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9 changes: 8 additions & 1 deletion src/meta_schedule/database/json_database.cc
Original file line number Diff line number Diff line change
Expand Up @@ -127,7 +127,14 @@ class JSONDatabaseNode : public DatabaseNode {
Array<TuningRecord> results;
results.reserve(top_k);
for (const TuningRecord& record : this->tuning_records_) {
if (!record->run_secs.defined() || record->run_secs.value().empty()) {
auto run_secs = record->run_secs;
if (!run_secs.defined() || run_secs.value().empty() ||
std::all_of(run_secs.value().begin(), run_secs.value().end(),
// kMaxMeanTime(1e10) is used as a stub for undefined measurement times.
[](tvm::FloatImm v) {
return v.defined() &&
v->value == SortTuningRecordByMeanRunSecs::kMaxMeanTime;
})) {
continue;
}
if (record->workload.same_as(workload) ||
Expand Down
44 changes: 18 additions & 26 deletions src/meta_schedule/database/memory_database.cc
Original file line number Diff line number Diff line change
Expand Up @@ -65,42 +65,34 @@ class MemoryDatabaseNode : public DatabaseNode {
if (top_k == 0) {
return {};
}
std::vector<std::pair<double, TuningRecord>> results;
std::vector<TuningRecord> results;
results.reserve(records.size());
for (const TuningRecord& record : records) {
if (!record->run_secs.defined()) {
continue;
}
Array<FloatImm> run_secs = record->run_secs.value();
if (run_secs.empty()) {
auto run_secs = record->run_secs;
if (!run_secs.defined() || run_secs.value().empty() ||
std::all_of(run_secs.value().begin(), run_secs.value().end(),
// kMaxMeanTime(1e10) is used as a stub for undefined measurement times.
[](tvm::FloatImm v) {
return v.defined() &&
v->value == SortTuningRecordByMeanRunSecs::kMaxMeanTime;
})) {
continue;
}
if (record->workload.same_as(workload) ||
WorkloadEqual(GetModuleEquality())(record->workload, workload)) {
double sum = 0.0;
for (const FloatImm& i : run_secs) {
sum += i->value;
}
results.emplace_back(sum / run_secs.size(), record);
results.emplace_back(record);
}
}
std::sort(results.begin(), results.end());
auto begin = results.begin();
auto end = results.end();
std::stable_sort(results.begin(), results.end(), SortTuningRecordByMeanRunSecs());
if (results.size() > static_cast<size_t>(top_k)) {
end = begin + top_k;
}
Array<TuningRecord> ret;
ret.reserve(end - begin);
while (begin != end) {
ret.push_back(begin->second);
++begin;
}
if (ret.size() < static_cast<size_t>(top_k)) {
LOG(WARNING) << "The size of the GetTopK result is smaller than requested. There are not "
"enough valid records in the database for this workload.";
return {results.begin(), results.end() + top_k};
} else {
if (results.size() < static_cast<size_t>(top_k)) {
LOG(WARNING) << "The size of the GetTopK result is smaller than requested. There are not "
"enough valid records in the database for this workload.";
}
return results;
}
return ret;
}

Array<TuningRecord> GetAllTuningRecords() final { return records; }
Expand Down
16 changes: 12 additions & 4 deletions tests/python/unittest/test_meta_schedule_database.py
Original file line number Diff line number Diff line change
Expand Up @@ -554,21 +554,29 @@ def call_get_top_k(run_secs_list, database, k):

@pytest.mark.parametrize(
"k,expected",
[(0, []), (3, [[0.0, 2.0], [2.0], [1.5, 4.5]]), (5, [[0.0, 2.0], [2.0], [1.5, 4.5]])],
[
(0, []),
(4, [[0.0, 2.0], [2.0], [1.5, 4.5], [3.0, 1e10]]),
(5, [[0.0, 2.0], [2.0], [1.5, 4.5], [3.0, 1e10]]),
],
)
def test_memory_database_get_top_k(k, expected):
run_secs_list = [[1.5, 4.5], [], [0.0, 2.0], None, [2.0]]
run_secs_list = [[1.5, 4.5], [], [0.0, 2.0], None, [2.0], [3.0, 1e10], [1e10]]
database = ms.database.MemoryDatabase()
result = call_get_top_k(run_secs_list, database, k)
assert result == expected


@pytest.mark.parametrize(
"k,expected",
[(0, []), (3, [[0.0, 2.0], [2.0], [1.5, 4.5]]), (5, [[0.0, 2.0], [2.0], [1.5, 4.5]])],
[
(0, []),
(4, [[0.0, 2.0], [2.0], [1.5, 4.5], [3.0, 1e10]]),
(5, [[0.0, 2.0], [2.0], [1.5, 4.5], [3.0, 1e10]]),
],
)
def test_json_database_get_top_k(k, expected):
run_secs_list = [[1.5, 4.5], [], [0.0, 2.0], None, [2.0]]
run_secs_list = [[1.5, 4.5], [], [0.0, 2.0], None, [2.0], [3.0, 1e10], [1e10]]
with tempfile.TemporaryDirectory() as tmpdir:
database = _create_tmp_database(tmpdir)
result = call_get_top_k(run_secs_list, database, k)
Expand Down