MLGOHeuristics.cpp

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/*
 * Copyright (c) 2021 Arm Limited.
 *
 * SPDX-License-Identifier: MIT
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#include "src/runtime/CL/mlgo/MLGOHeuristics.h"
 
#include "arm_compute/core/Log.h"
#include "src/runtime/CL/mlgo/MLGOParser.h"
#include "src/runtime/CL/mlgo/Utils.h"
 
#include <fstream>
 
namespace arm_compute
{
namespace mlgo
{
bool operator==(const GEMMConfigNative &lhs, const GEMMConfigNative &rhs)
{
    return std::tie(lhs.m0, lhs.n0, lhs.k0) == std::tie(rhs.m0, rhs.n0, rhs.k0);
}
bool operator==(const GEMMConfigReshapedOnlyRHS &lhs, const GEMMConfigReshapedOnlyRHS &rhs)
{
    return std::tie(lhs.m0, lhs.n0, lhs.k0, lhs.h0, lhs.interleave_rhs, lhs.transpose_rhs, lhs.export_cl_image) == std::tie(rhs.m0, rhs.n0, rhs.k0, rhs.h0, rhs.interleave_rhs, rhs.transpose_rhs,
                                                                                                                            rhs.export_cl_image);
}
bool operator==(const GEMMConfigReshaped &lhs, const GEMMConfigReshaped &rhs)
{
    return std::tie(lhs.m0, lhs.n0, lhs.k0, lhs.v0, lhs.h0, lhs.interleave_lhs, lhs.interleave_rhs, lhs.transpose_rhs, lhs.export_cl_image) == std::tie(rhs.m0, rhs.n0, rhs.k0, rhs.v0, rhs.h0,
            rhs.interleave_lhs, rhs.interleave_rhs, rhs.transpose_rhs, rhs.export_cl_image);
}
 
constexpr size_t MLGOHeuristics::_max_num_trees;
 
MLGOHeuristics::MLGOHeuristics()
    : _indices{}, _trees{}, _tree_valid{}, _valid{ false }
{
}
 
std::pair<bool, GEMMType> MLGOHeuristics::query_gemm_type(const Query &query) const
{
    ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics querying gemm type. %s.", to_string(query).c_str());
    const auto invalid = GEMMType::RESHAPED;
    if(!_valid)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Invalid DotMLGO. Use default heuristics instead");
        return { false, invalid };
    }
    auto      index = std::make_tuple(HeuristicType::GEMM_Type, query.ip_target, query.data_type);
    GEMMShape shape_query{ query.m, query.n, query.k, query.b };
    if(_trees.find(index) == _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot find tree index");
        return { false, invalid };
    }
    return _trees.at(index).query<GEMMType>(shape_query);
}
std::pair<bool, GEMMConfigNative> MLGOHeuristics::query_gemm_config_native(const Query &query) const
{
    ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics querying gemm config native. %s.", to_string(query).c_str());
    const auto invalid = GEMMConfigNative{};
    if(!_valid)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Invalid DotMLGO. Use default heuristics instead");
        return { false, invalid };
    }
    auto      index = std::make_tuple(HeuristicType::GEMM_Config_Native, query.ip_target, query.data_type);
    GEMMShape shape_query{ query.m, query.n, query.k, query.b };
    if(_trees.find(index) == _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot find tree index");
        return { false, invalid };
    }
    return _trees.at(index).query<GEMMConfigNative>(shape_query);
}
std::pair<bool, GEMMConfigReshapedOnlyRHS> MLGOHeuristics::query_gemm_config_reshaped_only_rhs(const Query &query) const
{
    ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics querying gemm config reshaped only rhs. %s.", to_string(query).c_str());
    const auto invalid = GEMMConfigReshapedOnlyRHS{};
    if(!_valid)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Invalid DotMLGO. Use default heuristics instead");
        return { false, invalid };
    }
    auto      index = std::make_tuple(HeuristicType::GEMM_Config_Reshaped_Only_RHS, query.ip_target, query.data_type);
    GEMMShape shape_query{ query.m, query.n, query.k, query.b };
    if(_trees.find(index) == _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot find tree index");
        return { false, invalid };
    }
    return _trees.at(index).query<GEMMConfigReshapedOnlyRHS>(shape_query);
}
std::pair<bool, GEMMConfigReshaped> MLGOHeuristics::query_gemm_config_reshaped(const Query &query) const
{
    ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics querying gemm config reshaped. %s.", to_string(query).c_str());
    const auto invalid = GEMMConfigReshaped{};
    if(!_valid)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Invalid DotMLGO. Use default heuristics instead");
        return { false, invalid };
    }
    auto      index = std::make_tuple(HeuristicType::GEMM_Config_Reshaped, query.ip_target, query.data_type);
    GEMMShape shape_query{ query.m, query.n, query.k, query.b };
    if(_trees.find(index) == _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot find tree index");
        return { false, invalid };
    }
    return _trees.at(index).query<GEMMConfigReshaped>(shape_query);
}
 
