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byte_stream_split_internal.h
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byte_stream_split_internal.h
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// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
#pragma once
#include "arrow/util/endian.h"
#include "arrow/util/simd.h"
#include "arrow/util/ubsan.h"
#include <algorithm>
#include <cassert>
#include <cstdint>
#ifdef ARROW_HAVE_SSE4_2
// Enable the SIMD for ByteStreamSplit Encoder/Decoder
#define ARROW_HAVE_SIMD_SPLIT
#endif // ARROW_HAVE_SSE4_2
namespace arrow::util::internal {
//
// SIMD implementations
//
#if defined(ARROW_HAVE_SSE4_2)
template <typename T>
void ByteStreamSplitDecodeSse2(const uint8_t* data, int64_t num_values, int64_t stride,
T* out) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kNumStreamsLog2 = (kNumStreams == 8U ? 3U : 2U);
constexpr int64_t kBlockSize = sizeof(__m128i) * kNumStreams;
const int64_t size = num_values * sizeof(T);
const int64_t num_blocks = size / kBlockSize;
uint8_t* output_data = reinterpret_cast<uint8_t*>(out);
// First handle suffix.
// This helps catch if the simd-based processing overflows into the suffix
// since almost surely a test would fail.
const int64_t num_processed_elements = (num_blocks * kBlockSize) / kNumStreams;
for (int64_t i = num_processed_elements; i < num_values; ++i) {
uint8_t gathered_byte_data[kNumStreams];
for (size_t b = 0; b < kNumStreams; ++b) {
const size_t byte_index = b * stride + i;
gathered_byte_data[b] = data[byte_index];
}
out[i] = arrow::util::SafeLoadAs<T>(&gathered_byte_data[0]);
}
// The blocks get processed hierarchically using the unpack intrinsics.
// Example with four streams:
// Stage 1: AAAA BBBB CCCC DDDD
// Stage 2: ACAC ACAC BDBD BDBD
// Stage 3: ABCD ABCD ABCD ABCD
__m128i stage[kNumStreamsLog2 + 1U][kNumStreams];
constexpr size_t kNumStreamsHalf = kNumStreams / 2U;
for (int64_t i = 0; i < num_blocks; ++i) {
for (size_t j = 0; j < kNumStreams; ++j) {
stage[0][j] = _mm_loadu_si128(
reinterpret_cast<const __m128i*>(&data[i * sizeof(__m128i) + j * stride]));
}
for (size_t step = 0; step < kNumStreamsLog2; ++step) {
for (size_t j = 0; j < kNumStreamsHalf; ++j) {
stage[step + 1U][j * 2] =
_mm_unpacklo_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
stage[step + 1U][j * 2 + 1U] =
_mm_unpackhi_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
}
}
for (size_t j = 0; j < kNumStreams; ++j) {
_mm_storeu_si128(reinterpret_cast<__m128i*>(
&output_data[(i * kNumStreams + j) * sizeof(__m128i)]),
stage[kNumStreamsLog2][j]);
}
}
}
template <typename T>
void ByteStreamSplitEncodeSse2(const uint8_t* raw_values, const size_t num_values,
uint8_t* output_buffer_raw) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kBlockSize = sizeof(__m128i) * kNumStreams;
__m128i stage[3][kNumStreams];
__m128i final_result[kNumStreams];
const size_t size = num_values * sizeof(T);
const size_t num_blocks = size / kBlockSize;
const __m128i* raw_values_sse = reinterpret_cast<const __m128i*>(raw_values);
__m128i* output_buffer_streams[kNumStreams];
for (size_t i = 0; i < kNumStreams; ++i) {
output_buffer_streams[i] =
reinterpret_cast<__m128i*>(&output_buffer_raw[num_values * i]);
}
// First handle suffix.
const size_t num_processed_elements = (num_blocks * kBlockSize) / sizeof(T);
for (size_t i = num_processed_elements; i < num_values; ++i) {
for (size_t j = 0U; j < kNumStreams; ++j) {
const uint8_t byte_in_value = raw_values[i * kNumStreams + j];
output_buffer_raw[j * num_values + i] = byte_in_value;
}
}
// The current shuffling algorithm diverges for float and double types but the compiler
// should be able to remove the branch since only one path is taken for each template
// instantiation.
