blob: 82ff0ee263360d3d8295c0b9131de6c2c5e2d1ee [file]
// Copyright 2022 The IREE Authors
//
// Licensed under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
#include "iree/builtins/ukernel/pack_internal.h"
enum { iree_uk_pack_tmp_buf_size = 4096 };
// Holds some information and a temporary buffer for performing padding.
typedef struct iree_uk_pack_tmpbuf_helper_t {
// Temporary buffer to pad the source data into, to pass to the tile_func.
// Cache line alignment helps in pack_benchmark on ARM Cortex-A510/A710.
IREE_UK_ATTRIBUTE_ALIGNED(64) char tmp_buf[iree_uk_pack_tmp_buf_size];
// How many tiles fit in `tmp_buf`.
int max_tiles_in_tmp_buf;
// Is the padding value as single-byte pattern (so we can use memset).
bool is_padding_single_byte;
} iree_uk_pack_tmpbuf_helper_t;
// Returns true if the bytes in `bytes01234567` are all equal.
static bool iree_uk_is_single_byte_pattern(iree_uk_uint64_t bytes01234567) {
// Most common case of zero pattern.
if (!bytes01234567) {
return true;
}
iree_uk_uint32_t bytes0123 = bytes01234567;
iree_uk_uint32_t bytes4567 = bytes01234567 >> 32;
iree_uk_uint16_t bytes01 = bytes0123;
iree_uk_uint16_t bytes23 = bytes0123 >> 16;
iree_uk_uint8_t byte0 = bytes01;
iree_uk_uint8_t byte1 = bytes01 >> 8;
return (bytes0123 == bytes4567) && (bytes01 == bytes23) && (byte0 == byte1);
}
// Initializes a `iree_uk_pack_tmpbuf_helper_t`. Asserts if the temporary buffer
// is smaller than one tile.
static void iree_uk_pack_tmpbuf_helper_init(
iree_uk_index_t tile_size0, iree_uk_index_t tile_size1,
iree_uk_index_t elem_size, iree_uk_uint64_t padding_value,
iree_uk_pack_tmpbuf_helper_t* helper) {
helper->max_tiles_in_tmp_buf =
iree_uk_pack_tmp_buf_size >>
iree_uk_ceil_log2_u32(tile_size0 * tile_size1 * elem_size);
IREE_UK_ASSERT(helper->max_tiles_in_tmp_buf > 0);
helper->is_padding_single_byte =
(elem_size == 1) || iree_uk_is_single_byte_pattern(padding_value);
}
static void iree_uk_pack_validate(const iree_uk_pack_params_t* params) {
#ifdef IREE_UK_ENABLE_ASSERTS
const iree_uk_uint32_t allflags = IREE_UK_FLAG_PACK_TRANSPOSE_INNER |
IREE_UK_FLAG_PACK_TRANSPOSE_OUTER |
IREE_UK_FLAG_PACK_TYPE_MASK;
IREE_UK_ASSERT(!(params->flags & ~allflags));
iree_uk_uint32_t flags_type = params->flags & IREE_UK_FLAG_PACK_TYPE_MASK;
IREE_UK_ASSERT(flags_type == IREE_UK_FLAG_PACK_TYPE_F32F32 ||
flags_type == IREE_UK_FLAG_PACK_TYPE_I8I8 ||
flags_type == IREE_UK_FLAG_PACK_TYPE_I32I32 ||
flags_type == IREE_UK_FLAG_PACK_TYPE_F16F16 ||
flags_type == IREE_UK_FLAG_PACK_TYPE_BF16BF16);
IREE_UK_ASSERT(params->in_size0 >= 0);
IREE_UK_ASSERT(params->in_size1 >= 0);
IREE_UK_ASSERT(params->out_size0 >= 0);
IREE_UK_ASSERT(params->out_size1 >= 0);
IREE_UK_ASSERT(params->out_size2 >= 0);
IREE_UK_ASSERT(params->out_size3 >= 0);
IREE_UK_ASSERT(params->in_stride0 >= 0);
IREE_UK_ASSERT(params->in_stride1 >= 0);
IREE_UK_ASSERT(params->out_stride0 >= 0);
IREE_UK_ASSERT(params->out_stride1 == params->out_size2 * params->out_size3);
// Check that the input and output shapes match, give or take padding that
// must not exceed the inner tile size.s
iree_uk_index_t outer_size0 = params->out_size0;
iree_uk_index_t outer_size1 = params->out_size1;
iree_uk_index_t tile_size0 = params->out_size2;
iree_uk_index_t tile_size1 = params->out_size3;
if (params->flags & IREE_UK_FLAG_PACK_TRANSPOSE_OUTER) {
iree_uk_index_swap(&outer_size0, &outer_size1);
}
if (params->flags & IREE_UK_FLAG_PACK_TRANSPOSE_INNER) {
iree_uk_index_swap(&tile_size0, &tile_size1);
}
IREE_UK_ASSERT(outer_size0 * tile_size0 >= params->in_size0);
IREE_UK_ASSERT(outer_size1 * tile_size1 >= params->in_size1);
// TODO(#11632): reenable these conditions.
