/* ******************************************************************************
*
*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
* See the NOTICE file distributed with this work for additional
* information regarding copyright ownership.
* 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.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
//
// Created by raver119 on 09.02.18.
//
#include "testlayers.h"
#include <ops/declarable/CustomOperations.h>
#include <helpers/helper_hash.h>
#include <array/NDArray.h>
#include <array/NDArrayList.h>
using namespace sd;
using namespace sd::graph;
class DeclarableOpsTests6 : public testing::Test {
public:
DeclarableOpsTests6() {
printf("\n");
fflush(stdout);
}
};
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_1) {
auto matrix = NDArrayFactory::create<double>('c', {5, 2});
auto b = NDArrayFactory::create<double>('c', {1}, {0.});
auto e = NDArrayFactory::create<double>('c', {1}, {1});
auto s = NDArrayFactory::create<double>('c', {1}, {1});
auto exp = NDArrayFactory::create<double>('c', {2}, {1.0f, 2.0f});
matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_2) {
auto matrix = NDArrayFactory::create<double>('c', {5, 2});
auto b = NDArrayFactory::create<double>('c', {1}, {0.0f});
auto e = NDArrayFactory::create<double>('c', {1}, {1.0f});
auto s = NDArrayFactory::create<double>('c', {1}, {1.0f});
auto exp = NDArrayFactory::create<double>('c', {2}, {1.0f, 2.0f});
matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_EQ(exp, *z);
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_3) {
auto matrix = NDArrayFactory::create<double>(10);
auto b = NDArrayFactory::create<double>(0);
auto e = NDArrayFactory::create<double>(0);
auto s = NDArrayFactory::create<double>(1.0);
//auto exp = NDArrayFactory::create<double>('c', {2}, {1.0f, 2.0f});
//matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
//z->printShapeInfo("SS OS shape");
ASSERT_TRUE(z->isEmpty());
//ASSERT_EQ(exp, *z);
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_4) {
auto matrix = NDArrayFactory::create<double>('c', {1}, {10});
auto b = NDArrayFactory::create<double>('c', {1}, {0.});
auto e = NDArrayFactory::create<double>('c', {1}, {0.});
auto s = NDArrayFactory::create<double>('c', {1}, {1.0});
auto exp = NDArrayFactory::create<double>(10);
//matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(z->equalsTo(exp));
//ASSERT_EQ(exp, *z);
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_04) {
int z = 0;
auto matrix = NDArrayFactory::create<double>('c', {1}, {10});
auto b = NDArrayFactory::create_<int>('c', {1}, {1});
auto e = NDArrayFactory::create_<int>('c', {1}, {z});
auto s = NDArrayFactory::create_<int>('c', {1}, {1});
sd::ops::ones_as opOnes;
//auto exp = NDArrayFactory::create<double>('c', {2}, {1.0f, 2.0f});
auto onesRes = opOnes.evaluate({&matrix});
//matrix.linspace(1);
ASSERT_EQ(onesRes.status(), Status::OK());
auto ones = onesRes.at(0);
*ones *= 10;
auto onesD = new NDArray(ones->dup());
auto variableSpace = new VariableSpace();
variableSpace->putVariable(-1, onesD);
variableSpace->putVariable(-2, b);
variableSpace->putVariable(-3, e);
variableSpace->putVariable(-4, s);
auto block = new Context(1, variableSpace, false); // not-in-place
block->fillInputs({-1});
block->fillInputs({-2});
block->fillInputs({-3});
block->fillInputs({-4});
block->getIArguments()->push_back(0);
block->getIArguments()->push_back(0);
block->getIArguments()->push_back(1);
block->getIArguments()->push_back(0);
block->getIArguments()->push_back(0);
auto inputShapes = new ShapeList({ones->shapeInfo(), b->shapeInfo(), e->shapeInfo(), s->shapeInfo()});
sd::ops::strided_slice op;
auto result = op.calculateOutputShape(inputShapes, *block); //execute({ones, &b, &e, &s}, {}, {0, 1, 0, 0, 0});
ASSERT_EQ(result->size(), 1);
ASSERT_TRUE(shape::isEmpty(result->at(0)));
//ASSERT_EQ(exp, *z);
delete block;
delete result;
delete variableSpace;
delete inputShapes;
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_5) {
auto matrix = NDArrayFactory::create<double>('c', {3, 2, 2});
auto b = NDArrayFactory::create<int>('c', {1}, {2});
auto e = NDArrayFactory::create<int>('c', {1}, {3});
auto s = NDArrayFactory::create<int>('c', {1}, {1});
auto exp = NDArrayFactory::create<double>('c', {2,2}, {0.0f, 0.0f, 0., 0.});
//matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_6) {
auto matrix = NDArrayFactory::create<double>('c', {3, 2, 2});
auto b = NDArrayFactory::create<int>('c', {1}, {2});
auto e = NDArrayFactory::create<int>('c', {1}, {3});
auto s = NDArrayFactory::create<int>('c', {1}, {1});
auto exp = NDArrayFactory::create<double>('c', {1,2,2}, {0.0f, 0.0f, 0., 0.});
//matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {0, 0, 0, 0, 2});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_Once_Again_7) {
int zero = 0;
auto matrix = NDArrayFactory::create<double>('c', {5, 4});
auto b = NDArrayFactory::create<int>('c', {1}, {zero});
auto e = NDArrayFactory::create<int>('c', {1}, {zero});
auto s = NDArrayFactory::create<int>('c', {1}, {1});
//auto exp = NDArrayFactory::create<double>('c', {1,2,2}, {0.0f, 0.0f, 0., 0.});
//matrix.linspace(1);
sd::ops::strided_slice op;
auto result = op.evaluate({&matrix, &b, &e, &s}, {}, {1, 0, 0, 0, 0});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
//ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_1) {
int zero = 0;
auto matrix = NDArrayFactory::create<double>('c', {5, 4});
// auto b = NDArrayFactory::create<int>('c', {1}, {zero});
// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
// auto s = NDArrayFactory::create<int>('c', {1}, {1});
auto grad = NDArrayFactory::create<double>('c', {5});
matrix.linspace(1);
grad.linspace(1);
sd::ops::strided_slice_bp op;
auto result = op.evaluate({&matrix, &grad}, {}, {1, 0, 1, 0, 2, 0, 0, 0, 1, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
//ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_2) {
int zero = 0;
auto matrix = NDArrayFactory::create<double>('c', {1, 2});
// auto b = NDArrayFactory::create<int>('c', {1}, {zero});
// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
// auto s = NDArrayFactory::create<int>('c', {1}, {1});
auto grad = NDArrayFactory::create<double>('c', {1}, {1.});
matrix.linspace(1);
//grad.linspace(1);
sd::ops::strided_slice_bp op;
auto result = op.evaluate({&matrix, &grad}, {}, {1, 0, 1, 0, 2, 0, 0, 0, 1, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
//ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_StridedSlice_BP_3) {
int zero = 0;
auto matrix = NDArrayFactory::create<float>('c', {4, 8192});
// auto b = NDArrayFactory::create<int>('c', {1}, {zero});
// auto e = NDArrayFactory::create<int>('c', {1}, {zero});
// auto s = NDArrayFactory::create<int>('c', {1}, {1});
auto grad = NDArrayFactory::create<double>('c', {4, 256});
matrix.linspace(1);
grad.linspace(1);
sd::ops::strided_slice_bp op;
auto result = op.evaluate({&matrix, &grad}, {}, {1, 0, 1, 0, 0, 0, 0, 0, 256, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
//ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_Simple_Scalar_1) {
auto x = NDArrayFactory::create<double>('c', {1, 1}, {2.0f});
auto exp = NDArrayFactory::create<double>('c', {1, 1}, {4.0f});
sd::ops::test_scalar op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_Order_1) {
auto x = NDArrayFactory::create<double>('f', {2, 3});
auto exp = NDArrayFactory::create<double>('c', {2, 3});
x.linspace(1);
exp.linspace(1);
sd::ops::order op;
auto result = op.evaluate({&x}, {}, {0});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
ASSERT_NE(x.ordering(), z->ordering());
}
TEST_F(DeclarableOpsTests6, cumSum_1) {
auto x = NDArrayFactory::create<float>('c', {1, 4}, {1.f, 2.f, 3.f, 4.f});
auto exp = NDArrayFactory::create<float>('c', {1, 4}, {1.f, 3.f, 6.f, 10.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_2) {
auto x= NDArrayFactory::create<float>('c', {2, 4}, {1.f, 2.f, 3.f, 4.f, 1.f, 2.f, 3.f, 4.f});
auto exp= NDArrayFactory::create<float>('c', {2, 4}, {1.f, 3.f, 6.f, 10.f, 1.f, 3.f, 6.f, 10.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0, 1});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printIndexedBuffer("CumSum1");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_3) {
auto x= NDArrayFactory::create<float>('c', {2, 4}, {1.f, 2.f, 3.f, 4.f, 1.f, 2.f, 3.f, 4.f});
