Files
composable_kernel/example/ck_tile/01_fmha/utils.hpp
2024-03-28 22:00:11 +00:00

93 lines
2.6 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <cstdint>
#include <optional>
#include <ostream>
#include <tuple>
#include <utility>
#include <vector>
#include <functional>
#include "ck_tile/core/container/span.hpp"
enum class mode_enum
{
batch = 0,
group
};
std::ostream& operator<<(std::ostream& stream, mode_enum mode)
{
return stream << (mode == mode_enum::batch ? "batch" : "group");
}
std::vector<int32_t> to_seqstarts(ck_tile::span<const int32_t> seqlens)
{
std::vector<int32_t> seqstarts = {0};
for(int32_t seqlen : seqlens)
{
seqstarts.push_back(seqstarts.back() + seqlen);
}
assert(seqstarts.size() == seqlens.size() + 1);
return seqstarts;
}
std::vector<int32_t> generate_seqlens(mode_enum mode,
unsigned count,
int32_t seqlens_sum,
std::optional<unsigned> seed = std::nullopt)
{
assert(0 < count);
std::vector<int32_t> seqlens(count, seqlens_sum);
if(mode == mode_enum::group && 1 < count)
{
using size_type = std::vector<int32_t>::size_type;
std::mt19937 random_engine(seed.has_value() ? *seed : std::random_device{}());
std::uniform_int_distribution<size_type> idx_dist(0, count - 1);
auto next_idx = std::bind(idx_dist, std::ref(random_engine));
std::uniform_int_distribution<size_type> step_dist(1, count - 1);
auto next_step = std::bind(step_dist, std::ref(random_engine));
for(unsigned repeat = seqlens_sum * (count / 2); 0 < repeat; --repeat)
{
const size_type to_decrease = next_idx();
// make sure each elements of seqlens is always greater than 0
if(seqlens[to_decrease] == 1)
{
continue;
}
const size_type to_increase = (to_decrease + next_step()) % count;
--seqlens[to_decrease];
++seqlens[to_increase];
}
}
return seqlens;
}
std::vector<int32_t> generate_seqstarts(mode_enum mode,
unsigned count,
int32_t seqlens_sum,
std::optional<unsigned> seed = std::nullopt)
{
return to_seqstarts(generate_seqlens(mode, count, seqlens_sum, seed));
}
int env_get_int(const char* var_name, int default_int)
{
char* v = getenv(var_name);
int r = default_int;
if(v)
r = atoi(v);
return r;
}