, 16, COL_MAJOR, , 8)
DEFINE_LOAD(PackedB_PackedB, , short, int, 8, 16, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedB_RowMajor, , short, int, 8, 16, VNNI_TX, , 8)
/* PackedB load i8 */
DEFINE_LOAD(PackedB_ColumnMajor, , char, int, 8, 32, COL_MAJOR, , 8)
DEFINE_LOAD(PackedB_PackedB, , char, int, 8, 32, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedB_RowMajor, , char, int, 8, 32, VNNI_TX, , 8)
/* PackedB load i16 SG16 */
DEFINE_LOAD(PackedB_ColumnMajor, _SG16, short, int, 8, 32, COL_MAJOR, , 8)
DEFINE_LOAD(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedB_RowMajor, _SG16, short, int, 8, 32, VNNI_TX, , 8)
DEFINE_LOAD_CHECKED(PackedB_ColumnMajor, _SG16, short, int, 8, 32, COL_MAJOR, , 8)
DEFINE_LOAD_CHECKED(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 8)
DEFINE_LOAD_CHECKED(PackedB_RowMajor, _SG16, short, int, 8, 32, VNNI_TX, , 8)
/* PackedB load i16 for sub group size = 32*/
DEFINE_LOAD(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 4)
/* PackedB load i8 SG16*/
DEFINE_LOAD(PackedB_ColumnMajor, _SG16, char, int, 8, 64, COL_MAJOR, , 8)
DEFINE_LOAD(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 8)
DEFINE_LOAD(PackedB_RowMajor, _SG16, char, int, 8, 64, VNNI_TX, , 8)
DEFINE_LOAD_CHECKED(PackedB_ColumnMajor, _SG16, char, int, 8, 64, COL_MAJOR, , 8)
DEFINE_LOAD_CHECKED(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 8)
DEFINE_LOAD_CHECKED(PackedB_RowMajor, _SG16, char, int, 8, 64, VNNI_TX, , 8)
/* PackedB load i8 SG16 for sub group size 32*/
DEFINE_LOAD(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 4)
/* B load tf32 SG16 */
DEFINE_LOAD(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8)
DEFINE_LOAD_CHECKED(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8)
/* B load tf32 SG16 sub group = 32 */
DEFINE_LOAD(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4)
DEFINE_LOAD_CHECKED(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4)
/* Load accumulator is a special case of load packed A, both are row major: */
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 8, 8, ROW_MAJOR, , 8)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 7, 8, ROW_MAJOR, , 7)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 6, 8, ROW_MAJOR, , 6)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 5, 8, ROW_MAJOR, , 5)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 4, 8, ROW_MAJOR, , 4)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 3, 8, ROW_MAJOR, , 3)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 2, 8, ROW_MAJOR, , 2)
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 1, 8, ROW_MAJOR, , 1)
/* Accumulator load i32 SG8 with transpose */
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 8, 8, COL_MAJOR, , 8)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 7, 8, COL_MAJOR, , 7)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 6, 8, COL_MAJOR, , 6)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 5, 8, COL_MAJOR, , 5)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 4, 8, COL_MAJOR, , 4)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 3, 8, COL_MAJOR, , 3)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 2, 8, COL_MAJOR, , 2)
DEFINE_LOAD(Accumulator_ColumnMajor, , int, int, 1, 8, COL_MAJOR, , 1)
/* SG16*/
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 7, 16, ROW_MAJOR, , 7)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 6, 16, ROW_MAJOR, , 6)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 5, 16, ROW_MAJOR, , 5)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 4)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 3, 16, ROW_MAJOR, , 3)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 2)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 4)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 2)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1)
/* Accumulator load i32 SG16 with transpose */
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 8, 16, COL_MAJOR, , 8)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 7, 16, COL_MAJOR, , 7)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 6, 16, COL_MAJOR, , 6)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 5, 16, COL_MAJOR, , 5)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 4, 16, COL_MAJOR, , 4)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 3, 16, COL_MAJOR, , 3)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 2, 16, COL_MAJOR, , 2)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 1, 16, COL_MAJOR, , 1)
DEFINE_LOAD_CHECKED(Accumulator_ColumnMajor, _SG16, int, int, 8, 16, COL_MAJOR, , 8)
DEFINE_LOAD_CHECKED(Accumulator_ColumnMajor, _SG16, int, int, 4, 16, COL_MAJOR, , 4)
DEFINE_LOAD_CHECKED(Accumulator_ColumnMajor, _SG16, int, int, 2, 16, COL_MAJOR, , 2)
DEFINE_LOAD_CHECKED(Accumulator_ColumnMajor, _SG16, int, int, 1, 16, COL_MAJOR, , 1)
/* SG16 for subgroup 32*/
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 7, 16, ROW_MAJOR, , 4)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 6, 16, ROW_MAJOR, , 3)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 5, 16, ROW_MAJOR, , 3)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 2)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 3, 16, ROW_MAJOR, , 2)
DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 1)
// DEFINE_LOAD(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1) same as for subgroup 16
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 2)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 1)
/* Accumulator load i32 SG16 for subgroup 32 with transpose */
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 8, 16, COL_MAJOR, , 4)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 7, 16, COL_MAJOR, , 4)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 6, 16, COL_MAJOR, , 3)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 5, 16, COL_MAJOR, , 3)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 4, 16, COL_MAJOR, , 2)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 3, 16, COL_MAJOR, , 2)
DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 2, 16, COL_MAJOR, , 1)
// DEFINE_LOAD(Accumulator_ColumnMajor, _SG16, int, int, 1, 16, COL_MAJOR, , 1) same as for subgroup 16
// --------- STORE built-ins --------------------------------------
#define MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, address_space) \
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_##address_space##_pi64_v8i8
#define MANGLE_STORE_CHECKED_NAME(layout, sg, elem_bitwidth, shape, WI_rows) \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##sg##_##shape##_i##elem_bitwidth##_##WI_rows##_pi64_v8i8
#define VEC_IND8(var, ind) var[ind]
#define VEC_IND7(var, ind) var[ind]
#define VEC_IND6(var, ind) var[ind]
#define VEC_IND5(var, ind) var[ind]
#define VEC_IND4(var, ind) var[ind]
#define VEC_IND3(var, ind) var[ind]
#define VEC_IND2(var, ind) var[ind]
#define VEC_IND1(var, ind) var
#define DEFINE_STORE_BLOCK2D_IMPL(sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, order, WI_rows) \
if (WI_rows >= M && BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= BLOCK2D_IMPL && (M == 2 || M == 4 || M == 8 || M == 16 || M == 32) \
&& order == _ROW_MAJOR && elem_bitwidth >= 8 \
) { \
IMPLEMENT_BLOCK2D_STORE##sg(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, MATH_DIV(K, MATH_DIV(contrib_bitwidth, elem_bitwidth))) \
}
#define DEFINE_STORE_CHECKED_BLOCK2D_IMPL(sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, order, WI_rows) \
IMPLEMENT_BLOCK2D_STORE_CHECKED##sg(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, MATH_DIV(K, MATH_DIV(contrib_bitwidth, elem_bitwidth)))
// set block_opt to false to disable block non-continous optimization per one built-in as a workaround
#define DEFINE_STORE_VECTORS_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, order, us, WI_rows, block_opt, address_space) \
if (WI_rows == M && BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_CONT_IMPL && stride == K \
&& (M == 2 || M == 4 || M == 8) && order == _ROW_MAJOR \
) { \
OUT_VEC##M(u##contrib_type) vec = *(__private OUT_VEC##M(u##contrib_type) *)src; \
void OVERLOADABLE DEFINE_BLOCK_RW_NAME##M(write, us)(ATTRIBUTE_##address_space u##contrib_type *, OUT_STORE_VEC##M(u##contrib_type)); \
DEFINE_BLOCK_RW_NAME##M(write, us)((ATTRIBUTE_##address_space u##contrib_type *)mem, VEC_TO_VEC_STORE##M(u##contrib_type , vec)); \
return; \
} \
if (WI_rows == M && (BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_IMPL) \
&& order == _ROW_MAJOR && block_opt == true \
&& (M != 1 || sg_size != 32) \
) { \
ATTRIBUTE_##address_space u##contrib_type *ptr = (ATTRIBUTE_##address_space u##contrib_type *)mem; \
int pack_factor = sizeof (u##contrib_type) / sizeof (element_type); \
stride = stride / pack_factor; \
for (int i = 0; i < M; i++) \
intel_sub_group_block_write##us(ptr + i * stride, ((__private u##contrib_type *)src)[i]); \
return; \
}
#define DEFINE_STORE_SCALAR_IMPL(element_type, contrib_type, M, K, order, WI_rows) \
contrib_type *ptr = (contrib_type *)mem; \
int slid = get_sub_group_local_id(); \
int pack_factor = sizeof (contrib_type) / sizeof (element_type); \
stride = stride / pack_factor; \
int sg_cols = K / pack_factor; \
int skip_factor = sg_size / sg_cols; \
__private contrib_type *slice = (__private contrib_type *)src; \
for (int i = 0; i < WI_rows; i++) { \
if ( (i*skip_factor + slid/sg_cols) < M ) \
ptr[IND##order(slid, stride, skip_factor, i, sg_cols)] = slice[i]; \
else \
continue; /*last even row for matrix with odd number of rows doesn't exist*/ \
}
#define DEFINE_STORE_IMPL_AS_GENERIC(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, generic) (char *mem, __private char *src, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_STORE_BLOCK2D_IMPL(sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
DEFINE_STORE_VECTORS_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, us, WI_rows, block_opt, AS_GLOBAL) \
} else { \
DEFINE_STORE_VECTORS_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, us, WI_rows, block_opt, AS_LOCAL) \
} \
DEFINE_STORE_SCALAR_IMPL(element_type, contrib_type, M, K, _##order, WI_rows) \
}
#define DEFINE_STORE_IMPL_AS_LOCAL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, local) (char *mem, __private char *src, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
DEFINE_STORE_VECTORS_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, us, WI_rows, block_opt, AS_LOCAL) \
DEFINE_STORE_SCALAR_IMPL(element_type, contrib_type, M, K, _##order, WI_rows) \
}
#define DEFINE_STORE_IMPL_AS_GLOBAL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, global) (char *mem, __private char *src, long stride, int cacheOpt) { \
int sg_size = get_sub_group_size(); \
DEFINE_STORE_BLOCK2D_IMPL(sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
DEFINE_STORE_VECTORS_IMPL(element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, us, WI_rows, block_opt, AS_GLOBAL) \
DEFINE_STORE_SCALAR_IMPL(element_type, contrib_type, M, K, _##order, WI_rows) \
}
#define DEFINE_STORE_CHECKED_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
INLINE void MANGLE_STORE_CHECKED_NAME(layout, sg, elem_bitwidth, shape, WI_rows) (char *mem, __private char *src, int y, int x, int height, int width, long stride, int cacheOpt) { \
DEFINE_STORE_CHECKED_BLOCK2D_IMPL(sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, _##order, WI_rows) \
}