auto exp= NDArrayFactory::create<float>('c', {2, 4}, {1.f, 2.f, 3.f, 4.f, 2.f, 4.f, 6.f, 8.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0, 0});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_4) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1, 2, 3, 4, 5, 6, 7, 8, 9});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {12., 15., 18., 11., 13., 15., 7., 8., 9.});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 1, 0}, {}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
// z->printBuffer();
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_5) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1, 2, 3, 4, 5, 6, 7, 8, 9});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {6.f, 5.f, 3.f, 15.f, 11.f, 6.f, 24.f, 17.f, 9.f,});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 1, 1}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_6) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1, 2, 3, 4, 5, 6, 7, 8, 9});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {11.f, 13.f, 15.f, 7.f, 8.f, 9.f, 0.f, 0.f, 0.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 1, 0}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_7) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1, 2, 3, 4, 5, 6, 7, 8, 9});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {5.f, 3.f, 0.f, 11.f, 6.f, 0.f, 17.f, 9.f, 0.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 1, 1}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, cumSum_8) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1, 2, 3, 4, 5, 6, 7, 8, 9});
auto axis = NDArrayFactory::create<Nd4jLong>('c', {1}, {1});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {5.f, 3.f, 0.f, 11.f, 6.f, 0.f, 17.f, 9.f, 0.f});
sd::ops::cumsum op;
auto result = op.evaluate({&x, &axis}, {}, {1, 1}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_9) {
auto inputC = NDArrayFactory::create<double>('c', {3, 5}, {1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12., 13., 14., 15.});
auto axis = NDArrayFactory::create<Nd4jLong>(1);
auto expFF = NDArrayFactory::create<double>('c', {3, 5}, {1., 3., 6., 10., 15., 6., 13., 21., 30., 40., 11., 23., 36., 50., 65.});
auto expTF = NDArrayFactory::create<double>('c', {3, 5}, {0., 1., 3., 6., 10., 0., 6., 13., 21., 30., 0., 11., 23., 36., 50.});
auto expFT = NDArrayFactory::create<double>('c', {3, 5}, {15, 14, 12, 9, 5,40, 34, 27, 19, 10,65, 54, 42, 29, 15}); //+++
auto expTT = NDArrayFactory::create<double>('c', {3, 5}, {14, 12, 9, 5, 0,34, 27, 19, 10, 0,54, 42, 29, 15, 0});
int exclusive, reverse;
//************************************//
exclusive = 0; reverse = 0;
sd::ops::cumsum op;
auto result = op.evaluate({&inputC, &axis}, {}, {exclusive, reverse}, {});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(expFF.equalsTo(z));
//************************************//
exclusive = 1; reverse = 0;
result = op.evaluate({&inputC, &axis}, {}, {exclusive, reverse});
ASSERT_EQ(Status::OK(), result.status());
z = result.at(0);
ASSERT_TRUE(expTF.equalsTo(z));
//************************************//
exclusive = 0; reverse = 1;
result = op.evaluate({&inputC, &axis}, {}, {exclusive, reverse});
ASSERT_EQ(Status::OK(), result.status());
z = result.at(0);
ASSERT_TRUE(expFT.equalsTo(z));
//************************************//
exclusive = 1; reverse = 1;
result = op.evaluate({&inputC, &axis}, {}, {exclusive, reverse});
ASSERT_EQ(Status::OK(), result.status());
z = result.at(0);
ASSERT_TRUE(expTT.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_10) {
auto x = NDArrayFactory::create<double>('c', {4, 16, 16, 1});
auto y = NDArrayFactory::create<int>(-3);
sd::ops::cumsum op;
auto result = op.evaluate({&x, &y}, {}, {1, 1});
ASSERT_EQ(Status::OK(), result.status());
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_11) {
NDArray x('c', {3, 3, 3}, sd::DataType::DOUBLE);
auto exp = NDArrayFactory::create<double>('c', {3,3,3}, {12., 15., 18.,11., 13., 15.,7., 8., 9., 39., 42., 45.,29., 31., 33.,16., 17., 18., 66., 69., 72.,47., 49., 51.,25., 26., 27.});
x.linspace(1);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_12) {
NDArray x('c', {3, 3, 3}, sd::DataType::DOUBLE);
auto exp = NDArrayFactory::create<double>('c', {3,3,3}, {1., 2., 3.,5., 7., 9.,12., 15., 18., 10., 11., 12.,23., 25., 27.,39., 42., 45., 19., 20., 21.,41., 43., 45., 66., 69., 72.});
x.linspace(1);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_13) {
NDArray x('c', {3, 3, 3}, sd::DataType::DOUBLE);
auto exp = NDArrayFactory::create<double>('c', {3,3,3}, {11., 13., 15.,7., 8., 9.,0., 0., 0., 29., 31., 33.,16., 17., 18.,0., 0., 0., 47., 49., 51.,25., 26., 27.,0., 0., 0.});
x.linspace(1);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_14) {
NDArray x('c', {3, 3, 3}, sd::DataType::DOUBLE);
auto exp = NDArrayFactory::create<double>('c', {3,3,3}, {29., 31., 33.,35., 37., 39.,41., 43., 45., 19., 20., 21.,22., 23., 24.,25., 26., 27., 0., 0., 0.,0., 0., 0.,0., 0., 0.});
x.linspace(1);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 1, 0});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_15) {
NDArray x('c', {3, 3, 3}, sd::DataType::DOUBLE);
auto exp = NDArrayFactory::create<double>('c', {3,3,3}, {6., 5., 3.,15., 11., 6.,24., 17., 9., 33., 23., 12.,42., 29., 15.,51., 35., 18., 60., 41., 21.,69., 47., 24.,78., 53., 27.});
x.linspace(1);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 1, 2});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_16) {
NDArray x('f', {3, 4}, sd::DataType::FLOAT32);
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
// z->printShapeInfo();
// x.printShapeInfo();
ASSERT_TRUE(z->ews() == 1);
ASSERT_TRUE(x.ews() == 1);
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_17) {
NDArray x('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray x0 = x(0, {0});
NDArray x1 = x(1, {0});
x0.linspace(1);
x1.linspace(1);
NDArray exp('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray exp0 = exp(0, {0});
NDArray exp1 = exp(1, {0});
exp0.p(0, 1.);
exp1.p(0, 1.);
for (int i = 1; i < 1500; ++i) {
const auto prev = exp0.e<float>(i-1);
exp0.p(i, prev + i + 1);
exp1.p(i, prev + i + 1);
}
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_18) {
NDArray x('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray x0 = x(0, {0});
NDArray x1 = x(1, {0});
x0.linspace(1);
x1.linspace(1);
NDArray exp('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray exp0 = exp(0, {0});
NDArray exp1 = exp(1, {0});
exp0.p(0, 0.);
exp1.p(0, 0.);
for (int i = 1; i < 1500; ++i) {
const auto prev = exp0.e<float>(i-1);
exp0.p(i, prev + i);
exp1.p(i, prev + i);
}
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 0, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_19) {
NDArray x('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray x0 = x(0, {0});
NDArray x1 = x(1, {0});
x0.linspace(1);
x1.linspace(1);
NDArray exp('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray exp0 = exp(0, {0});
NDArray exp1 = exp(1, {0});
exp0.p(1499, 1500.f);
exp1.p(1499, 1500.f);
for (int i = 1498; i >= 0; --i) {
const auto prev = exp0.e<float>(i + 1);
exp0.p(i, prev + i + 1);
exp1.p(i, prev + i + 1);
}
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {0, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
// exp0.printBuffer();
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, cumSum_20) {
NDArray x('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray x0 = x(0, {0});
NDArray x1 = x(1, {0});
x0.linspace(1);
x1.linspace(1);
NDArray exp('c', {2, 1500}, sd::DataType::FLOAT32);
NDArray exp0 = exp(0, {0});
NDArray exp1 = exp(1, {0});
exp0.p(1499, 0.);
exp1.p(1499, 0.);
for (int i = 1498; i >= 0; --i) {
const auto prev = exp0.e<float>(i + 1);
exp0.p(i, prev + i + 2);
exp1.p(i, prev + i + 2);
}
sd::ops::cumsum op;
auto result = op.evaluate({&x}, {}, {1, 1, 1});
ASSERT_EQ(Status::OK(), result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestMergeMaxIndex_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto y = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto z = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 20.f, 3.f, 40.f, 5.f, 60.f, 7.f, 80.f});
auto exp = NDArrayFactory::create<int>('c', {2, 2, 2}, {1, 2, 1, 2, 1, 2, 1, 2});
sd::ops::mergemaxindex op;
