-// Copyright (C) 2018 Intel Corporation
+// Copyright (C) 2018-2019 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
public:
explicit PoolingShapeProp(const std::string& type) : BuiltInShapeInferImpl(type) {}
- void inferShapesImpl(const std::vector<SizeVector>& inShapes,
+ void inferShapesImpl(const std::vector<Blob::CPtr>& inBlobs,
const std::map<std::string, std::string>& params,
const std::map<std::string, Blob::Ptr>& blobs,
std::vector<SizeVector>& outShapes) override {
PoolingLayer poolLayer(lp);
poolLayer.params = params;
poolLayer.type = _type;
- validate(&poolLayer, inShapes, params, blobs);
+ validate(&poolLayer, inBlobs, params, blobs);
- float OHTemp = 1.f, OWTemp = 1.f;
auto dims = inShapes[0];
- int PR = -1, PB = -1;
+ auto dims_size = dims.size();
+ auto spacial_d_size = dims.size() - 2;
+ float* OD_temp = new float[spacial_d_size];
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = 1.f;
size_t inputN = dims[0];
size_t IC = dims[1];
- size_t IH = dims[2];
- size_t IW = dims[3];
- size_t KH = poolLayer._kernel[Y_AXIS];
- size_t KW = poolLayer._kernel[X_AXIS];
- size_t SH = poolLayer._stride[Y_AXIS];
- size_t SW = poolLayer._stride[X_AXIS];
- size_t PH = poolLayer._padding[Y_AXIS];
- size_t PW = poolLayer._padding[X_AXIS];
std::string padType = poolLayer._auto_pad;
if (padType == "valid") {
- OHTemp = std::ceil((IH - KH + 1.f) / SH);
- OWTemp = std::ceil((IW - KW + 1.f) / SW);
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = std::ceil((dims[dims_size - 1 - i] - poolLayer._kernel[i] + 1.f) / poolLayer._stride[i]);
} else if (padType == "same_upper") {
- OHTemp = std::ceil(1.f * IH / SH);
- OWTemp = std::ceil(1.f * IW / SW);
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = std::ceil(1.f * dims[dims_size - 1 - i] / poolLayer._stride[i]);
} else if (padType == "same_lower") {
- OHTemp = std::floor(1.f * IH / SH);
- OWTemp = std::floor(1.f * IW / SW);
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = std::floor(1.f * dims[dims_size - 1 - i] / poolLayer._stride[i]);
} else {
auto it = std::find_if(
poolLayer.params.begin(),
if (it != poolLayer.params.end()) {
if (it->second == "floor") isCeil = false;
}
- PR = poolLayer._pads_end[X_AXIS];
- PB = poolLayer._pads_end[Y_AXIS];
- OHTemp += 1.f * (IH + PH + PB - KH) / SH;
- OWTemp += 1.f * (IW + PW + PR - KW) / SW;
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] += 1.f * (dims[dims_size - 1 - i] + poolLayer._padding[i] +
+ poolLayer._pads_end[i] - poolLayer._kernel[i]) / poolLayer._stride[i];
if (isCeil) {
- OHTemp = std::ceil(OHTemp);
- OWTemp = std::ceil(OWTemp);
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = std::ceil(OD_temp[i]);
} else {
- OHTemp = std::floor(OHTemp);
- OWTemp = std::floor(OWTemp);
+ for (int i = 0; i < spacial_d_size; i++)
+ OD_temp[i] = std::floor(OD_temp[i]);
}
- if ((OHTemp - 1) * SH >= IH + PH) --OHTemp;
- if ((OWTemp - 1) * SW >= IW + PW) --OWTemp;
+ for (int i = 0; i < spacial_d_size; i++)
+ if ((OD_temp[i] - 1) * poolLayer._stride[i] >= dims[dims_size - 1 - i] +
+ poolLayer._padding[i]) --OD_temp[i];
}
- if (OHTemp < 0 || OWTemp < 0)
- THROW_IE_EXCEPTION << "New shapes " << details::dumpVec(dims) << " make output shape negative";
- size_t OH = static_cast<size_t>(OHTemp);
- size_t OW = static_cast<size_t>(OWTemp);
- outShapes.emplace_back(std::initializer_list<size_t>{inputN, IC, OH, OW});
+ for (int i = 0; i < spacial_d_size; i++)
+ if (OD_temp[i] < 0)
+ THROW_IE_EXCEPTION << "New shapes " << details::dumpVec(dims) << " make output shape negative";
+
+ SizeVector outShape = {inputN, IC};
+ for (int i = spacial_d_size - 1; i >= 0; i--)
+ outShape.push_back(static_cast<size_t>(OD_temp[i]));
+
+ outShapes.emplace_back(outShape);
+
+ delete[] OD_temp;
}
};