bool MLGOHeuristics::check_heuristic_tree(HeuristicTree::TreeID id)
{
    bool           status;
    HeuristicTree *tree{ nullptr };
    std::tie(status, tree) = get_heuristic_tree(id);
    if(!status)
    {
        return status;
    }
    status = tree->check();
    if(!status)
    {
        return status;
    }
    _tree_valid[id] = true;
    return true;
}
 
bool MLGOHeuristics::check_all() const
{
    // Tree validities are already checked and cached.
    bool all_trees_are_checked = std::find_if(_tree_valid.begin(), _tree_valid.end(), [](auto v)
    {
        return !v.second;
    })
    == _tree_valid.end();
    if(!all_trees_are_checked)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Missing checks on some trees. Make sure to call check_heuristic_tree after each tree is completed. This could also indicate there are no trees in the dotmlgo");
        return false;
    }
 
    // Other top level checks...
 
    return true;
}
 
std::pair<bool, HeuristicTree *> MLGOHeuristics::get_heuristic_tree(HeuristicTree::TreeID id)
{
    if(_indices.find(id) == _indices.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Cannot find tree with id %zu", id);
        return std::make_pair(false, nullptr);
    }
    const auto index = _indices[id];
 
    if(_trees.find(index) == _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot find tree index");
        return std::make_pair(false, nullptr);
    }
    auto &t = _trees[index];
 
    return std::make_pair(true, &t);
}
 
bool MLGOHeuristics::add_heuristic_tree(HeuristicTree &&t)
{
    if(_indices.size() >= _max_num_trees)
    {
        ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Exceeding the max number of trees allowed: %zu", _max_num_trees);
        return false;
    }
    // PRE: correctness of t is guaranteed by the tree construction process
    // Ensure unique id
    const auto id = t.id();
    if(_indices.find(id) != _indices.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Cannot add redundant trees; tree id %zu already exists", id);
        return false;
    }
 
    // Ensure unique index
    const auto index = t.index();
    if(_trees.find(index) != _trees.end())
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("Cannot add redundant trees; tree index already exists");
        return false;
    }
 
    _indices[id]    = index;
    _trees[index]   = std::move(t);
    _tree_valid[id] = false;
    return true;
}
 
bool MLGOHeuristics::reload_from_file(const std::string &filename)
{
    std::ifstream fs;
    fs.exceptions(std::ifstream::badbit);
    fs.open(filename, std::ios::in);
    if(!fs.is_open())
    {
        ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Cannot open DotMLGO file %s. Use default heuristics instead", filename.c_str());
        return _valid = false;
    }
    return reload_from_stream(fs);
}
 
bool MLGOHeuristics::reload_from_stream(std::istream &in)
{
    auto parsed = parser::parse_mlgo(in);
    if(!parsed.first)
    {
        ARM_COMPUTE_LOG_INFO_MSG_CORE("DotMLGO parsing failed. Use default heuristics instead");
        return _valid = false;
    }
    *this = std::move(parsed.second);
    ARM_COMPUTE_LOG_INFO_MSG_CORE("DotMLGO loaded successfully");
    return _valid = true;
}
 
} // namespace mlgo
} // namespace arm_compute