Constrained input generators for fuzzers (facebookincubator#11368)

Summary:
Pull Request resolved: facebookincubator#11368

DO NOT REVIEW FOR NOW.

This diff adds a prototype of the constrained input generator for fuzzers. These generators can be
used to generate random data satisfying given constraints, needed for fuzzers for testing
functions that have special requirement on input data, such as cdf functions, subscript functions,
etc.

Differential Revision: D65101030

velox/CMakeLists.txt

@@ -25,6 +25,7 @@ add_subdirectory(flag_definitions)
 add_subdirectory(external/date)
 add_subdirectory(external/md5)
 add_subdirectory(external/hdfs)
+add_subdirectory(experimental/fuzzer_input_generator)
 #
 
 # examples depend on expression

velox/experimental/fuzzer_input_generator/CMakeLists.txt

@@ -0,0 +1,26 @@
+# 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.
+velox_add_library(velox_fuzzer_constrained_input_generators
+                  ConstrainedGenerators.cpp ConstrainedVectorGenerator.cpp)
+
+velox_link_libraries(
+  velox_fuzzer_constrained_input_generators
+  Folly::folly
+  velox_expression
+  velox_type
+  velox_vector_fuzzer_util)
+
+if(${VELOX_BUILD_TESTING})
+  add_subdirectory(tests)
+endif()