#define DEFINE_STORE_IMPL(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
DEFINE_STORE_IMPL_AS_GENERIC(layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
DEFINE_STORE_IMPL_AS_LOCAL( layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt) \
DEFINE_STORE_IMPL_AS_GLOBAL( layout, sg, element_type, elem_bitwidth, contrib_type, contrib_bitwidth, M, K, shape, order, us, WI_rows, block_opt)
#define DEFINE_STORE(layout, sg, element_type, contrib_type, M, K, order, us, WI_rows, block_opt) \
DEFINE_STORE_IMPL(layout, sg, element_type, BITWIDTH(element_type), contrib_type, BITWIDTH(contrib_type),\
M, K, SHAPE(layout, M, K, element_type, contrib_type), \
order, us, WI_rows, block_opt)
/* only 2D block store is supported for checked store */
#define DEFINE_STORE_CHECKED(layout, sg, element_type, contrib_type, M, K, order, us, WI_rows, block_opt) \
DEFINE_STORE_CHECKED_IMPL(layout, sg, element_type, BITWIDTH(element_type), contrib_type, BITWIDTH(contrib_type),\
M, K, SHAPE(layout, M, K, element_type, contrib_type), \
order, us, WI_rows, block_opt)
// TODO: investigate why intel_sub_group_block_write causes an assertion and enable blocked non-continuous optimization
/* PackedA store i8 */
DEFINE_STORE(PackedA_RowMajor, , char, int, 1, 32, ROW_MAJOR, , 1, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 2, 32, ROW_MAJOR, , 2, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 3, 32, ROW_MAJOR, , 3, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 4, 32, ROW_MAJOR, , 4, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 5, 32, ROW_MAJOR, , 5, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 6, 32, ROW_MAJOR, , 6, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 7, 32, ROW_MAJOR, , 7, false)
DEFINE_STORE(PackedA_RowMajor, , char, int, 8, 32, ROW_MAJOR, , 8, false)
/* PackedA store i16 */
DEFINE_STORE(PackedA_RowMajor, , short, int, 1, 16, ROW_MAJOR, , 1, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 2, 16, ROW_MAJOR, , 2, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 3, 16, ROW_MAJOR, , 3, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 4, 16, ROW_MAJOR, , 4, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 5, 16, ROW_MAJOR, , 5, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 6, 16, ROW_MAJOR, , 6, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 7, 16, ROW_MAJOR, , 7, false)
DEFINE_STORE(PackedA_RowMajor, , short, int, 8, 16, ROW_MAJOR, , 8, false)
/* PackedA store i8 SG16 */
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 3, 32, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 4, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 5, 32, ROW_MAJOR, _us, 5, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 6, 32, ROW_MAJOR, _us, 6, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 7, 32, ROW_MAJOR, _us, 7, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 8, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 2, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 4, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 8, false)
/* PackedA store i8 SG16 for subgroup 32*/
// DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 1, 32, ROW_MAJOR, _us, 1, false) same as for subgroup 16
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 2, 32, ROW_MAJOR, _us, 1, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 3, 32, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 4, 32, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 5, 32, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 6, 32, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 7, 32, ROW_MAJOR, _us, 4, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, char, short, 8, 32, ROW_MAJOR, _us, 4, false)
/* PackedA store i16 SG16 */
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 3, 16, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 4, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 5, 16, ROW_MAJOR, _us, 5, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 6, 16, ROW_MAJOR, _us, 6, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 7, 16, ROW_MAJOR, _us, 7, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 8, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 2, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 4, false)
DEFINE_STORE_CHECKED(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 8, false)
/* PackedA store i16 SG16 for sub group size 32 */
// DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 1, 16, ROW_MAJOR, _us, 1, false) same as for subgroup 16
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 2, 16, ROW_MAJOR, _us, 1, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 3, 16, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 4, 16, ROW_MAJOR, _us, 2, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 5, 16, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 6, 16, ROW_MAJOR, _us, 3, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 7, 16, ROW_MAJOR, _us, 4, false)
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 8, 16, ROW_MAJOR, _us, 4, false)
/* A store tf32 SG16 */
DEFINE_STORE(PackedA_RowMajor, _SG16, int, int, 8, 8, ROW_MAJOR, , 4, false)
/* A store tf32 SG16 for sub group size 32*/
DEFINE_STORE(PackedA_RowMajor, _SG16, int, int, 8, 8, ROW_MAJOR, , 2, false)
/* PackedB store i16*/
DEFINE_STORE(PackedB_ColumnMajor, , short, int, 8, 16, COL_MAJOR, , 8, false)
DEFINE_STORE(PackedB_PackedB, , short, int, 8, 16, ROW_MAJOR, , 8, true)
DEFINE_STORE(PackedB_RowMajor, , short, int, 8, 16, VNNI_TX, , 8, true)
/* PackedB store i16 SG16*/
DEFINE_STORE(PackedB_ColumnMajor, _SG16, short, int, 8, 32, COL_MAJOR, , 8, false)
DEFINE_STORE(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 8, true)
DEFINE_STORE_CHECKED(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 8, true)
/* PackedB store i16 SG16 for subgroup 32*/
DEFINE_STORE(PackedB_PackedB, _SG16, short, int, 8, 32, ROW_MAJOR, , 4, true)
// TODO: investigate why intel_sub_group_block_write causes an assertion and enable blocked non-continuous optimization
/* PackedB store i8 */
DEFINE_STORE(PackedB_ColumnMajor, , char, int, 8, 32, COL_MAJOR, , 8, false)
DEFINE_STORE(PackedB_PackedB, , char, int, 8, 32, ROW_MAJOR, , 8, false)
/* PackedB store i8 SG16 */
DEFINE_STORE(PackedB_ColumnMajor, _SG16, char, int, 8, 64, COL_MAJOR, , 8, false)
DEFINE_STORE(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 8, false)
DEFINE_STORE_CHECKED(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 8, false)
/* PackedB store i8 SG16 for subgroup 32*/
DEFINE_STORE(PackedB_PackedB, _SG16, char, int, 8, 64, ROW_MAJOR, , 4, true)
/* B store tf32 SG16 */
DEFINE_STORE(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8, true)
DEFINE_STORE_CHECKED(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8, true)
/* B store tf32 SG16 for sub group size 32 */
DEFINE_STORE(PackedB_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4, true)
/* Acc i32 */
DEFINE_STORE(Accumulator_RowMajor, , int, int, 8, 8, ROW_MAJOR, , 8, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 7, 8, ROW_MAJOR, , 7, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 6, 8, ROW_MAJOR, , 6, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 5, 8, ROW_MAJOR, , 5, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 4, 8, ROW_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 3, 8, ROW_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 2, 8, ROW_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_RowMajor, , int, int, 1, 8, ROW_MAJOR, , 1, true)
/* Accumulator store i32 SG8 with transpose */
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 8, 8, COL_MAJOR, , 8, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 7, 8, COL_MAJOR, , 7, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 6, 8, COL_MAJOR, , 6, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 5, 8, COL_MAJOR, , 5, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 4, 8, COL_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 3, 8, COL_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 2, 8, COL_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_ColumnMajor, , int, int, 1, 8, COL_MAJOR, , 1, true)
/* Acc i32 SG16 */
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 7, 16, ROW_MAJOR, , 7, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 6, 16, ROW_MAJOR, , 6, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 5, 16, ROW_MAJOR, , 5, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 3, 16, ROW_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1, true)
DEFINE_STORE_CHECKED(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 8, true)
DEFINE_STORE_CHECKED(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 4, true)
DEFINE_STORE_CHECKED(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 2, true)
DEFINE_STORE_CHECKED(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1, true)
/* Accumulator store i32 SG16 with transpose */
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 8, 16, COL_MAJOR, , 8, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 7, 16, COL_MAJOR, , 7, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 6, 16, COL_MAJOR, , 6, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 5, 16, COL_MAJOR, , 5, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 4, 16, COL_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 3, 16, COL_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 2, 16, COL_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 1, 16, COL_MAJOR, , 1, true)
/* Acc i32 SG16 for subgroup 32*/
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 8, 16, ROW_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 7, 16, ROW_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 6, 16, ROW_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 5, 16, ROW_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 4, 16, ROW_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 3, 16, ROW_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 2, 16, ROW_MAJOR, , 1, true)
// DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 1, 16, ROW_MAJOR, , 1, true) same as for subgroup 16
/* Accumulator store i32 SG16 for subgroup 32 with transpose */
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 8, 16, COL_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 7, 16, COL_MAJOR, , 4, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 6, 16, COL_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 5, 16, COL_MAJOR, , 3, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 4, 16, COL_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 3, 16, COL_MAJOR, , 2, true)
DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 2, 16, COL_MAJOR, , 1, true)
// DEFINE_STORE(Accumulator_ColumnMajor, _SG16, int, int, 1, 16, COL_MAJOR, , 1, true) same as for subgroup 16
// sub group size 32 for big combinations is not optimized yet
DEFINE_STORE(PackedA_RowMajor, _SG16, short, short, 16, 16, ROW_MAJOR, , 8, false)
DEFINE_STORE(Accumulator_RowMajor, _SG16, int, int, 16, 16, ROW_MAJOR, , 8, false)
/* get_coord() support: */
#define MANGLE_GETCOORD_NAME(layout, sg, elem_bitwidth, R, C) \
__builtin_spirv_OpJointMatrixGetCoordINTEL_##layout##sg##_##R##x##C##_i##elem_bitwidth
/* Explanation of calculation for int8 and bf16 types
Let's say we are considering a JM of use::A, 8x32, of type i8, in Platform PVC.
with sub-group size 16.