// IREE_UK_ASSERT((outer_size0 - 1) * tile_size0 < params->in_size0);
// IREE_UK_ASSERT((outer_size1 - 1) * tile_size1 < params->in_size1);
// Initialize a padding helper, just to get the assertion that the tile size
// does not exceed the internal temporary buffer size, without having to
// duplicate this arithmetic. Generally, we want to hit all failure modes
// in the validation function so that the subsequent ukernel code can be
// treated as infallible.
iree_uk_pack_tmpbuf_helper_t helper;
iree_uk_pack_type_t pack_type = iree_uk_pack_type(params->flags);
iree_uk_type_t elem_type = iree_uk_pack_in_type(pack_type);
iree_uk_index_t elem_size = iree_uk_type_size(elem_type);
iree_uk_pack_tmpbuf_helper_init(tile_size0, tile_size1, elem_size,
params->padding_value, &helper);
#endif // IREE_UK_ENABLE_ASSERTS
}
// Early-return implementation for this ukernel. Returns true if already done.
static bool iree_uk_pack_early(const iree_uk_pack_params_t* params) {
return (params->out_size0 == 0 || params->out_size1 == 0 ||
params->out_size2 == 0 || params->out_size3 == 0);
}
// Fills `buf` with `num_elems` times the `pattern` of size `elem_size`.
// If this pattern's `elem_size` bytes are all equal, then it is legal to pass
// `is_single_byte_pattern=true`, which allows the impl to use memset.
static void iree_uk_fill(char* IREE_UK_RESTRICT buf, iree_uk_index_t num_elems,
iree_uk_index_t elem_size,
iree_uk_uint64_t padding_value,
bool is_padding_single_byte) {
if (is_padding_single_byte) {
iree_uk_memset(buf, padding_value & 0xFF, num_elems * elem_size);
} else if (elem_size == 2) {
iree_uk_uint16_t padding_value_uint16 = padding_value;
iree_uk_uint16_t* IREE_UK_RESTRICT buf_uint16 = (iree_uk_uint16_t*)buf;
for (iree_uk_index_t i = 0; i < num_elems; ++i) {
buf_uint16[i] = padding_value_uint16;
}
} else if (elem_size == 4) {
iree_uk_uint32_t padding_value_uint32 = padding_value;
iree_uk_uint32_t* IREE_UK_RESTRICT buf_uint32 = (iree_uk_uint32_t*)buf;
for (iree_uk_index_t i = 0; i < num_elems; ++i) {
buf_uint32[i] = padding_value_uint32;
}
} else { // elem_size >= 8
// While arbitrary large elem_size is allowed, padding_value remains a
// uint64, so elem_size >= 16 only support a repeating 8-byte pattern.
iree_uk_uint64_t* IREE_UK_RESTRICT buf_uint64 = (iree_uk_uint64_t*)buf;
for (iree_uk_index_t i = 0; i < num_elems * elem_size / 8; ++i) {
buf_uint64[i] = padding_value;
}
}
}
static void iree_uk_copy_1d_strided_to_unstrided_x8(
iree_uk_uint8_t* IREE_UK_RESTRICT dst,
const iree_uk_uint8_t* IREE_UK_RESTRICT src, iree_uk_index_t num_elems,
iree_uk_index_t stride) {
for (iree_uk_index_t i = 0; i < num_elems; ++i) {
dst[i] = src[i * stride];
}
}
static void iree_uk_copy_1d_strided_to_unstrided_x16(
iree_uk_uint16_t* IREE_UK_RESTRICT dst,
const iree_uk_uint16_t* IREE_UK_RESTRICT src, iree_uk_index_t num_elems,
iree_uk_index_t stride) {
for (iree_uk_index_t i = 0; i < num_elems; ++i) {
dst[i] = src[i * stride];
}
}
static void iree_uk_copy_1d_strided_to_unstrided_x32(
iree_uk_uint32_t* IREE_UK_RESTRICT dst,
const iree_uk_uint32_t* IREE_UK_RESTRICT src, iree_uk_index_t num_elems,
iree_uk_index_t stride) {
for (iree_uk_index_t i = 0; i < num_elems; ++i) {
dst[i] = src[i * stride];
}
}
static void iree_uk_copy_1d_strided_to_unstrided(
void* IREE_UK_RESTRICT dst, const void* IREE_UK_RESTRICT src,
iree_uk_index_t num_elems, iree_uk_index_t elem_size,
iree_uk_index_t stride) {
if (stride == 1) {
iree_uk_memcpy(dst, src, num_elems * elem_size);
return;
}
switch (elem_size) {
case 1:
iree_uk_copy_1d_strided_to_unstrided_x8(dst, src, num_elems, stride);
return;
case 2:
iree_uk_copy_1d_strided_to_unstrided_x16(dst, src, num_elems, stride);
return;
case 4:
iree_uk_copy_1d_strided_to_unstrided_x32(dst, src, num_elems, stride);
return;
default:
for (iree_uk_index_t i = 0; i < num_elems; i++) {
iree_uk_memcpy(((char*)dst) + i * elem_size,
((const char*)src) + i * stride * elem_size, elem_size);
}
}
}
// Copy from a source 2D buffer to a destination 2D buffer, padding to the
// destination size.
