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Implement map_keys_by_top_n_values function in Velox (#12209)
Summary: Implement map_keys_by_top_n_values function in Velox ; the function returns the top N keys of the given map in descending order according to the natural ordering of its values. Differential Revision: D68812985
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/* | ||
* Copyright (c) Facebook, Inc. and its affiliates. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
#pragma once | ||
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#include <algorithm> | ||
#include "velox/functions/prestosql/MapTopN.h" | ||
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namespace facebook::velox::functions { | ||
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template <typename TExec> | ||
struct MapKeysByTopNValuesFunction { | ||
VELOX_DEFINE_FUNCTION_TYPES(TExec); | ||
void call( | ||
out_type<Array<Orderable<T1>>>& out, | ||
const arg_type<Map<Orderable<T1>, Orderable<T2>>>& inputMap, | ||
int64_t n) { | ||
VELOX_USER_CHECK_GE(n, 0, "n must be greater than or equal to 0"); | ||
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if (n == 0) { | ||
return; | ||
} | ||
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using It = typename arg_type<Map<Orderable<T1>, Orderable<T2>>>::Iterator; | ||
// This implementation is inspired by the Java version of the | ||
// map_keys_by_top_n_values function in Presto: | ||
// https://github.com/prestodb/presto/blob/0d8548313fb8ed197d11a4e9ac1257f177364189/presto-main/src/main/java/com/facebook/presto/operator/scalar/sql/MapSqlFunctions.java#L35 | ||
// The Java code returns: "RETURN IF(n < 0, fail('n must be greater than or | ||
// equal to 0'), map_keys(map_top_n(input, n)))"; Here, we utilize the | ||
// comparator from MapTopNFunction to sort the input map. | ||
using Compare = typename MapTopNFunction<TExec>::template Compare<It>; | ||
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const Compare comparator; | ||
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const size_t ttlSize = | ||
std::min(static_cast<size_t>(n), static_cast<size_t>(inputMap.size())); | ||
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std::vector<It> container; | ||
container.reserve(ttlSize); | ||
std::priority_queue<It, std::vector<It>, Compare> topEntries( | ||
comparator, std::move(container)); | ||
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for (auto it = inputMap.begin(); it != inputMap.end(); ++it) { | ||
if (topEntries.size() < n) { | ||
topEntries.push(it); | ||
} else if (comparator(it, topEntries.top())) { | ||
topEntries.pop(); | ||
topEntries.push(it); | ||
} | ||
} | ||
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std::vector<It> result; | ||
result.reserve(ttlSize); | ||
while (!topEntries.empty()) { | ||
result.push_back(topEntries.top()); | ||
topEntries.pop(); | ||
} | ||
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// Output the results in descending order. | ||
for (auto it = result.crbegin(); it != result.crend(); ++it) { | ||
out.push_back((*it)->first); | ||
} | ||
} | ||
}; | ||
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} // namespace facebook::velox::functions |
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velox/functions/prestosql/tests/MapKeysByTopNValuesTest.cpp
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/* | ||
* Copyright (c) Facebook, Inc. and its affiliates. | ||
* | ||
* Licensed under the Apache License, Version 2.0 (the "License"); | ||
* you may not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
#include "velox/common/base/tests/GTestUtils.h" | ||
#include "velox/functions/prestosql/tests/utils/FunctionBaseTest.h" | ||
#include "velox/functions/prestosql/types/TimestampWithTimeZoneType.h" | ||
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using namespace facebook::velox::test; | ||
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namespace facebook::velox::functions { | ||
namespace { | ||
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class MapKeysByTopNValuesTest : public test::FunctionBaseTest {}; | ||