<--------- 32----------------------------->
0 0 x x x x ..........................x x ^
0 o x x x x ..........................x x |
0 0 x x x x ..........................x x 8
0 0 x x x x ..........................x x |
..
0 0 x x x x ..........................x x v
As we divide the elements of the JM col-wise across WIs, each WI will have a
8x2 slice of the JM, and the number of elements held by each WI will be 16.
For example, in the above figure, the elements marked with a '0' is held by
work_item_0 of that subgroup. The next WI will be holding the next 2 cols
and so on..
Now let's look at the calculation. Let's say we are interested in getting the
small o item in work_item_0. The index here is 3. (Please note that index is
the argument of get_coord() call. And each WI has index running 0-15 in this
case, as they hold 16 elements (8x2))
So the calculation becomes:
row: (wi_id*pack_factor)/K + index/pack_factor*skip_factor --> (0*2)/32 + 3/2*1 = 0 + 1 = 1
col: (wi_id*pack_factor)%K + index%pack_factor --> (0*2)%32 + 3%2 = 0 + 1 = 1
Now, why the index for this particular item is 3 and not 9? That is because
the slice is stored in row-major fashion. So if we have the slice like
the following for a WI:
0 0
1 *1*
2 2
3 3
4 4
5 5
6 6
7 7
The storage in memory will be: 0 0 1 1 2 2 ... 7 7
*/
// R - number of rows
// C - number of columns
// VF - VNNI Factor
#define DEFINE_GET_COORD(layout, sg, elem_bitwidth, contrib_bitwidth, R, C, VF) \
INLINE int2 MANGLE_GETCOORD_NAME(layout, sg, elem_bitwidth, R, C) (int index) { \
int sg_size = get_sub_group_size(); \
int wi_id = get_sub_group_local_id(); \
int pack_factor = contrib_bitwidth / elem_bitwidth; \
int sg_cols = (C*VF) / pack_factor; \
int skip_factor = sg_size / sg_cols; \
int row = ((wi_id*pack_factor)/(C*VF) + index/pack_factor*skip_factor)* VF; \
int col = ((wi_id * pack_factor) % (C*VF) + index % pack_factor)/ VF; \
int2 result = (int2)(row, col); \
return result; \
}
// ------ PVC -------
// layout, sg, elem_bitwidth, contrib_bitwidth, R, C, VF
//int8
DEFINE_GET_COORD(PackedA, _SG16, 8, 16, 8, 32, 1)
DEFINE_GET_COORD(PackedB, _SG16, 8, 32, 32, 16, 4)
//bfloat16
DEFINE_GET_COORD(PackedA, _SG16, 16, 16, 8, 16, 1)
DEFINE_GET_COORD(PackedA, _SG16, 16, 16, 16, 16, 1)
DEFINE_GET_COORD(PackedB, _SG16, 16, 32, 16, 16, 2)
// Accumulator
DEFINE_GET_COORD(Accumulator, _SG16, 32, 32, 8, 16, 1)
DEFINE_GET_COORD(Accumulator, _SG16, 32, 32, 16, 16, 1)
// --------- XMX8 ------------
//int8
DEFINE_GET_COORD(PackedA, , 8, 32, 8, 32, 1)
DEFINE_GET_COORD(PackedB, , 8, 32, 32, 8, 4)
//bfloat16
DEFINE_GET_COORD(PackedA, , 16, 32, 8, 16, 1)
DEFINE_GET_COORD(PackedB, , 16, 32, 16, 8, 2)
// Accumulator
DEFINE_GET_COORD(Accumulator, , 32, 32, 8, 8, 1)
/* experimental large slice support: */
#define DEFINE_MAD_16x16x16_IMPL(a_type, b_type, a_suffix, b_suffix) \
INLINE void __builtin_spriv_OpJointMatrixMadINTEL_16x16x16_##a_type##_##b_type##_fp32(__private char *a_ptr, __private char *b_ptr, __private char *raw_c_ptr, __private char *result) { \
short16 a = *(short16 *)a_ptr; \
int8 b = *(int8 *)b_ptr; \
int16 raw_c = *(int16 *)raw_c_ptr; \
\
short8 a0 = (short8)(a.s0, a.s1, a.s2, a.s3, a.s4, a.s5, a.s6, a.s7); \
short8 a1 = (short8)(a.s8, a.s9, a.sa, a.sb, a.sc, a.sd, a.se, a.sf); \
\
float16 c = *(float16 *)&raw_c; \
\
float8 c0 = (float8)(c.s0, c.s1, c.s2, c.s3, c.s4, c.s5, c.s6, c.s7); \
float8 c1 = (float8)(c.s8, c.s9, c.sa, c.sb, c.sc, c.sd, c.se, c.sf); \
\
float8 fres0 = __builtin_IB_sub_group16_fdpas_f_f_##a_suffix##_##b_suffix##_8_8(c0, a0, b); \
float8 fres1 = __builtin_IB_sub_group16_fdpas_f_f_##a_suffix##_##b_suffix##_8_8(c1, a1, b); \
\
int8 res0 = *(int8 *)&fres0; \
int8 res1 = *(int8 *)&fres1; \
\
__private int16 *dst = (__private int16 *)result; \
*dst = (int16)(res0.s0, res0.s1, res0.s2, res0.s3, res0.s4, res0.s5, res0.s6, res0.s7, \
res1.s0, res1.s1, res1.s2, res1.s3, res1.s4, res1.s5, res1.s6, res1.s7); \
}
DEFINE_MAD_16x16x16_IMPL(bf16, bf16, bf, bf)
DEFINE_MAD_16x16x16_IMPL(fp16, fp16, hf, hf)
// Splitting a 32x32x16 MAD operation into sixteen of 8x8x8 MAD operations
INLINE void __builtin_spriv_OpJointMatrixMadINTEL_32x32x16_bf16_bf16_fp32(__private char *a_ptr, __private char *b_ptr, __private char *c_ptr, __private char *d_ptr) {
int8 a0 = *(int8 *)a_ptr;
int8 a1 = *(int8 *) (a_ptr + 1 * 16 * (sizeof (short)));
int8 a2 = *(int8 *) (a_ptr + 2 * 16 * (sizeof (short)));
int8 a3 = *(int8 *) (a_ptr + 3 * 16 * (sizeof (short)));
int8 b0 = *(int8 *)b_ptr;
int8 b1 = *(int8 *) (b_ptr + 1 * 16 * (sizeof (short)));
int8 b2 = *(int8 *) (b_ptr + 2 * 16 * (sizeof (short)));
int8 b3 = *(int8 *) (b_ptr + 3 * 16 * (sizeof (short)));
float8 c0 = *(float8 *) (c_ptr + 0 * 8 * (sizeof (int)));
float8 c1 = *(float8 *) (c_ptr + 4 * 8 * (sizeof (int)));
float8 c2 = *(float8 *) (c_ptr + 8 * 8 * (sizeof (int)));
float8 c3 = *(float8 *) (c_ptr + 12 * 8 * (sizeof (int)));
float8 c4 = *(float8 *) (c_ptr + 1 * 8 * (sizeof (int)));
float8 c5 = *(float8 *) (c_ptr + 5 * 8 * (sizeof (int)));
float8 c6 = *(float8 *) (c_ptr + 9 * 8 * (sizeof (int)));
float8 c7 = *(float8 *) (c_ptr + 13 * 8 * (sizeof (int)));
float8 c8 = *(float8 *) (c_ptr + 2 * 8 * (sizeof (int)));
float8 c9 = *(float8 *) (c_ptr + 6 * 8 * (sizeof (int)));
float8 c10 = *(float8 *) (c_ptr + 10 * 8 * (sizeof (int)));
float8 c11 = *(float8 *) (c_ptr + 14 * 8 * (sizeof (int)));
float8 c12 = *(float8 *) (c_ptr + 3 * 8 * (sizeof (int)));
float8 c13 = *(float8 *) (c_ptr + 7 * 8 * (sizeof (int)));
float8 c14 = *(float8 *) (c_ptr + 11 * 8 * (sizeof (int)));
float8 c15 = *(float8 *) (c_ptr + 15 * 8 * (sizeof (int)));
*(float8 *) (d_ptr + 0 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c0, a0, b0);
*(float8 *) (d_ptr + 4 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c1, a0, b1);
*(float8 *) (d_ptr + 8 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c2, a0, b2);
*(float8 *) (d_ptr + 12 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c3, a0, b3);
*(float8 *) (d_ptr + 1 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c4, a1, b0);
*(float8 *) (d_ptr + 5 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c5, a1, b1);
*(float8 *) (d_ptr + 9 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c6, a1, b2);
*(float8 *) (d_ptr + 13 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c7, a1, b3);
*(float8 *) (d_ptr + 2 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c8, a2, b0);
*(float8 *) (d_ptr + 6 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c9, a2, b1);
*(float8 *) (d_ptr + 10 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c10, a2, b2);
*(float8 *) (d_ptr + 14 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c11, a2, b3);
*(float8 *) (d_ptr + 3 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c12, a3, b0);
*(float8 *) (d_ptr + 7 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c13, a3, b1);
*(float8 *) (d_ptr + 11 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c14, a3, b2);
*(float8 *) (d_ptr + 15 * 8 * (sizeof (float))) = __builtin_IB_sub_group_fdpas_bf_bf_8_8(c15, a3, b3);
}
INLINE void __builtin_spriv_OpJointMatrixMadINTEL_1x64x16_bf16_bf16_fp32(__private char *a_ptr, __private char *b_ptr, __private char *c_ptr, __private char *d_ptr) {
short a = *(short *) a_ptr;
int8 b0 = *(int8 *) b_ptr;
int8 b1 = *(int8 *)(b_ptr + 1 * 16 * (sizeof (short)));
int8 b2 = *(int8 *)(b_ptr + 2 * 16 * (sizeof (short)));
int8 b3 = *(int8 *)(b_ptr + 3 * 16 * (sizeof (short)));
float c0 = *(float *) c_ptr;
float c1 = *(float *) (c_ptr + 1 * (sizeof (int)));
float c2 = *(float *) (c_ptr + 2 * (sizeof (int)));
