Files
openvino/ngraph/test/constant.cpp
Patryk Elszkowski 576e750317 Constant op class update for Low Precision (#5311)
* add support for u1, u4 and i4 in op::v1::Constant

* fix convert_i4_to_string test

* Fix makeBinaryConvolution to fill memory allocated for LP types

* Add unit-test for range validation

Co-authored-by: Patryk Elszkowski <patryk.elszkowki@intel.com>
2021-04-23 07:31:04 +03:00

1814 lines
53 KiB
C++

// Copyright (C) 2018-2021 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include <memory>
#include <gtest/gtest.h>
#include "ngraph/ngraph.hpp"
#include "util/type_prop.hpp"
using namespace ngraph;
using namespace std;
//
// boolean
//
TEST(constant, boolean_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::boolean, shape, input);
auto v = c.get_vector<char>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const char* p = c.get_data_ptr<char>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, boolean_string_broadcast)
{
Shape shape{4};
op::Constant c(element::boolean, shape, vector<string>{"1"});
auto v = c.get_vector<char>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const char* p = c.get_data_ptr<char>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, boolean_vector)
{
Shape shape{4};
op::Constant c(element::boolean, shape, vector<char>{1, 0, 1, 0});
auto v = c.get_vector<char>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const char* p = c.get_data_ptr<char>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, boolean_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::boolean, shape, vector<char>{1});
auto v = c.get_vector<char>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const char* p = c.get_data_ptr<char>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// float
//
TEST(constant, float_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::f32, shape, input);
auto v = c.get_vector<float>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const float* p = c.get_data_ptr<float>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, float_string_broadcast)
{
Shape shape{4};
op::Constant c(element::f32, shape, vector<string>{"1"});
auto v = c.get_vector<float>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const float* p = c.get_data_ptr<float>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, float_vector)
{
Shape shape{4};
op::Constant c(element::f32, shape, vector<float>{1, 0, 1, 0});
auto v = c.get_vector<float>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const float* p = c.get_data_ptr<float>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, float_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::f32, shape, vector<float>{1});
auto v = c.get_vector<float>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const float* p = c.get_data_ptr<float>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// double
//
TEST(constant, double_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::f64, shape, input);
auto v = c.get_vector<double>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const double* p = c.get_data_ptr<double>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, double_string_broadcast)
{
Shape shape{4};
op::Constant c(element::f64, shape, vector<string>{"1"});
auto v = c.get_vector<double>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const double* p = c.get_data_ptr<double>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, double_vector)
{
Shape shape{4};
op::Constant c(element::f64, shape, vector<double>{1, 0, 1, 0});
auto v = c.get_vector<double>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const double* p = c.get_data_ptr<double>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, double_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::f64, shape, vector<double>{1});
auto v = c.get_vector<double>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const double* p = c.get_data_ptr<double>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// int4
//
TEST(constant, int4_string)
{
Shape shape{3};
std::vector<std::string> input{"1", "0", "-1"};
op::Constant c(element::i4, shape, input);
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], -1);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0x10, p[0]);
EXPECT_EQ(0xF0, p[1] & 0xF0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, int4_string_broadcast_negative_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<string>{"-1"});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], -1);