auto res = op.evaluate({&x, &y, &z}, {}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(res.at(0)->equalsTo(exp));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestMergeMaxIndex_2) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 60.f, 7.f, 8.f});
auto y = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto z = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 20.f, 3.f, 40.f, 5.f, 6.f, 7.f, 80.f});
auto exp = NDArrayFactory::create<Nd4jLong>('c', {2, 2, 2}, {1, 2, 1, 2, 1, 0, 1, 2});
sd::ops::mergemaxindex op;
auto ress = op.evaluate({&x, &y, &z}, {}, {sd::DataType::INT64});
ASSERT_EQ(ND4J_STATUS_OK, ress.status());
ASSERT_TRUE(ress.at(0)->equalsTo(exp));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestMergeMaxIndex_3) {
auto x1 = NDArrayFactory::create<double>('c', {3}, {1.f, 0.f, 0.f});
auto x2 = NDArrayFactory::create<double>('c', {3}, {0.f, 1.f, 0.f});
auto x3 = NDArrayFactory::create<double>('c', {3}, {0.f, 0.f, 1.f});
NDArray z('c', {3}, sd::DataType::INT32);
NDArray expZ('c', {3}, {0, 1, 2}, sd::DataType::INT32);
sd::ops::mergemaxindex op;
auto result = op.execute({&x1, &x2, &x3}, {&z}, {}, {}, {});
ASSERT_EQ(Status::OK(), result);
ASSERT_TRUE(z.equalsTo(expZ));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestDropout_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto shape = NDArrayFactory::create<Nd4jLong>({2, 2});
sd::ops::dropout op;
auto res = op.evaluate({&x, &shape}, {0.2f}, {113});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
//res.at(0)->printIndexedBuffer("Result is ");
//x.printIndexedBuffer("Input is");
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestMod_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto y = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto exp = NDArrayFactory::create<double>('c', {2, 2, 2}, {1, 0, 3, 0, 5, 0, 7, 0});
sd::ops::mod op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
// res.at(0)->printIndexedBuffer("MOD Result is ");
// x.printIndexedBuffer("Input is");
ASSERT_TRUE(res.at(0)->equalsTo(exp));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestMod_BP_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto y = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto eps = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto exp = NDArrayFactory::create<double>('c', {2, 2, 2});
sd::ops::mod_bp op;
auto res = op.evaluate({&x, &y, &eps});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
// res.at(0)->printIndexedBuffer("MOD_BP Result is ");
// x.printIndexedBuffer("Input is");
ASSERT_TRUE(res.at(0)->equalsTo(exp));
}
///////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, TestRank_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto y = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto eps = NDArrayFactory::create<double>('c', {2, 2, 2}, {10.f, 2.f, 30.f, 4.f, 50.f, 6.f, 70.f, 8.f});
auto exp = NDArrayFactory::create<int>(3);
sd::ops::rank op;
auto res = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(res.at(0)->equalsTo(exp));
}
TEST_F(DeclarableOpsTests6, TestDropout_2) {
// auto x0 = NDArrayFactory::create<double>('c', {10, 10});
// auto x1 = NDArrayFactory::create<double>('c', {10, 10});
auto x = NDArrayFactory::create<double>('c', {3, 3}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f, 9.f});
sd::ops::dropout op;
auto res = op.evaluate({&x}, {0.4f}, {113});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
}
TEST_F(DeclarableOpsTests6, TestDropout_3) {
// auto x0 = NDArrayFactory::create<double>('c', {10, 10});
// auto x1 = NDArrayFactory::create<double>('c', {10, 10});
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f});
auto shape = NDArrayFactory::create<int>({1, 2});
sd::ops::dropout op;
auto res = op.evaluate({&x, &shape}, {0.4f}, {113});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MaxPoolWithArgmax_1) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2, 4}, {5.5, 0., 0.3, 5.5,1.5, 0., 1.3, 6.5,8.6, 0., 0., 0.4,2.5, 1., 0.3, 4.5,
1.5, 1., 1.3, 1.5, 3.5, 0., 1.3, 2.5, 2.6, 2., 3., 1.4, 4.5, 1., 0.3, 0.5});
auto expI = NDArrayFactory::create<Nd4jLong>('c', {2, 2, 2, 4}, {0, 1, 2, 3,4, 5, 6, 7,8, 9, 10, 11,12, 13, 14, 15,
0, 1, 2, 3,4, 5, 6, 7,8, 9, 10, 11,12, 13, 14, 15});
sd::ops::max_pool_with_argmax op;
auto res = op.evaluate({&x}, {}, {1,1,1,1,1,1,1,1,1});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(expI.isSameShape(res.at(0)));
ASSERT_TRUE(expI.isSameShape(res.at(1)));
ASSERT_TRUE(x.equalsTo(res.at(0)));
ASSERT_TRUE(expI.equalsTo(res.at(1)));
//x.printIndexedBuffer("Input is");
ASSERT_TRUE(expI.equalsTo(res.at(1)));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, SufficientStatistics_1) {
// auto x0 = NDArrayFactory::create<double>('c', {10, 10});
// auto x1 = NDArrayFactory::create<double>('c', {10, 10});
auto x = NDArrayFactory::create<double>('c', {2, 2, 2, 4}, {5.5, 0., 0.3, 5.5,1.5, 0., 1.3, 6.5,8.6, 0., 0., 0.4,2.5, 1., 0.3, 4.5,1.5, 1.,
1.3, 1.5,3.5, 0., 1.3, 2.5,2.6, 2., 3., 1.4,4.5, 1., 0.3, 0.5});
// ------------------------------------
double count = 8.0;
auto sumExp = NDArrayFactory::create<double>({30.2, 5., 7.8, 22.8});
auto sqrExp = NDArrayFactory::create<double>({154.22, 7., 14.34, 103.62});
auto axis = NDArrayFactory::create<Nd4jLong>({0, 1, 2});
sd::ops::sufficient_statistics op;
auto res = op.evaluate({&x, &axis});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_EQ(res.at(0)->e<double>(0), count);
ASSERT_TRUE(sumExp.equalsTo(res.at(1)));
ASSERT_TRUE(sqrExp.equalsTo(res.at(2)));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, SufficientStatistics_2) {
// auto x0 = NDArrayFactory::create<double>('c', {10, 10});
// auto x1 = NDArrayFactory::create<double>('c', {10, 10});
auto x = NDArrayFactory::create<double>('c', {2, 2, 2, 4}, {5.5, 0., 0.3, 5.5,1.5, 0., 1.3, 6.5,8.6, 0., 0., 0.4,2.5, 1., 0.3, 4.5,
1.5, 1., 1.3, 1.5,3.5, 0., 1.3, 2.5,2.6, 2., 3., 1.4,4.5, 1., 0.3, 0.5});
// ------------------------------------
double count = 4.0;
auto sumExp = NDArrayFactory::create<double>('c', {2, 4}, {
18.2, 3., 4.6, 8.8,
12., 2., 3.2, 14.}
);
auto sqrExp = NDArrayFactory::create<double>('c', {2, 4}, {
113.22, 5., 10.78, 34.62,
41., 2., 3.56, 69.}
);
auto axis = NDArrayFactory::create<int>({0, 1});
sd::ops::sufficient_statistics op;
auto res = op.evaluate({&x, &axis});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_EQ(res.at(0)->e<double>(0), count);
ASSERT_TRUE(sumExp.equalsTo(res.at(1)));
ASSERT_TRUE(sqrExp.equalsTo(res.at(2)));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BinCount_1) {
auto x = NDArrayFactory::create<int>('c', {2, 2, 2}, {
1, 2, 0, 1, 2, 2, 1, 2}
);
// ------------------------------------
NDArray exp('c', {3}, {1, 3, 4}, sd::DataType::INT32);
sd::ops::bincount op;
auto res = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BinCount_2) {
auto x = NDArrayFactory::create<int>('c', {2, 2, 2}, {
1, 2, 0, 1, 2, 2, 1, 2}
);
auto weights = NDArrayFactory::create<double>('c', {2, 2, 2}, {
2, 1, 3, 1, 5, 1, 1, 6}
);
// ------------------------------------
auto exp = NDArrayFactory::create<double>({3., 4., 13.});
sd::ops::bincount op;
auto res = op.evaluate({&x, &weights});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BinCount_3) {
auto x = NDArrayFactory::create<int>('c', {2, 2, 2}, {
1, 2, 0, 1, 2, 2, 1, 2}
);
auto weights = NDArrayFactory::create<double>('c', {2, 2, 2}, {
2, 1, 3, 1, 5, 1, 1, 6}
);
// ------------------------------------
auto exp = NDArrayFactory::create<double>({3., 4.});
sd::ops::bincount op;
auto res = op.evaluate({&x, &weights}, {}, {0, 2});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BinCount_4) {
auto x = NDArrayFactory::create<int>('c', {2, 2, 2}, {
1, 2, 0, 1, 2, 2, 1, 2}
);
auto weights = NDArrayFactory::create<double>('c', {2, 2, 2}, {
2, 1, 3, 1, 5, 1, 1, 6}
);
// ------------------------------------
auto exp = NDArrayFactory::create<double>({3., 4., 13., 0.0});
sd::ops::bincount op;
auto res = op.evaluate({&x, &weights}, {}, {4, 4});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BinCount_5) {
auto x = NDArrayFactory::create<int>('c', {2, 2, 2}, {
1, 2, 0, 1, 2, 2, 1, 2}
);
auto weights = NDArrayFactory::create<double>('c', {2, 2, 2}, {
2, 1, 3, 1, 5, 1, 1, 6}
);
auto minV = NDArrayFactory::create(4);
auto maxV = NDArrayFactory::create(4);
// ------------------------------------
auto exp = NDArrayFactory::create<double>({3., 4., 13., 0.0});
sd::ops::bincount op;
