[WIP] few tweaks (#206)
* scatter empty check Signed-off-by: raver119 <raver119@gmail.com> * scatter empty test Signed-off-by: raver119 <raver119@gmail.com> * one more test Signed-off-by: raver119 <raver119@gmail.com> * two tweaks Signed-off-by: raver119 <raver119@gmail.com> * dup tweak Signed-off-by: raver119 <raver119@gmail.com> * - put empty checking of indices array immediately prior helper run Signed-off-by: Yurii <yurii@skymind.io> * minor tests fix Signed-off-by: raver119 <raver119@gmail.com> * minor tests fix Signed-off-by: raver119 <raver119@gmail.com>master
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@ -35,6 +35,9 @@ OP_IMPL(scatter_add, 3, 1, true) {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -68,9 +71,7 @@ OP_IMPL(scatter_add, 3, 1, true) {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_ADD OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_ADD OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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helpers::scatter(block.launchContext(), pairwise::Add, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::Add, *indices, *updates, *output, lock);
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return Status::OK();
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return Status::OK();
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@ -35,6 +35,9 @@ namespace nd4j {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -67,11 +70,10 @@ namespace nd4j {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_DIV OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_DIV OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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// ScatterHelper<T>::template scatterApply<simdOps::Divide<T>>(output, indices, updates);
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// ScatterHelper<T>::template scatterApply<simdOps::Divide<T>>(output, indices, updates);
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helpers::scatter(block.launchContext(), pairwise::Divide, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::Divide, *indices, *updates, *output, lock);
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return Status::OK();
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return Status::OK();
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}
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}
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DECLARE_SYN(ScatterDiv, scatter_div);
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DECLARE_SYN(ScatterDiv, scatter_div);
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@ -35,6 +35,9 @@ OP_IMPL(scatter_max, 3, 1, true) {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -67,9 +70,7 @@ OP_IMPL(scatter_max, 3, 1, true) {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MAX OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MAX OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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helpers::scatter(block.launchContext(), pairwise::MaxPairwise, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::MaxPairwise, *indices, *updates, *output, lock);
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return Status::OK();
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return Status::OK();
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@ -35,6 +35,9 @@ OP_IMPL(scatter_min, 3, 1, true) {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -67,9 +70,7 @@ OP_IMPL(scatter_min, 3, 1, true) {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MIN OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MIN OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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helpers::scatter(block.launchContext(), pairwise::MinPairwise, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::MinPairwise, *indices, *updates, *output, lock);
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return Status::OK();
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return Status::OK();
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@ -40,6 +40,10 @@ namespace nd4j {
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const int indRank = indices->rankOf();
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const int indRank = indices->rankOf();
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const int updRank = updates->rankOf();
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const int updRank = updates->rankOf();
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if (!block.isInplace())
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output->assign(input);
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REQUIRE_TRUE(inRank > 0, 0, "SCATTER_MUL OP: input should not be scalar !");
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REQUIRE_TRUE(inRank > 0, 0, "SCATTER_MUL OP: input should not be scalar !");
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if(inRank == 1) {
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if(inRank == 1) {
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@ -66,9 +70,7 @@ namespace nd4j {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MUL OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_MUL OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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helpers::scatter(block.launchContext(), pairwise::Multiply, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::Multiply, *indices, *updates, *output, lock);
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return Status::OK();
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return Status::OK();
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@ -34,6 +34,9 @@ namespace nd4j {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? false : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -67,9 +70,7 @@ namespace nd4j {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_SUB OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_SUB OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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// ScatterHelper<T>::template scatterApply<simdOps::Subtract<T>>(output, indices, updates);
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// ScatterHelper<T>::template scatterApply<simdOps::Subtract<T>>(output, indices, updates);
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helpers::scatter(block.launchContext(), pairwise::Subtract, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::Subtract, *indices, *updates, *output, lock);
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@ -33,6 +33,9 @@ namespace nd4j {
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auto output = OUTPUT_VARIABLE(0);
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auto output = OUTPUT_VARIABLE(0);
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if (!block.isInplace())
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output->assign(input);
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const bool lock = block.getBArguments()->empty() ? true : B_ARG(0);
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const bool lock = block.getBArguments()->empty() ? true : B_ARG(0);
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const int inRank = input->rankOf();
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const int inRank = input->rankOf();
