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Added implementation for adjust_contrast_v2 op and tests.

master
shugeo 2019-10-01 11:44:27 +03:00
parent e06dfb5dcc
commit 1575c704ae
3 changed files with 74 additions and 0 deletions
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37
libnd4j/include/ops/declarable/generic/parity_ops/adjust_contrast.cpp
View File

@ -61,6 +61,43 @@ DECLARE_TYPES(adjust_contrast) {
}
CONFIGURABLE_OP_IMPL(adjust_contrast_v2, 1, 1, true, 1, 0) {
auto input = INPUT_VARIABLE(0);
auto output = OUTPUT_VARIABLE(0);
const double factor = T_ARG(0);
REQUIRE_TRUE(input->rankOf() > 2, 0, "ADJUST_CONTRAST: op expects rank of input array to be >= 3, but got %i instead", input->rankOf());
REQUIRE_TRUE(input->sizeAt(-1) == 3, 0, "ADJUST_CONTRAST: operation expects image with 3 channels (R, G, B), but got %i instead", input->sizeAt(-1));
// compute mean before
reduce_mean meanOp;
auto axes = NDArrayFactory::create<int>('c', {input->rankOf() - 1}, block.launchContext());
for (int i = 0; i < input->rankOf() -1; i++)
axes.p(i, i);
auto meanRes = meanOp.execute({input, &axes}, {}, {});
REQUIRE_TRUE(meanRes->status() == Status::OK(), 0, "ADJUST_CONTRAST: op should be successful, but error code %i occured.", meanRes->status());
auto mean = meanRes->at(0);
// NDArray factorT(output->dataType(), block.launchContext()); // = NDArrayFactory::create(factor, block.launchContext());
// factorT.p(0, factor);
// this is contrast calculation
std::unique_ptr<NDArray> temp(input->dup());
input->applyTrueBroadcast(BroadcastOpsTuple::Subtract(), mean, temp.get());
temp->applyScalar(scalar::Multiply, factor);
temp->applyTrueBroadcast(BroadcastOpsTuple::Add(), mean, output);
// *output = (*input - *mean) * factorT + *mean;
delete meanRes;
return Status::OK();
}
DECLARE_TYPES(adjust_contrast_v2) {
getOpDescriptor()->setAllowedInputTypes(nd4j::DataType::ANY)
->setAllowedOutputTypes({ALL_FLOATS})
->setSameMode(true);
}
}
}

1
libnd4j/include/ops/declarable/headers/parity_ops.h
View File

@ -611,6 +611,7 @@ namespace nd4j {
*/
#if NOT_EXCLUDED(OP_adjust_contrast)
DECLARE_CONFIGURABLE_OP(adjust_contrast, 1, 1, true, 1, 0);
DECLARE_CONFIGURABLE_OP(adjust_contrast_v2, 1, 1, true, 1, 0);
#endif

36
libnd4j/tests_cpu/layers_tests/DeclarableOpsTests15.cpp
View File

@ -193,6 +193,42 @@ TEST_F(DeclarableOpsTests15, Test_AdjustContrast_2) {
delete result;
}
TEST_F(DeclarableOpsTests15, Test_AdjustContrast_3) {
auto x = NDArrayFactory::create<float>('c', {1, 4,4,3});
auto e = NDArrayFactory::create<float>('c', {1, 4,4,3}, {
-21.5, -20.5, -19.5, -15.5, -14.5, -13.5, -9.5, -8.5, -7.5, -3.5, -2.5, -1.5,
2.5, 3.5, 4.5, 8.5, 9.5, 10.5, 14.5, 15.5, 16.5, 20.5, 21.5, 22.5,
26.5, 27.5, 28.5, 32.5, 33.5, 34.5, 38.5, 39.5, 40.5, 44.5, 45.5, 46.5,
50.5, 51.5, 52.5, 56.5, 57.5, 58.5, 62.5, 63.5, 64.5, 68.5, 69.5, 70.5
});
x.linspace(1.);
nd4j::ops::adjust_contrast_v2 op;
auto result = op.execute({&x}, {2.}, {}, {});
ASSERT_EQ(Status::OK(), result->status());
auto out = result->at(0);
// out->printIndexedBuffer("Adjusted Constrast");
ASSERT_TRUE(e.equalsTo(out));
delete result;
}
TEST_F(DeclarableOpsTests15, Test_AdjustContrast_4) {
auto x = NDArrayFactory::create<double>('c', {4, 4, 3});
auto e = NDArrayFactory::create<double>('c', {4, 4, 3}, {
-21.5, -20.5, -19.5, -15.5, -14.5, -13.5, -9.5, -8.5, -7.5, -3.5, -2.5, -1.5,
2.5, 3.5, 4.5, 8.5, 9.5, 10.5, 14.5, 15.5, 16.5, 20.5, 21.5, 22.5,
26.5, 27.5, 28.5, 32.5, 33.5, 34.5, 38.5, 39.5, 40.5, 44.5, 45.5, 46.5,
50.5, 51.5, 52.5, 56.5, 57.5, 58.5, 62.5, 63.5, 64.5, 68.5, 69.5, 70.5
});
x.linspace(1.);
nd4j::ops::adjust_contrast_v2 op;
auto result = op.execute({&x}, {2.}, {}, {});
ASSERT_EQ(Status::OK(), result->status());
auto out = result->at(0);
// out->printIndexedBuffer("Adjusted Constrast");
ASSERT_TRUE(e.equalsTo(out));
delete result;
}
TEST_F(DeclarableOpsTests15, Test_depthwise_bp_1) {
auto in = NDArrayFactory::create<float>('c', {4, 8, 64, 64});
auto w = NDArrayFactory::create<float>('c', {2, 2, 8, 2});