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Optimize get_json_object Spark function using simdjson (5179)
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PHILO-HE committed Jul 3, 2024
1 parent fc0b9fa commit 1c90fc1
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35 changes: 35 additions & 0 deletions velox/docs/functions/spark/json.rst
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==============
JSON Functions
==============

JSON Format
-----------

JSON is a language-independent data format that represents data as
human-readable text. A JSON text can represent a number, a boolean, a
string, an array, an object, or a null, with slightly different grammar.
For instance, a JSON text representing a string must escape all characters
and enclose the string in double quotes, such as ``"123\n"``, whereas a JSON
text representing a number does not need to, such as ``123``. A JSON text
representing an array must enclose the array elements in square brackets,
such as ``[1,2,3]``. More detailed grammar can be found in
`this JSON introduction`_.

.. _this JSON introduction: https://www.json.org

JSON Functions
--------------

.. spark:function:: get_json_object(jsonString, path) -> varchar
Returns a json object, represented by VARCHAR, from ``jsonString`` by searching ``path``.
Valid ``path`` should start with '$' and then contain "[index]", "['field']" or ".field"
to define a JSON path. Here are some examples: "$.a" "$.a.b", "$[0]['a'].b". Returns
``jsonString`` if ``path`` is "$". Returns NULL if ``jsonString`` or ``path`` is malformed.
Also returns NULL if ``path`` doesn't exist. ::

SELECT get_json_object('{"a":"b"}', '$.a'); -- 'b'
SELECT get_json_object('{"a":{"b":"c"}}', '$.a'); -- '{"b":"c"}'
SELECT get_json_object('{"a":3}', '$.b'); -- NULL (unexisting field)
SELECT get_json_object('{"a"-3}'', '$.a'); -- NULL (malformed JSON string)
SELECT get_json_object('{"a":3}'', '.a'); -- NULL (malformed JSON path)
3 changes: 2 additions & 1 deletion velox/functions/sparksql/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -50,7 +50,8 @@ target_link_libraries(
velox_functions_spark_specialforms
velox_is_null_functions
velox_functions_util
Folly::folly)
Folly::folly
simdjson)

set_property(TARGET velox_functions_spark PROPERTY JOB_POOL_COMPILE
high_memory_pool)
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205 changes: 205 additions & 0 deletions velox/functions/sparksql/JsonFunctions.h
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@@ -0,0 +1,205 @@
/*
* 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/functions/prestosql/json/SIMDJsonUtil.h"

namespace facebook::velox::functions::sparksql {

template <typename T>
struct GetJsonObjectFunction {
VELOX_DEFINE_FUNCTION_TYPES(T);

// ASCII input always produces ASCII result.
static constexpr bool is_default_ascii_behavior = true;

FOLLY_ALWAYS_INLINE void initialize(
const std::vector<TypePtr>& /*inputTypes*/,
const core::QueryConfig& config,
const arg_type<Varchar>* /*json*/,
const arg_type<Varchar>* jsonPath) {
if (jsonPath != nullptr) {
if (checkJsonPath(*jsonPath)) {
jsonPath_ = removeSingleQuotes(*jsonPath);
}
}
}

FOLLY_ALWAYS_INLINE bool call(
out_type<Varchar>& result,
const arg_type<Varchar>& json,
const arg_type<Varchar>& jsonPath) {
// Spark requires the first char in jsonPath is '$'.
if (!checkJsonPath(jsonPath)) {
return false;
}
// jsonPath is "$".
if (jsonPath.size() == 1) {
result.append(json);
return true;
}
simdjson::ondemand::document jsonDoc;
simdjson::padded_string paddedJson(json.data(), json.size());
if (simdjsonParse(paddedJson).get(jsonDoc)) {
return false;
}

auto rawResult = jsonPath_.has_value()
? jsonDoc.at_path(jsonPath_.value().data())
: jsonDoc.at_path(removeSingleQuotes(jsonPath));
if (rawResult.error()) {
return false;
}

if (!extractStringResult(rawResult, result)) {
return false;
}

const char* currentPos;
jsonDoc.current_location().get(currentPos);
return isValidEndingCharacter(currentPos);
}

private:
FOLLY_ALWAYS_INLINE bool checkJsonPath(StringView jsonPath) {
// Spark requires the first char in jsonPath is '$'.
if (jsonPath.size() < 1 || jsonPath.data()[0] != '$') {
return false;
}
return true;
}

