chore: import upstream snapshot with attribution
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//
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// GeometrySlice.cpp
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// MNN
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//
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// Created by MNN on 2020/04/07.
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// Copyright © 2018, Alibaba Group Holding Limited
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//
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#include "geometry/GeometryComputer.hpp"
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#include "core/OpCommonUtils.hpp"
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namespace MNN {
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class GeometrySliceTF : public GeometryComputer {
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public:
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virtual bool onCompute(const Op* op, const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
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Context& context, CommandBuffer& res) const override {
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auto input = inputs[0];
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// these two inputs should be const
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auto begin_tensor = inputs[1];
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auto beginPtr = begin_tensor->host<int32_t>();
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std::vector<int> seperateDimIndexes;
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std::vector<int> outputStrides(input->buffer().dimensions);
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auto output = outputs[0];
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int stride = 1;
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int srcOffset = 0;
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for (int i = input->buffer().dimensions - 1; i >= 0; --i) {
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outputStrides[i] = stride;
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auto begin = beginPtr[i];
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if (begin < 0) {
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begin += input->length(i);
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}
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srcOffset += begin * stride;
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stride *= input->length(i);
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}
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for (int i = 0; i < output->buffer().dimensions; ++i) {
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if (1 != output->length(i)) {
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seperateDimIndexes.emplace_back(i);
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}
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}
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auto outputDes = TensorUtils::getDescribe(output);
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int basicStride = 1;
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// Compute inside, outside, axis
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int inside = 1;
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int insideStride = 0;
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int outside = 1;
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int outsideStride = 0;
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int axis = 1;
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int axisStride = 0;
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int breakAxis = 0;
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int remainSize = 1;
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{
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if (seperateDimIndexes.size() >= 1) {
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auto index = seperateDimIndexes[seperateDimIndexes.size() - 1];
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inside = output->length(index);
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insideStride = outputStrides[index];
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}
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if (seperateDimIndexes.size() >= 2) {
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auto index = seperateDimIndexes[seperateDimIndexes.size() - 2];
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axis = output->length(index);
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axisStride = outputStrides[index];
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}
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if (seperateDimIndexes.size() >= 3) {
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auto index = seperateDimIndexes[seperateDimIndexes.size() - 3];
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outside = output->length(index);
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outsideStride = outputStrides[index];
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breakAxis = (int)seperateDimIndexes.size() - 3;
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for (int i = 0; i < seperateDimIndexes.size() - 3; ++i) {
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remainSize *= output->length(seperateDimIndexes[i]);
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}
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}
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}
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outputDes->regions.resize(remainSize);
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std::vector<int32_t> mod(breakAxis);
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for (int i = 0; i < breakAxis; ++i) {
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int value = 1;
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for (int j = i + 1; j < breakAxis; ++j) {
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auto index = seperateDimIndexes[j];
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value *= output->length(index);
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}
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mod[i] = value;
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}
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for (int indice = 0; indice < remainSize; ++indice) {
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int value = indice;
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int inputOffset = 0;
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for (int i = 0; i < breakAxis; ++i) {
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auto coordinate = value / mod[i];
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auto index = seperateDimIndexes[i];
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inputOffset += (coordinate)*outputStrides[index];
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value = value % mod[i];
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}
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outputDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;
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Tensor::InsideDescribe::Region& slice = outputDes->regions[indice];
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slice.src.offset = inputOffset + srcOffset;
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slice.src.stride[0] = outsideStride * basicStride;
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slice.size[0] = outside;
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slice.src.stride[1] = axisStride * basicStride;
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slice.size[1] = axis;
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slice.src.stride[2] = insideStride * basicStride;
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slice.size[2] = inside;
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slice.origin = input;
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slice.dst.offset = indice * outside * axis * inside;
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slice.dst.stride[0] = axis * inside;
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slice.dst.stride[1] = inside;
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slice.dst.stride[2] = 1;
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}
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return true;
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}
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};
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class GeometrySlice : public GeometryComputer {
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public:
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virtual bool onCompute(const Op* op, const std::vector<Tensor*>& inputs, const std::vector<Tensor*>& outputs,
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Context& context, CommandBuffer& res) const override {
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auto input = inputs[0];
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int axis = 0;
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bool inputFix = false;
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if (op->type() == OpType_Slice) {
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auto slice = op->main_as_Slice();
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axis = slice->axis();
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} else if (op->type() == OpType_Unpack) {
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axis = op->main_as_Axis()->axis();
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inputFix = true;
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}
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if (axis < 0) {
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axis = axis + input->dimensions();
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}
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int outside = 1;
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int inside = 1;
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for (int i = 0; i < axis; ++i) {
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outside *= input->length(i);
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}
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for (int i = axis + 1; i < input->dimensions(); ++i) {
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inside *= input->length(i);
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}
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auto inputZero = input->elementSize() <= 0;
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int offset = 0;
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for (int i = 0; i < outputs.size(); ++i) {
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auto outputDes = TensorUtils::getDescribe(outputs[i]);
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outputDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;
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if (inputZero) {
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outputDes->regions.clear();
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continue;
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}
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outputDes->regions.resize(1);
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auto& slice = outputDes->regions[0];
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slice.src.offset = offset * inside;
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slice.origin = input;
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slice.size[0] = outside;
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slice.size[2] = inside;
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slice.src.stride[0] = input->length(axis) * inside;
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slice.src.stride[1] = inside;
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slice.src.stride[2] = 1;
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if (inputFix) {
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slice.size[1] = 1;
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offset += 1;
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} else {
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slice.size[1] = outputs[i]->length(axis);
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offset += outputs[i]->length(axis);
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}
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slice.dst.offset = 0;
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slice.dst.stride[0] = inside * slice.size[1];
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slice.dst.stride[1] = slice.size[2];
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slice.dst.stride[2] = 1;
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}
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return true;
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}
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};
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static void _create() {
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std::shared_ptr<GeometryComputer> comp(new GeometrySlice);
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GeometryComputer::registerGeometryComputer(comp, {OpType_Slice, OpType_Unpack});
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std::shared_ptr<GeometryComputer> comp2(new GeometrySliceTF);
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GeometryComputer::registerGeometryComputer(comp2, {OpType_SliceTf});
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}
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REGISTER_GEOMETRY(GeometrySlice, _create);
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} // namespace MNN
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