Revise sign (#6581)
* update docs * add sign to intActivationTypes * add RTTI macro * update backend test * add type prp test * add visitor test * add visitor and type_prop test to CMakeList * add sign to constants.py * delete backend tests and create new reference tests * style fix * remoove sign backend test from CMakeList * create reference test for all supported types * remove boolean type from evaluate method
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@ -4,33 +4,30 @@
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**Category**: Arithmetic unary operation
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**Short description**: *Sign* performs element-wise sign operation with given tensor.
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**Short description**: *Sign* performs element-wise sign operation on a given input tensor.
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**Attributes**:
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No attributes available.
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**Inputs**
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* **1**: An tensor of type *T*. **Required.**
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**Outputs**
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* **1**: The result of element-wise sign operation. A tensor of type *T* with mapped elements of the input tensor to -1 (if it is negative), 0 (if it is zero), or 1 (if it is positive).
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**Types**
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* *T*: any numeric type.
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*Sign* does the following with the input tensor *a*:
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**Detailed description**: *Sign* performs element-wise sign operation on a given input tensor, based on the following mathematical formula:
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\f[
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a_{i} = sign(a_{i})
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\f]
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**Examples**
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**Attributes**: *Sign* operation has no attributes.
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*Example 1*
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**Inputs**
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* **1**: A tensor of type *T* and arbitrary shape. **Required.**
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**Outputs**
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* **1**: The result of element-wise *Sign* operation. A tensor of type *T* with mapped elements of the input tensor to -1 (if it is negative), 0 (if it is zero), or 1 (if it is positive).
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**Types**
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* *T*: any numeric type.
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**Example**
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```xml
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<layer ... type="Sign">
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80
docs/template_plugin/tests/functional/op_reference/sign.cpp
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docs/template_plugin/tests/functional/op_reference/sign.cpp
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@ -0,0 +1,80 @@
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// Copyright (C) 2018-2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include <gtest/gtest.h>
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#include <ie_core.hpp>
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#include <ie_ngraph_utils.hpp>
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#include <ngraph/ngraph.hpp>
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#include <shared_test_classes/base/layer_test_utils.hpp>
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#include <tuple>
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#include "base_reference_test.hpp"
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using namespace ngraph;
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using namespace InferenceEngine;
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struct SignParams {
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template <class IT, class OT>
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SignParams(const ngraph::PartialShape& shape, const ngraph::element::Type& iType, const ngraph::element::Type& oType, const std::vector<IT>& iValues,
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const std::vector<OT>& oValues)
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: pshape(shape), inType(iType), outType(oType), inputData(CreateBlob(iType, iValues)), refData(CreateBlob(oType, oValues)) {}
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ngraph::PartialShape pshape;
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ngraph::element::Type inType;
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ngraph::element::Type outType;
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InferenceEngine::Blob::Ptr inputData;
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InferenceEngine::Blob::Ptr refData;
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};
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class ReferenceSignLayerTest : public testing::TestWithParam<SignParams>, public CommonReferenceTest {
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public:
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void SetUp() override {
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auto params = GetParam();
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function = CreateFunction(params.pshape, params.inType);
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inputData = {params.inputData};
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refOutData = {params.refData};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<SignParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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result << "shape=" << param.pshape << "_";
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result << "iType=" << param.inType << "_";
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result << "oType=" << param.outType;
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return result.str();
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}
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private:
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static std::shared_ptr<Function> CreateFunction(const PartialShape& input_shape, const element::Type& input_type) {
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const auto in = std::make_shared<op::Parameter>(input_type, input_shape);
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const auto sign = std::make_shared<op::Sign>(in);
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return std::make_shared<Function>(NodeVector {sign}, ParameterVector {in});
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}