// Example run for floats:
// Step 0, copy:
// 0: ABCD ABCD ABCD ABCD 1: ABCD ABCD ABCD ABCD ...
// Step 1: _mm_unpacklo_epi8 and mm_unpackhi_epi8:
// 0: AABB CCDD AABB CCDD 1: AABB CCDD AABB CCDD ...
// 0: AAAA BBBB CCCC DDDD 1: AAAA BBBB CCCC DDDD ...
// Step 3: __mm_unpacklo_epi8 and _mm_unpackhi_epi8:
// 0: AAAA AAAA BBBB BBBB 1: CCCC CCCC DDDD DDDD ...
// Step 4: __mm_unpacklo_epi64 and _mm_unpackhi_epi64:
// 0: AAAA AAAA AAAA AAAA 1: BBBB BBBB BBBB BBBB ...
for (size_t block_index = 0; block_index < num_blocks; ++block_index) {
// First copy the data to stage 0.
for (size_t i = 0; i < kNumStreams; ++i) {
stage[0][i] = _mm_loadu_si128(&raw_values_sse[block_index * kNumStreams + i]);
}
// The shuffling of bytes is performed through the unpack intrinsics.
// In my measurements this gives better performance then an implementation
// which uses the shuffle intrinsics.
for (size_t stage_lvl = 0; stage_lvl < 2U; ++stage_lvl) {
for (size_t i = 0; i < kNumStreams / 2U; ++i) {
stage[stage_lvl + 1][i * 2] =
_mm_unpacklo_epi8(stage[stage_lvl][i * 2], stage[stage_lvl][i * 2 + 1]);
stage[stage_lvl + 1][i * 2 + 1] =
_mm_unpackhi_epi8(stage[stage_lvl][i * 2], stage[stage_lvl][i * 2 + 1]);
}
}
if constexpr (kNumStreams == 8U) {
// This is the path for double.
__m128i tmp[8];
for (size_t i = 0; i < 4; ++i) {
tmp[i * 2] = _mm_unpacklo_epi32(stage[2][i], stage[2][i + 4]);
tmp[i * 2 + 1] = _mm_unpackhi_epi32(stage[2][i], stage[2][i + 4]);
}
for (size_t i = 0; i < 4; ++i) {
final_result[i * 2] = _mm_unpacklo_epi32(tmp[i], tmp[i + 4]);
final_result[i * 2 + 1] = _mm_unpackhi_epi32(tmp[i], tmp[i + 4]);
}
} else {
// this is the path for float.
__m128i tmp[4];
for (size_t i = 0; i < 2; ++i) {
tmp[i * 2] = _mm_unpacklo_epi8(stage[2][i * 2], stage[2][i * 2 + 1]);
tmp[i * 2 + 1] = _mm_unpackhi_epi8(stage[2][i * 2], stage[2][i * 2 + 1]);
}
for (size_t i = 0; i < 2; ++i) {
final_result[i * 2] = _mm_unpacklo_epi64(tmp[i], tmp[i + 2]);
final_result[i * 2 + 1] = _mm_unpackhi_epi64(tmp[i], tmp[i + 2]);
}
}
for (size_t i = 0; i < kNumStreams; ++i) {
_mm_storeu_si128(&output_buffer_streams[i][block_index], final_result[i]);
}
}
}
#endif // ARROW_HAVE_SSE4_2
#if defined(ARROW_HAVE_AVX2)
template <typename T>
void ByteStreamSplitDecodeAvx2(const uint8_t* data, int64_t num_values, int64_t stride,
T* out) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kNumStreamsLog2 = (kNumStreams == 8U ? 3U : 2U);
constexpr int64_t kBlockSize = sizeof(__m256i) * kNumStreams;
const int64_t size = num_values * sizeof(T);
if (size < kBlockSize) // Back to SSE for small size
return ByteStreamSplitDecodeSse2(data, num_values, stride, out);
const int64_t num_blocks = size / kBlockSize;
uint8_t* output_data = reinterpret_cast<uint8_t*>(out);
// First handle suffix.
const int64_t num_processed_elements = (num_blocks * kBlockSize) / kNumStreams;
for (int64_t i = num_processed_elements; i < num_values; ++i) {
uint8_t gathered_byte_data[kNumStreams];
for (size_t b = 0; b < kNumStreams; ++b) {
const size_t byte_index = b * stride + i;
gathered_byte_data[b] = data[byte_index];
}
out[i] = arrow::util::SafeLoadAs<T>(&gathered_byte_data[0]);
}
// Processed hierarchically using unpack intrinsics, then permute intrinsics.