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@ -65,9 +68,7 @@ namespace nd4j {
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_UPD OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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REQUIRE_TRUE(expectedUpdShape == updShape, 0, "SCATTER_UPD OP: wrong shape of updates array, expected is %s, but got %s instead !", ShapeUtils::shapeAsString(expectedUpdShape).c_str(), ShapeUtils::shapeAsString(updShape).c_str());
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}
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}
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if (!block.isInplace())
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if (!indices->isEmpty())
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output->assign(input);
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// ScatterHelper<T>::template scatterApply<simdOps::Copy<T>>(output, indices, updates);
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// ScatterHelper<T>::template scatterApply<simdOps::Copy<T>>(output, indices, updates);
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helpers::scatter(block.launchContext(), pairwise::CopyPws, *indices, *updates, *output, lock);
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helpers::scatter(block.launchContext(), pairwise::CopyPws, *indices, *updates, *output, lock);
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@ -207,6 +207,46 @@ TEST_F(EmptyTests, Test_dup_1) {
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delete dup;
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delete dup;
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}
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}
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TEST_F(EmptyTests, test_empty_scatter_1) {
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auto x = NDArrayFactory::create<float>('c', {5});
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auto indices = NDArrayFactory::create<int>('c', {0});
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auto updates = NDArrayFactory::create<float>('c', {0});
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x.linspace(1.0f);
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nd4j::ops::scatter_upd op;
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auto result = op.execute({&x, &indices, &updates}, {}, {}, {true});
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ASSERT_EQ(Status::OK(), result->status());
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auto z = result->at(0);
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ASSERT_EQ(x, *z);
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delete result;
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}
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TEST_F(EmptyTests, test_empty_scatter_2) {
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auto x = NDArrayFactory::create<float>('c', {5});
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auto z = NDArrayFactory::create<float>('c', {5});
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auto indices = NDArrayFactory::create<int>('c', {0});
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auto updates = NDArrayFactory::create<float>('c', {0});
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x.linspace(1.0f);
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Context ctx(1);
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ctx.setInputArray(0, x.buffer(), x.shapeInfo(), x.specialBuffer(), x.specialShapeInfo());
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ctx.setInputArray(1, indices.buffer(), indices.shapeInfo(), indices.specialBuffer(), indices.specialShapeInfo());
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ctx.setInputArray(2, updates.buffer(), updates.shapeInfo(), updates.specialBuffer(), updates.specialShapeInfo());
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ctx.setOutputArray(0, z.buffer(), z.shapeInfo(), z.specialBuffer(), z.specialShapeInfo());
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bool args[] = {true};
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ctx.setBArguments(args, 1);
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nd4j::ops::scatter_upd op;
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auto result = op.execute(&ctx);
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ASSERT_EQ(Status::OK(), result);
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ASSERT_EQ(x, z);
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}
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TEST_F(EmptyTests, test_shaped_empty_1) {
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TEST_F(EmptyTests, test_shaped_empty_1) {
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auto empty = NDArrayFactory::create<float>('c', {2, 0, 3});
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auto empty = NDArrayFactory::create<float>('c', {2, 0, 3});
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std::vector<Nd4jLong> shape = {2, 0, 3};
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std::vector<Nd4jLong> shape = {2, 0, 3};
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@ -1732,6 +1732,8 @@ public abstract class BaseNDArray implements INDArray, Iterable {
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if(isEmpty())
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if(isEmpty())
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return this;
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return this;
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Nd4j.getCompressor().autoDecompress(this);
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// fixme: eventually it would be nice to have this in native code
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// fixme: eventually it would be nice to have this in native code
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if (isS()) {
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if (isS()) {
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val list = new ArrayList<String>();
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val list = new ArrayList<String>();
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@ -1741,8 +1743,9 @@ public abstract class BaseNDArray implements INDArray, Iterable {
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return Nd4j.create(list, this.shape(), this.ordering());
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return Nd4j.create(list, this.shape(), this.ordering());
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}
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}
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Nd4j.getCompressor().autoDecompress(this);
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val z = Nd4j.createUninitialized(this.dataType(), this.shape(), order);
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return Shape.toOffsetZeroCopy(this, order);
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z.assign(this);
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return z;
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}
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}
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/**
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/**
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