uda-test.cc

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// Copyright 2012 Cloudera Inc.
//
// 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 <iostream>
#include <gtest/gtest.h>

#include "common/logging.h"
#include "udf/uda-test-harness.h"
#include "testutil/test-udas.h"

#include "common/names.h"

using std::min;
using namespace impala;
using namespace impala_udf;


//-------------------------------- Count ------------------------------------
// Example of implementing Count(int_col).
// The input type is: int
// The intermediate type is bigint
// the return type is bigint
void CountInit(FunctionContext* context, BigIntVal* val) {
  val->is_null = false;
  val->val = 0;
}

void CountUpdate(FunctionContext* context, const IntVal& input, BigIntVal* val) {
  // BigIntVal is the same ptr as what was passed to CountInit
  if (input.is_null) return;
  ++val->val;
}

void CountMerge(FunctionContext* context, const BigIntVal& src, BigIntVal* dst) {
  dst->val += src.val;
}

BigIntVal CountFinalize(FunctionContext* context, const BigIntVal& val) {
  return val;
}

//-------------------------------- Count(...) ------------------------------------
// Example of implementing Count(...)
// The input type is: multiple ints
// The intermediate type is bigint
// the return type is bigint
void Count2Update(FunctionContext* context, const IntVal& input1, const IntVal& input2,
    BigIntVal* val) {
  val->val += (!input1.is_null + !input2.is_null);
}
void Count3Update(FunctionContext* context, const IntVal& input1, const IntVal& input2,
    const IntVal& input3, BigIntVal* val) {
  val->val += (!input1.is_null + !input2.is_null + !input3.is_null);
}
void Count4Update(FunctionContext* context, const IntVal& input1, const IntVal& input2,
    const IntVal& input3, const IntVal& input4, BigIntVal* val) {
  val->val += (!input1.is_null + !input2.is_null + !input3.is_null + !input4.is_null);
}

//-------------------------------- Min(String) ------------------------------------
// Example of implementing MIN for strings.
// The input type is: STRING
// The intermediate type is BufferVal
// the return type is STRING
// This is a little more sophisticated since the result buffers are reused (it grows
// to the longest result string).
struct MinState {
  uint8_t* value;
  int len;
  int buffer_len;

  void Set(FunctionContext* context, const StringVal& val) {
    if (buffer_len < val.len) {
      context->Free(value);
      value = context->Allocate(val.len);
      buffer_len = val.len;
    }
    memcpy(value, val.ptr, val.len);
    len = val.len;
  }
};

// Initialize the MinState scratch space
void MinInit(FunctionContext* context, BufferVal* val) {
  MinState* state = reinterpret_cast<MinState*>(*val);
  state->value = NULL;
  state->buffer_len = 0;
}

// Update the min value, comparing with the current value in MinState
void MinUpdate(FunctionContext* context, const StringVal& input, BufferVal* val) {
  if (input.is_null) return;
  MinState* state = reinterpret_cast<MinState*>(*val);
  if (state->value == NULL) {
    state->Set(context, input);
    return;
  }
  int cmp = memcmp(input.ptr, state->value, ::min(input.len, state->len));
  if (cmp < 0 || (cmp == 0 && input.len < state->len)) {
    state->Set(context, input);
  }
}

// Serialize the state into the min string
const BufferVal MinSerialize(FunctionContext* context, const BufferVal& intermediate) {
  MinState* state = reinterpret_cast<MinState*>(intermediate);
  if (state->value == NULL) return intermediate;
  // Hack to persist the intermediate state's value without leaking.
  // TODO: revisit BufferVal and design a better way to do this
  StringVal copy_buffer(context, state->len);
  memcpy(copy_buffer.ptr, state->value, state->len);
  context->Free(state->value);
  state->value = copy_buffer.ptr;
  return intermediate;
}

// Merge is the same as Update since the serialized format is the raw input format
void MinMerge(FunctionContext* context, const BufferVal& src, BufferVal* dst) {
  const MinState* src_state = reinterpret_cast<const MinState*>(src);
  if (src_state->value == NULL) return;
  MinUpdate(context, StringVal(src_state->value, src_state->len), dst);
}