float c3 = *(float *) (c_ptr + 3 * (sizeof (int)));
float d0 = __builtin_IB_sub_group16_fdpas_f_f_bf_bf_8_1(c0, a, b0);
float d1 = __builtin_IB_sub_group16_fdpas_f_f_bf_bf_8_1(c1, a, b1);
float d2 = __builtin_IB_sub_group16_fdpas_f_f_bf_bf_8_1(c2, a, b2);
float d3 = __builtin_IB_sub_group16_fdpas_f_f_bf_bf_8_1(c3, a, b3);
__private int4 *dst = (__private int4 *)d_ptr;
*dst = (int4)(as_int(d0), as_int(d1), as_int(d2), as_int(d3));
}
INLINE void __builtin_spriv_OpJointMatrixMadINTEL_32x64x16_bf16_bf16_fp32(__private char *a_ptr, __private char *b_ptr, __private char *c_ptr, __private char *d_ptr) {
__private char *a0 = a_ptr;
__private char *a1 = a_ptr + 16 * (sizeof (short));
__private char *b0 = b_ptr;
__private char *b1 = b_ptr + 1 * 16 * (sizeof (short));
__private char *b2 = b_ptr + 2 * 16 * (sizeof (short));
__private char *b3 = b_ptr + 3 * 16 * (sizeof (short));
__private char *c0 = c_ptr + 0 * 16 * (sizeof (int));
__private char *c1 = c_ptr + 2 * 16 * (sizeof (int));
__private char *c2 = c_ptr + 4 * 16 * (sizeof (int));
__private char *c3 = c_ptr + 6 * 16 * (sizeof (int));
__private char *c4 = c_ptr + 1 * 16 * (sizeof (int));
__private char *c5 = c_ptr + 3 * 16 * (sizeof (int));
__private char *c6 = c_ptr + 5 * 16 * (sizeof (int));
__private char *c7 = c_ptr + 7 * 16 * (sizeof (int));
__private char *d0 = d_ptr + 0 * 16 * (sizeof (int));
__private char *d1 = d_ptr + 2 * 16 * (sizeof (int));
__private char *d2 = d_ptr + 4 * 16 * (sizeof (int));
__private char *d3 = d_ptr + 6 * 16 * (sizeof (int));
__private char *d4 = d_ptr + 1 * 16 * (sizeof (int));
__private char *d5 = d_ptr + 3 * 16 * (sizeof (int));
__private char *d6 = d_ptr + 5 * 16 * (sizeof (int));
__private char *d7 = d_ptr + 7 * 16 * (sizeof (int));
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a0, b0, c0, d0);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a0, b1, c1, d1);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a0, b2, c2, d2);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a0, b3, c3, d3);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a1, b0, c4, d4);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a1, b1, c5, d5);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a1, b2, c6, d6);
__builtin_spriv_OpJointMatrixMadINTEL_16x16x16_bf16_bf16_fp32(a1, b3, c7, d7);
}
/* PackedA load i16 for big shapes */
DEFINE_LOAD(PackedA_RowMajor, , short, int, 32, 16, ROW_MAJOR, , 32)
/* PackedA load i16 SG16 for big shapes */
DEFINE_LOAD( PackedA_RowMajor, _SG16, short, short, 16, 16, ROW_MAJOR, _us, 16)
DEFINE_LOAD( PackedA_RowMajor, _SG16, short, short, 32, 16, ROW_MAJOR, _us, 32)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 16, 16, ROW_MAJOR, , 16)
DEFINE_LOAD_CHECKED(PackedA_RowMajor, _SG16, short, short, 32, 16, ROW_MAJOR, , 32)
/* Accumulator load i32 for big shapes */
DEFINE_LOAD(Accumulator_RowMajor, , int, int, 32, 8, ROW_MAJOR, , 32)
/* Accumulator load i32 SG16 for big shapes */
DEFINE_LOAD( Accumulator_RowMajor, _SG16, int, int, 16, 16, ROW_MAJOR, , 16)
DEFINE_LOAD( Accumulator_RowMajor, _SG16, int, int, 32, 16, ROW_MAJOR, , 32)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 16, 16, ROW_MAJOR, , 16)
DEFINE_LOAD_CHECKED(Accumulator_RowMajor, _SG16, int, int, 32, 16, ROW_MAJOR, , 32)
/* Optimization for big shapes 1d load, where number of columns is multiple of sub-group size
specifically, for sub group size 16 and number of columns 64, we can load 4 elements in one instruction */
#define DEFINE_LOAD_LARGE_IMPL_4_OPTIMIZED_VECTOR_CONT_IMPL(layout, elem_type, contrib_type, R, address_space) \
if (BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) == VECTOR_CONT_IMPL) { \
if (_##layout == _Accumulator_RowMajor || _##layout == _PackedB_PackedB) { \
for (int i = 0; i < R; i++) { \
uint4 row = intel_sub_group_block_read4((__##address_space uint *)(mem + i * stride * sizeof(elem_type))); \
*((__private uint *)(dst + i * sizeof(contrib_type))) = row.x; \
*((__private uint *)(dst + (i + R) * sizeof(contrib_type))) = row.y; \
*((__private uint *)(dst + (i + R*2) * sizeof(contrib_type))) = row.z; \
*((__private uint *)(dst + (i + R*3) * sizeof(contrib_type))) = row.w; \
} \
return; \
} \
/* B row major case - need to VNNI manually */\
for (int i = 0; i < R; i++) { \
ushort4 row0 = intel_sub_group_block_read_us4((__##address_space uint *)(mem + (2*i ) * stride * sizeof(elem_type))); \
ushort4 row1 = intel_sub_group_block_read_us4((__##address_space uint *)(mem + (2*i + 1) * stride * sizeof(elem_type))); \
*((__private uint *)(dst + i * sizeof(contrib_type))) = as_int((ushort2)(row0.x, row1.x)); \
*((__private uint *)(dst + (i + R) * sizeof(contrib_type))) = as_int((ushort2)(row0.y, row1.y)); \
*((__private uint *)(dst + (i + R*2) * sizeof(contrib_type))) = as_int((ushort2)(row0.z, row1.z)); \
*((__private uint *)(dst + (i + R*3) * sizeof(contrib_type))) = as_int((ushort2)(row0.w, row1.w)); \
} \
return; \
}
// default implementation for large shapes which is reusing smaller loads
// _4 in the name is for 4 smaller loads
// This function implements the LOAD operations for Matrix B and Martix C for combinations 32x64x16, and 32x32x16
#define DEFINE_LOAD_LARGE_IMPL_4(layout, sg, elem_type, elem_bitwidth, contrib_type, WI_rows_per_load, address_space, column_stride, load_shape) \
__private char *dst0 = dst; \
__private char *dst1 = dst + 1 * WI_rows_per_load * (sizeof (contrib_type)); \
__private char *dst2 = dst + 2 * WI_rows_per_load * (sizeof (contrib_type)); \
__private char *dst3 = dst + 3 * WI_rows_per_load * (sizeof (contrib_type)); \
\
char *mem0 = mem; \
char *mem1 = mem + 1 * MEM_OFFSET_##layout(, column_stride, stride) * sizeof(elem_type); \
char *mem2 = mem + 2 * MEM_OFFSET_##layout(, column_stride, stride) * sizeof(elem_type); \
char *mem3 = mem + 3 * MEM_OFFSET_##layout(, column_stride, stride) * sizeof(elem_type); \
\
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_##address_space##_v8i8_pi32_i32(dst0, mem0, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_##address_space##_v8i8_pi32_i32(dst1, mem1, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_##address_space##_v8i8_pi32_i32(dst2, mem2, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadINTEL_##layout##sg##_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_##address_space##_v8i8_pi32_i32(dst3, mem3, stride, cacheOpt); \
return;
#define DEFINE_LOAD_LARGE_IMPL_4_AS_GENERIC(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, load_shape) \
INLINE void MANGLE_LOAD_NAME_AS_GENERIC(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_LOAD_LARGE_IMPL_4_OPTIMIZED_VECTOR_CONT_IMPL(layout, elem_type, contrib_type, R, global) \
DEFINE_LOAD_LARGE_IMPL_4(layout, sg, elem_type, elem_bitwidth, contrib_type, WI_rows_per_load, global, column_stride, load_shape) \
} \
DEFINE_LOAD_LARGE_IMPL_4_OPTIMIZED_VECTOR_CONT_IMPL(layout, elem_type, contrib_type, R, local) \
DEFINE_LOAD_LARGE_IMPL_4(layout, sg, elem_type, elem_bitwidth, contrib_type, WI_rows_per_load, local, column_stride, load_shape) \
}
#define DEFINE_LOAD_LARGE_IMPL_4_AS_LOCAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, load_shape) \
INLINE void MANGLE_LOAD_NAME_AS_LOCAL(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
DEFINE_LOAD_LARGE_IMPL_4_OPTIMIZED_VECTOR_CONT_IMPL(layout, elem_type, contrib_type, R, local) \
DEFINE_LOAD_LARGE_IMPL_4(layout, sg, elem_type, elem_bitwidth, contrib_type, WI_rows_per_load, local, column_stride, load_shape) \
}
#define DEFINE_LOAD_LARGE_IMPL_4_AS_GLOBAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, load_shape) \
