MNN/source/geometry/GeometryFill.cpp

//
//  GeometryFill.cpp
//  MNN
//
//  Created by MNN on 2020/04/23.
//  Copyright © 2018, Alibaba Group Holding Limited
//

#include "geometry/GeometryComputer.hpp"
#include "core/OpCommonUtils.hpp"
namespace MNN {
class GeometryFill : public GeometryComputer {
public:
    virtual bool onCompute(const Op* op, const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
                           Context& context, CommandBuffer& res) const override {
        // inputs[0] is shape, inputs[1] is value
        auto input     = inputs[1];
        auto output    = outputs[0];
        auto outputDes = TensorUtils::getDescribe(output);
        outputDes->regions.clear();
        if (0 == output->dimensions()) {
            return true;
        }
        outputDes->regions.resize(1);
        outputDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;

        auto& reg   = outputDes->regions[0];
        reg.size[0] = 1;
        reg.size[1] = 1;
        for (int i = 0; i < output->dimensions(); ++i) {
            reg.size[2] *= output->length(i);
        }
        reg.src.offset    = 0;
        reg.dst.stride[2] = 1;
        reg.src.stride[2] = 0;
        reg.origin        = input;
        return true;
    }
};

class GeometryZerolike : public GeometryComputer {
public:
    virtual bool onCompute(const Op* op, const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
                           Context& context, CommandBuffer& res) const override {
        // Just create empty region for raster
        auto output    = outputs[0];
        auto outputDes = TensorUtils::getDescribe(output);
        outputDes->regions.clear();
        outputDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;
        return true;
    }
};

class GeometryEyeLike : public GeometryComputer {
public:
    virtual bool onCompute(const Op* op, const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
                           Context& context, CommandBuffer& res) const override {
        int k = 0;
        if (inputs.size() == 2) {
            k = inputs[1]->host<int>()[0];
        }
        auto shape = outputs[0]->shape();
        int row = shape[shape.size() - 2], col = shape[shape.size() - 1];
        int batch = (shape.size() == 3 ? shape[0] : 1);
        
        auto outputDes = TensorUtils::getDescribe(outputs[0]);
        outputDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;
        if (k >= col || k <= -row) {
            outputDes->regions.clear();
            return true;
        }
        outputDes->regions.resize(1);
        auto& reg = outputDes->regions[0];
        auto type = outputs[0]->getType();
        auto oneConst = context.allocConst(op, {}, type);
        if (type == halide_type_of<float>()) {
            oneConst->host<float>()[0] = 1.0;
        } else {
            oneConst->host<int>()[0] = 1;
        }
        reg.origin = oneConst.get();
        reg.src.stride[0] = reg.src.stride[1] = 0;
        reg.dst.stride[0] = row * col;
        reg.dst.stride[1] = col + 1;
        reg.size[0] = batch;
        if (k >= 0) {
            reg.dst.offset = k;
            reg.size[1] = ALIMIN(row, col - k);
        } else {
            reg.dst.offset = (-k) * col;
            reg.size[1] = ALIMIN(row + k, col);
        }
        
        return true;
    }
};

static void _create() {
    std::shared_ptr<GeometryComputer> comp(new GeometryFill);
    GeometryComputer::registerGeometryComputer(comp, {OpType_Fill});
    std::shared_ptr<GeometryComputer> comp2(new GeometryZerolike);
    GeometryComputer::registerGeometryComputer(comp2, {OpType_ZerosLike, OpType_ZeroGrad});
    std::shared_ptr<GeometryComputer> comp3(new GeometryEyeLike);
    GeometryComputer::registerGeometryComputer(comp3, {OpType_EyeLike});
}

REGISTER_GEOMETRY(GeometryFill, _create);

} // namespace MNN