static void iree_uk_copy_and_pad(
iree_uk_index_t src_size0, iree_uk_index_t src_size1,
iree_uk_index_t src_stride0, iree_uk_index_t src_stride1,
const char* src_buf, iree_uk_index_t dst_size0, iree_uk_index_t dst_size1,
iree_uk_index_t dst_stride0, char* dst_buf, iree_uk_index_t elem_size,
bool whole_tiles, iree_uk_uint64_t padding_value,
bool is_padding_single_byte) {
if (!whole_tiles) {
iree_uk_fill(dst_buf, dst_size1 + (dst_size0 - 1) * dst_stride0, elem_size,
padding_value, is_padding_single_byte);
}
for (iree_uk_index_t in_i0 = 0; in_i0 < src_size0; in_i0++) {
iree_uk_copy_1d_strided_to_unstrided(dst_buf, src_buf, src_size1, elem_size,
src_stride1);
dst_buf += dst_stride0 * elem_size;
src_buf += src_stride0 * elem_size;
}
}
// Pads and packs an entire row. In cases that are known not to require padding,
// it is more efficient to call tile_func directly.
static void iree_uk_pad_and_pack_row_using_tile_func(
iree_uk_pack_tile_func_t tile_func, iree_uk_index_t dim1_tile_start,
iree_uk_index_t dim1_tile_end, iree_uk_index_t dim0_src_read_size,
iree_uk_index_t tile_size0, iree_uk_index_t tile_size1,
iree_uk_index_t elem_size, iree_uk_index_t in_size1,
iree_uk_index_t in_stride0, iree_uk_index_t in_stride1,
iree_uk_index_t out_stride1, bool whole_tiles,
iree_uk_uint64_t padding_value, iree_uk_pack_tmpbuf_helper_t* helper,
const char* in_buf, char* out_buf) {
if (whole_tiles && in_stride1 == 1) {
tile_func(out_buf + (dim1_tile_start * out_stride1 * elem_size),
in_buf + dim1_tile_start * tile_size1 * elem_size,
dim1_tile_end - dim1_tile_start, out_stride1, in_stride0,
elem_size, tile_size0, tile_size1);
return;
}
iree_uk_index_t dim1_tile = dim1_tile_start;
while (dim1_tile < dim1_tile_end) {
iree_uk_index_t dim1_chunk_tiles = iree_uk_index_clamp(
dim1_tile_end - dim1_tile, 0, helper->max_tiles_in_tmp_buf);
iree_uk_index_t dim1_chunk_src_width = dim1_chunk_tiles * tile_size1;
iree_uk_index_t dim1_chunk_src_pos = dim1_tile * tile_size1;
iree_uk_index_t i1_read_size = iree_uk_index_clamp(
in_size1 - dim1_chunk_src_pos, 0, dim1_chunk_src_width);
iree_uk_copy_and_pad(
dim0_src_read_size, i1_read_size, in_stride0, in_stride1,
in_buf + dim1_chunk_src_pos * in_stride1 * elem_size, tile_size0,
dim1_chunk_src_width, dim1_chunk_src_width, helper->tmp_buf, elem_size,
whole_tiles, padding_value, helper->is_padding_single_byte);
tile_func(out_buf + (dim1_tile * out_stride1 * elem_size), helper->tmp_buf,
dim1_chunk_tiles, out_stride1, dim1_chunk_src_width, elem_size,
tile_size0, tile_size1);
dim1_tile += dim1_chunk_tiles;
}
}
static void iree_uk_pack_using_tile_func(const iree_uk_pack_params_t* params,
iree_uk_pack_tile_func_t tile_func) {
// For now, the input and output element types are always the same.