INLINE void MANGLE_LOAD_NAME_AS_GLOBAL(layout, sg, elem_bitwidth, shape, WI_rows) (__private char *dst, char *mem, long stride, int cacheOpt) { \
DEFINE_LOAD_LARGE_IMPL_4_OPTIMIZED_VECTOR_CONT_IMPL(layout, elem_type, contrib_type, R, global) \
DEFINE_LOAD_LARGE_IMPL_4(layout, sg, elem_type, elem_bitwidth, contrib_type, WI_rows_per_load, global, column_stride, load_shape) \
}
// _4 in the name is for 4 2d block loads
#define DEFINE_LOAD_CHECKED_LARGE_IMPL_4(layout, elem_bitwidth, contrib_type, shape, WI_rows, WI_rows_per_load, column_stride, load_shape) \
INLINE void __builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##_SG16_##shape##_i##elem_bitwidth##_##WI_rows##_v8i8_pi32_i32(__private char *dst, char *mem, int y, int x, int height, int width, long stride, int cacheOpt) { \
__private char *dst0 = dst; \
__private char *dst1 = dst + 1 * WI_rows_per_load * (sizeof (contrib_type)); \
__private char *dst2 = dst + 2 * WI_rows_per_load * (sizeof (contrib_type)); \
__private char *dst3 = dst + 3 * WI_rows_per_load * (sizeof (contrib_type)); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##_SG16_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_v8i8_pi32_i32(dst0, mem, y, x + 0 * MEM_OFFSET_##layout(, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##_SG16_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_v8i8_pi32_i32(dst1, mem, y, x + 1 * MEM_OFFSET_##layout(, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##_SG16_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_v8i8_pi32_i32(dst2, mem, y, x + 2 * MEM_OFFSET_##layout(, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_##layout##_SG16_##load_shape##_i##elem_bitwidth##_##WI_rows_per_load##_v8i8_pi32_i32(dst3, mem, y, x + 3 * MEM_OFFSET_##layout(, column_stride, stride), height, width, stride, cacheOpt); \
}
#define DEFINE_LOAD_LARGE__(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, num_loads, WI_rows_per_load, row_stride, column_stride) \
DEFINE_LOAD_LARGE_IMPL_##num_loads##_AS_GENERIC(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type)) \
DEFINE_LOAD_LARGE_IMPL_##num_loads##_AS_LOCAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type)) \
DEFINE_LOAD_LARGE_IMPL_##num_loads##_AS_GLOBAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, WI_rows_per_load, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type))
#define DEFINE_LOAD_CHECKED_LARGE_IMPL_(layout, elem_bitwidth, contrib_type, shape, WI_rows, num_loads, WI_rows_per_load, column_stride, load_shape) \
DEFINE_LOAD_CHECKED_LARGE_IMPL_##num_loads(layout, elem_bitwidth, contrib_type, shape, WI_rows, WI_rows_per_load, column_stride, load_shape)
#define DEFINE_LOAD_CHECKED_LARGE__(layout, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, num_loads, WI_rows_per_load, row_stride, column_stride) \
DEFINE_LOAD_CHECKED_LARGE_IMPL_(layout, elem_bitwidth, contrib_type, shape, WI_rows, num_loads, WI_rows_per_load, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type))
#define DEFINE_LOAD_LARGE(layout, sg, elem_type, contrib_type, R, C, WI_rows, num_loads) \
DEFINE_LOAD_LARGE__(layout, sg, elem_type, BITWIDTH(elem_type), contrib_type, R, SHAPE(layout, R, C, elem_type, contrib_type), WI_rows, num_loads, MATH_DIV(WI_rows, num_loads), ROW_STRIDE(layout, R, C, num_loads), COLUMN_STRIDE(layout, R, C, num_loads))
#define DEFINE_LOAD_CHECKED_LARGE(layout, elem_type, contrib_type, R, C, WI_rows, num_loads) \
DEFINE_LOAD_CHECKED_LARGE__(layout, elem_type, BITWIDTH(elem_type), contrib_type, SHAPE(layout, R, C, elem_type, contrib_type), WI_rows, num_loads, MATH_DIV(WI_rows, num_loads), ROW_STRIDE(layout, R, C, num_loads), COLUMN_STRIDE(layout, R, C, num_loads))
/* PackedB load i16 */
DEFINE_LOAD_LARGE(PackedB_PackedB, , short, int, 8, 64, 32, 4)
DEFINE_LOAD_LARGE(PackedB_RowMajor, , short, int, 8, 64, 32, 4)
/* PackedB load i16 SG16 */
DEFINE_LOAD_LARGE(PackedB_PackedB, _SG16, short, int, 8, 128, 32, 4)
DEFINE_LOAD_LARGE(PackedB_RowMajor, _SG16, short, int, 8, 128, 32, 4)
DEFINE_LOAD_CHECKED_LARGE(PackedB_PackedB, short, int, 8, 128, 32, 4)
DEFINE_LOAD_CHECKED_LARGE(PackedB_RowMajor, short, int, 8, 128, 32, 4)
/* Accumulator load i32 */
DEFINE_LOAD_LARGE(Accumulator_RowMajor, , int, int, 32, 32, 128, 4)
/* Accumulator load i32 SG16 */
DEFINE_LOAD_LARGE(Accumulator_RowMajor, _SG16, int, int, 32, 64, 128, 4)
DEFINE_LOAD_CHECKED_LARGE(Accumulator_RowMajor, int, int, 32, 64, 128, 4)
#define DEFINE_STORE_LARGE_IMPL_2_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, address_space) \
/* Not applicable, fallthrough */
// _2 suffix in the name indicates that the function is using 2 stores
// This function implements the STORE operations for PackedA_RowMajor 16x16, and Accumulator_RowMajor 16x16 matrix formats
#define DEFINE_STORE_LARGE_IMPL_2(layout, sg, element_type, elem_bitwidth, contrib_type, shape, WI_rows, address_space, row_stride, column_stride, store_shape) \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
\
char *mem0 = mem; \
char *mem1 = mem + row_stride * stride * sizeof(element_type); \
\
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem0, c0, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem1, c1, stride, cacheOpt); \
return;
// Optimization for big shapes 1d load, where number of columns, converted to contrib type is multiple of sub-group size
// Specifically: for sub group size 16 (8) and number of columns 64 (32), we can store 4 elements in one instruction
// This function implements the STORE operations for PackedB_PackedB 16x32, PackedB_RowMajor 16x32, PackedB_PackedB 16x64
#define DEFINE_STORE_LARGE_IMPL_4_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, address_space) \
if (BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) == VECTOR_CONT_IMPL) { \
if (_##layout == _Accumulator_RowMajor || _##layout == _PackedB_PackedB) { \
for (int i = 0; i < R; i++) { \
uint src0 = *((uint*)(src + i * sizeof(contrib_type))); \
uint src1 = *((uint*)(src + (i + R) * sizeof(contrib_type))); \
uint src2 = *((uint*)(src + (i + R * 2) * sizeof(contrib_type))); \
uint src3 = *((uint*)(src + (i + R * 3) * sizeof(contrib_type))); \
uint4 row = (uint4)(src0, src1, src2, src3); \
intel_sub_group_block_write4((__##address_space uint *)(mem + i * stride * sizeof(elem_type)), row); \
} \
return; \
} \
/* B row major case - need to convert from VNNI to row major layout */ \
if (_##layout == _PackedB_RowMajor) { \
for (int i = 0; i < R; i++) { \
uint src0 = *((uint*)(src + i * sizeof(contrib_type))); \
uint src1 = *((uint*)(src + (i + R) * sizeof(contrib_type))); \
uint src2 = *((uint*)(src + (i + R * 2) * sizeof(contrib_type))); \
uint src3 = *((uint*)(src + (i + R * 3) * sizeof(contrib_type))); \
\
ushort2 src0us2 = as_ushort2(src0); \
ushort2 src1us2 = as_ushort2(src1); \
ushort2 src2us2 = as_ushort2(src2); \
ushort2 src3us2 = as_ushort2(src3); \
\
ushort4 row0 = (ushort4)(src0us2.x, src1us2.x, src2us2.x, src3us2.x); \
ushort4 row1 = (ushort4)(src0us2.y, src1us2.y, src2us2.y, src3us2.y); \
intel_sub_group_block_write_us4((__##address_space ushort *)(mem + (2*i ) * stride * sizeof(elem_type)), row0); \
intel_sub_group_block_write_us4((__##address_space ushort *)(mem + (2*i+1) * stride * sizeof(elem_type)), row1); \
} \
return; \
} \
/* fall through for anything else not supported */ \
}
// _4 suffix in the name indicates that the function is using 4 stores
// This function implements the STORE operations for PackedA_RowMajor 32x16, PackedB_PackedB 16x64, PackedB_PackedB 16x32, and PackedB_RowMajor 16x32 matrix formats.
