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-rw-r--r--src/tuning/tuning.hpp23
1 files changed, 16 insertions, 7 deletions
diff --git a/src/tuning/tuning.hpp b/src/tuning/tuning.hpp
index 25504430..6a8039d2 100644
--- a/src/tuning/tuning.hpp
+++ b/src/tuning/tuning.hpp
@@ -48,6 +48,12 @@ void Tuner(int argc, char* argv[]) {
if (o == kArgBeta) { args.beta = GetArgument(command_line_args, help, kArgBeta, GetScalar<T>()); }
if (o == kArgFraction) { args.fraction = GetArgument(command_line_args, help, kArgFraction, C::DefaultFraction()); }
if (o == kArgBatchCount) { args.batch_count = GetArgument(command_line_args, help, kArgBatchCount, C::DefaultBatchCount()); }
+ if (o == kArgHeuristicSelection) {args.heuristic_selection = GetArgument(command_line_args, help, kArgHeuristicSelection, C::DefaultHeuristic()); }
+ if (o == kArgPsoSwarmSize) {args.pso_swarm_size = GetArgument(command_line_args, help, kArgPsoSwarmSize , C::DefaultSwarmSizePSO()); }
+ if (o == kArgPsoInfGlobal) {args.pso_inf_global = GetArgument(command_line_args, help, kArgPsoInfGlobal, C::DefaultInfluenceGlobalPSO()); }
+ if (o == kArgPsoInfLocal) {args.pso_inf_local = GetArgument(command_line_args, help, kArgPsoInfLocal, C::DefaultInfluenceLocalPSO()); }
+ if (o == kArgPsoInfRandom) {args.pso_inf_random = GetArgument(command_line_args, help, kArgPsoInfRandom, C::DefaultInfluenceRandomPSO()); }
+ if (o == kArgAnnMaxTemp) {args.ann_max_temperature = GetArgument(command_line_args, help, kArgAnnMaxTemp, C::DefaultMaxTempAnn());}
}
const auto num_runs = GetArgument(command_line_args, help, kArgNumRuns, C::DefaultNumRuns());
@@ -91,14 +97,16 @@ void Tuner(int argc, char* argv[]) {
// Initializes the tuner for the chosen device
cltune::Tuner tuner(args.platform_id, args.device_id);
- // Use full-search to explore all parameter combinations or random-search to search only a part of
- // the parameter values. The fraction is set as a command-line argument.
- if (args.fraction == 1.0 || args.fraction == 0.0) {
- tuner.UseFullSearch();
- }
- else {
- tuner.UseRandomSearch(1.0/args.fraction);
+ // Select the search method based on the cmd_line arguments
+ // If the tuner does not support the selected choice, Full Search will be returned.
+ auto method = C::GetHeuristic(args);
+
+ if (method == 1) { tuner.UseRandomSearch(1.0/args.fraction); }
+ else if (method == 2) { tuner.UseAnnealing(args.fraction, args.ann_max_temperature); }
+ else if (method == 3) {
+ tuner.UsePSO(args.fraction, args.pso_swarm_size, args.pso_inf_global, args.pso_inf_local, args.pso_inf_random);
}
+ else { tuner.UseFullSearch(); }
// Set extra settings for specific defines. This mimics src/routine.cc.
auto defines = std::string{""};
@@ -162,6 +170,7 @@ void Tuner(int argc, char* argv[]) {
if (o == kArgBatchCount) { metadata.push_back({"arg_batch_count", ToString(args.batch_count)}); }
}
tuner.PrintJSON("clblast_"+C::KernelFamily()+"_"+precision_string+".json", metadata);
+
}
// =================================================================================================