1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203
|
#include <cstdint>
#include <cstdio>
#include <cstdlib>
#include <cstring>
#include <type_traits>
#include "ruy/context.h"
#include "ruy/matrix.h"
#include "ruy/mul_params.h"
#include "ruy/ruy.h"
template <typename... Dst>
void read_cmdline_args(bool help, int argc, char* argv[], const char* name,
const char* format, const char* default_value,
const char* allowed_values, Dst... dst) {
if (help) {
fprintf(stderr, "%-20s %-12s %-16s %s\n", name, format, default_value,
allowed_values ? allowed_values : "");
return;
}
const char* value = default_value;
for (int i = 1; i < argc; i++) {
if (std::strstr(argv[i], name) == argv[i]) {
const char* equal_sign = std::strchr(argv[i], '=');
if (equal_sign == argv[i] + std::strlen(name)) {
value = equal_sign + 1;
}
break;
}
}
if (allowed_values) {
if (!std::strstr(allowed_values, value)) {
fprintf(stderr, "Illegal value %s. The legal values are %s.\n", value,
allowed_values);
exit(1);
}
}
if (sizeof...(Dst) != sscanf(value, format, dst...)) {
fprintf(stderr, "Failed to parse %s\n", value);
exit(1);
}
}
struct Params {
char types[100];
int m, k, n; // matmul shape m*k*n
int paths;
int num_threads;
int repeat;
int lhs_cache_policy;
int rhs_cache_policy;
int lhs_stride;
int rhs_stride;
int dst_stride;
int lhs_zero_point;
int rhs_zero_point;
int dst_zero_point;
char lhs_order[100];
char rhs_order[100];
char dst_order[100];
};
template <typename LhsType, typename RhsType, typename DstType>
void run(const Params& params) {
using AccumType =
typename std::conditional<std::is_floating_point<DstType>::value, DstType,
std::int32_t>::type;
ruy::Matrix<LhsType> lhs;
ruy::Matrix<RhsType> rhs;
ruy::Matrix<DstType> dst;
auto parse_order = [](const char* name) {
if (!std::strcmp(name, "row-major")) {
return ruy::Order::kRowMajor;
} else if (!std::strcmp(name, "column-major")) {
return ruy::Order::kColMajor;
} else {
fprintf(stderr, "Failed to parse %s\n", name);
exit(1);
}
};
auto make_layout = [](int rows, int cols, int stride, ruy::Order order,
ruy::Layout* layout) {
layout->set_rows(rows);
layout->set_cols(cols);
layout->set_order(order);
int base_stride = order == ruy::Order::kRowMajor ? cols : rows;
layout->set_stride(stride ? stride : base_stride);
};
make_layout(params.m, params.k, params.lhs_stride,
parse_order(params.lhs_order), lhs.mutable_layout());
make_layout(params.k, params.n, params.rhs_stride,
parse_order(params.rhs_order), rhs.mutable_layout());
make_layout(params.m, params.n, params.dst_stride,
parse_order(params.dst_order), dst.mutable_layout());
lhs.set_zero_point(params.lhs_zero_point);
rhs.set_zero_point(params.rhs_zero_point);
dst.set_zero_point(params.dst_zero_point);
lhs.set_cache_policy(static_cast<ruy::CachePolicy>(params.lhs_cache_policy));
rhs.set_cache_policy(static_cast<ruy::CachePolicy>(params.rhs_cache_policy));
auto flat_size = [](const ruy::Layout& layout) {
int outer_size =
layout.order() == ruy::Order::kRowMajor ? layout.rows() : layout.cols();
return outer_size * layout.stride();
};
std::vector<LhsType> lhs_buf(flat_size(lhs.layout()));
std::vector<RhsType> rhs_buf(flat_size(rhs.layout()));
std::vector<DstType> dst_buf(flat_size(dst.layout()));
lhs.set_data(lhs_buf.data());
rhs.set_data(rhs_buf.data());
dst.set_data(dst_buf.data());
ruy::Context context;
context.set_max_num_threads(params.num_threads);
context.set_runtime_enabled_paths(static_cast<ruy::Path>(params.paths));
ruy::MulParams<AccumType, DstType> mul_params;
// Here an actual application might set some mul_params fields.