EXPECT_EQ(v[1], -1);
EXPECT_EQ(v[2], -1);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0xFF, p[0]);
EXPECT_EQ(0xF0, p[1] & 0xF0);
EXPECT_EQ(std::vector<std::string>(3, "-1"), c.get_value_strings());
}
TEST(constant, int4_string_broadcast_positive_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<string>{"1"});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0x11, p[0]);
EXPECT_EQ(0x10, p[1] & 0xF0);
EXPECT_EQ(std::vector<std::string>(3, "1"), c.get_value_strings());
}
TEST(constant, int4_vector_negative_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<int8_t>{-1, -2, -1});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(-1));
EXPECT_EQ(v[1], int8_t(-2));
EXPECT_EQ(v[2], int8_t(-1));
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0xFE, p[0]);
EXPECT_EQ(0xF0, p[1] & 0xF0);
}
TEST(constant, int4_vector_positive_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<int8_t>{1, 2, 5});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(1));
EXPECT_EQ(v[1], int8_t(2));
EXPECT_EQ(v[2], int8_t(5));
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0x12, p[0]);
EXPECT_EQ(0x50, p[1] & 0xF0);
}
TEST(constant, int4_vector_broadcast_negative_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<int8_t>{-1});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(-1));
EXPECT_EQ(v[1], int8_t(-1));
EXPECT_EQ(v[2], int8_t(-1));
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0xFF, p[0]);
EXPECT_EQ(0xF0, p[1] & 0xF0);
}
TEST(constant, int4_vector_broadcast_positive_number)
{
Shape shape{3};
op::Constant c(element::i4, shape, vector<int8_t>{3});
auto v = c.cast_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(3));
EXPECT_EQ(v[1], int8_t(3));
EXPECT_EQ(v[2], int8_t(3));
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0x33, p[0]);
EXPECT_EQ(0x30, p[1] & 0xF0);
}
TEST(constant, int4_input_value_validation)
{
Shape shape{2};
EXPECT_THROW(op::Constant c(element::i4, shape, 8), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, -9), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<int>{-9}), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<int>{8}), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<int>{-9, 1}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<int>{8, 2}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<std::string>{"-9", "1"}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::i4, shape, std::vector<std::string>{"8", "1"}),
::ngraph::CheckFailure);
}
//
// int8
//
TEST(constant, int8_string)
{
Shape shape{4};
std::vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::i8, shape, input);
auto v = c.get_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int8_t* p = c.get_data_ptr<int8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, int8_string_broadcast)
{
Shape shape{4};
op::Constant c(element::i8, shape, vector<string>{"1"});
auto v = c.get_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int8_t* p = c.get_data_ptr<int8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
EXPECT_EQ(std::vector<std::string>(4, "1"), c.get_value_strings());
}
TEST(constant, int8_vector)
{
Shape shape{4};
op::Constant c(element::i8, shape, vector<int8_t>{1, 0, 1, 0});
auto v = c.get_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int8_t* p = c.get_data_ptr<int8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, int8_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::i8, shape, vector<int8_t>{1});
auto v = c.get_vector<int8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int8_t* p = c.get_data_ptr<int8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// int16
//
TEST(constant, int16_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::i16, shape, input);
auto v = c.get_vector<int16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int16_t* p = c.get_data_ptr<int16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, int16_string_broadcast)
{
Shape shape{4};
op::Constant c(element::i16, shape, vector<string>{"1"});
auto v = c.get_vector<int16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int16_t* p = c.get_data_ptr<int16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, int16_vector)
{
Shape shape{4};
op::Constant c(element::i16, shape, vector<int16_t>{1, 0, 1, 0});
auto v = c.get_vector<int16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int16_t* p = c.get_data_ptr<int16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, int16_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::i16, shape, vector<int16_t>{1});