#define DEFINE_STORE_LARGE_IMPL_4(layout, sg, element_type, elem_bitwidth, contrib_type, shape, WI_rows, address_space, row_stride, column_stride, store_shape) \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
__private char *c2 = src + 2 * 8 * (sizeof (contrib_type)); \
__private char *c3 = src + 3 * 8 * (sizeof (contrib_type)); \
\
char *mem0 = mem; \
char *mem1 = mem + 1 * MEM_OFFSET_##layout(row_stride, column_stride, stride) * sizeof(element_type);\
char *mem2 = mem + 2 * MEM_OFFSET_##layout(row_stride, column_stride, stride) * sizeof(element_type);\
char *mem3 = mem + 3 * MEM_OFFSET_##layout(row_stride, column_stride, stride) * sizeof(element_type);\
\
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem0, c0, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem1, c1, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem2, c2, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_##layout##sg##_##store_shape##_i##elem_bitwidth##_8_##address_space##_pi64_v8i8(mem3, c3, stride, cacheOpt); \
return; \
// Optimization for big shapes 1d load, where number of columns is multiple of sub-group size
// Specifically: for sub group size 16 (8) and number of columns 64 (32), we can store 4 elements in one instruction
// This function implements the STORE operations for Accumulator_RowMajor 32x64, and Accumulator_RowMajor 32x32 matrix formats
#define DEFINE_STORE_LARGE_IMPL_16_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, address_space) \
DEFINE_STORE_LARGE_IMPL_4_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, address_space)
// _16 suffix in the name indicates that the function is using 16 stores
// This function implements the STORE operations for Accumulator_RowMajor 32x64, and Accumulator_RowMajor 32x32 matrix formats
#define DEFINE_STORE_LARGE_IMPL_16(layout, sg, element_type, elem_bitwidth, contrib_type, shape, WI_rows, address_space, row_stride, column_stride, store_shape) \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
__private char *c2 = src + 2 * 8 * (sizeof (contrib_type)); \
__private char *c3 = src + 3 * 8 * (sizeof (contrib_type)); \
__private char *c4 = src + 4 * 8 * (sizeof (contrib_type)); \
__private char *c5 = src + 5 * 8 * (sizeof (contrib_type)); \
__private char *c6 = src + 6 * 8 * (sizeof (contrib_type)); \
__private char *c7 = src + 7 * 8 * (sizeof (contrib_type)); \
__private char *c8 = src + 8 * 8 * (sizeof (contrib_type)); \
__private char *c9 = src + 9 * 8 * (sizeof (contrib_type)); \
__private char *c10 = src + 10 * 8 * (sizeof (contrib_type)); \
__private char *c11 = src + 11 * 8 * (sizeof (contrib_type)); \
__private char *c12 = src + 12 * 8 * (sizeof (contrib_type)); \
__private char *c13 = src + 13 * 8 * (sizeof (contrib_type)); \
__private char *c14 = src + 14 * 8 * (sizeof (contrib_type)); \
__private char *c15 = src + 15 * 8 * (sizeof (contrib_type)); \
\
char *mem0 = mem; \
char *mem1 = mem + 0 * column_stride * (sizeof (element_type)) + 1 * row_stride * stride * (sizeof (element_type)); \
char *mem2 = mem + 0 * column_stride * (sizeof (element_type)) + 2 * row_stride * stride * (sizeof (element_type)); \
char *mem3 = mem + 0 * column_stride * (sizeof (element_type)) + 3 * row_stride * stride * (sizeof (element_type)); \
char *mem4 = mem + 1 * column_stride * (sizeof (element_type)); \
char *mem5 = mem + 1 * column_stride * (sizeof (element_type)) + 1 * row_stride * stride * (sizeof (element_type)); \
char *mem6 = mem + 1 * column_stride * (sizeof (element_type)) + 2 * row_stride * stride * (sizeof (element_type)); \
char *mem7 = mem + 1 * column_stride * (sizeof (element_type)) + 3 * row_stride * stride * (sizeof (element_type)); \
char *mem8 = mem + 2 * column_stride * (sizeof (element_type)); \
char *mem9 = mem + 2 * column_stride * (sizeof (element_type)) + 1 * row_stride * stride * (sizeof (element_type)); \
char *mem10 = mem + 2 * column_stride * (sizeof (element_type)) + 2 * row_stride * stride * (sizeof (element_type)); \
char *mem11 = mem + 2 * column_stride * (sizeof (element_type)) + 3 * row_stride * stride * (sizeof (element_type)); \
char *mem12 = mem + 3 * column_stride * (sizeof (element_type)); \
char *mem13 = mem + 3 * column_stride * (sizeof (element_type)) + 1 * row_stride * stride * (sizeof (element_type)); \
char *mem14 = mem + 3 * column_stride * (sizeof (element_type)) + 2 * row_stride * stride * (sizeof (element_type)); \
char *mem15 = mem + 3 * column_stride * (sizeof (element_type)) + 3 * row_stride * stride * (sizeof (element_type)); \
\
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem0, c0, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem1, c1, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem2, c2, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem3, c3, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem4, c4, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem5, c5, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem6, c6, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem7, c7, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem8, c8, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem9, c9, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem10, c10, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem11, c11, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem12, c12, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem13, c13, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem14, c14, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor##sg##_##store_shape##_i32_8_##address_space##_pi64_v8i8(mem15, c15, stride, cacheOpt); \
return;
// _2 suffix in the name indicates that the function is using 2 2d block stores
#define DEFINE_STORE_CHECKED_LARGE_IMPL_2(layout, elem_bitwidth, contrib_type, shape, WI_rows, row_stride, column_stride, store_shape) \
INLINE void MANGLE_STORE_CHECKED_NAME(layout, _SG16, elem_bitwidth, shape, WI_rows) (char *mem, __private char *src, int y, int x, int height, int width, long stride, int cacheOpt) { \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c0, y + 0 * row_stride, x, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c1, y + 1 * row_stride, x, height, width, stride, cacheOpt); \
}
// _4 suffix in the name indicates that the function is using 4 2d block stores
#define DEFINE_STORE_CHECKED_LARGE_IMPL_4(layout, elem_bitwidth, contrib_type, shape, WI_rows, row_stride, column_stride, store_shape) \
INLINE void MANGLE_STORE_CHECKED_NAME(layout, _SG16, elem_bitwidth, shape, WI_rows) (char *mem, __private char *src, int y, int x, int height, int width, long stride, int cacheOpt) { \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
__private char *c2 = src + 2 * 8 * (sizeof (contrib_type)); \
__private char *c3 = src + 3 * 8 * (sizeof (contrib_type)); \
\
if (_##layout == _PackedA_RowMajor) { \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c0, y + 0 * row_stride, x, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c1, y + 1 * row_stride, x, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c2, y + 2 * row_stride, x, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c3, y + 3 * row_stride, x, height, width, stride, cacheOpt); \
return; \
} \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c0, y, x + 0 * MEM_OFFSET_##layout(row_stride, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c1, y, x + 1 * MEM_OFFSET_##layout(row_stride, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c2, y, x + 2 * MEM_OFFSET_##layout(row_stride, column_stride, stride), height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_##layout##_SG16_##store_shape##_i##elem_bitwidth##_8_pi64_v8i8(mem, c3, y, x + 3 * MEM_OFFSET_##layout(row_stride, column_stride, stride), height, width, stride, cacheOpt); \
return; \
}
// _16 suffix in the name indicates that the function is using 16 stores
#define DEFINE_STORE_CHECKED_LARGE_IMPL_16(layout, elem_bitwidth, contrib_type, shape, WI_rows, row_stride, column_stride, store_shape) \
INLINE void MANGLE_STORE_CHECKED_NAME(layout, _SG16, elem_bitwidth, shape, WI_rows) (char *mem, __private char *src, int y, int x, int height, int width, long stride, int cacheOpt) { \
