cavis/libnd4j/tests_cpu/layers_tests/ContextTests.cpp

/*******************************************************************************
 * Copyright (c) 2015-2018 Skymind, Inc.
 *
 * 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.
 *
 * 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 30.10.2017.
//

#include "testlayers.h"
#include <ops/declarable/CustomOperations.h>

using namespace nd4j;
using namespace nd4j::ops;
using namespace nd4j::graph;

class ContextTests : public testing::Test {
public:

};


TEST_F(ContextTests, Basic_Test_1) {
    VariableSpace variableSpace;

    auto _20 = NDArrayFactory::create_<float>('c', {2, 2});
    auto _21 = NDArrayFactory::create_<float>('c', {2, 2});

    _20->assign(1.0f);
    _21->assign(2.0f);

    variableSpace.putVariable(2, 0, _20);
    variableSpace.putVariable(2, 1, _21);

    Context block(1, &variableSpace);

    block.pickInput(2, 0);
    block.pickInput(2, 1);

    ASSERT_EQ(2, block.inputs()->size());
    ASSERT_EQ(2, block.width());

    ASSERT_TRUE(variableSpace.hasVariable(2, 0));
    ASSERT_TRUE(variableSpace.hasVariable(2, 1));

    ASSERT_NEAR(1.0f, block.variable(0)->getNDArray()->meanNumber().e<float>(0), 1e-5);
    ASSERT_NEAR(2.0f, block.variable(1)->getNDArray()->meanNumber().e<float>(0), 1e-5);
}


TEST_F(ContextTests, Basic_Test_2) {
    VariableSpace variableSpace;

    auto _20 = NDArrayFactory::create_<float>('c', {2, 2});
    auto _21 = NDArrayFactory::create_<float>('c', {2, 2});

    _20->assign(1.0f);
    _21->assign(2.0f);

    variableSpace.putVariable(-1, _20);
    variableSpace.putVariable(-2, _21);

    Context block(1, &variableSpace);

    block.pickInput(-1);
    block.pickInput(-2);

    ASSERT_EQ(2, block.inputs()->size());
    ASSERT_EQ(2, block.width());

    ASSERT_TRUE(variableSpace.hasVariable(-1));
    ASSERT_TRUE(variableSpace.hasVariable(-2));

    ASSERT_NEAR(1.0f, block.variable(0)->getNDArray()->meanNumber().e<float>(0), 1e-5);
    ASSERT_NEAR(2.0f, block.variable(1)->getNDArray()->meanNumber().e<float>(0), 1e-5);
}


TEST_F(ContextTests, Basic_Test_3) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto _20 = NDArrayFactory::create_<float>('c', {2, 2});

    ctx.pushNDArrayToVariableSpace(1, 1, _20);

    ASSERT_TRUE(variableSpace.hasVariable(1, 1));
}


TEST_F(ContextTests, Basic_Test_4) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto _20 = NDArrayFactory::create_<float>('c', {2, 2});
    _20->linspace(1);

    auto _21 = NDArrayFactory::create_<float>('c', {2, 2});
    _21->linspace(10);

    ctx.pushNDArrayToVariableSpace(1, 1, _20);

    ASSERT_TRUE(variableSpace.hasVariable(1, 1));

    ctx.pushNDArrayToVariableSpace(1, 1, _21);

    auto vA = ctx.variable(1, 1);

    ASSERT_TRUE(vA->getNDArray()->equalsTo(_21));
}

TEST_F(ContextTests, Basic_Test_5) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto _20 = NDArrayFactory::create_<float>('c', {2, 2});
    _20->linspace(1);

    auto exp = new NDArray(_20->dup());

    ctx.pushNDArrayToVariableSpace(1, 1, _20);

    ASSERT_TRUE(variableSpace.hasVariable(1, 1));

    ctx.pushNDArrayToVariableSpace(1, 1, _20);

    auto vA = ctx.variable(1, 1);

    ASSERT_TRUE(vA->getNDArray() == _20);