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};
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TEST_P(ReferenceSignLayerTest, CompareWithHardcodedRefs) {
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Exec();
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}
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INSTANTIATE_TEST_SUITE_P(
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smoke_Sign_With_Hardcoded_Refs, ReferenceSignLayerTest,
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::testing::Values(
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SignParams(ngraph::PartialShape {6}, ngraph::element::f32, ngraph::element::f32,
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std::vector<float> {1, -2, 0, -4.8f, 4.8f, -0.0f},
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std::vector<float> {1, -1, 0, -1, 1, 0}),
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SignParams(ngraph::PartialShape {6}, ngraph::element::f16, ngraph::element::f16,
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std::vector<float16> {1, -2, 0, -4.8f, 4.8f, -0.0f},
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std::vector<float16> {1, -1, 0, -1, 1, 0}),
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SignParams(ngraph::PartialShape {6}, ngraph::element::u64, ngraph::element::u64,
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std::vector<uint64_t> {1, 2, 0, 4, 4, 0},
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std::vector<uint64_t> {1, 1, 0, 1, 1, 0}),
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SignParams(ngraph::PartialShape {6}, ngraph::element::u32, ngraph::element::u32,
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std::vector<uint32_t> {1, 2, 0, 4, 4, 0},
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std::vector<uint32_t> {1, 1, 0, 1, 1, 0}),
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SignParams(ngraph::PartialShape {6}, ngraph::element::i32, ngraph::element::i32,
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std::vector<int32_t> {1, -2, 0, -4, 4, -0},
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std::vector<int32_t> {1, -1, 0, -1, 1, 0}),
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SignParams(ngraph::PartialShape {6}, ngraph::element::i64, ngraph::element::i64,
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std::vector<int64_t> {1, -2, 0, -4, 4, -0},
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std::vector<int64_t> {1, -1, 0, -1, 1, 0})),
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ReferenceSignLayerTest::getTestCaseName);
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@ -71,6 +71,7 @@ const std::map<ActivationTypes, std::vector<std::vector<float>>> intActivationTy
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{Negative, {}},
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{Ceiling, {}},
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{Cos, {}},
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{Sign, {}},
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{Sinh, {}},
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{Sqrt, {}},
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{Tanh, {}},
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@ -97,6 +97,7 @@ VERIFIED_OP_REFERENCES = [
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'ShapeOf-3',
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'ShuffleChannels-1',
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'Sigmoid-1',
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'Sign-1',
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'Sin-1',
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'Sinh-1'
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'SoftPlus-4',
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@ -17,8 +17,8 @@ namespace ngraph
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class NGRAPH_API Sign : public util::UnaryElementwiseArithmetic
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{
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public:
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static constexpr NodeTypeInfo type_info{"Sign", 0};
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const NodeTypeInfo& get_type_info() const override { return type_info; }
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NGRAPH_RTTI_DECLARATION;
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Sign() = default;
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/// \brief Constructs an elementwise sign operation.
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///
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@ -12,7 +12,9 @@ using namespace ngraph;
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#include "ngraph/runtime/host_tensor.hpp"
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#include "ngraph/runtime/reference/sign.hpp"
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constexpr NodeTypeInfo op::Sign::type_info;
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#include "ngraph/validation_util.hpp"
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NGRAPH_RTTI_DEFINITION(op::v0::Sign, "Sign", 0, util::UnaryElementwiseArithmetic);
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op::Sign::Sign(const Output<Node>& arg)
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: UnaryElementwiseArithmetic(arg)
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@ -50,7 +52,6 @@ namespace signop
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switch (arg0->get_element_type())
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{
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NGRAPH_TYPE_CASE(evaluate_sign, boolean, arg0, out, count);
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NGRAPH_TYPE_CASE(evaluate_sign, i32, arg0, out, count);
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NGRAPH_TYPE_CASE(evaluate_sign, i64, arg0, out, count);
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NGRAPH_TYPE_CASE(evaluate_sign, u32, arg0, out, count);
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@ -66,6 +67,7 @@ namespace signop
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bool op::Sign::evaluate(const HostTensorVector& outputs, const HostTensorVector& inputs) const
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{
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NGRAPH_OP_SCOPE(v0_Sign_evaluate);
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NGRAPH_CHECK(validate_host_tensor_vector(outputs, 1) && validate_host_tensor_vector(inputs, 1));
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return signop::evaluate_sign(inputs[0], outputs[0], shape_size(get_output_shape(0)));
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}
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@ -156,7 +156,7 @@ set(SRC
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type_prop/lstm_sequence.cpp
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type_prop/loop.cpp
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type_prop/matmul.cpp
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type_prop/matrix_nms.cpp