// Quantization multipliers, bias-vector, clamp bounds, etc.
for (int r = 0; r < params.repeat; r++) {
ruy::Mul(lhs, rhs, mul_params, &context, &dst);
}
}
int main(int argc, char* argv[]) {
bool help = argc == 1 || (argc == 2 && !strcmp(argv[1], "--help"));
if (help) {
fprintf(stderr, "Command-line flags (all in the form --flag=value):\n");
fprintf(stderr, "%-20s %-12s %-16s %s\n", "flag", "format", "default",
"allowed");
}
Params params;
const char* allowed_types =
"f32xf32->f32, i8xi8->i8, i8xi8->i16, i8xi8->i32, u8xu8->i16, u8xi8->u8, "
"i8xi16->i16, i16xi8->i16";
const char* allowed_orders = "row-major, column-major";
read_cmdline_args(help, argc, argv, "--types", "%s", "f32xf32->f32",
allowed_types, ¶ms.types);
read_cmdline_args(help, argc, argv, "--shape", "%dx%dx%d", "100x100x100",
nullptr, ¶ms.m, ¶ms.k, ¶ms.n);
read_cmdline_args(help, argc, argv, "--paths", "%x", "0", nullptr,
¶ms.paths);
read_cmdline_args(help, argc, argv, "--num_threads", "%d", "1", nullptr,
¶ms.num_threads);
read_cmdline_args(help, argc, argv, "--repeat", "%d", "1", nullptr,
¶ms.repeat);
read_cmdline_args(help, argc, argv, "--lhs_cache_policy", "%d", "0",
"0, 1, 2, 3", ¶ms.lhs_cache_policy);
read_cmdline_args(help, argc, argv, "--rhs_cache_policy", "%d", "0",
"0, 1, 2, 3", ¶ms.rhs_cache_policy);
read_cmdline_args(help, argc, argv, "--lhs_stride", "%d", "0", nullptr,
¶ms.lhs_stride);
read_cmdline_args(help, argc, argv, "--rhs_stride", "%d", "0", nullptr,
¶ms.rhs_stride);
read_cmdline_args(help, argc, argv, "--dst_stride", "%d", "0", nullptr,
¶ms.dst_stride);
read_cmdline_args(help, argc, argv, "--lhs_zero_point", "%d", "0", nullptr,
¶ms.lhs_zero_point);
read_cmdline_args(help, argc, argv, "--rhs_zero_point", "%d", "0", nullptr,
¶ms.rhs_zero_point);
read_cmdline_args(help, argc, argv, "--dst_zero_point", "%d", "0", nullptr,
¶ms.dst_zero_point);
read_cmdline_args(help, argc, argv, "--lhs_order", "%s", "row-major",
allowed_orders, ¶ms.lhs_order);
read_cmdline_args(help, argc, argv, "--rhs_order", "%s", "row-major",
allowed_orders, ¶ms.rhs_order);
read_cmdline_args(help, argc, argv, "--dst_order", "%s", "row-major",
allowed_orders, ¶ms.dst_order);
if (help) {
exit(1);
}
if (!strcmp(params.types, "f32xf32->f32")) {
run<float, float, float>(params);
} else if (!strcmp(params.types, "i8xi8->i8")) {
run<std::int8_t, std::int8_t, std::int8_t>(params);
} else if (!strcmp(params.types, "i8xi8->i16")) {
run<std::int8_t, std::int8_t, std::int16_t>(params);
} else if (!strcmp(params.types, "i8xi8->i32")) {
run<std::int8_t, std::int8_t, std::int32_t>(params);
} else if (!strcmp(params.types, "u8xu8->i16")) {
run<std::uint8_t, std::uint8_t, std::int16_t>(params);
} else if (!strcmp(params.types, "u8xi8->u8")) {
run<std::uint8_t, std::int8_t, std::uint8_t>(params);
} else if (!strcmp(params.types, "i8xi16->i16")) {
run<std::int8_t, std::int16_t, std::int16_t>(params);
} else if (!strcmp(params.types, "i16xi8->i16")) {
run<std::int16_t, std::int8_t, std::int16_t>(params);
} else {
fprintf(stderr, "Unknown types: %s\n", params.types);
exit(1);
}
}
|