__m256i stage[kNumStreamsLog2 + 1U][kNumStreams];
__m256i final_result[kNumStreams];
constexpr size_t kNumStreamsHalf = kNumStreams / 2U;
for (int64_t i = 0; i < num_blocks; ++i) {
for (size_t j = 0; j < kNumStreams; ++j) {
stage[0][j] = _mm256_loadu_si256(
reinterpret_cast<const __m256i*>(&data[i * sizeof(__m256i) + j * stride]));
}
for (size_t step = 0; step < kNumStreamsLog2; ++step) {
for (size_t j = 0; j < kNumStreamsHalf; ++j) {
stage[step + 1U][j * 2] =
_mm256_unpacklo_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
stage[step + 1U][j * 2 + 1U] =
_mm256_unpackhi_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
}
}
if constexpr (kNumStreams == 8U) {
// path for double, 128i index:
// {0x00, 0x08}, {0x01, 0x09}, {0x02, 0x0A}, {0x03, 0x0B},
// {0x04, 0x0C}, {0x05, 0x0D}, {0x06, 0x0E}, {0x07, 0x0F},
final_result[0] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b00100000);
final_result[1] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b00100000);
final_result[2] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][4],
stage[kNumStreamsLog2][5], 0b00100000);
final_result[3] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][6],
stage[kNumStreamsLog2][7], 0b00100000);
final_result[4] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b00110001);
final_result[5] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b00110001);
final_result[6] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][4],
stage[kNumStreamsLog2][5], 0b00110001);
final_result[7] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][6],
stage[kNumStreamsLog2][7], 0b00110001);
} else {
// path for float, 128i index:
// {0x00, 0x04}, {0x01, 0x05}, {0x02, 0x06}, {0x03, 0x07}
final_result[0] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b00100000);
final_result[1] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b00100000);
final_result[2] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b00110001);
final_result[3] = _mm256_permute2x128_si256(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b00110001);
}
for (size_t j = 0; j < kNumStreams; ++j) {
_mm256_storeu_si256(reinterpret_cast<__m256i*>(
&output_data[(i * kNumStreams + j) * sizeof(__m256i)]),
final_result[j]);
}
}
}
template <typename T>
void ByteStreamSplitEncodeAvx2(const uint8_t* raw_values, const size_t num_values,
uint8_t* output_buffer_raw) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kBlockSize = sizeof(__m256i) * kNumStreams;
if constexpr (kNumStreams == 8U) // Back to SSE, currently no path for double.
return ByteStreamSplitEncodeSse2<T>(raw_values, num_values, output_buffer_raw);
const size_t size = num_values * sizeof(T);
if (size < kBlockSize) // Back to SSE for small size
return ByteStreamSplitEncodeSse2<T>(raw_values, num_values, output_buffer_raw);
const size_t num_blocks = size / kBlockSize;
const __m256i* raw_values_simd = reinterpret_cast<const __m256i*>(raw_values);
__m256i* output_buffer_streams[kNumStreams];
for (size_t i = 0; i < kNumStreams; ++i) {
output_buffer_streams[i] =
reinterpret_cast<__m256i*>(&output_buffer_raw[num_values * i]);
}
// First handle suffix.
const size_t num_processed_elements = (num_blocks * kBlockSize) / sizeof(T);
for (size_t i = num_processed_elements; i < num_values; ++i) {
for (size_t j = 0U; j < kNumStreams; ++j) {
const uint8_t byte_in_value = raw_values[i * kNumStreams + j];
output_buffer_raw[j * num_values + i] = byte_in_value;
}
}
// Path for float.
// 1. Processed hierarchically to 32i block using the unpack intrinsics.
// 2. Pack 128i block using _mm256_permutevar8x32_epi32.