auto res = op.evaluate({&x, &weights, &minV, &maxV});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
// res->at(0)->printBuffer("BC out");
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_1) {
auto x = NDArrayFactory::create<int>( {2, 2, 2} );
auto y = NDArrayFactory::create<int>({ 2, 1, 2});
auto exp = NDArrayFactory::create<int>({2, 2, 2});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_2) {
auto x = NDArrayFactory::create<Nd4jLong>( {2, 2} );
auto y = NDArrayFactory::create<Nd4jLong>({2, 1, 2});
auto exp = NDArrayFactory::create<Nd4jLong>({2, 2, 2});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_3) {
auto x = NDArrayFactory::create<int>( {2, 2, 2} );
auto y = NDArrayFactory::create<int>({2, 1});
auto exp = NDArrayFactory::create<int>({2, 2, 2});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y}, {}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_SGO_4) {
auto x = NDArrayFactory::create<Nd4jLong>( {2, 1} );
auto y = NDArrayFactory::create<Nd4jLong>('c', {1}, {4});
auto exp = NDArrayFactory::create<Nd4jLong>({2, 4});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
//res->at(0)->printBuffer("Shape SGO 4");
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_SGO_6) {
auto x = NDArrayFactory::create<Nd4jLong>({2, 1, 4});
auto y = NDArrayFactory::create<Nd4jLong>({2, 2, 4});
auto exp = NDArrayFactory::create<Nd4jLong>({2, 2, 4});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_SGO_7) {
auto x = NDArrayFactory::create<Nd4jLong>({1, 1, 3});
auto y = NDArrayFactory::create<Nd4jLong>({2, 4, 1});
auto exp = NDArrayFactory::create<Nd4jLong>({2, 4, 3});
sd::ops::broadcast_dynamic_shape op;
auto res = op.evaluate({&x, &y});
ASSERT_EQ(ND4J_STATUS_OK, res.status());
ASSERT_TRUE(exp.equalsTo(res.at(0)));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_SGO_8) {
auto x = NDArrayFactory::create<int>('c', {1}, {1});
auto y = NDArrayFactory::create<int>('c', {1}, {4});
auto z = NDArrayFactory::create<int>('c', {1});
auto exp = NDArrayFactory::create<int>('c', {1}, {4});
sd::ops::broadcast_dynamic_shape op;
auto status = op.execute({&x, &y}, {&z}, {}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, status);
ASSERT_TRUE(exp.equalsTo(z));
}
/////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, BroadcastDynamicShape_SGO_9) {
auto x = NDArrayFactory::create<int>('c', {2}, {2,2});
auto y = NDArrayFactory::create<int>('c', {1}, {1});
auto z = NDArrayFactory::create<Nd4jLong>('c', {2});
auto exp = NDArrayFactory::create<Nd4jLong>('c', {2}, {2,2});
sd::ops::broadcast_dynamic_shape op;
auto status = op.execute({&x, &y}, {&z}, {}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, status);
// ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, ClipByGlobalNorm_1) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0}
);
auto exp = NDArrayFactory::create<double>('c', {2, 3, 3}, {
-0.2771281, 0., 0.,
0.36950415, 0., 0.,
-0.2771281, 0., 0.,
0.36950415, 0., 0.,
-0.2771281, 0., 0.,
0.36950415, 0., 0.}
);
// 8.660254
// auto expNorm(8.660254);
sd::ops::clip_by_global_norm op;
auto result = op.evaluate({&x}, {0.8}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
auto norm = result.at(1);
//z->printIndexedBuffer("Output");
//exp.printIndexedBuffer("Expected");
//norm->printIndexedBuffer("Norm");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
// ASSERT_TRUE(expNorm.equalsTo(norm));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, ClipByGlobalNorm_2) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0}
);
auto a = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0,
-3.0, 0.0, 0.0, 4.0, 0.0, 0.0}
);
auto exp = NDArrayFactory::create<double>('c', {2, 3, 3}, {
-0.44090813, 0., 0.,
0.5878775, 0., 0.,
-0.44090813, 0., 0.,
0.5878775, 0., 0.,
-0.44090813, 0., 0.,
0.5878775, 0., 0.}
//12.247449
);
sd::ops::clip_by_global_norm op;
auto result = op.evaluate({&x, &a}, {1.8}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
auto y = result.at(1);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.isSameShape(y));
ASSERT_TRUE(exp.equalsTo(z));
ASSERT_TRUE(exp.equalsTo(y));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, ClipByGlobalNorm_3) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 4.0, 0.0, 0.0, -3.0, 0.0, 0.0, 4.0, 0.0, 0.0, -3.0, 0.0, 0.0, 4.0, 0.0, 0.0});
auto a = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 4.0, 0.0, 0.0, -3.0, 0.0, 0.0, 4.0, 0.0, 0.0, -3.0, 0.0, 0.0, 4.0, 0.0, 0.0});
auto exp = NDArrayFactory::create<double>('c', {2, 3, 3}, {
-0.19595918, 0., 0.,
0.2612789, 0., 0.,
-0.19595918, 0., 0.,
0.2612789, 0., 0.,
-0.19595918, 0., 0.,
0.2612789, 0., 0.}
);
sd::ops::clip_by_global_norm op;
auto result = op.evaluate({&x, &a}, {0.8}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
auto y = result.at(1);
//z->printIndexedBuffer("Output 1");
//y->printIndexedBuffer("Output 2");
//result.at(2)->printIndexedBuffer("Global norm is");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.isSameShape(y));
ASSERT_TRUE(result.at(2)->isScalar());
ASSERT_TRUE(exp.equalsTo(z));
ASSERT_TRUE(exp.equalsTo(y));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_1) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 0.0, 4.0, 0.0, 0.0, 0.0, -3.0, 4.0, 0.0, 0.0, 0.0, -3.0, 0.0, 0.0, 0.0, 4.0});
auto exp = NDArrayFactory::create<double>({36.0, -48.0});
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
//z->printIndexedBuffer("Output ");
//exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_2) {
auto x = NDArrayFactory::create<double>('c', {2, 2, 2}, {1.0, 2.0, 3.0, 4.0, 1.0, 2.0, 3.0, 4.0});
auto exp = NDArrayFactory::create<double>({-2.0, -2.0});
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
//z->printIndexedBuffer("Output ");
//exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_3) {
auto x = NDArrayFactory::create<double>('c', {1, 3, 3}, {3.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 3.0});
NDArray exp('c', {1}, std::vector<double>{-54.0});
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
//z->printIndexedBuffer("Output ");
//exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_4) {
auto x = NDArrayFactory::create<double>('c', {1, 3, 3}, {12.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 13.0});
auto exp = NDArrayFactory::create<double>('c', {1}, {189.0});
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printIndexedBuffer("Output ");
// exp.printIndexedBuffer("Expected ");
// z->printShapeInfo("Output shape");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_5) {
auto x = NDArrayFactory::create<double>('c', {1, 4, 4});
NDArray exp('c', {1}, std::vector<double>{-16.0});
x.linspace(1);
x.p(5, 4.0);
x.p(12, 12.0);
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
//z->printIndexedBuffer("Output ");
//exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixDeterminant_6) {
auto x = NDArrayFactory::create<double>('c', {4, 4});
auto exp = NDArrayFactory::create<double>(-16.0);
x.linspace(1);
x.p(5, 4.0);
x.p(12, 12.0);
sd::ops::matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
//z->printIndexedBuffer("Output ");
//z->printShapeInfo("Shape");
//exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(z->isScalar());
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, LogMatrixDeterminant_1) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {-3.0, 0.0, 0.0, 0.0, 4.0, 0.0, 0.0, 0.0, -3.0, 4.0, 0.0, 0.0, 0.0, -3.0, 0.0, 0.0, 0.0, 4.0});
auto exp = NDArrayFactory::create<double>({3.58351893845611, 3.871201010907891});
sd::ops::log_matrix_determinant op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, LogDet_1) {
auto x = NDArrayFactory::create<double>('c', {2, 3, 3}, {4,12,-16,12,37,-43,-16,-43,98, 4,1.2,-1.6,1.2,3.7,-4.3,-1.6,-4.3,9.8});
auto exp = NDArrayFactory::create<double>({ 3.5835189, 4.159008});
sd::ops::logdet op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, LogDet_2) {
auto x = NDArrayFactory::create<double>('c', {1, 3, 3}, {4,12,-16,12,37,-43,-16,-43,98});
auto exp = NDArrayFactory::create<double>('c', {1}, { 3.5835189});
sd::ops::logdet op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, LogDet_3) {
auto x = NDArrayFactory::create<double>('c', {3, 3}, {4,12,-16,12,37,-43,-16,-43,98});
auto exp = NDArrayFactory::create<double>( 3.5835189);
sd::ops::logdet op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_1) {