    ASSERT_TRUE(vA->getNDArray()->equalsTo(exp));

    delete exp;
}


TEST_F(ContextTests, Basic_Test_6) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto v0 = ctx.ensureVariable();
    auto v1 = ctx.ensureVariable(1);

    ASSERT_TRUE(variableSpace.hasVariable(1, 0));
    ASSERT_TRUE(variableSpace.hasVariable(1, 1));

    auto var0 = variableSpace.getVariable(1, 0);
    auto var1 = variableSpace.getVariable(1, 1);

    ASSERT_TRUE(v0 == var0);
    ASSERT_TRUE(v1 == var1);
}


TEST_F(ContextTests, Basic_Test_7) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto v0 = ctx.ensureVariable();
    auto v1 = ctx.ensureVariable(1);

    ASSERT_TRUE(variableSpace.hasVariable(1, 0));
    ASSERT_TRUE(variableSpace.hasVariable(1, 1));

    auto var0 = variableSpace.getVariable(1, 0);
    auto var1 = variableSpace.getVariable(1, 1);

    ASSERT_TRUE(v0 == var0);
    ASSERT_TRUE(v1 == var1);


    auto _10 = NDArrayFactory::create_<float>('c', {2, 2});
    _10->linspace(1);

    auto _11 = NDArrayFactory::create_<float>('c', {2, 2});
    _11->linspace(10);

    ctx.pushNDArrayToVariableSpace(1, 0, _10);
    ctx.pushNDArrayToVariableSpace(1, 1, _11);

    auto z0 = variableSpace.getVariable(1, 0);
    auto z1 = variableSpace.getVariable(1, 1);

    ASSERT_TRUE(v0 == z0);
    ASSERT_TRUE(v1 == z1);
}

TEST_F(ContextTests, Basic_Test_8) {
    VariableSpace variableSpace;

    Context ctx(1, &variableSpace);

    auto _10 = NDArrayFactory::create_<float>('c', {2, 2});
    _10->linspace(1);

    auto _11 = NDArrayFactory::create_<float>('c', {2, 2});
    _11->linspace(10);

    ctx.pushNDArrayToVariableSpace(1, 0, _10);
    ctx.pushNDArrayToVariableSpace(1, 1, _11);

    auto z0 = variableSpace.getVariable(1, 0);
    auto z1 = variableSpace.getVariable(1, 1);

    auto v0 = ctx.ensureVariable();
    auto v1 = ctx.ensureVariable(1);

    ASSERT_TRUE(v0 == z0);
    ASSERT_TRUE(v1 == z1);
}


TEST_F(ContextTests, Basic_Test_9) {
    VariableSpace variableSpace;

    auto in = NDArrayFactory::create<float>('c', {5, 5});

    Context ctx(1, &variableSpace, true);
    ctx.pushNDArrayToVariableSpace(1, 1, &in, false);
}

TEST_F(ContextTests, Basic_Test_10) {
    VariableSpace variableSpace;

    Context ctx(119, &variableSpace);
}


TEST_F(ContextTests, Prototype_Test_1) {
    ContextPrototype prototype(nullptr, 119, true);
    prototype.pickInput(12, 3);
    prototype.pickInput(12, 4);

    prototype.getTArguments()->push_back(2.0);
    prototype.getTArguments()->push_back(-2.0);

    prototype.getIArguments()->push_back(17);
    prototype.getIArguments()->push_back(119);

    Context ctx(&prototype, nullptr);

    ASSERT_EQ(ctx.nodeId(), prototype.nodeId());
    ASSERT_EQ(ctx.isInplace(), prototype.isInplace());

    ASSERT_EQ(2, ctx.inputs()->size());
    ASSERT_EQ(2, ctx.getTArguments()->size());
    ASSERT_EQ(2, ctx.getIArguments()->size());

    ASSERT_EQ(2.0, ctx.getTArguments()->at(0));
    ASSERT_EQ(-2.0, ctx.getTArguments()->at(1));

    ASSERT_EQ(17, ctx.getIArguments()->at(0));
    ASSERT_EQ(119, ctx.getIArguments()->at(1));
}