// 3. Pack final 256i block with _mm256_permute2x128_si256.
constexpr size_t kNumUnpack = 3U;
__m256i stage[kNumUnpack + 1][kNumStreams];
static const __m256i kPermuteMask =
_mm256_set_epi32(0x07, 0x03, 0x06, 0x02, 0x05, 0x01, 0x04, 0x00);
__m256i permute[kNumStreams];
__m256i final_result[kNumStreams];
for (size_t block_index = 0; block_index < num_blocks; ++block_index) {
for (size_t i = 0; i < kNumStreams; ++i) {
stage[0][i] = _mm256_loadu_si256(&raw_values_simd[block_index * kNumStreams + i]);
}
for (size_t stage_lvl = 0; stage_lvl < kNumUnpack; ++stage_lvl) {
for (size_t i = 0; i < kNumStreams / 2U; ++i) {
stage[stage_lvl + 1][i * 2] =
_mm256_unpacklo_epi8(stage[stage_lvl][i * 2], stage[stage_lvl][i * 2 + 1]);
stage[stage_lvl + 1][i * 2 + 1] =
_mm256_unpackhi_epi8(stage[stage_lvl][i * 2], stage[stage_lvl][i * 2 + 1]);
}
}
for (size_t i = 0; i < kNumStreams; ++i) {
permute[i] = _mm256_permutevar8x32_epi32(stage[kNumUnpack][i], kPermuteMask);
}
final_result[0] = _mm256_permute2x128_si256(permute[0], permute[2], 0b00100000);
final_result[1] = _mm256_permute2x128_si256(permute[0], permute[2], 0b00110001);
final_result[2] = _mm256_permute2x128_si256(permute[1], permute[3], 0b00100000);
final_result[3] = _mm256_permute2x128_si256(permute[1], permute[3], 0b00110001);
for (size_t i = 0; i < kNumStreams; ++i) {
_mm256_storeu_si256(&output_buffer_streams[i][block_index], final_result[i]);
}
}
}
#endif // ARROW_HAVE_AVX2
#if defined(ARROW_HAVE_AVX512)
template <typename T>
void ByteStreamSplitDecodeAvx512(const uint8_t* data, int64_t num_values, int64_t stride,
T* out) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kNumStreamsLog2 = (kNumStreams == 8U ? 3U : 2U);
constexpr int64_t kBlockSize = sizeof(__m512i) * kNumStreams;
const int64_t size = num_values * sizeof(T);
if (size < kBlockSize) // Back to AVX2 for small size
return ByteStreamSplitDecodeAvx2(data, num_values, stride, out);
const int64_t num_blocks = size / kBlockSize;
uint8_t* output_data = reinterpret_cast<uint8_t*>(out);
// First handle suffix.
const int64_t num_processed_elements = (num_blocks * kBlockSize) / kNumStreams;
for (int64_t i = num_processed_elements; i < num_values; ++i) {
uint8_t gathered_byte_data[kNumStreams];
for (size_t b = 0; b < kNumStreams; ++b) {
const size_t byte_index = b * stride + i;
gathered_byte_data[b] = data[byte_index];
}
out[i] = arrow::util::SafeLoadAs<T>(&gathered_byte_data[0]);
}
// Processed hierarchically using the unpack, then two shuffles.