auto v = c.get_vector<int16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int16_t* p = c.get_data_ptr<int16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// int32
//
TEST(constant, int32_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::i32, shape, input);
auto v = c.get_vector<int32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int32_t* p = c.get_data_ptr<int32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, int32_string_broadcast)
{
Shape shape{4};
op::Constant c(element::i32, shape, vector<string>{"1"});
auto v = c.get_vector<int32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int32_t* p = c.get_data_ptr<int32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, int32_vector)
{
Shape shape{4};
op::Constant c(element::i32, shape, vector<int32_t>{1, 0, 1, 0});
auto v = c.get_vector<int32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int32_t* p = c.get_data_ptr<int32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, int32_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::i32, shape, vector<int32_t>{1});
auto v = c.get_vector<int32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int32_t* p = c.get_data_ptr<int32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// int64
//
TEST(constant, int64_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::i64, shape, input);
auto v = c.get_vector<int64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int64_t* p = c.get_data_ptr<int64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, int64_string_broadcast)
{
Shape shape{4};
op::Constant c(element::i64, shape, vector<string>{"1"});
auto v = c.get_vector<int64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int64_t* p = c.get_data_ptr<int64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, int64_vector)
{
Shape shape{4};
op::Constant c(element::i64, shape, vector<int64_t>{1, 0, 1, 0});
auto v = c.get_vector<int64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const int64_t* p = c.get_data_ptr<int64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, int64_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::i64, shape, vector<int64_t>{1});
auto v = c.get_vector<int64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const int64_t* p = c.get_data_ptr<int64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// uint1
//
TEST(constant, uint1_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u1, shape, input);
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 0b10100000);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint1_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u1, shape, vector<string>{"1"});
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0] & 0b11110000, 0b11110000);
}
TEST(constant, uint1_vector_less_than_single_byte)
{
Shape shape{4};
vector<uint8_t> input{1, 0, 1, 0};
op::Constant c(element::u1, shape, input);
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(v[i], input[i]) << "Error on index: " << i;
}
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0] & 0b11110000, 0b10100000);
}
TEST(constant, uint1_vector_bigger_than_single_byte)
{
Shape shape{12};
vector<uint8_t> input{1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0};
op::Constant c(element::u1, shape, input);
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(v[i], input[i]) << "Error on index: " << i;
}
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0] & 0b11110000, 0b10100000);
}
TEST(constant, uint1_vector_broadcast)
{
Shape shape{3};
op::Constant c(element::u1, shape, vector<int8_t>{1});
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(1));
EXPECT_EQ(v[1], int8_t(1));
EXPECT_EQ(v[2], int8_t(1));
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(0xE0, p[0] & 0xE0);
}
//
// uint4
//
TEST(constant, uint4_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u4, shape, input);
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 0x10);
EXPECT_EQ(p[1], 0x10);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint4_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u4, shape, vector<string>{"1"});
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 0x11);
EXPECT_EQ(p[1], 0x11);
}
TEST(constant, uint4_vector)
{
Shape shape{4};
op::Constant c(element::u4, shape, vector<uint8_t>{1, 0, 1, 0});
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const auto p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 0x10);
EXPECT_EQ(p[1], 0x10);
}