velox/experimental/fuzzer_input_generator/ConstrainedGenerators.cpp

@@ -0,0 +1,206 @@
+/*
+ * 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/experimental/fuzzer_input_generator/ConstrainedGenerators.h"
+
+#include <boost/random/uniform_int_distribution.hpp>
+
+#include "velox/vector/fuzzer/Utils.h"
+
+namespace facebook::velox::fuzzer {
+
+// AbstractInputGenerator
+AbstractInputGenerator::AbstractInputGenerator(
+    size_t seed,
+    const TypePtr& type,
+    std::unique_ptr<AbstractInputGenerator>&& next,
+    double nullRatio)
+    : type_{type}, next_{std::move(next)}, nullRatio_{nullRatio} {
+  rng_.seed(seed);
+}
+
+// NotEqualConstrainedGenerator
+variant NotEqualConstrainedGenerator::generate() {
+  variant value;
+  do {
+    value = next_->generate();
+  } while (value == excludedValue_);
+  return value;
+}
+
+// SetConstrainedGenerator
+variant SetConstrainedGenerator::generate() {
+  const auto index =
+      boost::random::uniform_int_distribution<size_t>(0, set_.size() - 1)(rng_);
+  return set_[index];
+}
+
+// JsonInputGenerator
+folly::json::serialization_opts JsonInputGenerator::getSerializationOptions() {
+  folly::json::serialization_opts opts;
+  opts.allow_non_string_keys = true;
+  opts.allow_nan_inf = true;
+  if (makeRandomVariation_) {
+    opts.convert_int_keys = rand<bool>(rng_);
+    opts.pretty_formatting = rand<bool>(rng_);
+    opts.pretty_formatting_indent_width = rand<uint32_t>(rng_, 0, 4);
+    opts.encode_non_ascii = rand<bool>(rng_);
+    opts.allow_trailing_comma = rand<bool>(rng_);
+    opts.sort_keys = rand<bool>(rng_);
+    opts.skip_invalid_utf8 = rand<bool>(rng_);
+    opts.parse_numbers_as_strings = rand<bool>(rng_);
+  }
+  return opts;
+}
+
+variant JsonInputGenerator::generate() {
+  if (coinToss(rng_, nullRatio_)) {
+    return variant::null(type_->kind());
+  }
+
+  const auto object = objectGenerator_->generate();
+  const folly::dynamic jsonObject = convertVariantToDynamic(object);
+  const auto jsonString = folly::json::serialize(jsonObject, opts_);
+  if (makeRandomVariation_ && coinToss(rng_, 0.5)) {
+    makeRandomVariation(jsonString);
+  }
+  return variant(jsonString);
+}
+
+folly::dynamic JsonInputGenerator::convertVariantToDynamic(
+    const variant& object) {
+  if (object.isNull()) {
+    return folly::dynamic();
+  }
+
+  switch (object.kind()) {
+    case TypeKind::BOOLEAN:
+      return convertVariantToDynamicPrimitive<TypeKind::BOOLEAN>(object);
+    case TypeKind::TINYINT:
+      return convertVariantToDynamicPrimitive<TypeKind::TINYINT>(object);
+    case TypeKind::SMALLINT:
+      return convertVariantToDynamicPrimitive<TypeKind::SMALLINT>(object);
+    case TypeKind::INTEGER:
+      return convertVariantToDynamicPrimitive<TypeKind::INTEGER>(object);
+    case TypeKind::BIGINT:
+      return convertVariantToDynamicPrimitive<TypeKind::BIGINT>(object);
+    case TypeKind::REAL:
+      return convertVariantToDynamicPrimitive<TypeKind::REAL>(object);
+    case TypeKind::DOUBLE:
+      return convertVariantToDynamicPrimitive<TypeKind::DOUBLE>(object);
+    case TypeKind::VARCHAR:
+      return convertVariantToDynamicPrimitive<TypeKind::VARCHAR>(object);
+    case TypeKind::VARBINARY:
+      return convertVariantToDynamicPrimitive<TypeKind::VARBINARY>(object);
+    case TypeKind::TIMESTAMP:
+      return convertVariantToDynamicPrimitive<TypeKind::TIMESTAMP>(object);
+    case TypeKind::HUGEINT:
+      return convertVariantToDynamicPrimitive<TypeKind::HUGEINT>(object);
+    case TypeKind::ARRAY: {
+      folly::dynamic array = folly::dynamic::array;
+      for (const auto& element : object.value<TypeKind::ARRAY>()) {
+        array.push_back(convertVariantToDynamic(element));
+      }
+      return array;
+    }
+    case TypeKind::MAP: {
+      folly::dynamic map = folly::dynamic::object;
+      for (const auto& [key, value] : object.value<TypeKind::MAP>()) {
+        map[convertVariantToDynamic(key)] = convertVariantToDynamic(value);
+      }
+      return map;
+    }
+    case TypeKind::ROW: {
+      folly::dynamic array = folly::dynamic::array;
+      for (const auto& element : object.value<TypeKind::ROW>()) {
+        array.push_back(convertVariantToDynamic(element));
+      }
+      return array;
+    }
+    default:
+      VELOX_UNREACHABLE("Unsupported type");
+  }
+}
+
+std::vector<std::string> getControlCharacters() {
+  static std::vector<std::string> controlCharacters = {
+      "\x00",   "\x01",   "\x02",   "\x03",   "\x04",   "\x05",   "\x06",
+      "\x07",   "\x08",   "\x09",   "\x0A",   "\x0B",   "\x0C",   "\x0D",
+      "\x0E",   "\x0F",   "\x10",   "\x11",   "\x12",   "\x13",   "\x14",
+      "\x15",   "\x16",   "\x17",   "\x18",   "\x19",   "\x1A",   "\x1B",
+      "\x1C",   "\x1D",   "\x1E",   "\x1F",   "\x20",   "\x7F",   "\u0080",
+      "\u0081", "\u0082", "\u0083", "\u0084", "\u0085", "\u0086", "\u0087",
+      "\u0088", "\u0089", "\u008A", "\u008B", "\u008C", "\u008D", "\u008E",
+      "\u008F", "\u0090", "\u0091", "\u0092", "\u0093", "\u0094", "\u0095",
+      "\u0096", "\u0097", "\u0098", "\u0099", "\u009A", "\u009B", "\u009C",
+      "\u009D", "\u009E", "\u009F"};
+  return controlCharacters;
+};
+
+void JsonInputGenerator::makeRandomVariation(std::string json) {
+  if (coinToss(rng_, 0.1)) {
+    const auto controlCharacters = getControlCharacters();
+    const auto index = rand<uint32_t>(rng_, 0, controlCharacters.size() - 1);
+    const auto& controlCharacter = controlCharacters[index];
+    const auto indexToInsert = rand<uint32_t>(rng_, 0, json.size());
+    json.insert(indexToInsert, controlCharacter);
+  } else if (coinToss(rng_, 0.1)) {
+    const auto size = rand<uint32_t>(rng_, 0, json.size());
+    json.resize(size);
+  }
+}
+
+// Utility functions
+template <bool, TypeKind KIND>
+std::unique_ptr<AbstractInputGenerator> getRandomInputGeneratorPrimitive(
+    size_t seed,
+    const TypePtr& type,
+    double nullRatio) {
+  using T = typename TypeTraits<KIND>::NativeType;
+  std::unique_ptr<AbstractInputGenerator> generator =
+      std::make_unique<RandomInputGenerator<T>>(seed, type, nullRatio);
+  return generator;
+}
+
+std::unique_ptr<AbstractInputGenerator>
+getRandomInputGenerator(size_t seed, const TypePtr& type, double nullRatio) {
+  std::unique_ptr<AbstractInputGenerator> generator;
+  if (type->isPrimitiveType()) {
+    return VELOX_DYNAMIC_SCALAR_TEMPLATE_TYPE_DISPATCH(
+        getRandomInputGeneratorPrimitive,
+        false,
+        type->kind(),
+        seed,
+        type,
+        nullRatio);
+  } else if (type->isArray()) {
+    generator = std::make_unique<RandomInputGenerator<ArrayType>>(
+        seed, type, nullRatio);
+  } else if (type->isMap()) {
+    generator =
+        std::make_unique<RandomInputGenerator<MapType>>(seed, type, nullRatio);
+
+  } else if (type->isRow()) {
+    generator = std::make_unique<RandomInputGenerator<RowType>>(
+        seed,
+        type,
+        std::vector<std::unique_ptr<AbstractInputGenerator>>{},
+        nullRatio);
+  }
+  return generator;
+}
+
+} // namespace facebook::velox::fuzzer