MNN/source/shape/ShapeCosineSimilarity.cpp

52 lines
1.6 KiB
C++

//
// ShapeCosineSimilarity.cpp
// MNN
//
// Created by MNN on 2019/7/17.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include "shape/SizeComputer.hpp"
#include "core/Macro.h"
#include "core/TensorUtils.hpp"
namespace MNN {
class CosineSimilaritySize : public SizeComputer {
virtual bool onComputeSize(const MNN::Op* op, const std::vector<Tensor*>& inputs,
const std::vector<Tensor*>& outputs) const override {
MNN_ASSERT(3 <= inputs.size());
auto x1 = inputs[0];
auto x2 = inputs[1];
auto dimTensor = inputs[2];
const auto dim = dimTensor->host<int32_t>()[0];
MNN_ASSERT(dim == 1);
const int dimensions0 = x1->dimensions();
const int dimensions1 = x2->dimensions();
MNN_ASSERT(dimensions0 == dimensions1);
for (int i = 0; i < dimensions0; ++i) {
MNN_ASSERT(x1->length(i) == x2->length(i));
}
auto output = outputs[0];
output->buffer().dimensions = dimensions0 - 1;
for (int i = 0; i < dimensions0; ++i) {
int index = i;
if (i == dim) {
continue;
}
if (i > dim) {
index = i - 1;
}
output->setLength(index, x1->length(i));
}
output->buffer().type = x1->getType();
TensorUtils::getDescribe(output)->dimensionFormat = MNN_DATA_FORMAT_NCHW;
return true;
}
};
REGISTER_SHAPE_INPUTS(CosineSimilaritySize, OpType_CosineSimilarity, (std::vector<int>{2}));
} // namespace MNN