TEST(constant, uint4_vector_broadcast)
{
Shape shape{3};
op::Constant c(element::u4, shape, vector<uint8_t>{1});
auto v = c.cast_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], int8_t(1));
EXPECT_EQ(v[1], int8_t(1));
EXPECT_EQ(v[2], int8_t(1));
const auto p = c.get_data_ptr<uint8_t>();
const auto first_byte = p[0];
const auto second_byte = p[1] & 0xF0;
EXPECT_EQ(0x11, first_byte);
EXPECT_EQ(0x10, second_byte);
}
TEST(constant, uint4_input_value_validation)
{
Shape shape{2};
EXPECT_THROW(op::Constant c(element::u4, shape, 16), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, -1), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<int>{-1}), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<int>{16}), ::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<int>{-1, 1}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<int>{16, 2}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<std::string>{"-1", "1"}),
::ngraph::CheckFailure);
EXPECT_THROW(op::Constant c(element::u4, shape, std::vector<std::string>{"16", "1"}),
::ngraph::CheckFailure);
}
//
// uint8
//
TEST(constant, uint8_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u8, shape, input);
auto v = c.get_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint8_t* p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint8_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u8, shape, vector<string>{"1"});
auto v = c.get_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint8_t* p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, uint8_vector)
{
Shape shape{4};
op::Constant c(element::u8, shape, vector<uint8_t>{1, 0, 1, 0});
auto v = c.get_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint8_t* p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, uint8_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::u8, shape, vector<uint8_t>{1});
auto v = c.get_vector<uint8_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint8_t* p = c.get_data_ptr<uint8_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// uint16
//
TEST(constant, uint16_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u16, shape, input);
auto v = c.get_vector<uint16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint16_t* p = c.get_data_ptr<uint16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint16_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u16, shape, vector<string>{"1"});
auto v = c.get_vector<uint16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint16_t* p = c.get_data_ptr<uint16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, uint16_vector)
{
Shape shape{4};
op::Constant c(element::u16, shape, vector<uint16_t>{1, 0, 1, 0});
auto v = c.get_vector<uint16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint16_t* p = c.get_data_ptr<uint16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, uint16_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::u16, shape, vector<uint16_t>{1});
auto v = c.get_vector<uint16_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint16_t* p = c.get_data_ptr<uint16_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// uint32
//
TEST(constant, uint32_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u32, shape, input);
auto v = c.get_vector<uint32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint32_t* p = c.get_data_ptr<uint32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint32_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u32, shape, vector<string>{"1"});
auto v = c.get_vector<uint32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint32_t* p = c.get_data_ptr<uint32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, uint32_vector)
{
Shape shape{4};
op::Constant c(element::u32, shape, vector<uint32_t>{1, 0, 1, 0});
auto v = c.get_vector<uint32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint32_t* p = c.get_data_ptr<uint32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, uint32_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::u32, shape, vector<uint32_t>{1});
auto v = c.get_vector<uint32_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint32_t* p = c.get_data_ptr<uint32_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// uint64
//
TEST(constant, uint64_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::u64, shape, input);
auto v = c.get_vector<uint64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint64_t* p = c.get_data_ptr<uint64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, uint64_string_broadcast)