auto x = NDArrayFactory::create<float>('c', {2, 5, 5}, {
2.f, 4.f, 60.f, 8.f, 10.f,
0.f, 1.f, 2.f, 3.f, 4.f,
0.f, 0.f, 2.f, 4.f, 6.f,
0.f, 0.f, 0.f, 1.f, 2.f,
0.f, 0.f, 0.f, 0.f, 4.f,
1.f, 0.f, 0.f, 0.f, 0.f,
2.f, 1.f, 0.f, 0.f, 0.f,
30.f, 2.f, 1.f, 0.f, 0.f,
4.f, 3.f, 2.f, 1.f, 0.f,
5.f, 4.f, 3.f, 2.f, 1.f
});
auto exp = NDArrayFactory::create<float>('c', {2, 5, 5}, {
0.5f, -2.0f, -13.0f, 54.0f, -6.75f,
0.0f, 1.0f, -1.0f, 1.0f, 0.0f,
0.f, 0.f, 0.5f, -2.0f, 0.25f,
0.f, 0.f, 0.f, 1.0f, -0.5f,
0.f, 0.f, 0.f, 0.f, 0.25f,
1.0f, 0.0f, 0.0f, 0.0f, 0.f,
-2.0f, 1.0f, 0.f, 0.f, 0.f,
-26.0f, -2.0f, 1.f, 0.f, 0.f,
54.0f, 1.0f, -2.0f, 1.f, 0.f,
-27.0f, 0.0f, 1.0f, -2.0f, 1.f,
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_010) {
auto x = NDArrayFactory::create<float>('c', {1, 5, 5}, {1.f, 0.f, 0.f, 0.f, 0.f, 2.f, 1.f, 0.f, 0.f, 0.f, 30.f, 2.f, 1.f, 0.f, 0.f, 4.f, 3.f, 2.f, 1.f, 0.f, 5.f, 4.f, 3.f, 2.f, 1.f, });
auto exp = NDArrayFactory::create<float>('c', {1, 5, 5}, {1.0f, 0.0f, 0.0f, 0.0f, 0.f, -2.0f, 1.0f, 0.f, 0.f, 0.f, -26.0f, -2.0f, 1.f, 0.f, 0.f, 54.0f, 1.0f, -2.0f, 1.f, 0.f, -27.0f, 0.0f, 1.0f, -2.0f, 1.f});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_01) {
auto x = NDArrayFactory::create<float>('c', {1, 5, 5}, {2.f, 4.f, 60.f, 8.f, 10.f, 0.f, 1.f, 2.f, 3.f, 4.f, 0.f, 0.f, 2.f, 4.f, 6.f, 0.f, 0.f, 0.f, 1.f, 2.f, 0.f, 0.f, 0.f, 0.f, 4.f });
auto exp = NDArrayFactory::create<float>('c', {1, 5, 5}, {0.5f, -2.0f, -13.0f, 54.0f, -6.75f, 0.0f, 1.0f, -1.0f, 1.0f, 0.0f, 0.f, 0.f, 0.5f, -2.0f, 0.25f, 0.f, 0.f, 0.f, 1.0f, -0.5f, 0.f, 0.f, 0.f, 0.f, 0.25f });
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_02) {
auto x = NDArrayFactory::create<float>('c', {1, 5, 5}, {1.f, 0.f, 0.f, 0.f, 0.f, 2.f, 1.f, 0.f, 0.f, 0.f, 30.f, 2.f, 1.f, 0.f, 0.f, 4.f, 3.f, 2.f, 1.f, 0.f, 5.f, 4.f, 3.f, 2.f, 1.f });
auto exp = NDArrayFactory::create<float>('c', {1, 5, 5}, {1.0f, 0.0f, 0.0f, 0.0f, 0.f, -2.0f, 1.0f, 0.f, 0.f, 0.f, -26.0f, -2.0f, 1.f, 0.f, 0.f, 54.0f, 1.0f, -2.0f, 1.f, 0.f, -27.0f, 0.0f, 1.0f, -2.0f, 1.f });
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
/*
TEST_F(DeclarableOpsTests6, MatrixInverse_2) {
auto x = NDArrayFactory::create<double>('c', {2, 5, 5}, {
1., 2., 30., 4., 5.,
0., 1., 2., 3., 4.,
0., 0., 1., 2., 3.,
0., 0., 0., 1., 2.,
0., 0., 0., 0., 1.,
4., 0., 0., 0., 0.,
4., 2., 0., 0., 0.,
30., 2., 1., 0., 0.,
8., 6., 4., 2., 0.,
15., 12., 9., 6., 3.,
});
auto exp = NDArrayFactory::create<double>('c', {2, 5, 5}, {
1.0, -2.0, -26.0, 54.0, -27.0,
0.0, 1.0, -2.0, 1.0, 0.0,
0.0, 0.0, 1.0, -2.0, 1.0,
0.0, 0.0, 0.0, 1.0, -2.0,
0.0, 0.0, 0.0, 0.0, 1.0,
0.25, 0.0, 0.0, 0.0, 0.0,
-0.50, 0.5, 0.0, 0.0, 0.0,
-6.50, -1.0, 1.0, 0.0, 0.0,
13.50, 0.5, -2.0, 0.5, 0.0,
-6.75, 0.0, 1.0, -1.0, 0.33333333
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
z->printIndexedBuffer("Output ");
exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
*/
TEST_F(DeclarableOpsTests6, MatrixInverse_03) {
auto x = NDArrayFactory::create<float>('c', {5, 5}, {
4.f, 0.f, 0.f, 0.f, 0.f,
4.f, 2.f, 0.f, 0.f, 0.f,
30.f, 2.f, 1.f, 0.f, 0.f,
8.f, 6.f, 4.f, 2.f, 0.f,
15.f, 12.f, 9.f, 6.f, 3.f,
});
auto exp = NDArrayFactory::create<float>('c', {5, 5}, {
0.25f, 0.0f, 0.0f, 0.0f, 0.0f,
-0.50f, 0.5f, 0.0f, 0.0f, 0.0f,
-6.50f, -1.0f, 1.0f, 0.0f, 0.0f,
13.50f, 0.5f, -2.0f, 0.5f, 0.0f,
-6.75f, 0.0f, 1.0f, -1.0f, 0.33333333f
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printIndexedBuffer("Output ");
// exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_3) {
auto x = NDArrayFactory::create<float>('c', {5, 5}, {
4.f, 0.f, 0.f, 0.f, 0.f,
4.f, 2.f, 0.f, 0.f, 0.f,
30.f, 2.f, 1.f, 0.f, 0.f,
8.f, 6.f, 4.f, 2.f, 0.f,
15.f, 12.f, 9.f, 6.f, 3.f,
});
auto exp = NDArrayFactory::create<float>('c', {5, 5}, {
0.25f, 0.0f, 0.0f, 0.0f, 0.0f,
-0.50f, 0.5f, 0.0f, 0.0f, 0.0f,
-6.50f, -1.0f, 1.0f, 0.0f, 0.0f,
13.50f, 0.5f, -2.0f, 0.5f, 0.0f,
-6.75f, 0.0f, 1.0f, -1.0f, 0.33333333f
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// exp.printIndexedBuffer("Expected ");
// z->printIndexedBuffer("Output ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_4) {
auto x = NDArrayFactory::create<float>('c', {5, 5}, {
1.f, 2.f, 30.f, 4.f, 5.f,
0.f, 1.f, 2.f, 3.f, 4.f,
0.f, 0.f, 1.f, 2.f, 3.f,
0.f, 0.f, 0.f, 1.f, 2.f,
0.f, 0.f, 0.f, 0.f, 1.f
});
auto exp = NDArrayFactory::create<float>('c', {5, 5}, {
1.0f, -2.0f, -26.0f, 54.0f, -27.0f,
0.0f, 1.0f, -2.0f, 1.0f, 0.0f,
0.0f, 0.0f, 1.0f, -2.0f, 1.0f,
0.0f, 0.0f, 0.0f, 1.0f, -2.0f,
0.0f, 0.0f, 0.0f, 0.0f, 1.0f
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printIndexedBuffer("Output ");
// exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, MatrixInverse_04) {
auto x = NDArrayFactory::create<float>('c', {5, 5}, {
1.f, 2.f, 30.f, 4.f, 5.f,
0.f, 1.f, 2.f, 3.f, 4.f,
0.f, 0.f, 1.f, 2.f, 3.f,
0.f, 0.f, 0.f, 1.f, 2.f,
0.f, 0.f, 0.f, 0.f, 1.f
});
auto exp = NDArrayFactory::create<float>('c', {5, 5}, {
1.0f, -2.0f, -26.0f, 54.0f, -27.0f,
0.0f, 1.0f, -2.0f, 1.0f, 0.0f,
0.0f, 0.0f, 1.0f, -2.0f, 1.0f,
0.0f, 0.0f, 0.0f, 1.0f, -2.0f,
0.0f, 0.0f, 0.0f, 0.0f, 1.0f
});
sd::ops::matrix_inverse op;
auto result = op.evaluate({&x});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printIndexedBuffer("Output ");
// exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
////////////////////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, ReluLayer_1) {
auto x = NDArrayFactory::create<double>('c', {3, 4}, {1.0, -2.0, 3.0, 4.0, 5.0, -6.0, 7.0, 8.0, 9.0, -10.0, 11.0, 12});
auto w = NDArrayFactory::create<double>('c', {4, 3}, {0.5, 0.1, 0.8, 0.5, 0.2, 0.5, 0.5, 0.25, 0.5, 0.1, 0.0, 0.25});
auto b = NDArrayFactory::create<double>({20.0, 30.0, 50.0});
auto exp = NDArrayFactory::create<double>('c', {3, 3}, {
21.4, 30.45, 52.3,
23.8, 31.05, 56.5,
26.2, 31.65, 60.7});
sd::ops::relu_layer op;
auto result = op.evaluate({&x, &w, &b});
ASSERT_EQ(ND4J_STATUS_OK, result.status());
auto z = result.at(0);
// z->printShapeInfo("Output shape");
// z->printIndexedBuffer("Output ");
// exp.printIndexedBuffer("Expected ");
ASSERT_TRUE(exp.isSameShape(z));
ASSERT_TRUE(exp.equalsTo(z));
}
TEST_F(DeclarableOpsTests6, Test_Reduce3_Edge) {
auto x = NDArrayFactory::create<double>('c', {3, 4, 5});
auto y = NDArrayFactory::create<double>('c', {3, 4, 5});
std::vector<int> dims = {0, 1};
auto z = x.applyReduce3(reduce3::CosineSimilarity, y, dims);
ASSERT_TRUE(&z != nullptr);
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_rnn_test1) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, time-3});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0.69882484, 0.69882484, 0.69882484, 0.69882484, 0.9312333 , 0.9312333 , 0.9312333 , 0.9312333 ,
0.93751527, 0.93751527, 0.93751527, 0.93751527,0.97136768, 0.97136768, 0.97136768, 0.97136768,0., 0., 0., 0. ,
0.97732812, 0.97732812, 0.97732812, 0.97732812,0., 0., 0., 0. ,0., 0., 0., 0.,0., 0., 0., 0.});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97732812, 0.97732812, 0.97732812, 0.97732812, 0.93751527, 0.93751527, 0.93751527, 0.93751527});
sd::ops::static_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_rnn_test2) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0.69882484, 0.69882484, 0.69882484, 0.69882484,0.9312333 , 0.9312333 , 0.9312333 , 0.9312333,
0.93751527, 0.93751527, 0.93751527, 0.93751527,0.97136768, 0.97136768, 0.97136768, 0.97136768,0.97338548, 0.97338548, 0.97338548, 0.97338548,
0.97732812, 0.97732812, 0.97732812, 0.97732812,0.97864398, 0.97864398, 0.97864398, 0.97864398,0.98000654, 0.98000654, 0.98000654, 0.98000654,
0.98112648, 0.98112648, 0.98112648, 0.98112648});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.98000654, 0.98000654, 0.98000654, 0.98000654,0.98112648, 0.98112648, 0.98112648, 0.98112648});
sd::ops::static_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_rnn_test3) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, 0});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0., 0., 0., 0., 0.9312333, 0.9312333, 0.9312333, 0.9312333,
0., 0., 0., 0. , 0.97136768, 0.97136768, 0.97136768, 0.97136768,0., 0., 0., 0. ,
0.97732812, 0.97732812, 0.97732812, 0.97732812,0., 0., 0., 0., 0., 0., 0., 0.,0., 0., 0., 0.});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97732812, 0.97732812, 0.97732812, 0.97732812, 0.2 , 0.2 , 0.2 , 0.2});
sd::ops::static_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_rnn_test4) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, time-3});