__private char *c0 = src + 0 * 8 * (sizeof (contrib_type)); \
__private char *c1 = src + 1 * 8 * (sizeof (contrib_type)); \
__private char *c2 = src + 2 * 8 * (sizeof (contrib_type)); \
__private char *c3 = src + 3 * 8 * (sizeof (contrib_type)); \
__private char *c4 = src + 4 * 8 * (sizeof (contrib_type)); \
__private char *c5 = src + 5 * 8 * (sizeof (contrib_type)); \
__private char *c6 = src + 6 * 8 * (sizeof (contrib_type)); \
__private char *c7 = src + 7 * 8 * (sizeof (contrib_type)); \
__private char *c8 = src + 8 * 8 * (sizeof (contrib_type)); \
__private char *c9 = src + 9 * 8 * (sizeof (contrib_type)); \
__private char *c10 = src + 10 * 8 * (sizeof (contrib_type)); \
__private char *c11 = src + 11 * 8 * (sizeof (contrib_type)); \
__private char *c12 = src + 12 * 8 * (sizeof (contrib_type)); \
__private char *c13 = src + 13 * 8 * (sizeof (contrib_type)); \
__private char *c14 = src + 14 * 8 * (sizeof (contrib_type)); \
__private char *c15 = src + 15 * 8 * (sizeof (contrib_type)); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c0, y + 0 * row_stride, x + 0 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c1, y + 1 * row_stride, x + 0 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c2, y + 2 * row_stride, x + 0 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c3, y + 3 * row_stride, x + 0 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c4, y + 0 * row_stride, x + 1 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c5, y + 1 * row_stride, x + 1 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c6, y + 2 * row_stride, x + 1 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c7, y + 3 * row_stride, x + 1 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c8, y + 0 * row_stride, x + 2 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c9, y + 1 * row_stride, x + 2 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c10, y + 2 * row_stride, x + 2 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c11, y + 3 * row_stride, x + 2 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c12, y + 0 * row_stride, x + 3 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c13, y + 1 * row_stride, x + 3 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c14, y + 2 * row_stride, x + 3 * column_stride, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_##store_shape##_i32_8_pi64_v8i8(mem, c15, y + 3 * row_stride, x + 3 * column_stride, height, width, stride, cacheOpt); \
}
#define DEFINE_STORE_LARGE_IMPL_AS_GENERIC(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, generic) (char *mem, __private char *src, long stride, int cacheOpt) { \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_STORE_LARGE_IMPL_##num_stores##_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, global) \
DEFINE_STORE_LARGE_IMPL_##num_stores(layout, sg, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, global, row_stride, column_stride, store_shape) \
} \
DEFINE_STORE_LARGE_IMPL_##num_stores##_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, local) \
DEFINE_STORE_LARGE_IMPL_##num_stores(layout, sg, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, local, row_stride, column_stride, store_shape) \
}
#define DEFINE_STORE_LARGE_IMPL_AS_LOCAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, local) (char *mem, __private char *src, long stride, int cacheOpt) { \
DEFINE_STORE_LARGE_IMPL_##num_stores##_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, local) \
DEFINE_STORE_LARGE_IMPL_##num_stores(layout, sg, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, local, row_stride, column_stride, store_shape) \
}
#define DEFINE_STORE_LARGE_IMPL_AS_GLOBAL(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores) \
INLINE void MANGLE_STORE_NAME(layout, sg, elem_bitwidth, shape, WI_rows, global) (char *mem, __private char *src, long stride, int cacheOpt) { \
DEFINE_STORE_LARGE_IMPL_##num_stores##_OPT_VEC_CONT_IMPL(layout, elem_type, contrib_type, R, global) \
DEFINE_STORE_LARGE_IMPL_##num_stores(layout, sg, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, global, row_stride, column_stride, store_shape) \
}
#define DEFINE_STORE_LARGE_IMPL_(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, num_stores, row_stride, column_stride, store_shape) \
DEFINE_STORE_LARGE_IMPL_AS_GENERIC(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores) \
DEFINE_STORE_LARGE_IMPL_AS_LOCAL( layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores) \
DEFINE_STORE_LARGE_IMPL_AS_GLOBAL( layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, row_stride, column_stride, store_shape, num_stores)
#define DEFINE_STORE_CHECKED_LARGE_IMPL_(layout, elem_bitwidth, contrib_type, shape, WI_rows, num_stores, row_stride, column_stride, store_shape) \
DEFINE_STORE_CHECKED_LARGE_IMPL_##num_stores(layout, elem_bitwidth, contrib_type, shape, WI_rows, row_stride, column_stride, store_shape)
#define DEFINE_STORE_LARGE__(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, num_stores, row_stride, column_stride)\
DEFINE_STORE_LARGE_IMPL_(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, num_stores, row_stride, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type))
#define DEFINE_STORE_CHECKED_LARGE__(layout, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, num_stores, row_stride, column_stride) \
DEFINE_STORE_CHECKED_LARGE_IMPL_(layout, elem_bitwidth, contrib_type, shape, WI_rows, num_stores, row_stride, column_stride, SHAPE(layout, row_stride, column_stride, elem_type, contrib_type))
#define DEFINE_STORE_LARGE_(layout, sg, elem_type, elem_bitwidth, contrib_type, contrib_bitwidth, R, C, shape, WI_rows, num_stores) \
DEFINE_STORE_LARGE__(layout, sg, elem_type, elem_bitwidth, contrib_type, R, shape, WI_rows, num_stores, ROW_STRIDE(layout, R, C, num_stores), COLUMN_STRIDE(layout, R, C, num_stores))
#define DEFINE_STORE_CHECKED_LARGE_(layout, elem_type, elem_bitwidth, contrib_type, R, C, shape, WI_rows, num_stores) \
DEFINE_STORE_CHECKED_LARGE__(layout, elem_type, elem_bitwidth, contrib_type, shape, WI_rows, num_stores, ROW_STRIDE(layout, R, C, num_stores), COLUMN_STRIDE(layout, R, C, num_stores))
#define DEFINE_STORE_LARGE(layout, sg, elem_type, contrib_type, R, C, WI_rows) \
DEFINE_STORE_LARGE_(layout, sg, elem_type, BITWIDTH(elem_type), contrib_type, BITWIDTH(contrib_type), R, C, SHAPE(layout, R, C, elem_type, contrib_type), WI_rows, MATH_DIV(WI_rows, 8))
#define DEFINE_STORE_CHECKED_LARGE(layout, elem_type, contrib_type, R, C, WI_rows) \
DEFINE_STORE_CHECKED_LARGE_(layout, elem_type, BITWIDTH(elem_type), contrib_type, R, C, SHAPE(layout, R, C, elem_type, contrib_type), WI_rows, MATH_DIV(WI_rows, 8))
/* PackedA load i16 */
DEFINE_STORE_LARGE(PackedA_RowMajor, , short, int, 32, 16, 32) // 4 stores in default impl, no 1d optimization possible
/* PackedA load i16 SG16 */
DEFINE_STORE_LARGE(PackedA_RowMajor, _SG16, short, short, 16, 16, 16) // 2 stores in default impl, no 1d optimization possible
DEFINE_STORE_LARGE(PackedA_RowMajor, _SG16, short, short, 32, 16, 32) // 4 stores in default impl, no 1d optimization possible
DEFINE_STORE_CHECKED_LARGE(PackedA_RowMajor, short, short, 16, 16, 16)
DEFINE_STORE_CHECKED_LARGE(PackedA_RowMajor, short, short, 32, 16, 32)
/* PackedB load i16 */
DEFINE_STORE_LARGE(PackedB_PackedB, , short, int, 8, 64, 32) // 4 stores in default impl, 1d optimized with 4 stores at one op
DEFINE_STORE_LARGE(PackedB_RowMajor, , short, int, 8, 64, 32) // 4 stores in default impl, 1d optimized with 2 stores at one op
/* PackedB load i16 SG16 */
DEFINE_STORE_LARGE(PackedB_PackedB, _SG16, short, int, 8, 128, 32) // 4 stores in default impl, 1d optimized with 4 stores at one op
DEFINE_STORE_CHECKED_LARGE(PackedB_PackedB, short, int, 8, 128, 32)
/* Accumulator load i32 */
DEFINE_STORE_LARGE(Accumulator_RowMajor, , int, int, 32, 32, 128) // 16 stores in default impl, 1d optimized with 4 stores at one op
/* Accumulator load i32 SG16 */
DEFINE_STORE_LARGE(Accumulator_RowMajor, _SG16, int, int, 16, 16, 16) // 2 stores in default impl, no 1d optimization possible
DEFINE_STORE_LARGE(Accumulator_RowMajor, _SG16, int, int, 32, 64, 128) // 16 stores in default impl, 1d optimized with 4 stores at one op
DEFINE_STORE_CHECKED_LARGE(Accumulator_RowMajor, int, int, 16, 16, 16)
DEFINE_STORE_CHECKED_LARGE(Accumulator_RowMajor, int, int, 32, 64, 128)
// special case for 1x64 C load and store
// Joint Matrices are expected to be contiguous in memory, without padding at the end of a row
// hence, we can load 1x64 shape using single 2d block load of shape 4x16 instead of 4 1x16 loads
// or 1 block read4 instead of 4 block read by 1 element
#define DEFINE_LOAD_LARGE_BLOCK2D_IMPL_1() \
if (BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= BLOCK2D_IMPL) { \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = sizeof(int) * 16 - 1; /* load 1x64 as 4x16, hence, width is 16 int in bytes */ \
int height = 4 - 1; /* row count */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
long x = (offset - baseoffset) / sizeof(int); /* in elements */ \
int2 coords = (int2)(x, 0); \
uint4 __builtin_IB_subgroup_block_read_flat_u32_wi4_m4k16v1(long, int, int, int, int2, int); \
uint4 res = __builtin_IB_subgroup_block_read_flat_u32_wi4_m4k16v1(baseoffset, width, height, pitch, coords, cacheOpt); \