{
Shape shape{4};
op::Constant c(element::u64, shape, vector<string>{"1"});
auto v = c.get_vector<uint64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint64_t* p = c.get_data_ptr<uint64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
TEST(constant, uint64_vector)
{
Shape shape{4};
op::Constant c(element::u64, shape, vector<uint64_t>{1, 0, 1, 0});
auto v = c.get_vector<uint64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 0);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 0);
const uint64_t* p = c.get_data_ptr<uint64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 0);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 0);
}
TEST(constant, uint64_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::u64, shape, vector<uint64_t>{1});
auto v = c.get_vector<uint64_t>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], 1);
EXPECT_EQ(v[1], 1);
EXPECT_EQ(v[2], 1);
EXPECT_EQ(v[3], 1);
const uint64_t* p = c.get_data_ptr<uint64_t>();
EXPECT_EQ(p[0], 1);
EXPECT_EQ(p[1], 1);
EXPECT_EQ(p[2], 1);
EXPECT_EQ(p[3], 1);
}
//
// bfloat16
//
TEST(constant, bfloat16_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::bf16, shape, input);
auto v = c.get_vector<bfloat16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], bfloat16(1));
EXPECT_EQ(v[1], bfloat16(0));
EXPECT_EQ(v[2], bfloat16(1));
EXPECT_EQ(v[3], bfloat16(0));
const bfloat16* p = c.get_data_ptr<bfloat16>();
EXPECT_EQ(p[0], bfloat16(1));
EXPECT_EQ(p[1], bfloat16(0));
EXPECT_EQ(p[2], bfloat16(1));
EXPECT_EQ(p[3], bfloat16(0));
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, bfloat16_string_broadcast)
{
Shape shape{4};
op::Constant c(element::bf16, shape, vector<string>{"1"});
auto v = c.get_vector<bfloat16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], bfloat16(1));
EXPECT_EQ(v[1], bfloat16(1));
EXPECT_EQ(v[2], bfloat16(1));
EXPECT_EQ(v[3], bfloat16(1));
const bfloat16* p = c.get_data_ptr<bfloat16>();
EXPECT_EQ(p[0], bfloat16(1));
EXPECT_EQ(p[1], bfloat16(1));
EXPECT_EQ(p[2], bfloat16(1));
EXPECT_EQ(p[3], bfloat16(1));
}
TEST(constant, bfloat16_vector)
{
Shape shape{4};
op::Constant c(element::bf16, shape, vector<bfloat16>{1, 0, 1, 0});
auto v = c.get_vector<bfloat16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], bfloat16(1));
EXPECT_EQ(v[1], bfloat16(0));
EXPECT_EQ(v[2], bfloat16(1));
EXPECT_EQ(v[3], bfloat16(0));
const bfloat16* p = c.get_data_ptr<bfloat16>();
EXPECT_EQ(p[0], bfloat16(1));
EXPECT_EQ(p[1], bfloat16(0));
EXPECT_EQ(p[2], bfloat16(1));
EXPECT_EQ(p[3], bfloat16(0));
}
TEST(constant, bfloat16_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::bf16, shape, vector<bfloat16>{1});
auto v = c.get_vector<bfloat16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], bfloat16(1));
EXPECT_EQ(v[1], bfloat16(1));
EXPECT_EQ(v[2], bfloat16(1));
EXPECT_EQ(v[3], bfloat16(1));
const bfloat16* p = c.get_data_ptr<bfloat16>();
EXPECT_EQ(p[0], bfloat16(1));
EXPECT_EQ(p[1], bfloat16(1));
EXPECT_EQ(p[2], bfloat16(1));
EXPECT_EQ(p[3], bfloat16(1));
}
//
// float16
//
TEST(constant, float16_string)
{
Shape shape{4};
vector<string> input{"1", "0", "1", "0"};
op::Constant c(element::f16, shape, input);
auto v = c.get_vector<float16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], float16(1));
EXPECT_EQ(v[1], float16(0));
EXPECT_EQ(v[2], float16(1));
EXPECT_EQ(v[3], float16(0));
const float16* p = c.get_data_ptr<float16>();
EXPECT_EQ(p[0], float16(1));
EXPECT_EQ(p[1], float16(0));
EXPECT_EQ(p[2], float16(1));
EXPECT_EQ(p[3], float16(0));
EXPECT_EQ(input, c.get_value_strings());
for (unsigned i = 0; i != input.size(); ++i)
{
EXPECT_EQ(input[i], c.convert_value_to_string(i));
}
}
TEST(constant, float16_string_broadcast)
{
Shape shape{4};
op::Constant c(element::f16, shape, vector<string>{"1"});
auto v = c.get_vector<float16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], float16(1));
EXPECT_EQ(v[1], float16(1));
EXPECT_EQ(v[2], float16(1));
EXPECT_EQ(v[3], float16(1));
const float16* p = c.get_data_ptr<float16>();
EXPECT_EQ(p[0], float16(1));
EXPECT_EQ(p[1], float16(1));
EXPECT_EQ(p[2], float16(1));
EXPECT_EQ(p[3], float16(1));
}
TEST(constant, float16_vector)
{
Shape shape{4};
op::Constant c(element::f16, shape, vector<float16>{1, 0, 1, 0});
auto v = c.get_vector<float16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], float16(1));
EXPECT_EQ(v[1], float16(0));
EXPECT_EQ(v[2], float16(1));
EXPECT_EQ(v[3], float16(0));
const float16* p = c.get_data_ptr<float16>();