__m512i stage[kNumStreamsLog2 + 1U][kNumStreams];
__m512i shuffle[kNumStreams];
__m512i final_result[kNumStreams];
constexpr size_t kNumStreamsHalf = kNumStreams / 2U;
for (int64_t i = 0; i < num_blocks; ++i) {
for (size_t j = 0; j < kNumStreams; ++j) {
stage[0][j] = _mm512_loadu_si512(
reinterpret_cast<const __m512i*>(&data[i * sizeof(__m512i) + j * stride]));
}
for (size_t step = 0; step < kNumStreamsLog2; ++step) {
for (size_t j = 0; j < kNumStreamsHalf; ++j) {
stage[step + 1U][j * 2] =
_mm512_unpacklo_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
stage[step + 1U][j * 2 + 1U] =
_mm512_unpackhi_epi8(stage[step][j], stage[step][kNumStreamsHalf + j]);
}
}
if constexpr (kNumStreams == 8U) {
// path for double, 128i index:
// {0x00, 0x04, 0x08, 0x0C}, {0x10, 0x14, 0x18, 0x1C},
// {0x01, 0x05, 0x09, 0x0D}, {0x11, 0x15, 0x19, 0x1D},
// {0x02, 0x06, 0x0A, 0x0E}, {0x12, 0x16, 0x1A, 0x1E},
// {0x03, 0x07, 0x0B, 0x0F}, {0x13, 0x17, 0x1B, 0x1F},
shuffle[0] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b01000100);
shuffle[1] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b01000100);
shuffle[2] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][4],
stage[kNumStreamsLog2][5], 0b01000100);
shuffle[3] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][6],
stage[kNumStreamsLog2][7], 0b01000100);
shuffle[4] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b11101110);
shuffle[5] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b11101110);
shuffle[6] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][4],
stage[kNumStreamsLog2][5], 0b11101110);
shuffle[7] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][6],
stage[kNumStreamsLog2][7], 0b11101110);
final_result[0] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b10001000);
final_result[1] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b10001000);
final_result[2] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b11011101);
final_result[3] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b11011101);
final_result[4] = _mm512_shuffle_i32x4(shuffle[4], shuffle[5], 0b10001000);
final_result[5] = _mm512_shuffle_i32x4(shuffle[6], shuffle[7], 0b10001000);
final_result[6] = _mm512_shuffle_i32x4(shuffle[4], shuffle[5], 0b11011101);
final_result[7] = _mm512_shuffle_i32x4(shuffle[6], shuffle[7], 0b11011101);
} else {
// path for float, 128i index:
// {0x00, 0x04, 0x08, 0x0C}, {0x01, 0x05, 0x09, 0x0D}
// {0x02, 0x06, 0x0A, 0x0E}, {0x03, 0x07, 0x0B, 0x0F},
shuffle[0] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b01000100);
shuffle[1] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b01000100);
shuffle[2] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][0],
stage[kNumStreamsLog2][1], 0b11101110);
shuffle[3] = _mm512_shuffle_i32x4(stage[kNumStreamsLog2][2],
stage[kNumStreamsLog2][3], 0b11101110);
final_result[0] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b10001000);
final_result[1] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b11011101);
final_result[2] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b10001000);
final_result[3] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b11011101);
}
for (size_t j = 0; j < kNumStreams; ++j) {
_mm512_storeu_si512(reinterpret_cast<__m512i*>(
&output_data[(i * kNumStreams + j) * sizeof(__m512i)]),
final_result[j]);
}
}
}
template <typename T>
void ByteStreamSplitEncodeAvx512(const uint8_t* raw_values, const size_t num_values,
uint8_t* output_buffer_raw) {
constexpr size_t kNumStreams = sizeof(T);
static_assert(kNumStreams == 4U || kNumStreams == 8U, "Invalid number of streams.");
constexpr size_t kBlockSize = sizeof(__m512i) * kNumStreams;
const size_t size = num_values * sizeof(T);
if (size < kBlockSize) // Back to AVX2 for small size
return ByteStreamSplitEncodeAvx2<T>(raw_values, num_values, output_buffer_raw);
const size_t num_blocks = size / kBlockSize;
const __m512i* raw_values_simd = reinterpret_cast<const __m512i*>(raw_values);
__m512i* output_buffer_streams[kNumStreams];
for (size_t i = 0; i < kNumStreams; ++i) {
output_buffer_streams[i] =
reinterpret_cast<__m512i*>(&output_buffer_raw[num_values * i]);
}
// First handle suffix.
const size_t num_processed_elements = (num_blocks * kBlockSize) / sizeof(T);
for (size_t i = num_processed_elements; i < num_values; ++i) {
for (size_t j = 0U; j < kNumStreams; ++j) {
const uint8_t byte_in_value = raw_values[i * kNumStreams + j];
output_buffer_raw[j * num_values + i] = byte_in_value;
}
}
constexpr size_t KNumUnpack = (kNumStreams == 8U) ? 2U : 3U;
__m512i final_result[kNumStreams];
__m512i unpack[KNumUnpack + 1][kNumStreams];
__m512i permutex[kNumStreams];
__m512i permutex_mask;
if constexpr (kNumStreams == 8U) {
// use _mm512_set_epi32, no _mm512_set_epi16 for some old gcc version.