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TEST_F(MapKeysByTopNValuesTest, emptyMap) { | ||
RowVectorPtr input = makeRowVector({ | ||
makeMapVectorFromJson<int32_t, int64_t>({ | ||
"{}", | ||
}), | ||
}); | ||
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assertEqualVectors( | ||
evaluate("map_keys_by_top_n_values(c0, 3)", input), | ||
makeArrayVectorFromJson<int32_t>({ | ||
"[]", | ||
})); | ||
} | ||
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TEST_F(MapKeysByTopNValuesTest, basic) { | ||
auto data = makeRowVector({ | ||
makeMapVectorFromJson<int32_t, int64_t>({ | ||
"{1:3, 2:5, 3:1, 4:4, 5:2}", | ||
"{1:3, 2:5, 3:null, 4:4, 5:2}", | ||
"{1:null, 2:null, 3:1, 4:4, 5:null}", | ||
"{1:10, 2:7, 3:11, 5:4}", | ||
"{1:10, 2:10, 3:10, 4:10, 5:10}", | ||
"{1:10, 2:7, 3:0}", | ||
"{1:null, 2:10}", | ||
"{}", | ||
"{1:null, 2:null, 3:null}", | ||
}), | ||
}); | ||
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auto result = evaluate("map_keys_by_top_n_values(c0, 3)", data); | ||
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auto expected = makeArrayVectorFromJson<int32_t>({ | ||
"[2, 4, 1]", | ||
"[2, 4, 1]", | ||
"[4, 3, 5]", | ||
"[3, 1, 2]", | ||
"[5, 4, 3]", | ||
"[1, 2, 3]", | ||
"[2, 1]", | ||
"[]", | ||
"[3, 2, 1]", | ||
}); | ||
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assertEqualVectors(expected, result); | ||
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// n = 0. Expect empty maps. | ||
result = evaluate("map_keys_by_top_n_values(c0, 0)", data); | ||
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expected = makeArrayVectorFromJson<int32_t>({ | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
"[]", | ||
}); | ||
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assertEqualVectors(expected, result); | ||
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// n is negative. Expect an error. | ||
VELOX_ASSERT_THROW( | ||
evaluate("map_keys_by_top_n_values(c0, -1)", data), | ||
"n must be greater than or equal to 0"); | ||
} | ||
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TEST_F(MapKeysByTopNValuesTest, complexKeys) { | ||
RowVectorPtr input = | ||
makeRowVector({makeMapVectorFromJson<std::string, int64_t>( | ||
{R"( {"x":1, "y":2} )", | ||
R"( {"x":1, "x2":-2} )", | ||
R"( {"ac":1, "cc":3, "dd": 4} )"})}); | ||
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assertEqualVectors( | ||
evaluate("map_keys_by_top_n_values(c0, 1)", input), | ||
makeArrayVectorFromJson<std::string>({ | ||
"[\"y\"]", | ||
"[\"x\"]", | ||
"[\"dd\"]", | ||
})); | ||
} | ||
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TEST_F(MapKeysByTopNValuesTest, timestampWithTimeZone) { | ||
auto testMapTopNKeys = [&](const std::vector<int64_t>& keys, | ||
const std::vector<int32_t>& values, | ||
const std::vector<int64_t>& expectedKeys) { | ||
const auto map = makeMapVector( | ||
{0}, | ||
makeFlatVector(keys, TIMESTAMP_WITH_TIME_ZONE()), | ||
makeFlatVector(values)); | ||
const auto expected = makeArrayVector( | ||
{0}, makeFlatVector(expectedKeys, TIMESTAMP_WITH_TIME_ZONE())); | ||
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const auto result = | ||
evaluate("map_keys_by_top_n_values(c0, 3)", makeRowVector({map})); | ||
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assertEqualVectors(expected, result); | ||
}; | ||
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testMapTopNKeys( | ||
{pack(1, 1), pack(2, 2), pack(3, 3), pack(4, 4), pack(5, 5)}, | ||
{3, 5, 1, 4, 2}, | ||
{pack(2, 2), pack(4, 4), pack(1, 1)}); | ||
testMapTopNKeys( | ||
{pack(5, 1), pack(4, 2), pack(3, 3), pack(2, 4), pack(1, 5)}, | ||
{3, 5, 1, 4, 2}, | ||
{pack(4, 2), pack(2, 4), pack(5, 1)}); | ||
testMapTopNKeys( | ||
{pack(3, 1), pack(5, 2), pack(1, 3), pack(4, 4), pack(2, 5)}, | ||
{1, 2, 3, 4, 5}, | ||
{pack(2, 5), pack(4, 4), pack(1, 3)}); | ||
testMapTopNKeys( | ||
{pack(3, 5), pack(5, 4), pack(4, 2), pack(2, 1)}, | ||
{3, 3, 3, 3}, | ||
{pack(5, 4), pack(4, 2), pack(3, 5)}); | ||
testMapTopNKeys({}, {}, {}); | ||
} | ||
} // namespace | ||
} // namespace facebook::velox::functions |