EXPECT_EQ(p[0], float16(1));
EXPECT_EQ(p[1], float16(0));
EXPECT_EQ(p[2], float16(1));
EXPECT_EQ(p[3], float16(0));
}
TEST(constant, float16_vector_broadcast)
{
Shape shape{4};
op::Constant c(element::f16, shape, vector<float16>{1});
auto v = c.get_vector<float16>();
ASSERT_EQ(v.size(), shape_size(shape));
EXPECT_EQ(v[0], float16(1));
EXPECT_EQ(v[1], float16(1));
EXPECT_EQ(v[2], float16(1));
EXPECT_EQ(v[3], float16(1));
const float16* p = c.get_data_ptr<float16>();
EXPECT_EQ(p[0], float16(1));
EXPECT_EQ(p[1], float16(1));
EXPECT_EQ(p[2], float16(1));
EXPECT_EQ(p[3], float16(1));
}
TEST(constant, shared_data)
{
Shape shape{100, 200};
auto c1 = make_shared<op::Constant>(element::f16, shape, vector<float16>{123});
auto c2 = static_pointer_cast<op::Constant>(c1->clone_with_new_inputs({}));
const int16_t* p1 = c1->get_data_ptr<int16_t>();
const int16_t* p2 = c2->get_data_ptr<int16_t>();
EXPECT_EQ(p1, p2);
}
template <typename T1, typename T2>
::testing::AssertionResult test_convert()
{
Shape shape{5};
vector<T1> expected{1, 2, 3, 4, 5};
auto c1 = make_shared<op::Constant>(element::from<T2>(), shape, expected);
vector<T1> actual = c1->template cast_vector<T1>();
::testing::AssertionResult rc =
(actual == expected ? ::testing::AssertionSuccess() : ::testing::AssertionFailure());
rc << "Conversion failed";
return rc;
}
TEST(constant, convert_input)
{
EXPECT_TRUE((test_convert<float, float>()));
EXPECT_TRUE((test_convert<float, double>()));
EXPECT_TRUE((test_convert<float, float16>()));
EXPECT_TRUE((test_convert<float, bfloat16>()));
EXPECT_TRUE((test_convert<float, int8_t>()));
EXPECT_TRUE((test_convert<float, int16_t>()));
EXPECT_TRUE((test_convert<float, int32_t>()));
EXPECT_TRUE((test_convert<float, int64_t>()));
EXPECT_TRUE((test_convert<float, uint8_t>()));
EXPECT_TRUE((test_convert<float, uint16_t>()));
EXPECT_TRUE((test_convert<float, uint32_t>()));
EXPECT_TRUE((test_convert<float, uint64_t>()));
EXPECT_TRUE((test_convert<double, float>()));
EXPECT_TRUE((test_convert<double, double>()));
EXPECT_TRUE((test_convert<double, float16>()));
EXPECT_TRUE((test_convert<double, bfloat16>()));
EXPECT_TRUE((test_convert<double, int8_t>()));
EXPECT_TRUE((test_convert<double, int16_t>()));
EXPECT_TRUE((test_convert<double, int32_t>()));
EXPECT_TRUE((test_convert<double, int64_t>()));
EXPECT_TRUE((test_convert<double, uint8_t>()));
EXPECT_TRUE((test_convert<double, uint16_t>()));
EXPECT_TRUE((test_convert<double, uint32_t>()));
EXPECT_TRUE((test_convert<double, uint64_t>()));
EXPECT_TRUE((test_convert<float16, float>()));
EXPECT_TRUE((test_convert<float16, double>()));
EXPECT_TRUE((test_convert<float16, float16>()));
EXPECT_TRUE((test_convert<float16, bfloat16>()));
EXPECT_TRUE((test_convert<float16, int8_t>()));
EXPECT_TRUE((test_convert<float16, int16_t>()));
EXPECT_TRUE((test_convert<float16, int32_t>()));
EXPECT_TRUE((test_convert<float16, int64_t>()));
EXPECT_TRUE((test_convert<float16, uint8_t>()));
EXPECT_TRUE((test_convert<float16, uint16_t>()));
EXPECT_TRUE((test_convert<float16, uint32_t>()));
EXPECT_TRUE((test_convert<float16, uint64_t>()));
EXPECT_TRUE((test_convert<bfloat16, float>()));
EXPECT_TRUE((test_convert<bfloat16, double>()));
EXPECT_TRUE((test_convert<bfloat16, float16>()));
EXPECT_TRUE((test_convert<bfloat16, bfloat16>()));
EXPECT_TRUE((test_convert<bfloat16, int8_t>()));
EXPECT_TRUE((test_convert<bfloat16, int16_t>()));
EXPECT_TRUE((test_convert<bfloat16, int32_t>()));
EXPECT_TRUE((test_convert<bfloat16, int64_t>()));
EXPECT_TRUE((test_convert<bfloat16, uint8_t>()));
EXPECT_TRUE((test_convert<bfloat16, uint16_t>()));
EXPECT_TRUE((test_convert<bfloat16, uint32_t>()));
EXPECT_TRUE((test_convert<bfloat16, uint64_t>()));
EXPECT_TRUE((test_convert<int8_t, float>()));
EXPECT_TRUE((test_convert<int8_t, double>()));
EXPECT_TRUE((test_convert<int8_t, float16>()));
EXPECT_TRUE((test_convert<int8_t, bfloat16>()));
EXPECT_TRUE((test_convert<int8_t, int8_t>()));
EXPECT_TRUE((test_convert<int8_t, int16_t>()));
EXPECT_TRUE((test_convert<int8_t, int32_t>()));
EXPECT_TRUE((test_convert<int8_t, int64_t>()));
EXPECT_TRUE((test_convert<int8_t, uint8_t>()));
EXPECT_TRUE((test_convert<int8_t, uint16_t>()));
EXPECT_TRUE((test_convert<int8_t, uint32_t>()));
EXPECT_TRUE((test_convert<int8_t, uint64_t>()));
EXPECT_TRUE((test_convert<int16_t, float>()));
EXPECT_TRUE((test_convert<int16_t, double>()));
EXPECT_TRUE((test_convert<int16_t, float16>()));
EXPECT_TRUE((test_convert<int16_t, bfloat16>()));