x.linspace(0.01, 0.01);
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.47615493, 0.47615493, 0.47615493, 0.47615493,0.49676344, 0.49676344, 0.49676344, 0.49676344, 0.87018664, 0.87018664, 0.87018664, 0.87018664,
0.88400882, 0.88400882, 0.88400882, 0.88400882, 0.96529784, 0.96529784, 0.96529784, 0.96529784,0., 0., 0., 0. ,
0.97688859, 0.97688859, 0.97688859, 0.97688859,0., 0., 0., 0., 0., 0., 0., 0.,0., 0., 0., 0.});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97688859, 0.97688859, 0.97688859, 0.97688859, 0.88400882, 0.88400882, 0.88400882, 0.88400882});
sd::ops::static_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_rnn_test5) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
x.linspace(0.01, 0.01);
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.47615493, 0.47615493, 0.47615493, 0.47615493,0.49676344, 0.49676344, 0.49676344, 0.49676344, 0.87018664, 0.87018664, 0.87018664, 0.87018664,
0.88400882, 0.88400882, 0.88400882, 0.88400882, 0.96529784, 0.96529784, 0.96529784, 0.96529784,0.96849345, 0.96849345, 0.96849345, 0.96849345,
0.97688859, 0.97688859, 0.97688859, 0.97688859,0.97831069, 0.97831069, 0.97831069, 0.97831069, 0.97997868, 0.97997868, 0.97997868, 0.97997868,
0.98110653, 0.98110653, 0.98110653, 0.98110653});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97997868, 0.97997868, 0.97997868, 0.97997868, 0.98110653, 0.98110653, 0.98110653, 0.98110653});
sd::ops::static_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_bidir_rnn_test1) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto h0FW = NDArrayFactory::create<double>('c', {bS, numUnitsFW});
auto h0BW = NDArrayFactory::create<double>('c', {bS, numUnitsBW});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, time-3, time-4, 0});
x.linspace(0.01, 0.01);
h0FW = 0.2;
h0BW = 0.25;
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnitsFW+numUnitsBW}, {0.43819931, 0.43819931, 0.43819931, 0.86708881, 0.86708881,0.86708881,0.47615493, 0.47615493, 0.47615493, 0.78347842, 0.78347842,0.78347842,
0.51241561, 0.51241561, 0.51241561, 0.55529176, 0.55529176,0.55529176,0., 0., 0., 0., 0.,0.,0.73880324, 0.73880324, 0.73880324, 0.90935605, 0.90935605,
0.90935605, 0.77843476, 0.77843476, 0.77843476, 0.64692945, 0.64692945,0.64692945,0., 0., 0., 0., 0.,0.,0., 0., 0., 0., 0.,0.,
0.9052501, 0.9052501, 0.9052501, 0.9181592, 0.9181592, 0.9181592,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,
0.9555734, 0.9555734, 0.9555734, 0.8026439, 0.8026439, 0.8026439,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,
0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.});
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.9555734 , 0.9555734 , 0.9555734 , 0.77843476, 0.77843476, 0.77843476, 0.51241561, 0.51241561, 0.51241561, 0.2, 0.2, 0.2});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.86708881, 0.86708881, 0.86708881, 0.78347842, 0.78347842, 0.78347842, 0.55529176, 0.55529176, 0.55529176, 0.25, 0.25, 0.25});
sd::ops::static_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &h0FW, &h0BW, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFWfinal = results.at(1);
auto hBWfinal = results.at(2);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_bidir_rnn_test2) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, time-3, time-4, 0});
x.linspace(0.01, 0.01);
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnitsFW+numUnitsBW}, {0.22602835, 0.22602835, 0.22602835, 0.86518273, 0.86518273,0.86518273,0.27105303, 0.27105303, 0.27105303, 0.66617761, 0.66617761,0.66617761,
0.31492203, 0.31492203, 0.31492203, 0.31492203, 0.31492203,0.31492203,0. , 0. , 0. , 0. , 0. ,0. ,
0.60005558, 0.60005558, 0.60005558, 0.9029975 , 0.9029975 ,0.9029975 ,0.66138054, 0.66138054, 0.66138054, 0.43819931, 0.43819931,0.43819931,
0. , 0. , 0. , 0. , 0. ,0. ,0. , 0. , 0. , 0. , 0. ,0. ,
0.87023975, 0.87023975, 0.87023975, 0.88852032, 0.88852032,0.88852032,0. , 0. , 0. , 0. , 0. ,0. ,
0. , 0. , 0. , 0. , 0. ,0. ,0. , 0. , 0. , 0. , 0. ,0. ,
0.95177305, 0.95177305, 0.95177305, 0.66737775, 0.66737775,0.66737775,0. , 0. , 0. , 0. , 0. ,0. ,
0. , 0. , 0. , 0. , 0. ,0. ,0. , 0. , 0. , 0. , 0. ,0. ,
0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.,0., 0., 0., 0., 0., 0.});
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.95177305, 0.95177305, 0.95177305, 0.66138054, 0.66138054, 0.66138054, 0.31492203, 0.31492203, 0.31492203, 0. , 0. , 0.});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.86518273, 0.86518273, 0.86518273, 0.66617761, 0.66617761, 0.66617761, 0.31492203, 0.31492203, 0.31492203, 0. , 0. , 0.});
sd::ops::static_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFWfinal = results.at(1);
auto hBWfinal = results.at(2);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, static_bidir_rnn_test3) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
x.linspace(0.01, 0.01);
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnitsFW+numUnitsBW}, {0.22602835, 0.22602835, 0.22602835, 0.86841012, 0.86841012,0.86841012,0.27105303, 0.27105303, 0.27105303, 0.88207531, 0.88207531,0.88207531,
0.31492203, 0.31492203, 0.31492203, 0.8941667 , 0.8941667 ,0.8941667 ,0.35748551, 0.35748551, 0.35748551, 0.90489713, 0.90489713,
0.90489713, 0.60005558, 0.60005558, 0.60005558, 0.91381375, 0.91381375,0.91381375,0.66138054, 0.66138054, 0.66138054, 0.92253504, 0.92253504,
0.92253504,0.71429879, 0.71429879, 0.71429879, 0.93027876, 0.93027876,0.93027876,0.75947891, 0.75947891, 0.75947891, 0.9371767 , 0.9371767 ,
0.9371767 , 0.87023975, 0.87023975, 0.87023975, 0.94014274, 0.94014274,0.94014274,0.89680574, 0.89680574, 0.89680574, 0.94648926, 0.94648926,
0.94648926,0.91657261, 0.91657261, 0.91657261, 0.95204779, 0.95204779,0.95204779,0.93146896, 0.93146896, 0.93146896, 0.95694206, 0.95694206,
0.95694206, 0.95177305, 0.95177305, 0.95177305, 0.93773086, 0.93773086,0.93773086,0.95874689, 0.95874689, 0.95874689, 0.94579176, 0.94579176,
0.94579176,0.96416067, 0.96416067, 0.96416067, 0.95267886, 0.95267886,0.95267886,0.96851506, 0.96851506, 0.96851506, 0.95857985, 0.95857985,
0.95857985, 0.97269956, 0.97269956, 0.97269956, 0.76075293, 0.76075293,0.76075293,0.97557464, 0.97557464, 0.97557464, 0.78024637, 0.78024637,
0.78024637,0.97806922, 0.97806922, 0.97806922, 0.79833344, 0.79833344,0.79833344,0.98026195, 0.98026195, 0.98026195, 0.81508646, 0.81508646,0.81508646});
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.97269956, 0.97269956, 0.97269956, 0.97557464, 0.97557464, 0.97557464, 0.97806922, 0.97806922, 0.97806922, 0.98026195, 0.98026195, 0.98026195});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.86841012, 0.86841012, 0.86841012, 0.88207531, 0.88207531, 0.88207531, 0.8941667 , 0.8941667 , 0.8941667 , 0.90489713, 0.90489713, 0.90489713});
sd::ops::static_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFWfinal = results.at(1);
auto hBWfinal = results.at(2);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_rnn_test1) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
auto maxTimeStep = NDArrayFactory::create<Nd4jLong>('c', {bS}, {time-1, time-3});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {time, bS, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0.69882484, 0.69882484, 0.69882484, 0.69882484,0.9312333 , 0.9312333 , 0.9312333 , 0.9312333 ,
0.93751527, 0.93751527, 0.93751527, 0.93751527,0.97136768, 0.97136768, 0.97136768, 0.97136768,0. , 0. , 0. , 0. ,
0.97732812, 0.97732812, 0.97732812, 0.97732812,0. , 0. , 0. , 0. ,0. , 0. , 0. , 0. ,0. , 0. , 0. , 0. });
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97732812, 0.97732812, 0.97732812, 0.97732812, 0.93751527, 0.93751527, 0.93751527, 0.93751527});
sd::ops::dynamic_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0, &maxTimeStep}, {}, {1});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_rnn_test2) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
auto maxTimeStep = NDArrayFactory::create<int>('c', {bS}, {time-1, time});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {bS, time, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0.92755601, 0.92755601, 0.92755601, 0.92755601,0.96778334, 0.96778334, 0.96778334,
0.96778334,0.97309129, 0.97309129, 0.97309129, 0.97309129,0. , 0. , 0. , 0. ,