// Spark's json path requires field name surrounded by single quotes if it is
// specified in "[]". But simdjson lib requires not. This method just removes
// such single quotes, e.g., converts "['a']['b']" to "[a][b]".
std::string removeSingleQuotes(StringView jsonPath) {
// Skip the initial "$".
std::string result(jsonPath.data() + 1, jsonPath.size() - 1);
size_t pairEnd = 0;
while (true) {
auto pairBegin = result.find("['", pairEnd);
if (pairBegin == std::string::npos) {
break;
}
pairEnd = result.find("]", pairBegin);
if (pairEnd == std::string::npos || result[pairEnd - 1] != '\'') {
return "-1";
}
result.erase(pairEnd - 1, 1);
result.erase(pairBegin + 1, 1);
pairEnd -= 2;
}
return result;
}

// Returns true if no error.
bool extractStringResult(
simdjson::simdjson_result<simdjson::ondemand::value> rawResult,
out_type<Varchar>& result) {
std::stringstream ss;
switch (rawResult.type()) {
// For number and bool types, we need to explicitly get the value
// for specific types instead of using `ss << rawResult`. Thus, we
// can make simdjson's internal parsing position moved and then we
// can check the validity of ending character.
case simdjson::ondemand::json_type::number: {
switch (rawResult.get_number_type()) {
case simdjson::ondemand::number_type::unsigned_integer: {
uint64_t numberResult;
if (!rawResult.get_uint64().get(numberResult)) {
ss << numberResult;
result.append(ss.str());
return true;
}
return false;
}
case simdjson::ondemand::number_type::signed_integer: {
int64_t numberResult;
if (!rawResult.get_int64().get(numberResult)) {
ss << numberResult;
result.append(ss.str());
return true;
}
return false;
}
case simdjson::ondemand::number_type::floating_point_number: {
double numberResult;
if (!rawResult.get_double().get(numberResult)) {
ss << rawResult;
result.append(ss.str());
return true;
}
return false;
}
default:
VELOX_UNREACHABLE();
}
}
case simdjson::ondemand::json_type::boolean: {
bool boolResult;
if (!rawResult.get_bool().get(boolResult)) {
result.append(boolResult ? "true" : "false");
return true;
}
return false;
}
case simdjson::ondemand::json_type::string: {
std::string_view stringResult;
if (!rawResult.get_string().get(stringResult)) {
result.append(stringResult);
return true;
}
return false;
}
case simdjson::ondemand::json_type::object: {
// For nested case, e.g., for "{"my": {"hello": 10}}", "$.my" will
// return an object type.
ss << rawResult;
result.append(ss.str());
return true;
}
case simdjson::ondemand::json_type::array: {
ss << rawResult;
result.append(ss.str());
return true;
}
default: {
return false;
}
}
}

// This is a simple validation by checking whether the obtained result is
// followed by valid char. Because ondemand parsing we are using ignores json
// format validation for characters following the current parsing position.
// As json doc is padded with NULL characters, it's safe to do recursively
// check.
bool isValidEndingCharacter(const char* currentPos) {
char endingChar = *currentPos;
if (endingChar == ',' || endingChar == '}' || endingChar == ']') {
return true;
}
// These chars can be prior to a valid ending char.
if (endingChar == ' ' || endingChar == '\r' || endingChar == '\n' ||
endingChar == '\t') {
return isValidEndingCharacter(currentPos++);
}
return false;
}

std::optional<std::string> jsonPath_;
};

} // namespace facebook::velox::functions::sparksql
4 changes: 4 additions & 0 deletions velox/functions/sparksql/Register.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -35,6 +35,7 @@
#include "velox/functions/sparksql/DateTimeFunctions.h"
#include "velox/functions/sparksql/Hash.h"
#include "velox/functions/sparksql/In.h"
#include "velox/functions/sparksql/JsonFunctions.h"
#include "velox/functions/sparksql/LeastGreatest.h"
#include "velox/functions/sparksql/MightContain.h"
#include "velox/functions/sparksql/MonotonicallyIncreasingId.h"
Expand Down Expand Up @@ -174,6 +175,9 @@ void registerFunctions(const std::string& prefix) {

registerRegexpReplace(prefix);

registerFunction<GetJsonObjectFunction, Varchar, Varchar, Varchar>(
{prefix + "get_json_object"});

// Register string functions.
registerFunction<sparksql::ChrFunction, Varchar, int64_t>({prefix + "chr"});
registerFunction<AsciiFunction, int32_t, Varchar>({prefix + "ascii"});
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1 change: 1 addition & 0 deletions velox/functions/sparksql/tests/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -32,6 +32,7 @@ add_executable(
ElementAtTest.cpp
HashTest.cpp
InTest.cpp
JsonFunctionsTest.cpp
LeastGreatestTest.cpp
MakeDecimalTest.cpp
MakeTimestampTest.cpp
Expand Down
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