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type_prop/matrix_nms.cpp
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type_prop/maximum.cpp
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type_prop/max_pool.cpp
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type_prop/minimum.cpp
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@ -207,6 +207,7 @@ set(SRC
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type_prop/selu.cpp
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type_prop/shape_of.cpp
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type_prop/shuffle_channels.cpp
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type_prop/sign.cpp
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type_prop/sin.cpp
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type_prop/sinh.cpp
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type_prop/softmax.cpp
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@ -302,6 +303,7 @@ set(SRC
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visitors/op/space_to_depth.cpp
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visitors/op/selu.cpp
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visitors/op/shuffle_channels.cpp
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visitors/op/sign.cpp
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visitors/op/sinh.cpp
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visitors/op/softmax.cpp
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visitors/op/softplus.cpp
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@ -490,7 +492,6 @@ set(MULTI_TEST_SRC
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backend/shape_of.in.cpp
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backend/shuffle_channels.in.cpp
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backend/sigmoid.in.cpp
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backend/sign.in.cpp
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backend/sin.in.cpp
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backend/sinh.in.cpp
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backend/softmax.in.cpp
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// Copyright (C) 2018-2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include <algorithm>
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#include <cinttypes>
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#include <cmath>
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#include <cstdlib>
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#include <random>
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#include <string>
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// clang-format off
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#ifdef ${BACKEND_NAME}_FLOAT_TOLERANCE_BITS
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#define DEFAULT_FLOAT_TOLERANCE_BITS ${BACKEND_NAME}_FLOAT_TOLERANCE_BITS
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#endif
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#ifdef ${BACKEND_NAME}_DOUBLE_TOLERANCE_BITS
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#define DEFAULT_DOUBLE_TOLERANCE_BITS ${BACKEND_NAME}_DOUBLE_TOLERANCE_BITS
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#endif
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// clang-format on
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#include "gtest/gtest.h"
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#include "runtime/backend.hpp"
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#include "ngraph/runtime/tensor.hpp"
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#include "ngraph/ngraph.hpp"
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#include "util/all_close.hpp"
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#include "util/all_close_f.hpp"
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#include "util/ndarray.hpp"
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#include "util/test_control.hpp"
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#include "util/test_tools.hpp"
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using namespace std;
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using namespace ngraph;
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static string s_manifest = "${MANIFEST}";
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NGRAPH_TEST(${BACKEND_NAME}, sign)
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{
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Shape shape{2, 3};
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auto A = make_shared<op::Parameter>(element::f32, shape);
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auto f = make_shared<Function>(make_shared<op::Sign>(A), ParameterVector{A});
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auto backend = runtime::Backend::create("${BACKEND_NAME}");
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// Create some tensors for input/output
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auto a = backend->create_tensor(element::f32, shape);
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copy_data(a, vector<float>{1, -2, 0, -4.8f, 4.8f, -0.0f});
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auto result = backend->create_tensor(element::f32, shape);
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auto handle = backend->compile(f);
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handle->call_with_validate({result}, {a});
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EXPECT_TRUE(test::all_close_f(
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(vector<float>{1, -1, 0, -1, 1, 0}), read_vector<float>(result), MIN_FLOAT_TOLERANCE_BITS));
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}
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ngraph/test/type_prop/sign.cpp
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ngraph/test/type_prop/sign.cpp
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// Copyright (C) 2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include "unary_ops.hpp"
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using Type = ::testing::Types<ngraph::op::Sign>;
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INSTANTIATE_TYPED_TEST_SUITE_P(type_prop_sign, UnaryOperator, Type);
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ngraph/test/visitors/op/sign.cpp
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ngraph/test/visitors/op/sign.cpp
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// Copyright (C) 2018-2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include "unary_ops.hpp"
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using Type = ::testing::Types<UnaryOperatorType<ngraph::op::v0::Sign, element::f32>>;
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INSTANTIATE_TYPED_TEST_SUITE_P(visitor_without_attribute,
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UnaryOperatorVisitor,
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Type,
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UnaryOperatorTypeName);
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