0.75001965, 0.75001965, 0.75001965, 0.75001965,0.95449491, 0.95449491, 0.95449491, 0.95449491,0.97732828, 0.97732828, 0.97732828,
0.97732828,0.98000655, 0.98000655, 0.98000655, 0.98000655,0.98120782, 0.98120782, 0.98120782, 0.98120782});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97309129, 0.97309129, 0.97309129, 0.97309129, 0.98120782, 0.98120782, 0.98120782, 0.98120782});
sd::ops::dynamic_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_rnn_test3) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto h0 = NDArrayFactory::create<double>('c', {bS, numUnits});
x.linspace(0.01, 0.01);
h0 = 0.2;
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {bS, time, numUnits}, {0.68474828, 0.68474828, 0.68474828, 0.68474828,0.92755601, 0.92755601, 0.92755601, 0.92755601,0.96778334, 0.96778334, 0.96778334, 0.96778334,0.97309129,
0.97309129, 0.97309129, 0.97309129,0.97491207, 0.97491207, 0.97491207, 0.97491207,0.75001965, 0.75001965, 0.75001965, 0.75001965,0.95449491, 0.95449491,
0.95449491, 0.95449491,0.97732828, 0.97732828, 0.97732828, 0.97732828,0.98000655, 0.98000655, 0.98000655, 0.98000655,0.98120782, 0.98120782, 0.98120782, 0.98120782});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97491207, 0.97491207, 0.97491207, 0.97491207, 0.98120782, 0.98120782, 0.98120782, 0.98120782});
sd::ops::dynamic_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &h0}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_rnn_test4) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
auto maxTimeStep = NDArrayFactory::create<double>('c', {bS}, {time-1, time-4});
x.linspace(0.01, 0.01);
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {bS, time, numUnits}, {0.47615493, 0.47615493, 0.47615493, 0.47615493,0.86347567, 0.86347567, 0.86347567, 0.86347567,0.96059545, 0.96059545,
0.96059545, 0.96059545,0.9724738 , 0.9724738 , 0.9724738 , 0.9724738 ,0. , 0. , 0. , 0. ,
0.57368608, 0.57368608, 0.57368608, 0.57368608,0. , 0. , 0 , 0. ,0., 0. , 0, 0.,0., 0., 0. , 0. ,0. , 0. , 0., 0. });
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.9724738 , 0.9724738 , 0.9724738 , 0.9724738 ,0.57368608, 0.57368608, 0.57368608, 0.57368608});
sd::ops::dynamic_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_rnn_test5) {
const int bS = 2;
const int inSize = 3;
const int numUnits = 4;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto Wx = NDArrayFactory::create<double>('c', {inSize, numUnits});
auto Wh = NDArrayFactory::create<double>('c', {numUnits, numUnits});
auto b = NDArrayFactory::create<double>('c', {2*numUnits});
x.linspace(0.01, 0.01);
Wx = 0.3;
Wh = 0.4;
b = 0.25;
auto expH = NDArrayFactory::create<double>('c', {bS, time, numUnits}, {0.47615493, 0.47615493, 0.47615493, 0.47615493,0.86347567, 0.86347567, 0.86347567, 0.86347567,0.96059545, 0.96059545, 0.96059545, 0.96059545,
0.9724738 , 0.9724738 , 0.9724738 , 0.9724738 ,0.97486307, 0.97486307, 0.97486307, 0.97486307,0.57368608, 0.57368608, 0.57368608, 0.57368608,
0.92135149, 0.92135149, 0.92135149, 0.92135149,0.97482354, 0.97482354, 0.97482354, 0.97482354,0.97984727, 0.97984727, 0.97984727, 0.97984727,
0.98119833, 0.98119833, 0.98119833, 0.98119833});
auto expHFinal = NDArrayFactory::create<double>('c', {bS, numUnits}, {0.97486307, 0.97486307, 0.97486307, 0.97486307,0.98119833, 0.98119833, 0.98119833, 0.98119833});
sd::ops::dynamic_rnn op;
auto results = op.evaluate({&x, &Wx, &Wh, &b}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto h = results.at(0);
auto hFinal = results.at(1);
ASSERT_TRUE(expH.isSameShape(h));
ASSERT_TRUE(expH.equalsTo(h));
ASSERT_TRUE(expHFinal.isSameShape(hFinal));
ASSERT_TRUE(expHFinal.equalsTo(hFinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_bidir_rnn_test1) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {time, bS, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto h0FW = NDArrayFactory::create<double>('c', {bS, numUnitsFW});
auto h0BW = NDArrayFactory::create<double>('c', {bS, numUnitsBW});
auto maxTimeStep = NDArrayFactory::create<int>('c', {bS}, {time-1, time-3, time-4, 0});
x.linspace(0.01, 0.01);
h0FW = 0.2;
h0BW = 0.25;
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expHFW = NDArrayFactory::create<double>('c', {time, bS, numUnitsFW}, {0.43819931, 0.43819931, 0.43819931,0.47615493, 0.47615493, 0.47615493,0.51241561, 0.51241561, 0.51241561,0. , 0. , 0. ,
0.73880324, 0.73880324, 0.73880324,0.77843476, 0.77843476, 0.77843476,0. , 0. , 0. ,0. , 0. , 0. ,
0.9052501 , 0.9052501 , 0.9052501 ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.9555734 , 0.9555734 , 0.9555734 ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHBW = NDArrayFactory::create<double>('c', {time, bS, numUnitsBW}, {0.86708881, 0.86708881, 0.86708881,0.78347842, 0.78347842, 0.78347842,0.55529176, 0.55529176, 0.55529176,0. , 0. , 0. ,
0.90935605, 0.90935605, 0.90935605,0.64692945, 0.64692945, 0.64692945,0. , 0. , 0. ,0. , 0. , 0. ,
0.9181592 , 0.9181592 , 0.9181592 ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.8026439 , 0.8026439 , 0.8026439 ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.9555734 , 0.9555734 , 0.9555734 , 0.77843476, 0.77843476, 0.77843476, 0.51241561, 0.51241561, 0.51241561, 0.2 , 0.2 , 0.2});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.86708881, 0.86708881, 0.86708881, 0.78347842, 0.78347842, 0.78347842, 0.55529176, 0.55529176, 0.55529176, 0.25 , 0.25 , 0.25});
sd::ops::dynamic_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &h0FW, &h0BW, &maxTimeStep}, {}, {1});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto hFW = results.at(0);
auto hBW = results.at(1);
auto hFWfinal = results.at(2);
auto hBWfinal = results.at(3);
ASSERT_TRUE(expHFW.isSameShape(hFW));
ASSERT_TRUE(expHFW.equalsTo(hFW));
ASSERT_TRUE(expHBW.isSameShape(hBW));
ASSERT_TRUE(expHBW.equalsTo(hBW));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_bidir_rnn_test2) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto h0FW = NDArrayFactory::create<double>('c', {bS, numUnitsFW});
auto h0BW = NDArrayFactory::create<double>('c', {bS, numUnitsBW});
auto maxTimeStep = NDArrayFactory::create<int>('c', {bS}, {time-1, time-3, time-4, 0});
x.linspace(0.01, 0.01);
h0FW = 0.2;
h0BW = 0.25;
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expHFW = NDArrayFactory::create<double>('c', {bS, time, numUnitsFW}, {0.43819931, 0.43819931, 0.43819931,0.66617761, 0.66617761, 0.66617761,0.80944357, 0.80944357, 0.80944357,0.87294706, 0.87294706, 0.87294706,0. , 0. , 0. ,
0.61067683, 0.61067683, 0.61067683,0.84851124, 0.84851124, 0.84851124,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.73978305, 0.73978305, 0.73978305,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHBW = NDArrayFactory::create<double>('c', {bS, time, numUnitsBW}, {0.84345207, 0.84345207, 0.84345207,0.83584708, 0.83584708, 0.83584708,0.77435951, 0.77435951, 0.77435951,0.58760492, 0.58760492, 0.58760492,0. , 0. , 0. ,
0.85615841, 0.85615841, 0.85615841,0.67397984, 0.67397984, 0.67397984,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.76576202, 0.76576202, 0.76576202,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.87294706, 0.87294706, 0.87294706,0.84851124, 0.84851124, 0.84851124,0.73978305, 0.73978305, 0.73978305,0.2 , 0.2 , 0.2});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.84345207, 0.84345207, 0.84345207, 0.85615841, 0.85615841, 0.85615841, 0.76576202, 0.76576202, 0.76576202, 0.25 , 0.25 , 0.25});
sd::ops::dynamic_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &h0FW, &h0BW, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto hFW = results.at(0);
auto hBW = results.at(1);
auto hFWfinal = results.at(2);
auto hBWfinal = results.at(3);
ASSERT_TRUE(expHFW.isSameShape(hFW));
ASSERT_TRUE(expHFW.equalsTo(hFW));
ASSERT_TRUE(expHBW.isSameShape(hBW));
ASSERT_TRUE(expHBW.equalsTo(hBW));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_bidir_rnn_test3) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto maxTimeStep = NDArrayFactory::create<int>('c', {bS}, {time-1, time-3, time-4, 0});
x.linspace(0.01, 0.01);
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expHFW = NDArrayFactory::create<double>('c', {bS, time, numUnitsFW}, {0.22602835, 0.22602835, 0.22602835,0.49994591, 0.49994591, 0.49994591,0.72869307, 0.72869307, 0.72869307,0.84784327, 0.84784327, 0.84784327,0. , 0. , 0. ,