// Finalize also just returns the string so is the same as MinSerialize.
StringVal MinFinalize(FunctionContext* context, const BufferVal& val) {
  const MinState* state = reinterpret_cast<const MinState*>(val);
  if (state->value == NULL) return StringVal::null();
  StringVal result = StringVal(context, state->len);
  memcpy(result.ptr, state->value, state->len);
  context->Free(state->value);
  return result;
}

//----------------------------- Bits after Xor ------------------------------------
// Example of a UDA that xors all the input bits and then returns the number of
// resulting bits that are set. This illustrates where the result and intermediate
// are the same type, but a transformation is still needed in Finialize()
// The input type is: double
// The intermediate type is bigint
// the return type is bigint
void XorInit(FunctionContext* context, BigIntVal* val) {
  val->is_null = false;
  val->val = 0;
}

void XorUpdate(FunctionContext* context, const double* input, BigIntVal* val) {
  // BigIntVal is the same ptr as what was passed to CountInit
  if (input == NULL) return;
  val->val |= *reinterpret_cast<const int64_t*>(input);
}

void XorMerge(FunctionContext* context, const BigIntVal& src, BigIntVal* dst) {
  dst->val |= src.val;
}

BigIntVal XorFinalize(FunctionContext* context, const BigIntVal& val) {
  int64_t set_bits = 0;
  // Do popcnt on val
  // set_bits = popcnt(val.val);
  return BigIntVal(set_bits);
}

//--------------------------- HLL(Distinct Estimate) ---------------------------------
// Example of implementing distinct estimate. As an example, we will compress the
// intermediate buffer.
// Note: this is not the actual algorithm but a sketch of how it would be implemented
// with the UDA interface.
// The input type is: bigint
// The intermediate type is string (fixed at 256 bytes)
// the return type is bigint
void DistinctEstimateInit(FunctionContext* context, StringVal* val) {
  // Since this is known, this will be allocated to 256 bytes.
  assert(val->len == 256);
  memset(val->ptr, 0, 256);
}

void DistinctEstimatUpdate(FunctionContext* context,
    const int64_t* input, StringVal* val) {
  if (input == NULL) return;
  for (int i = 0; i < 256; ++i) {
    int hash = 0;
    // Hash(input) with the ith hash function
    // hash = Hash(*input, i);
    val->ptr[i] = hash;
  }
}

StringVal DistinctEstimatSerialize(FunctionContext* context,
    const StringVal& intermediate) {
  int compressed_size = 0;
  uint8_t* result = NULL; // SnappyCompress(intermediate.ptr, intermediate.len);
  return StringVal(result, compressed_size);
}

void DistinctEstimateMerge(FunctionContext* context, const StringVal& src, StringVal* dst) {
  uint8_t* src_uncompressed = NULL; // SnappyUncompress(src.ptr, src.len);
  for (int i = 0; i < 256; ++i) {
    dst->ptr[i] ^= src_uncompressed[i];
  }
}

BigIntVal DistinctEstimateFinalize(FunctionContext* context, const StringVal& val) {
  int64_t set_bits = 0;
  // Do popcnt on val
  // set_bits = popcnt(val.val);
  return BigIntVal(set_bits);
}

TEST(CountTest, Basic) {
  UdaTestHarness<BigIntVal, BigIntVal, IntVal> test(
      CountInit, CountUpdate, CountMerge, NULL, CountFinalize);
  vector<IntVal> no_nulls;
  no_nulls.resize(1000);

  EXPECT_TRUE(test.Execute(no_nulls, BigIntVal(no_nulls.size()))) << test.GetErrorMsg();
  EXPECT_FALSE(test.Execute(no_nulls, BigIntVal(100))) << test.GetErrorMsg();
}

TEST(CountMultiArgTest, Basic) {
  int num = 1000;
  vector<IntVal> no_nulls;
  no_nulls.resize(num);

  UdaTestHarness2<BigIntVal, BigIntVal, IntVal, IntVal> test2(
      CountInit, Count2Update, CountMerge, NULL, CountFinalize);
  EXPECT_TRUE(test2.Execute(no_nulls, no_nulls, BigIntVal(2 * num)));
  EXPECT_FALSE(test2.Execute(no_nulls, no_nulls, BigIntVal(100)));

