jcf94 commented on a change in pull request #6529:
URL: https://github.com/apache/incubator-tvm/pull/6529#discussion_r493162832
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File path: src/auto_scheduler/search_policy/sketch_policy.cc
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@@ -332,29 +333,45 @@ Array<State> SketchPolicyNode::GenerateSketches() {
}
Array<State> SketchPolicyNode::SampleInitPopulation(const Array<State>&
sketches, int out_size) {
- int fail_ct = 0;
+ std::atomic<int> fail_ct(0);
Array<State> out_states;
+ std::vector<std::mt19937> rand_seeds;
+ rand_seeds.reserve(out_size);
+ for (int i = 0; i < out_size; i++) {
+ rand_seeds.push_back(std::mt19937(rand_gen()));
+ }
auto tic_begin = std::chrono::high_resolution_clock::now();
while (static_cast<int>(out_states.size()) < out_size && fail_ct < out_size)
{
- // Random choose a starting sketch
- // TODO(jcf94, merrymercy): Maybe choose sketches in different possibility
for they may have
- // different potential on generating state with better performance
- State tmp_s = sketches[(rand_gen)() % sketches.size()];
-
- // Derivation rule based enumeration
- bool valid = true;
- for (const auto& rule : init_rules) {
- if (rule->Apply(this, &tmp_s) ==
PopulationGenerationRule::ResultKind::kInvalid) {
- valid = false;
- break;
+ std::vector<State> temp_states(out_size);
+
+ support::parallel_for(0, out_size - out_states.size(),
+ [this, &temp_states, &sketches, &rand_seeds, &fail_ct](int index) {
+ // Random choose a starting sketch
+ // TODO(jcf94, merrymercy): Maybe choose sketches in different
possibility for they may have
+ // different potential on generating state with better performance
Review comment:
Yes, this comment is just for the `State tmp_s =
sketches[(rand_seeds[index])() % sketches.size()];`, which randomly choose a
sketch as the start point of this InitPopulation thread.
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