0.43819931, 0.43819931, 0.43819931,0.7793996 , 0.7793996 , 0.7793996 ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.61067683, 0.61067683, 0.61067683,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHBW = NDArrayFactory::create<double>('c', {bS, time, numUnitsBW}, {0.82273707, 0.82273707, 0.82273707,0.77935851, 0.77935851, 0.77935851,0.6381121 , 0.6381121 , 0.6381121 ,0.35748551, 0.35748551, 0.35748551,0. , 0. , 0. ,
0.77843476, 0.77843476, 0.77843476,0.47615493, 0.47615493, 0.47615493,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0.61067683, 0.61067683, 0.61067683,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,
0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. ,0. , 0. , 0. });
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.84784327, 0.84784327, 0.84784327, 0.7793996 , 0.7793996 , 0.7793996 , 0.61067683, 0.61067683, 0.61067683, 0. , 0. , 0.});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.82273707, 0.82273707, 0.82273707, 0.77843476, 0.77843476, 0.77843476, 0.61067683, 0.61067683, 0.61067683, 0. , 0. , 0.});
sd::ops::dynamic_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &maxTimeStep}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto hFW = results.at(0);
auto hBW = results.at(1);
auto hFWfinal = results.at(2);
auto hBWfinal = results.at(3);
ASSERT_TRUE(expHFW.isSameShape(hFW));
ASSERT_TRUE(expHFW.equalsTo(hFW));
ASSERT_TRUE(expHBW.isSameShape(hBW));
ASSERT_TRUE(expHBW.equalsTo(hBW));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
///////////////////////////////////////////////////////////////////
TEST_F(DeclarableOpsTests6, dynamic_bidir_rnn_test4) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
auto h0FW = NDArrayFactory::create<double>('c', {bS, numUnitsFW});
auto h0BW = NDArrayFactory::create<double>('c', {bS, numUnitsBW});
x.linspace(0.01, 0.01);
h0FW = 0.2;
h0BW = 0.25;
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expHFW = NDArrayFactory::create<double>('c', {bS, time, numUnitsFW}, {0.43819931, 0.43819931, 0.43819931,0.66617761, 0.66617761, 0.66617761,0.80944357, 0.80944357, 0.80944357,0.87294706, 0.87294706, 0.87294706,0.89948899, 0.89948899, 0.89948899,
0.61067683, 0.61067683, 0.61067683,0.84851124, 0.84851124, 0.84851124,0.91925737, 0.91925737, 0.91925737,0.93751395, 0.93751395, 0.93751395,0.94544483, 0.94544483, 0.94544483,
0.73978305, 0.73978305, 0.73978305,0.92827068, 0.92827068, 0.92827068,0.95791111, 0.95791111, 0.95791111,0.96427356, 0.96427356, 0.96427356,0.96797541, 0.96797541, 0.96797541,
0.83057887, 0.83057887, 0.83057887,0.96365083, 0.96365083, 0.96365083,0.97585698, 0.97585698, 0.97585698,0.97866981, 0.97866981, 0.97866981,0.9807326 , 0.9807326 , 0.9807326 });
auto expHBW = NDArrayFactory::create<double>('c', {bS, time, numUnitsBW}, {0.85301722, 0.85301722, 0.85301722,0.86427295, 0.86427295, 0.86427295,0.8599919 , 0.8599919 , 0.8599919 ,0.80609463, 0.80609463, 0.80609463,0.61814662, 0.61814662, 0.61814662,
0.91888753, 0.91888753, 0.91888753,0.92652672, 0.92652672, 0.92652672,0.92939674, 0.92939674, 0.92939674,0.90661931, 0.90661931, 0.90661931,0.74516764, 0.74516764, 0.74516764,
0.95254269, 0.95254269, 0.95254269,0.95710717, 0.95710717, 0.95710717,0.96021584, 0.96021584, 0.96021584,0.95222547, 0.95222547, 0.95222547,0.83426363, 0.83426363, 0.83426363,
0.97154357, 0.97154357, 0.97154357,0.97424915, 0.97424915, 0.97424915,0.97644817, 0.97644817, 0.97644817,0.97410547, 0.97410547, 0.97410547,0.89409962, 0.89409962, 0.89409962});
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.89948899, 0.89948899, 0.89948899, 0.94544483, 0.94544483, 0.94544483, 0.96797541, 0.96797541, 0.96797541, 0.9807326 , 0.9807326 , 0.9807326 });
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.85301722, 0.85301722, 0.85301722, 0.91888753, 0.91888753, 0.91888753, 0.95254269, 0.95254269, 0.95254269, 0.97154357, 0.97154357, 0.97154357});
sd::ops::dynamic_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW, &h0FW, &h0BW}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto hFW = results.at(0);
auto hBW = results.at(1);
auto hFWfinal = results.at(2);
auto hBWfinal = results.at(3);
ASSERT_TRUE(expHFW.isSameShape(hFW));
ASSERT_TRUE(expHFW.equalsTo(hFW));
ASSERT_TRUE(expHBW.isSameShape(hBW));
ASSERT_TRUE(expHBW.equalsTo(hBW));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
TEST_F(DeclarableOpsTests6, dynamic_bidir_rnn_test5) {
const int bS = 4;
const int inSize = 4;
const int numUnitsFW = 3;
const int numUnitsBW = 3;
const int time = 5;
auto x = NDArrayFactory::create<double>('c', {bS, time, inSize});
auto WxFW = NDArrayFactory::create<double>('c', {inSize, numUnitsFW});
auto WhFW = NDArrayFactory::create<double>('c', {numUnitsFW, numUnitsFW});
auto bFW = NDArrayFactory::create<double>('c', {2*numUnitsFW});
x.linspace(0.01, 0.01);
WxFW = 0.3;
WhFW = 0.4;
bFW = 0.1;
auto expHFW = NDArrayFactory::create<double>('c', {bS, time, numUnitsFW}, {0.22602835, 0.22602835, 0.22602835,0.49994591, 0.49994591, 0.49994591,0.72869307, 0.72869307, 0.72869307,0.84784327, 0.84784327, 0.84784327,0.89357928, 0.89357928, 0.89357928,
0.43819931, 0.43819931, 0.43819931,0.7793996 , 0.7793996 , 0.7793996 ,0.9053792 , 0.9053792 , 0.9053792 ,0.93546593, 0.93546593, 0.93546593,0.94518339, 0.94518339, 0.94518339,
0.61067683, 0.61067683, 0.61067683,0.90347408, 0.90347408, 0.90347408,0.95538786, 0.95538786, 0.95538786,0.96406045, 0.96406045, 0.96406045,0.96795929, 0.96795929, 0.96795929,
0.73978305, 0.73978305, 0.73978305,0.95499984, 0.95499984, 0.95499984,0.97535671, 0.97535671, 0.97535671,0.97864446, 0.97864446, 0.97864446,0.98073144, 0.98073144, 0.98073144});
auto expHBW = NDArrayFactory::create<double>('c', {bS, time, numUnitsBW}, {0.84882345, 0.84882345, 0.84882345,0.85160683, 0.85160683, 0.85160683,0.81997657, 0.81997657, 0.81997657,0.69228829, 0.69228829, 0.69228829,0.39861399, 0.39861399, 0.39861399,
0.91865453, 0.91865453, 0.91865453,0.92528094, 0.92528094, 0.92528094,0.92212167, 0.92212167, 0.92212167,0.86418213, 0.86418213, 0.86418213,0.57969286, 0.57969286, 0.57969286,
0.95252666, 0.95252666, 0.95252666,0.95696305, 0.95696305, 0.95696305,0.95878749, 0.95878749, 0.95878749,0.93722463, 0.93722463, 0.93722463,0.71727031, 0.71727031, 0.71727031,
0.97154234, 0.97154234, 0.97154234,0.97423089, 0.97423089, 0.97423089,0.976149 , 0.976149 , 0.976149 ,0.96878298, 0.96878298, 0.96878298,0.81508646, 0.81508646, 0.81508646});
auto expHFWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsFW}, {0.89357928, 0.89357928, 0.89357928, 0.94518339, 0.94518339, 0.94518339, 0.96795929, 0.96795929, 0.96795929, 0.98073144, 0.98073144, 0.98073144});
auto expHBWfinal = NDArrayFactory::create<double>('c', {bS, numUnitsBW}, {0.84882345, 0.84882345, 0.84882345, 0.91865453, 0.91865453, 0.91865453, 0.95252666, 0.95252666, 0.95252666, 0.97154234, 0.97154234, 0.97154234});
sd::ops::dynamic_bidirectional_rnn op;
auto results = op.evaluate({&x, &WxFW,&WhFW,&bFW, &WxFW,&WhFW,&bFW}, {}, {});
ASSERT_EQ(ND4J_STATUS_OK, results.status());
auto hFW = results.at(0);
auto hBW = results.at(1);
auto hFWfinal = results.at(2);
auto hBWfinal = results.at(3);
ASSERT_TRUE(expHFW.isSameShape(hFW));
ASSERT_TRUE(expHFW.equalsTo(hFW));
ASSERT_TRUE(expHBW.isSameShape(hBW));
ASSERT_TRUE(expHBW.equalsTo(hBW));
ASSERT_TRUE(expHFWfinal.isSameShape(hFWfinal));
ASSERT_TRUE(expHFWfinal.equalsTo(hFWfinal));
ASSERT_TRUE(expHBWfinal.isSameShape(hBWfinal));
ASSERT_TRUE(expHBWfinal.equalsTo(hBWfinal));
}
TEST_F(DeclarableOpsTests6, Test_Diag_119_1) {
auto x = NDArrayFactory::create<double>('c', {3}, {0.15f, 0.25f, 0.35f});
auto e = NDArrayFactory::create<double>('c', {3, 3}, {0.15f, 0.0f, 0.0f, 0.0f, 0.25f, 0.0f, 0.0f, 0.0f, 0.35f});
sd::ops::diag op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(Status::OK(), result.status());
ASSERT_EQ(e, *result.at(0));
}
TEST_F(DeclarableOpsTests6, Test_Diag_119_2) {
auto x = NDArrayFactory::create<double>('c', {1}, {0.15f});
auto e = NDArrayFactory::create<double>('c', {1, 1}, {0.15f});
sd::ops::diag op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(Status::OK(), result.status());
ASSERT_EQ(e, *result.at(0));
}
TEST_F(DeclarableOpsTests6, Test_Diag_119_3) {
auto x = NDArrayFactory::create<double>(0.15f);
auto e = NDArrayFactory::create<double>('c', {1, 1}, {0.15f});
sd::ops::diag op;
auto result = op.evaluate({&x}, {}, {});
ASSERT_EQ(Status::OK(), result.status());
ASSERT_EQ(e, *result.at(0));
}