permutex_mask = _mm512_set_epi32(0x001F0017, 0x000F0007, 0x001E0016, 0x000E0006,
0x001D0015, 0x000D0005, 0x001C0014, 0x000C0004,
0x001B0013, 0x000B0003, 0x001A0012, 0x000A0002,
0x00190011, 0x00090001, 0x00180010, 0x00080000);
} else {
permutex_mask = _mm512_set_epi32(0x0F, 0x0B, 0x07, 0x03, 0x0E, 0x0A, 0x06, 0x02, 0x0D,
0x09, 0x05, 0x01, 0x0C, 0x08, 0x04, 0x00);
}
for (size_t block_index = 0; block_index < num_blocks; ++block_index) {
for (size_t i = 0; i < kNumStreams; ++i) {
unpack[0][i] = _mm512_loadu_si512(&raw_values_simd[block_index * kNumStreams + i]);
}
for (size_t unpack_lvl = 0; unpack_lvl < KNumUnpack; ++unpack_lvl) {
for (size_t i = 0; i < kNumStreams / 2U; ++i) {
unpack[unpack_lvl + 1][i * 2] = _mm512_unpacklo_epi8(
unpack[unpack_lvl][i * 2], unpack[unpack_lvl][i * 2 + 1]);
unpack[unpack_lvl + 1][i * 2 + 1] = _mm512_unpackhi_epi8(
unpack[unpack_lvl][i * 2], unpack[unpack_lvl][i * 2 + 1]);
}
}
if constexpr (kNumStreams == 8U) {
// path for double
// 1. unpack to epi16 block
// 2. permutexvar_epi16 to 128i block
// 3. shuffle 128i to final 512i target, index:
// {0x00, 0x04, 0x08, 0x0C}, {0x10, 0x14, 0x18, 0x1C},
// {0x01, 0x05, 0x09, 0x0D}, {0x11, 0x15, 0x19, 0x1D},
// {0x02, 0x06, 0x0A, 0x0E}, {0x12, 0x16, 0x1A, 0x1E},
// {0x03, 0x07, 0x0B, 0x0F}, {0x13, 0x17, 0x1B, 0x1F},
for (size_t i = 0; i < kNumStreams; ++i)
permutex[i] = _mm512_permutexvar_epi16(permutex_mask, unpack[KNumUnpack][i]);
__m512i shuffle[kNumStreams];
shuffle[0] = _mm512_shuffle_i32x4(permutex[0], permutex[2], 0b01000100);
shuffle[1] = _mm512_shuffle_i32x4(permutex[4], permutex[6], 0b01000100);
shuffle[2] = _mm512_shuffle_i32x4(permutex[0], permutex[2], 0b11101110);
shuffle[3] = _mm512_shuffle_i32x4(permutex[4], permutex[6], 0b11101110);
shuffle[4] = _mm512_shuffle_i32x4(permutex[1], permutex[3], 0b01000100);
shuffle[5] = _mm512_shuffle_i32x4(permutex[5], permutex[7], 0b01000100);
shuffle[6] = _mm512_shuffle_i32x4(permutex[1], permutex[3], 0b11101110);
shuffle[7] = _mm512_shuffle_i32x4(permutex[5], permutex[7], 0b11101110);
final_result[0] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b10001000);
final_result[1] = _mm512_shuffle_i32x4(shuffle[0], shuffle[1], 0b11011101);
final_result[2] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b10001000);
final_result[3] = _mm512_shuffle_i32x4(shuffle[2], shuffle[3], 0b11011101);
final_result[4] = _mm512_shuffle_i32x4(shuffle[4], shuffle[5], 0b10001000);
final_result[5] = _mm512_shuffle_i32x4(shuffle[4], shuffle[5], 0b11011101);
final_result[6] = _mm512_shuffle_i32x4(shuffle[6], shuffle[7], 0b10001000);
final_result[7] = _mm512_shuffle_i32x4(shuffle[6], shuffle[7], 0b11011101);
} else {
// Path for float.
// 1. Processed hierarchically to 32i block using the unpack intrinsics.