EXPECT_TRUE((test_convert<int16_t, int8_t>()));
EXPECT_TRUE((test_convert<int16_t, int16_t>()));
EXPECT_TRUE((test_convert<int16_t, int32_t>()));
EXPECT_TRUE((test_convert<int16_t, int64_t>()));
EXPECT_TRUE((test_convert<int16_t, uint8_t>()));
EXPECT_TRUE((test_convert<int16_t, uint16_t>()));
EXPECT_TRUE((test_convert<int16_t, uint32_t>()));
EXPECT_TRUE((test_convert<int16_t, uint64_t>()));
EXPECT_TRUE((test_convert<int32_t, float>()));
EXPECT_TRUE((test_convert<int32_t, double>()));
EXPECT_TRUE((test_convert<int32_t, float16>()));
EXPECT_TRUE((test_convert<int32_t, bfloat16>()));
EXPECT_TRUE((test_convert<int32_t, int8_t>()));
EXPECT_TRUE((test_convert<int32_t, int16_t>()));
EXPECT_TRUE((test_convert<int32_t, int32_t>()));
EXPECT_TRUE((test_convert<int32_t, int64_t>()));
EXPECT_TRUE((test_convert<int32_t, uint8_t>()));
EXPECT_TRUE((test_convert<int32_t, uint16_t>()));
EXPECT_TRUE((test_convert<int32_t, uint32_t>()));
EXPECT_TRUE((test_convert<int32_t, uint64_t>()));
EXPECT_TRUE((test_convert<int64_t, float>()));
EXPECT_TRUE((test_convert<int64_t, double>()));
EXPECT_TRUE((test_convert<int64_t, float16>()));
EXPECT_TRUE((test_convert<int64_t, bfloat16>()));
EXPECT_TRUE((test_convert<int64_t, int8_t>()));
EXPECT_TRUE((test_convert<int64_t, int16_t>()));
EXPECT_TRUE((test_convert<int64_t, int32_t>()));
EXPECT_TRUE((test_convert<int64_t, int64_t>()));
EXPECT_TRUE((test_convert<int64_t, uint8_t>()));
EXPECT_TRUE((test_convert<int64_t, uint16_t>()));
EXPECT_TRUE((test_convert<int64_t, uint32_t>()));
EXPECT_TRUE((test_convert<int64_t, uint64_t>()));
EXPECT_TRUE((test_convert<uint8_t, float>()));
EXPECT_TRUE((test_convert<uint8_t, double>()));
EXPECT_TRUE((test_convert<uint8_t, float16>()));
EXPECT_TRUE((test_convert<uint8_t, bfloat16>()));
EXPECT_TRUE((test_convert<uint8_t, int8_t>()));
EXPECT_TRUE((test_convert<uint8_t, int16_t>()));
EXPECT_TRUE((test_convert<uint8_t, int32_t>()));
EXPECT_TRUE((test_convert<uint8_t, int64_t>()));
EXPECT_TRUE((test_convert<uint8_t, uint8_t>()));
EXPECT_TRUE((test_convert<uint8_t, uint16_t>()));
EXPECT_TRUE((test_convert<uint8_t, uint32_t>()));
EXPECT_TRUE((test_convert<uint8_t, uint64_t>()));
EXPECT_TRUE((test_convert<uint16_t, float>()));
EXPECT_TRUE((test_convert<uint16_t, double>()));
EXPECT_TRUE((test_convert<uint16_t, float16>()));
EXPECT_TRUE((test_convert<uint16_t, bfloat16>()));
EXPECT_TRUE((test_convert<uint16_t, int8_t>()));
EXPECT_TRUE((test_convert<uint16_t, int16_t>()));
EXPECT_TRUE((test_convert<uint16_t, int32_t>()));
EXPECT_TRUE((test_convert<uint16_t, int64_t>()));
EXPECT_TRUE((test_convert<uint16_t, uint8_t>()));
EXPECT_TRUE((test_convert<uint16_t, uint16_t>()));
EXPECT_TRUE((test_convert<uint16_t, uint32_t>()));
EXPECT_TRUE((test_convert<uint16_t, uint64_t>()));
EXPECT_TRUE((test_convert<uint32_t, float>()));
EXPECT_TRUE((test_convert<uint32_t, double>()));
EXPECT_TRUE((test_convert<uint32_t, float16>()));
EXPECT_TRUE((test_convert<uint32_t, bfloat16>()));
EXPECT_TRUE((test_convert<uint32_t, int8_t>()));
EXPECT_TRUE((test_convert<uint32_t, int16_t>()));
EXPECT_TRUE((test_convert<uint32_t, int32_t>()));
EXPECT_TRUE((test_convert<uint32_t, int64_t>()));
EXPECT_TRUE((test_convert<uint32_t, uint8_t>()));
EXPECT_TRUE((test_convert<uint32_t, uint16_t>()));
EXPECT_TRUE((test_convert<uint32_t, uint32_t>()));
EXPECT_TRUE((test_convert<uint32_t, uint64_t>()));
EXPECT_TRUE((test_convert<uint64_t, float>()));
EXPECT_TRUE((test_convert<uint64_t, double>()));
EXPECT_TRUE((test_convert<uint64_t, float16>()));
EXPECT_TRUE((test_convert<uint64_t, bfloat16>()));
EXPECT_TRUE((test_convert<uint64_t, int8_t>()));
EXPECT_TRUE((test_convert<uint64_t, int16_t>()));
EXPECT_TRUE((test_convert<uint64_t, int32_t>()));
EXPECT_TRUE((test_convert<uint64_t, int64_t>()));
EXPECT_TRUE((test_convert<uint64_t, uint8_t>()));
EXPECT_TRUE((test_convert<uint64_t, uint16_t>()));
EXPECT_TRUE((test_convert<uint64_t, uint32_t>()));
EXPECT_TRUE((test_convert<uint64_t, uint64_t>()));
}
template <typename T1, typename T2>
::testing::AssertionResult test_uniform_ctor()
{
Shape shape{5};
vector<T1> expected{3, 3, 3, 3, 3};
auto c1 = make_shared<op::Constant>(element::from<T2>(), shape, 3);
vector<T1> actual = c1->template cast_vector<T1>();
::testing::AssertionResult rc =
(actual == expected ? ::testing::AssertionSuccess() : ::testing::AssertionFailure());
rc << "Construction of uniform Constant failed";
return rc;
}
TEST(constant, construct_uniform)
{
EXPECT_TRUE((test_uniform_ctor<float, float>()));