iree_uk_pack_type_t pack_type = iree_uk_pack_type(params->flags);
iree_uk_type_t elem_type = iree_uk_pack_in_type(pack_type);
iree_uk_index_t elem_size = iree_uk_type_size(elem_type);
iree_uk_index_t outer_size0 = params->out_size0;
iree_uk_index_t outer_size1 = params->out_size1;
iree_uk_index_t tile_size0 = params->out_size2;
iree_uk_index_t tile_size1 = params->out_size3;
iree_uk_index_t out_stride_l0 = params->out_stride0;
iree_uk_index_t out_stride1 = params->out_size3 * params->out_size2;
if (params->flags & IREE_UK_FLAG_PACK_TRANSPOSE_OUTER) {
iree_uk_index_swap(&outer_size0, &outer_size1);
iree_uk_index_swap(&out_stride_l0, &out_stride1);
}
if (params->flags & IREE_UK_FLAG_PACK_TRANSPOSE_INNER) {
iree_uk_index_swap(&tile_size0, &tile_size1);
}
const char* in_buf =
(const char*)params->in_buffer + (params->in_offset * elem_size);
char* out_buf = (char*)params->out_buffer + (params->out_offset * elem_size);
// Prepare for padding.
iree_uk_pack_tmpbuf_helper_t helper;
iree_uk_pack_tmpbuf_helper_init(tile_size0, tile_size1, elem_size,
params->padding_value, &helper);
// Compute number of tiles along both dimensions that fit entirely within the
// source buffer's boundaries.
int dim1_full_tiles = params->in_size1 >> iree_uk_ceil_log2_u32(tile_size1);
iree_uk_index_t i0 = 0;
for (; i0 <= params->in_size0 - tile_size0; i0 += tile_size0) {
// Pack whole tiles that do not require padding (entirely within the source
// buffer's boundaries).
iree_uk_pad_and_pack_row_using_tile_func(
tile_func, 0, dim1_full_tiles, tile_size0, tile_size0, tile_size1,
elem_size, params->in_size1, params->in_stride0, params->in_stride1,
out_stride1, /*whole_tiles=*/true, params->padding_value, &helper,
in_buf, out_buf);
// Right-padding.
iree_uk_pad_and_pack_row_using_tile_func(
tile_func, dim1_full_tiles, outer_size1, tile_size0, tile_size0,
tile_size1, elem_size, params->in_size1, params->in_stride0,
params->in_stride1, out_stride1, /*whole_tiles=*/false,
params->padding_value, &helper, in_buf, out_buf);
out_buf += out_stride_l0 * elem_size;
in_buf += tile_size0 * params->in_stride0 * elem_size;
}
// Bottom-padding.
for (; i0 < outer_size0 * tile_size0; i0 += tile_size0) {
iree_uk_index_t dim0_src_read_size =
iree_uk_index_clamp(params->in_size0 - i0, 0, tile_size0);
iree_uk_pad_and_pack_row_using_tile_func(
tile_func, 0, outer_size1, dim0_src_read_size, tile_size0, tile_size1,
elem_size, params->in_size1, params->in_stride0, params->in_stride1,
out_stride1, /*whole_tiles=*/false, params->padding_value, &helper,
in_buf, out_buf);
out_buf += out_stride_l0 * elem_size;
in_buf += tile_size0 * params->in_stride0 * elem_size;
}
}
void iree_uk_pack_p(const iree_uk_pack_params_t* params) {
iree_uk_pack_validate(params);
if (iree_uk_pack_early(params)) return;
// Select a target-specific tile_func and use that with generic outer loops.
iree_uk_pack_tile_func_t tile_func = iree_uk_pack_select_tile_func(params);
iree_uk_pack_using_tile_func(params, tile_func);
}
IREE_UK_EXPORT void iree_uk_pack(
const void* in_buffer, iree_uk_index_t in_offset,
iree_uk_index_t in_stride0, iree_uk_index_t in_stride1, void* out_buffer,
iree_uk_index_t out_offset, iree_uk_index_t out_stride0,
iree_uk_index_t out_stride1, iree_uk_index_t in_size0,
iree_uk_index_t in_size1, iree_uk_index_t out_size0,
iree_uk_index_t out_size1, iree_uk_index_t out_size2,
iree_uk_index_t out_size3, iree_uk_uint64_t padding_value,
iree_uk_uint32_t flags, const iree_uk_uint64_t* cpu_data) {
iree_uk_pack_params_t params = {.in_buffer = in_buffer,
.in_offset = in_offset,
.in_stride0 = in_stride0,
.in_stride1 = in_stride1,
.out_buffer = out_buffer,
.out_offset = out_offset,
.out_stride0 = out_stride0,
.out_stride1 = out_stride1,
.in_size0 = in_size0,
.in_size1 = in_size1,
.out_size0 = out_size0,
.out_size1 = out_size1,
.out_size2 = out_size2,
.out_size3 = out_size3,
.padding_value = padding_value,
.flags = flags,
.cpu_data = cpu_data};
iree_uk_pack_p(&params);
}