  UdaTestHarness3<BigIntVal, BigIntVal, IntVal, IntVal, IntVal> test3(
      CountInit, Count3Update, CountMerge, NULL, CountFinalize);
  EXPECT_TRUE(test3.Execute(no_nulls, no_nulls, no_nulls, BigIntVal(3 * num)));

  UdaTestHarness4<BigIntVal, BigIntVal, IntVal, IntVal, IntVal, IntVal> test4(
      CountInit, Count4Update, CountMerge, NULL, CountFinalize);
  EXPECT_TRUE(test4.Execute(no_nulls, no_nulls, no_nulls, no_nulls, BigIntVal(4 * num)));
}

bool FuzzyCompare(const BigIntVal& r1, const BigIntVal& r2) {
  if (r1.is_null && r2.is_null) return true;
  if (r1.is_null || r2.is_null) return false;
  return abs(r1.val - r2.val) <= 1;
}

TEST(CountTest, FuzzyEquals) {
  UdaTestHarness<BigIntVal, BigIntVal, IntVal> test(
      CountInit, CountUpdate, CountMerge, NULL, CountFinalize);
  vector<IntVal> no_nulls;
  no_nulls.resize(1000);

  EXPECT_TRUE(test.Execute(no_nulls, BigIntVal(1000))) << test.GetErrorMsg();
  EXPECT_FALSE(test.Execute(no_nulls, BigIntVal(999))) << test.GetErrorMsg();

  test.SetResultComparator(FuzzyCompare);
  EXPECT_TRUE(test.Execute(no_nulls, BigIntVal(1000))) << test.GetErrorMsg();
  EXPECT_TRUE(test.Execute(no_nulls, BigIntVal(999))) << test.GetErrorMsg();
  EXPECT_FALSE(test.Execute(no_nulls, BigIntVal(998))) << test.GetErrorMsg();
}

TEST(MinTest, Basic) {
  UdaTestHarness<StringVal, BufferVal, StringVal> test(
      MinInit, MinUpdate, MinMerge, MinSerialize, MinFinalize);
  test.SetIntermediateSize(sizeof(MinState));

  vector<StringVal> values;
  values.push_back(StringVal("BBB"));
  EXPECT_TRUE(test.Execute(values, StringVal("BBB"))) << test.GetErrorMsg();

  values.push_back(StringVal("AA"));
  EXPECT_TRUE(test.Execute(values, StringVal("AA"))) << test.GetErrorMsg();

  values.push_back(StringVal("CCC"));
  EXPECT_TRUE(test.Execute(values, StringVal("AA"))) << test.GetErrorMsg();

  values.push_back(StringVal("ABCDEF"));
  values.push_back(StringVal("AABCDEF"));
  values.push_back(StringVal("A"));
  EXPECT_TRUE(test.Execute(values, StringVal("A"))) << test.GetErrorMsg();

  values.clear();
  values.push_back(StringVal::null());
  EXPECT_TRUE(test.Execute(values, StringVal::null())) << test.GetErrorMsg();

  values.push_back(StringVal("ZZZ"));
  EXPECT_TRUE(test.Execute(values, StringVal("ZZZ"))) << test.GetErrorMsg();
}

TEST(MemTest, Basic) {
  UdaTestHarness<BigIntVal, BigIntVal, BigIntVal> test(
      ::MemTestInit, ::MemTestUpdate, ::MemTestMerge, ::MemTestSerialize,
      ::MemTestFinalize);
  vector<BigIntVal> input;
  for (int i = 0; i < 10; ++i) {
    input.push_back(10);
  }
  EXPECT_TRUE(test.Execute(input, BigIntVal(100))) << test.GetErrorMsg();

  UdaTestHarness<BigIntVal, BigIntVal, BigIntVal> test_leak(
      ::MemTestInit, ::MemTestUpdate, ::MemTestMerge, NULL, ::MemTestFinalize);
  EXPECT_FALSE(test_leak.Execute(input, BigIntVal(100))) << test.GetErrorMsg();
}

int main(int argc, char** argv) {
  impala::InitGoogleLoggingSafe(argv[0]);
  ::testing::InitGoogleTest(&argc, argv);
  return RUN_ALL_TESTS();
}