EXPECT_TRUE((test_uniform_ctor<float, double>()));
EXPECT_TRUE((test_uniform_ctor<float, float16>()));
EXPECT_TRUE((test_uniform_ctor<float, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<float, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<float, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<float, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<float, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<float, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<float, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<float, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<float, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<double, float>()));
EXPECT_TRUE((test_uniform_ctor<double, double>()));
EXPECT_TRUE((test_uniform_ctor<double, float16>()));
EXPECT_TRUE((test_uniform_ctor<double, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<double, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<double, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<double, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<double, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<double, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<double, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<double, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<double, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, float>()));
EXPECT_TRUE((test_uniform_ctor<float16, double>()));
EXPECT_TRUE((test_uniform_ctor<float16, float16>()));
EXPECT_TRUE((test_uniform_ctor<float16, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<float16, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<float16, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, float>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, double>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, float16>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<bfloat16, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, float>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, double>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<int8_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, float>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, double>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<int16_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, float>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, double>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<int32_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, float>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, double>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<int64_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, float>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, double>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint8_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, float>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, double>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint16_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, float>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, double>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint32_t, uint64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, float>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, double>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, float16>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, bfloat16>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, int8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, int16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, int32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, int64_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, uint8_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, uint16_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, uint32_t>()));
EXPECT_TRUE((test_uniform_ctor<uint64_t, uint64_t>()));
}
TEST(constant, bad_get_data_ptr)
{
op::Constant c(element::f32, Shape{}, vector<float>{1.0});
EXPECT_EQ(*c.get_data_ptr<element::Type_t::f32>(), 1.0);
try
{
c.get_data_ptr<element::Type_t::f64>();
FAIL() << "Bad type not detected.";
}
catch (const CheckFailure& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("get_data_ptr"));
}
try
{
c.get_data_ptr<element::Type_t::i32>();
FAIL() << "Bad type not detected.";
}
catch (const CheckFailure& error)
{
EXPECT_HAS_SUBSTRING(error.what(), std::string("get_data_ptr"));
}
}