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@ -35,7 +35,7 @@ class PoolOp : public framework::OperatorWithKernel {
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auto in_x = ctx.Input<Tensor>("X");
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auto out = ctx.Output<Tensor>("Out");
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int global_pooling = Attr<int>("globalPooling");
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bool global_pooling = Attr<bool>("globalPooling");
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std::string pooling_type = Attr<std::string>("poolingType");
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std::vector<int> ksize = Attr<std::vector<int>>("ksize");
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std::vector<int> strides = Attr<std::vector<int>>("strides");
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@ -45,6 +45,15 @@ class PoolOp : public framework::OperatorWithKernel {
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"pooling_type should be 'max' or 'avg'");
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PADDLE_ENFORCE(in_x->dims().size() == 4 || in_x->dims().size() == 5,
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"Pooling intput should be 4-D or 5-D");
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if (global_pooling) {
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ksize.resize(static_cast<size_t>(in_x->dims().size()) - 2);
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for (size_t i = 0; i < ksize.size(); ++i)
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ksize[i] = static_cast<int>(in_x->dims()[i + 2]);
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}
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PADDLE_ENFORCE(in_x->dims().size() == static_cast<size_t>(ksize.size() + 2),
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"Input size and Pooling size should be consistent.");
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PADDLE_ENFORCE(ksize.size() == 2 || ksize.size() == 3,
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"Pooling size should be 2 elements. or 3 elements.");
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PADDLE_ENFORCE_EQ(ksize.size(), strides.size(),
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@ -52,12 +61,6 @@ class PoolOp : public framework::OperatorWithKernel {
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PADDLE_ENFORCE_EQ(ksize.size(), paddings.size(),
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"paddings size and pooling size should be the same.");
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if (global_pooling == 1) {
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ksize.resize(static_cast<size_t>(in_x->dims().size()) - 2);
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for (size_t i = 0; i < ksize.size(); ++i)
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ksize[i] = static_cast<int>(in_x->dims()[i + 2]);
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}
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std::vector<int64_t> output_shape({in_x->dims()[0], in_x->dims()[1]});
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for (size_t i = 0; i < ksize.size(); ++i) {
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output_shape.push_back(OutputSizePool(in_x->dims()[i + 2], ksize[i],
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@ -103,15 +106,16 @@ class Pool2dOpMaker : public framework::OpProtoAndCheckerMaker {
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"poolingType of pooling operator."
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"str constant equal to 'max' or 'avg'");
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AddAttr<std::vector<int>>(
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"ksize", "pooling size(height, width) of pooling operator.")
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.AddCustomChecker(GreaterThanChecker_pool({0, 0}));
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AddAttr<int>(
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"ksize",
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"Pooling size(depth, height, width) of pooling operator."
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"If globalPooling = true, ksize is ignored and need not be specified.");
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AddAttr<bool>(
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"globalPooling",
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"whether to use the globalPooling."
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"int constant equal to 0 or 1"
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"default 0"
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"If globalPooling = 1, ksize is ignored and need not be specified.")
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.SetDefault(0);
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"int constant equal to false or true"
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"default false"
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"If globalPooling = true, ksize is ignored and need not be specified.")
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.SetDefault(false);
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AddAttr<std::vector<int>>("strides",
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"strides(height, width) of pooling operator."
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"default {1,1}")
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@ -177,15 +181,16 @@ class Pool3dOpMaker : public framework::OpProtoAndCheckerMaker {
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"poolingType of pooling operator."
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"str constant equal to 'max' or 'avg'");
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AddAttr<std::vector<int>>(
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"ksize", "pooling size(depth, height, width) of pooling operator.")
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.AddCustomChecker(GreaterThanChecker_pool({0, 0, 0}));
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AddAttr<int>(
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"ksize",
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"pooling size(depth, height, width) of pooling operator."
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"If globalPooling = true, ksize is ignored and need not be specified.");
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AddAttr<bool>(
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"globalPooling",
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"whether to use the globalPooling."
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"int constant equal to 0 or 1"
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"default 0"
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"If globalPooling = 1, ksize is ignored and need not be specified.")
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.SetDefault(0);
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"int constant equal to false or true"
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"default false"
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"If globalPooling = true, ksize is ignored and need not be specified.")
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.SetDefault(false);
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AddAttr<std::vector<int>>(
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"strides",
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"strides(depth, height, width) of pooling operator."
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