Implemented compare_and_bitpack op.
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75ad3c8153
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@ -0,0 +1,60 @@
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/*******************************************************************************
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* Copyright (c) 2015-2018 Skymind, Inc.
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*
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* This program and the accompanying materials are made available under the
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* terms of the Apache License, Version 2.0 which is available at
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* https://www.apache.org/licenses/LICENSE-2.0.
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* License for the specific language governing permissions and limitations
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* under the License.
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*
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* SPDX-License-Identifier: Apache-2.0
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******************************************************************************/
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//
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// @author sgazeos@gmail.com
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//
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#include <ops/declarable/generic/helpers/BroadcastHelper.h>
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#include <ops/declarable/headers/parity_ops.h>
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#include <ops/declarable/headers/datatypes.h>
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#include <NDArrayFactory.h>
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namespace nd4j {
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namespace ops {
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CUSTOM_OP_IMPL(compare_and_bitpack, 2, 1, false, 0, 0) {
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auto x = INPUT_VARIABLE(0);
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auto y = INPUT_VARIABLE(1);
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auto z = OUTPUT_VARIABLE(0);
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auto z0 = NDArrayFactory::create<bool>(x->ordering(), x->getShapeAsVector());
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BROADCAST_CHECK_EMPTY(x, y, (&z0));
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auto tZ = BroadcastHelper::broadcastApply(BROADCAST_BOOL(GreaterThan), x, y, &z0);
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bitcast res;
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auto status = res.execute({tZ}, {z}, {}, {DataType::UINT8}, {}, false);
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if (tZ != &z0) {
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delete tZ;
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}
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return status;
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}
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DECLARE_TYPES(compare_and_bitpack) {
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getOpDescriptor()
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->setAllowedInputTypes(0, DataType::ANY)
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->setAllowedInputTypes(1, DataType::ANY)
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->setAllowedOutputTypes(0, DataType::UINT8);
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}
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DECLARE_SHAPE_FN(compare_and_bitpack) {
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auto inShape = inputShape->at(0);
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DataType newType = DataType::UINT8;
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return SHAPELIST(ConstantShapeHelper::getInstance()->createShapeInfo(ShapeDescriptor(inShape, newType)));
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}
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}
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}
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@ -1731,6 +1731,20 @@ namespace nd4j {
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DECLARE_CONFIGURABLE_OP(fake_quant_with_min_max_vars, 3, 1, true, 0, -2);
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#endif
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/**
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* compare_and_bitpack - compare with greater and pack result with uint8
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*
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* input params:
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* 0 - NDArray (input)
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* 1 - 0D Tensor - threshold
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*
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*
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* output:
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* 0 - NDArray with the same shape as input and type uint8
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*/
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#if NOT_EXCLUDED(OP_compare_and_bitpack)
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DECLARE_CUSTOM_OP(compare_and_bitpack, 2, 1, false, 0, 0);
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#endif
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}
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}
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@ -2387,6 +2387,25 @@ TEST_F(DeclarableOpsTests9, thresholdedrelu_test1) {
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delete result;
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}
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////////////////////////////////////////////////////////////////////////////////
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TEST_F(DeclarableOpsTests9, compare_and_bitpack_test1) {
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auto x = NDArrayFactory::create<double>('c', {2, 3, 4}, {-12.f, -11.f, -10.f, -9.f, -8.f, -7.f, -6.f, -5.f, -4.f, -3.f, -2.f, -1.f, 0.f, 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f, 9.f, 10.f, 11.f});
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auto threshold = NDArrayFactory::create<double>(2.0);
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auto exp = NDArrayFactory::create<uint8_t>('c', {2, 3, 4}, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
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0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1});
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nd4j::ops::compare_and_bitpack op;
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auto result = op.execute({&x, &threshold}, {}, {}, {});
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ASSERT_EQ(ND4J_STATUS_OK, result->status());
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auto output = result->at(0);
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// output->printIndexedBuffer("Packed to uint8");
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ASSERT_TRUE(exp.isSameShape(output));
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ASSERT_TRUE(exp.equalsTo(output));
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delete result;
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}
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////////////////////////////////////////////////////////////////////////////////
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TEST_F(DeclarableOpsTests9, thresholdedrelu_test2) {
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