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CommonGraphOptions.cpp
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/*
* Copyright (c) 2018-2021 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#include "CommonGraphOptions.h"
#include "arm_compute/core/Utils.h"
#include "arm_compute/graph/TypeLoader.h"
#include "arm_compute/graph/TypePrinter.h"
#include "support/StringSupport.h"
#include <map>
using namespace arm_compute::graph;
namespace
{
std::pair<unsigned int, unsigned int> parse_validation_range(const std::string &validation_range)
{
std::pair<unsigned int /* start */, unsigned int /* end */> range = {0, std::numeric_limits<unsigned int>::max()};
if (!validation_range.empty())
{
std::string str;
std::stringstream stream(validation_range);
// Get first value
std::getline(stream, str, ',');
if (stream.fail())
{
return range;
}
else
{
range.first = arm_compute::support::cpp11::stoi(str);
}
// Get second value
std::getline(stream, str);
if (stream.fail())
{
range.second = range.first;
return range;
}
else
{
range.second = arm_compute::support::cpp11::stoi(str);
}
}
return range;
}
} // namespace
namespace arm_compute
{
namespace utils
{
::std::ostream &operator<<(::std::ostream &os, const CommonGraphParams &common_params)
{
std::string false_str = std::string("false");
std::string true_str = std::string("true");
os << "Threads : " << common_params.threads << std::endl;
os << "Target : " << common_params.target << std::endl;
os << "Data type : " << common_params.data_type << std::endl;
os << "Data layout : " << common_params.data_layout << std::endl;
os << "Tuner enabled? : " << (common_params.enable_tuner ? true_str : false_str) << std::endl;
os << "Cache enabled? : " << (common_params.enable_cl_cache ? true_str : false_str) << std::endl;
os << "Tuner mode : " << common_params.tuner_mode << std::endl;
os << "Tuner file : " << common_params.tuner_file << std::endl;
os << "MLGO file : " << common_params.mlgo_file << std::endl;
os << "Fast math enabled? : " << (common_params.fast_math_hint == FastMathHint::Enabled ? true_str : false_str)
<< std::endl;
if (!common_params.data_path.empty())
{
os << "Data path : " << common_params.data_path << std::endl;
}
if (!common_params.image.empty())
{
os << "Image file : " << common_params.image << std::endl;
}
if (!common_params.labels.empty())
{
os << "Labels file : " << common_params.labels << std::endl;
}
if (!common_params.validation_file.empty())
{
os << "Validation range : " << common_params.validation_range_start << "-" << common_params.validation_range_end
<< std::endl;
os << "Validation file : " << common_params.validation_file << std::endl;
if (!common_params.validation_path.empty())
{
os << "Validation path : " << common_params.validation_path << std::endl;
}
}
return os;
}
CommonGraphOptions::CommonGraphOptions(CommandLineParser &parser)
: help(parser.add_option<ToggleOption>("help")),
threads(parser.add_option<SimpleOption<int>>("threads", 1)),
batches(parser.add_option<SimpleOption<int>>("batches", 1)),
target(),
data_type(),
data_layout(),
enable_tuner(parser.add_option<ToggleOption>("enable-tuner")),
enable_cl_cache(parser.add_option<ToggleOption>("enable-cl-cache")),
tuner_mode(),
fast_math_hint(parser.add_option<ToggleOption>("fast-math")),
data_path(parser.add_option<SimpleOption<std::string>>("data")),
image(parser.add_option<SimpleOption<std::string>>("image")),
labels(parser.add_option<SimpleOption<std::string>>("labels")),
validation_file(parser.add_option<SimpleOption<std::string>>("validation-file")),
validation_path(parser.add_option<SimpleOption<std::string>>("validation-path")),
validation_range(parser.add_option<SimpleOption<std::string>>("validation-range")),
tuner_file(parser.add_option<SimpleOption<std::string>>("tuner-file")),
mlgo_file(parser.add_option<SimpleOption<std::string>>("mlgo-file"))
{
std::set<arm_compute::graph::Target> supported_targets{
Target::NEON,
Target::CL,
Target::CLVK,
};
std::set<arm_compute::DataType> supported_data_types{
DataType::F16,
DataType::F32,
DataType::QASYMM8,
DataType::QASYMM8_SIGNED,
};
std::set<DataLayout> supported_data_layouts{
DataLayout::NHWC,
DataLayout::NCHW,
};
const std::set<CLTunerMode> supported_tuner_modes{CLTunerMode::EXHAUSTIVE, CLTunerMode::NORMAL, CLTunerMode::RAPID};
target = parser.add_option<EnumOption<Target>>("target", supported_targets, Target::NEON);
data_type = parser.add_option<EnumOption<DataType>>("type", supported_data_types, DataType::F32);
data_layout = parser.add_option<EnumOption<DataLayout>>("layout", supported_data_layouts);
tuner_mode = parser.add_option<EnumOption<CLTunerMode>>("tuner-mode", supported_tuner_modes, CLTunerMode::NORMAL);
help->set_help("Show this help message");
threads->set_help("Number of threads to use");
batches->set_help("Number of batches to use for the inputs");
target->set_help("Target to execute on");
data_type->set_help("Data type to use");
data_layout->set_help("Data layout to use");
enable_tuner->set_help("Enable OpenCL dynamic tuner");
enable_cl_cache->set_help("Enable OpenCL program caches");
tuner_mode->set_help("Configures the time taken by the tuner to tune. "
"Exhaustive: slowest but produces the most performant LWS configuration. "
"Normal: slow but produces the LWS configurations on par with Exhaustive most of the time. "
"Rapid: fast but produces less performant LWS configurations");
fast_math_hint->set_help("Enable fast math");
data_path->set_help("Path where graph parameters reside");
image->set_help("Input image for the graph");
labels->set_help("File containing the output labels");
validation_file->set_help("File used to validate the graph");
validation_path->set_help("Path to the validation data");
validation_range->set_help("Range of the images to validate for (Format : start,end)");
tuner_file->set_help("File to load/save CLTuner values");
mlgo_file->set_help("File to load MLGO heuristics");
}
CommonGraphParams consume_common_graph_parameters(CommonGraphOptions &options)
{
FastMathHint fast_math_hint_value =
options.fast_math_hint->value() ? FastMathHint::Enabled : FastMathHint::Disabled;
auto validation_range = parse_validation_range(options.validation_range->value());
CommonGraphParams common_params;
common_params.help = options.help->is_set() ? options.help->value() : false;
common_params.threads = options.threads->value();
common_params.batches = options.batches->value();
common_params.target = options.target->value();
common_params.data_type = options.data_type->value();
if (options.data_layout->is_set())
{
common_params.data_layout = options.data_layout->value();
}
common_params.enable_tuner = options.enable_tuner->is_set() ? options.enable_tuner->value() : false;
common_params.enable_cl_cache = common_params.target == arm_compute::graph::Target::NEON
? false
: (options.enable_cl_cache->is_set() ? options.enable_cl_cache->value() : true);
common_params.tuner_mode = options.tuner_mode->value();
common_params.fast_math_hint = options.fast_math_hint->is_set() ? fast_math_hint_value : FastMathHint::Disabled;
common_params.data_path = options.data_path->value();
common_params.image = options.image->value();
common_params.labels = options.labels->value();
common_params.validation_file = options.validation_file->value();
common_params.validation_path = options.validation_path->value();
common_params.validation_range_start = validation_range.first;
common_params.validation_range_end = validation_range.second;
common_params.tuner_file = options.tuner_file->value();
common_params.mlgo_file = options.mlgo_file->value();
return common_params;
}
} // namespace utils
} // namespace arm_compute