// 2. Pack 128i block using _mm256_permutevar8x32_epi32.
// 3. Pack final 256i block with _mm256_permute2x128_si256.
for (size_t i = 0; i < kNumStreams; ++i)
permutex[i] = _mm512_permutexvar_epi32(permutex_mask, unpack[KNumUnpack][i]);
final_result[0] = _mm512_shuffle_i32x4(permutex[0], permutex[2], 0b01000100);
final_result[1] = _mm512_shuffle_i32x4(permutex[0], permutex[2], 0b11101110);
final_result[2] = _mm512_shuffle_i32x4(permutex[1], permutex[3], 0b01000100);
final_result[3] = _mm512_shuffle_i32x4(permutex[1], permutex[3], 0b11101110);
}
for (size_t i = 0; i < kNumStreams; ++i) {
_mm512_storeu_si512(&output_buffer_streams[i][block_index], final_result[i]);
}
}
}
#endif // ARROW_HAVE_AVX512
#if defined(ARROW_HAVE_SIMD_SPLIT)
template <typename T>
void inline ByteStreamSplitDecodeSimd(const uint8_t* data, int64_t num_values,
int64_t stride, T* out) {
#if defined(ARROW_HAVE_AVX512)
return ByteStreamSplitDecodeAvx512(data, num_values, stride, out);
#elif defined(ARROW_HAVE_AVX2)
return ByteStreamSplitDecodeAvx2(data, num_values, stride, out);
#elif defined(ARROW_HAVE_SSE4_2)
return ByteStreamSplitDecodeSse2(data, num_values, stride, out);
#else
#error "ByteStreamSplitDecodeSimd not implemented"
#endif
}
template <typename T>
void inline ByteStreamSplitEncodeSimd(const uint8_t* raw_values, const int64_t num_values,
uint8_t* output_buffer_raw) {
#if defined(ARROW_HAVE_AVX512)
return ByteStreamSplitEncodeAvx512<T>(raw_values, static_cast<size_t>(num_values),
output_buffer_raw);
#elif defined(ARROW_HAVE_AVX2)
return ByteStreamSplitEncodeAvx2<T>(raw_values, static_cast<size_t>(num_values),
output_buffer_raw);
#elif defined(ARROW_HAVE_SSE4_2)
return ByteStreamSplitEncodeSse2<T>(raw_values, static_cast<size_t>(num_values),
output_buffer_raw);
#else
#error "ByteStreamSplitEncodeSimd not implemented"
#endif
}
#endif
//
// Scalar implementations
//
inline void DoSplitStreams(const uint8_t* src, int width, int64_t nvalues,
uint8_t** dest_streams) {
// Value empirically chosen to provide the best performance on the author's machine
constexpr int kBlockSize = 32;
while (nvalues >= kBlockSize) {
for (int stream = 0; stream < width; ++stream) {
uint8_t* dest = dest_streams[stream];
for (int i = 0; i < kBlockSize; i += 8) {
uint64_t a = src[stream + i * width];
uint64_t b = src[stream + (i + 1) * width];
uint64_t c = src[stream + (i + 2) * width];
uint64_t d = src[stream + (i + 3) * width];
uint64_t e = src[stream + (i + 4) * width];
uint64_t f = src[stream + (i + 5) * width];
uint64_t g = src[stream + (i + 6) * width];
uint64_t h = src[stream + (i + 7) * width];
#if ARROW_LITTLE_ENDIAN
uint64_t r = a | (b << 8) | (c << 16) | (d << 24) | (e << 32) | (f << 40) |
(g << 48) | (h << 56);
#else
uint64_t r = (a << 56) | (b << 48) | (c << 40) | (d << 32) | (e << 24) |
(f << 16) | (g << 8) | h;
#endif
arrow::util::SafeStore(&dest[i], r);
}
dest_streams[stream] += kBlockSize;
}
src += width * kBlockSize;
nvalues -= kBlockSize;
}
// Epilog
for (int stream = 0; stream < width; ++stream) {
uint8_t* dest = dest_streams[stream];
for (int64_t i = 0; i < nvalues; ++i) {
dest[i] = src[stream + i * width];
}
}
}
inline void DoMergeStreams(const uint8_t** src_streams, int width, int64_t nvalues,
uint8_t* dest) {
// Value empirically chosen to provide the best performance on the author's machine
constexpr int kBlockSize = 128;
while (nvalues >= kBlockSize) {
for (int stream = 0; stream < width; ++stream) {
// Take kBlockSize bytes from the given stream and spread them
// to their logical places in destination.
