blob: ef6ad23e64d0173a5aa898bf259460a57457c0f9 [file] [log] [blame]
#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";
const char* allowed_orders = "row-major, column-major";
read_cmdline_args(help, argc, argv, "--types", "%s", "f32xf32->f32",
allowed_types, &params.types);
read_cmdline_args(help, argc, argv, "--shape", "%dx%dx%d", "100x100x100",
nullptr, &params.m, &params.k, &params.n);
read_cmdline_args(help, argc, argv, "--paths", "%x", "0", nullptr,
&params.paths);
read_cmdline_args(help, argc, argv, "--num_threads", "%d", "1", nullptr,
&params.num_threads);
read_cmdline_args(help, argc, argv, "--repeat", "%d", "1", nullptr,
&params.repeat);
read_cmdline_args(help, argc, argv, "--lhs_cache_policy", "%d", "0",
"0, 1, 2, 3", &params.lhs_cache_policy);
read_cmdline_args(help, argc, argv, "--rhs_cache_policy", "%d", "0",
"0, 1, 2, 3", &params.rhs_cache_policy);
read_cmdline_args(help, argc, argv, "--lhs_stride", "%d", "0", nullptr,
&params.lhs_stride);
read_cmdline_args(help, argc, argv, "--rhs_stride", "%d", "0", nullptr,
&params.rhs_stride);
read_cmdline_args(help, argc, argv, "--dst_stride", "%d", "0", nullptr,
&params.dst_stride);
read_cmdline_args(help, argc, argv, "--lhs_zero_point", "%d", "0", nullptr,
&params.lhs_zero_point);
read_cmdline_args(help, argc, argv, "--rhs_zero_point", "%d", "0", nullptr,
&params.rhs_zero_point);
read_cmdline_args(help, argc, argv, "--dst_zero_point", "%d", "0", nullptr,
&params.dst_zero_point);
read_cmdline_args(help, argc, argv, "--lhs_order", "%s", "row-major",
allowed_orders, &params.lhs_order);
read_cmdline_args(help, argc, argv, "--rhs_order", "%s", "row-major",
allowed_orders, &params.rhs_order);
read_cmdline_args(help, argc, argv, "--rhs_order", "%s", "row-major",
allowed_orders, &params.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 {
fprintf(stderr, "Unknown types: %s\n", params.types);
exit(1);
}
}