TEST_F(ContextTests, Prototype_Test_2) {
    ContextPrototype prototype(nullptr, 119, false);
    prototype.setOpNum(179);

    Context ctx(&prototype, nullptr);

    ASSERT_EQ(ctx.isInplace(), prototype.isInplace());
    ASSERT_EQ(ctx.opNum(), prototype.opNum());

    ASSERT_EQ(0, ctx.inputs()->size());
    ASSERT_EQ(0, ctx.getTArguments()->size());
    ASSERT_EQ(0, ctx.getIArguments()->size());
}

TEST_F(ContextTests, test_short_context_1) {
    auto array0 = NDArrayFactory::create<float>('c', {3, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f});
    auto array1 = NDArrayFactory::create<float>('c', {3, 2}, {-1.f, -2.f, -3.f, -4.f, -5.f, -6.f});
    Context ctx(1);

    ctx.setInputArray(0, array0.buffer(), array0.shapeInfo(), array0.specialBuffer(), array0.specialShapeInfo());
    ctx.setInputArray(1, array1.buffer(), array1.shapeInfo(), array1.specialBuffer(), array1.specialShapeInfo());

    ASSERT_EQ(2, ctx.width());

    auto input0 = ctx.array(0);
    ASSERT_TRUE(input0 != nullptr);

    auto input1 = ctx.array(1);
    ASSERT_TRUE(input1 != nullptr);

    ASSERT_TRUE(input0->buffer() == array0.buffer());
    ASSERT_TRUE(input0->shapeInfo() == array0.shapeInfo());

    ASSERT_TRUE(input0->specialBuffer() == array0.specialBuffer());
    ASSERT_TRUE(input0->specialShapeInfo() == array0.specialShapeInfo());

    ASSERT_TRUE(input1->buffer() == array1.buffer());
    ASSERT_TRUE(input1->shapeInfo() == array1.shapeInfo());

    ASSERT_TRUE(input1->specialBuffer() == array1.specialBuffer());
    ASSERT_TRUE(input1->specialShapeInfo() == array1.specialShapeInfo());
}

TEST_F(ContextTests, test_short_context_2) {
    auto array0 = NDArrayFactory::create<float>('c', {3, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f});
    auto array1 = NDArrayFactory::create<float>('c', {3, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f});
    auto z = NDArrayFactory::create<float>('c', {3, 2});

    auto exp = NDArrayFactory::create<float>('c', {3, 2}, {2.f, 4.f, 6.f, 8.f, 10.f, 12.f});
    Context ctx(1);

    ctx.setInputArray(0, array0.buffer(), array0.shapeInfo(), array0.specialBuffer(), array0.specialShapeInfo());
    ctx.setInputArray(1, array1.buffer(), array1.shapeInfo(), array1.specialBuffer(), array1.specialShapeInfo());
    ctx.setOutputArray(0, z.buffer(), z.shapeInfo(), z.specialBuffer(), z.specialShapeInfo());

    ASSERT_EQ(2, ctx.width());

    nd4j::ops::add op;
    op.execute(&ctx);

    ASSERT_EQ(exp, z);
}

TEST_F(ContextTests, test_short_context_3) {
    auto array0 = NDArrayFactory::create<float>('c', {3, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f});
    auto array1 = NDArrayFactory::create<float>('c', {3, 2}, {1.f, 2.f, 3.f, 4.f, 5.f, 6.f});

    auto exp = NDArrayFactory::create<float>('c', {3, 2}, {2.f, 4.f, 6.f, 8.f, 10.f, 12.f});
    Context ctx(1);

    ctx.setInputArray(0, array0.buffer(), array0.shapeInfo(), array0.specialBuffer(), array0.specialShapeInfo());
    ctx.setInputArray(1, array1.buffer(), array1.shapeInfo(), array1.specialBuffer(), array1.specialShapeInfo());

    ASSERT_EQ(2, ctx.width());

    nd4j::ops::add op;
    op.execute(&ctx);

    ASSERT_EQ(1, ctx.fastpath_out().size());

    auto z = ctx.fastpath_out()[0];

    ASSERT_EQ(exp, *z);
}