const uint8_t* src = src_streams[stream];
for (int i = 0; i < kBlockSize; i += 8) {
uint64_t v = arrow::util::SafeLoadAs<uint64_t>(&src[i]);
#if ARROW_LITTLE_ENDIAN
dest[stream + i * width] = static_cast<uint8_t>(v);
dest[stream + (i + 1) * width] = static_cast<uint8_t>(v >> 8);
dest[stream + (i + 2) * width] = static_cast<uint8_t>(v >> 16);
dest[stream + (i + 3) * width] = static_cast<uint8_t>(v >> 24);
dest[stream + (i + 4) * width] = static_cast<uint8_t>(v >> 32);
dest[stream + (i + 5) * width] = static_cast<uint8_t>(v >> 40);
dest[stream + (i + 6) * width] = static_cast<uint8_t>(v >> 48);
dest[stream + (i + 7) * width] = static_cast<uint8_t>(v >> 56);
#else
dest[stream + i * width] = static_cast<uint8_t>(v >> 56);
dest[stream + (i + 1) * width] = static_cast<uint8_t>(v >> 48);
dest[stream + (i + 2) * width] = static_cast<uint8_t>(v >> 40);
dest[stream + (i + 3) * width] = static_cast<uint8_t>(v >> 32);
dest[stream + (i + 4) * width] = static_cast<uint8_t>(v >> 24);
dest[stream + (i + 5) * width] = static_cast<uint8_t>(v >> 16);
dest[stream + (i + 6) * width] = static_cast<uint8_t>(v >> 8);
dest[stream + (i + 7) * width] = static_cast<uint8_t>(v);
#endif
}
src_streams[stream] += kBlockSize;
}
dest += width * kBlockSize;
nvalues -= kBlockSize;
}
// Epilog
for (int stream = 0; stream < width; ++stream) {
const uint8_t* src = src_streams[stream];
for (int64_t i = 0; i < nvalues; ++i) {
dest[stream + i * width] = src[i];
}
}
}
template <typename T>
void ByteStreamSplitEncodeScalar(const uint8_t* raw_values, const int64_t num_values,
uint8_t* output_buffer_raw) {
constexpr int kNumStreams = static_cast<int>(sizeof(T));
std::array<uint8_t*, kNumStreams> dest_streams;
for (int stream = 0; stream < kNumStreams; ++stream) {
dest_streams[stream] = &output_buffer_raw[stream * num_values];
}
DoSplitStreams(raw_values, kNumStreams, num_values, dest_streams.data());
}
template <typename T>
void ByteStreamSplitDecodeScalar(const uint8_t* data, int64_t num_values, int64_t stride,
T* out) {
constexpr int kNumStreams = static_cast<int>(sizeof(T));
std::array<const uint8_t*, kNumStreams> src_streams;
for (int stream = 0; stream < kNumStreams; ++stream) {
src_streams[stream] = &data[stream * stride];
}
DoMergeStreams(src_streams.data(), kNumStreams, num_values,
reinterpret_cast<uint8_t*>(out));
}
template <typename T>
void inline ByteStreamSplitEncode(const uint8_t* raw_values, const int64_t num_values,
uint8_t* output_buffer_raw) {
#if defined(ARROW_HAVE_SIMD_SPLIT)
return ByteStreamSplitEncodeSimd<T>(raw_values, num_values, output_buffer_raw);
#else
return ByteStreamSplitEncodeScalar<T>(raw_values, num_values, output_buffer_raw);
#endif
}
template <typename T>
void inline ByteStreamSplitDecode(const uint8_t* data, int64_t num_values, int64_t stride,
T* out) {
#if defined(ARROW_HAVE_SIMD_SPLIT)
return ByteStreamSplitDecodeSimd(data, num_values, stride, out);
#else
return ByteStreamSplitDecodeScalar(data, num_values, stride, out);
#endif
}
} // namespace arrow::util::internal