*(__private uint4 *)dst = res; \
return; \
} \
#define DEFINE_LOAD_LARGE_VECTORS_IMPL_1(address_space) \
if(BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_CONT_IMPL) { \
*(__private uint4 *)dst = intel_sub_group_block_read4((__##address_space uint *)mem); \
return; \
} \
if(BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_IMPL) { \
SUB_GROUP_LOAD(intel_sub_group_block_read, 4, (__##address_space uint *)mem, dst, 16, int); \
return; \
}
#define DEFINE_LOAD_LARGE_SCALAR_IMPL_1() \
int *ptr = (int *)mem; \
int slid = get_sub_group_local_id(); \
__private int *wi_contrib = (__private int *)dst; \
for (int i = 0; i < 4; i++) \
wi_contrib[i] = ptr[i*16 + slid];
#define DEFINE_LOAD_CHECKED_LARGE_BLOCK2D_IMPL_1() \
/* load 1x64 as 4 loads 1x16 */ \
__private char *dst0 = dst + 0 * 1 * sizeof(int); \
__private char *dst1 = dst + 1 * 1 * sizeof(int); \
__private char *dst2 = dst + 2 * 1 * sizeof(int); \
__private char *dst3 = dst + 3 * 1 * sizeof(int); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_v8i8_pi32_i32(dst0, mem, y, x + 0 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_v8i8_pi32_i32(dst1, mem, y, x + 1 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_v8i8_pi32_i32(dst2, mem, y, x + 2 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixLoadCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_v8i8_pi32_i32(dst3, mem, y, x + 3 * 16, height, width, stride, cacheOpt);
#define DEFINE_LOAD_LARGE_1_IMPL_AS_GENERIC() \
INLINE void __builtin_spriv_OpJointMatrixLoadINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_generic_v8i8_pi32_i32(__private char *dst, char *mem, long stride, int cacheOpt) { \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_LOAD_LARGE_BLOCK2D_IMPL_1() \
DEFINE_LOAD_LARGE_VECTORS_IMPL_1(global) \
} else { \
DEFINE_LOAD_LARGE_VECTORS_IMPL_1(local) \
} \
DEFINE_LOAD_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_LOAD_LARGE_1_IMPL_AS_LOCAL() \
INLINE void __builtin_spriv_OpJointMatrixLoadINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_local_v8i8_pi32_i32(__private char *dst, char *mem, long stride, int cacheOpt) { \
DEFINE_LOAD_LARGE_VECTORS_IMPL_1(local) \
DEFINE_LOAD_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_LOAD_LARGE_1_IMPL_AS_GLOBAL() \
INLINE void __builtin_spriv_OpJointMatrixLoadINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_global_v8i8_pi32_i32(__private char *dst, char *mem, long stride, int cacheOpt) { \
DEFINE_LOAD_LARGE_BLOCK2D_IMPL_1() \
DEFINE_LOAD_LARGE_VECTORS_IMPL_1(global) \
DEFINE_LOAD_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_LOAD_CHECKED_LARGE_1_IMPL() \
INLINE void __builtin_spriv_OpJointMatrixLoadCheckedINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_v8i8_pi32_i32(__private char *dst, char *mem, int y, int x, int height, int width, long stride, int cacheOpt) { \
DEFINE_LOAD_CHECKED_LARGE_BLOCK2D_IMPL_1() \
}
#define DEFINE_LOAD_LARGE_1(layout, M, K) \
DEFINE_LOAD_LARGE_1_IMPL_AS_GENERIC() \
DEFINE_LOAD_LARGE_1_IMPL_AS_LOCAL() \
DEFINE_LOAD_LARGE_1_IMPL_AS_GLOBAL()
#define DEFINE_LOAD_CHECKED_LARGE_1(layout, M, K) \
DEFINE_LOAD_CHECKED_LARGE_1_IMPL()
DEFINE_LOAD_LARGE_1(Accumulator_RowMajor, 1, 64)
DEFINE_LOAD_CHECKED_LARGE_1(Accumulator_RowMajor, 1, 64)
#define DEFINE_STORE_LARGE_BLOCK2D_IMPL_1() \
if (BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= BLOCK2D_IMPL) { \
long offset = as_long(mem); \
long baseoffset = offset & (~0x3f); /* align to 64-byte */ \
int width = sizeof(int) * 16 - 1; /* in bytes, load 1x64 as 4x16 to use one load instead of 4 */ \
int pitch = width; /* JointMatrices are expected to be contiguous in memory, without padding at the end of a row */ \
int height = 4 - 1; /* row count */ \
long x = (offset - baseoffset) / sizeof(int); /* in elements */ \
int2 coords = (int2)(x, 0); \
uint4 val = *(uint4 *)src; \
void __builtin_IB_subgroup_block_write_flat_u32_wi4_m4k16v1(long, int, int, int, int2, uint4, int); \
__builtin_IB_subgroup_block_write_flat_u32_wi4_m4k16v1(baseoffset, width, height, pitch, coords, val, cacheOpt); \
return; \
}
#define DEFINE_STORE_LARGE_VECTORS_IMPL_1(address_space) \
if(BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_CONT_IMPL) { \
uint4 c = *(uint4 *) src; \
intel_sub_group_block_write4((__##address_space uint *)mem, c); \
return; \
} \
if(BIF_FLAG_CTRL_GET(JointMatrixLoadStoreOpt) >= VECTOR_IMPL) { \
__##address_space uint *ptr = (__##address_space uint *)mem; \
for (int i = 0; i < 4; i++) \
intel_sub_group_block_write(ptr + i * 16, ((__private uint *)src)[i]); \
return; \
}
#define DEFINE_STORE_LARGE_SCALAR_IMPL_1() \
int *ptr = (int *)mem; \
int slid = get_sub_group_local_id(); \
__private int *slice = (__private int *)src; \
for (int i = 0; i < 4; i++) \
ptr[i*16 + slid] = slice[i];
#define DEFINE_STORE_CHECKED_LARGE_BLOCK2D_IMPL_1() \
/* store 1x64 as 4 stores 1x16 */ \
__private char *c0 = src + 0 * 1 * (sizeof (int)); \
__private char *c1 = src + 1 * 1 * (sizeof (int)); \
__private char *c2 = src + 2 * 1 * (sizeof (int)); \
__private char *c3 = src + 3 * 1 * (sizeof (int)); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_pi64_v8i8(mem, c0, y, x + 0 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_pi64_v8i8(mem, c1, y, x + 1 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_pi64_v8i8(mem, c2, y, x + 2 * 16, height, width, stride, cacheOpt); \
__builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_1x16_i32_1_pi64_v8i8(mem, c3, y, x + 3 * 16, height, width, stride, cacheOpt);
#define DEFINE_STORE_LARGE_1_IMPL_AS_GENERIC() \
INLINE void __builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_generic_pi64_v8i8(char *mem, __private char *src, long stride, int cacheOpt) { \
__builtin_assume((__global char*)mem != 0); \
int memIsGlobal = (0 != SPIRV_BUILTIN(GenericCastToPtrExplicit, _p1i8_p4i8_i32, _ToGlobal)(__builtin_astype((mem), __generic char*), StorageWorkgroup)); \
if (memIsGlobal) { \
DEFINE_STORE_LARGE_BLOCK2D_IMPL_1() \
DEFINE_STORE_LARGE_VECTORS_IMPL_1(global) \
} else { \
DEFINE_STORE_LARGE_VECTORS_IMPL_1(local) \
} \
DEFINE_STORE_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_STORE_LARGE_1_IMPL_AS_LOCAL() \
INLINE void __builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_local_pi64_v8i8(char *mem, __private char *src, long stride, int cacheOpt) { \
DEFINE_STORE_LARGE_VECTORS_IMPL_1(local) \
DEFINE_STORE_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_STORE_LARGE_1_IMPL_AS_GLOBAL() \
INLINE void __builtin_spriv_OpJointMatrixStoreINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_global_pi64_v8i8(char *mem, __private char *src, long stride, int cacheOpt) { \
DEFINE_STORE_LARGE_BLOCK2D_IMPL_1() \
DEFINE_STORE_LARGE_VECTORS_IMPL_1(global) \
DEFINE_STORE_LARGE_SCALAR_IMPL_1() \
}
#define DEFINE_STORE_CHECKED_LARGE_1_IMPL() \
INLINE void __builtin_spriv_OpJointMatrixStoreCheckedINTEL_Accumulator_RowMajor_SG16_1x64_i32_4_pi64_v8i8(char *mem, __private char *src, int y, int x, int height, int width, long stride, int cacheOpt) { \
DEFINE_STORE_CHECKED_LARGE_BLOCK2D_IMPL_1() \
}
#define DEFINE_STORE_LARGE_1(layout, M, K) \
DEFINE_STORE_LARGE_1_IMPL_AS_GENERIC() \
DEFINE_STORE_LARGE_1_IMPL_AS_LOCAL() \
DEFINE_STORE_LARGE_1_IMPL_AS_GLOBAL()
#define DEFINE_STORE_CHECKED_LARGE_1(layout, M, K) \
DEFINE_STORE_CHECKED_LARGE_1_IMPL()
DEFINE_STORE_LARGE_1(Accumulator_RowMajor, 1, 64)
DEFINE_STORE_CHECKED_LARGE_1(Accumulator_RowMajor, 1, 64)
#define DEFINE_FILLCHECKED_IMPL(element_type, elem_bitwidth, WI_rows) \
INLINE void MANGLE_FILLCHECKED_NAME(elem_bitwidth, WI_rows) (__private char *dst, int y, int x, int height, int width, element_type value) { \
int slid = get_sub_group_local_id(); \
__private element_type *wi_contrib = (__private element_type *) dst; \
for (int i = 0; i < WI_rows; i++) { \
element_type fill_value = ((slid < width - x) && (i < height - y)) ? value : 0; \
wi_contrib[i] = fill_value; \
} \
}
#define DEFINE_FILLCHECKED__(element_type, elem_bitwidth, WI_rows) \
DEFINE_FILLCHECKED_IMPL(element_type, elem_bitwidth, WI_rows)
#define DEFINE_FILLCHECKED(element_type, WI_rows) \
DEFINE_FILLCHECKED__(element_type, BITWIDTH(element_type), WI_rows)
#define DEFINE_FILLCHECKED_GROUP(element_type) \
DEFINE_FILLCHECKED(element_type, 1) \
DEFINE_FILLCHECKED(element_type, 2) \
DEFINE_FILLCHECKED(element_type, 4) \
DEFINE_FILLCHECKED(element_type, 8) \
DEFINE_FILLCHECKED(element_type, 16) \
DEFINE_FILLCHECKED(element_type, 32) \
DEFINE_FILLCHECKED(element_type, 64) \
DEFINE_FILLCHECKED(element_type, 128)
DEFINE_FILLCHECKED_GROUP(char)
DEFINE_FILLCHECKED_GROUP(short)
DEFINE_FILLCHECKED_GROUP(int)
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