MNN/source/geometry/GeometryComputer.cpp

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//
// GeometryComputer.cpp
// MNN
//
// Created by MNN on 2020/04/01.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include <mutex>
#include "geometry/GeometryComputer.hpp"
#include "core/Backend.hpp"
#include "core/OpCommonUtils.hpp"
#include "shape/SizeComputer.hpp"
#include "core/TensorUtils.hpp"
namespace MNN {
GeometryComputer::Context::~Context() {
for (auto& iter : mConstTensors) {
for (auto& t : iter.second) {
auto des = TensorUtils::getDescribe(t.get());
des->backend->onReleaseBuffer(t.get(), Backend::STATIC);
}
}
}
GeometryComputer::Context::Context(std::shared_ptr<Backend> allocBackend, bool permitVirtual, MNNForwardType type) {
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mPermitVirtual = permitVirtual;
mBackend = allocBackend;
flatbuffers::FlatBufferBuilder builder;
OpBuilder opBuilder(builder);
opBuilder.add_type(OpType_Raster);
auto lastOffset = opBuilder.Finish();
builder.Finish(lastOffset);
mRasterOp.resize(builder.GetSize());
::memcpy(mRasterOp.data(), builder.GetBufferPointer(), builder.GetSize());
mForwardType = type;
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}
void GeometryComputer::Context::clear() {
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pOutputs.clear();
for (auto& t : mTempConstTensors) {
auto des = TensorUtils::getDescribe(t.get());
des->backend->onReleaseBuffer(t.get(), Backend::STATIC);
}
mTempConstTensors.clear();
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}
const std::vector<std::shared_ptr<Tensor>>& GeometryComputer::Context::searchConst(const Op* op) {
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auto iter = mConstTensors.find(op);
if (iter == mConstTensors.end()) {
mConstTensors.insert(std::make_pair(op, std::vector<std::shared_ptr<Tensor>>{}));
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return mEmpty;
}
return iter->second;
}
std::shared_ptr<Tensor> GeometryComputer::Context::allocConst(const Op* key, const std::vector<int>& shape,
halide_type_t type, Tensor::DimensionType dimType) {
std::shared_ptr<Tensor> tensor(Tensor::createDevice(shape, type, dimType));
TensorUtils::getDescribe(tensor.get())->usage = Tensor::InsideDescribe::CONSTANT;
auto res = mBackend->onAcquireBuffer(tensor.get(), Backend::STATIC);
if (!res) {
return nullptr;
}
TensorUtils::getDescribe(tensor.get())->backend = mBackend.get();
auto iter = mConstTensors.find(key);
if (iter != mConstTensors.end()) {
iter->second.emplace_back(tensor);
} else {
mTempConstTensors.emplace_back(tensor);
}
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return tensor;
}
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bool GeometryComputer::Context::allocTensor(Tensor* tensor) {
auto res = mBackend->onAcquireBuffer(tensor, Backend::STATIC);
if (!res) {
return false;
}
TensorUtils::getDescribe(tensor)->usage = Tensor::InsideDescribe::CONSTANT;
TensorUtils::getDescribe(tensor)->backend = mBackend.get();
return true;
}
void GeometryComputer::Context::getRasterCacheCreateRecurrse(Tensor* src, CommandBuffer& cmd) {
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auto srcDes = TensorUtils::getDescribe(src);
if (srcDes->memoryType != Tensor::InsideDescribe::MEMORY_VIRTUAL) {
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return;
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}
for (auto& input : srcDes->regions) {
MNN_ASSERT(input.origin != src);
auto inputDes = TensorUtils::getDescribe(input.origin);
while (inputDes->memoryType == Tensor::InsideDescribe::MEMORY_VIRTUAL) {
if (1 != inputDes->regions.size()) {
break;
}
bool merge = TensorUtils::fuseRegion(inputDes->regions[0], input);
if (!merge) {
break;
}
inputDes = TensorUtils::getDescribe(input.origin);
}
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getRasterCacheCreateRecurrse(input.origin, cmd);
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}
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getRasterCacheCreate(src, cmd);
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}
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void GeometryComputer::Context::getRasterCacheCreate(Tensor* src, CommandBuffer& cmdBuffer) {
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auto srcDes = TensorUtils::getDescribe(src);
if (srcDes->memoryType != Tensor::InsideDescribe::MEMORY_VIRTUAL) {
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return;
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}
Command cmd;
cmd.op = flatbuffers::GetRoot<Op>(mRasterOp.data());
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auto output = src;
auto oldDes = TensorUtils::getDescribe(output);
MNN_ASSERT(oldDes->memoryType == Tensor::InsideDescribe::MEMORY_VIRTUAL);
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std::shared_ptr<Tensor> newTensor(new Tensor);
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TensorUtils::copyShape(output, newTensor.get(), true);
newTensor->buffer().type = output->getType();
auto newDes = TensorUtils::getDescribe(newTensor.get());
newDes->regions = std::move(oldDes->regions);
newDes->memoryType = Tensor::InsideDescribe::MEMORY_VIRTUAL;
oldDes->memoryType = Tensor::InsideDescribe::MEMORY_BACKEND;
cmd.inputs = {newTensor.get()};
cmd.outputs = {src};
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cmdBuffer.command.emplace_back(std::move(cmd));
cmdBuffer.extras.emplace_back(newTensor);
}
bool GeometryComputer::compute(const Op* op, const std::vector<Tensor*>& inputs,
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const std::vector<Tensor*>& outputs, GeometryComputer::Context& context,
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CommandBuffer& cmdBuffer) const {
std::map<std::shared_ptr<Tensor>, Tensor*> rasterMap;
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auto status = this->onCompute(op, inputs, outputs, context, cmdBuffer);
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for (int i = 0; i < outputs.size(); ++i) {
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auto oldDes = TensorUtils::getDescribe(outputs[i]);
if (oldDes->memoryType != Tensor::InsideDescribe::MEMORY_VIRTUAL) {
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continue;
}
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if (!context.supportVirtual()) {
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context.pOutputs.emplace_back(outputs[i]);
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} else {
if (oldDes->usage == Tensor::InsideDescribe::OUTPUT) {
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context.pOutputs.emplace_back(outputs[i]);
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}
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}
}
return status;
}
bool DefaultGeometryComputer::onCompute(const Op* op, const std::vector<Tensor*>& originInputs,
const std::vector<Tensor*>& outputs, GeometryComputer::Context& context,
CommandBuffer& res) const {
auto inputs = originInputs;
// Last Command
Command cmd;
cmd.op = op;
cmd.inputs = std::move(inputs);
cmd.outputs = std::move(outputs);
res.command.emplace_back(std::move(cmd));
return true;
}
class GeometryComputerManager {
public:
GeometryComputer* search(int type, Runtime::CompilerType compType) {
if (Runtime::Compiler_Origin == compType) {
return &mDefault;
}
if (Runtime::Compiler_Loop == compType) {
auto iter = mLoopTable.find(type);
if (iter != mLoopTable.end()) {
return iter->second.get();
}
}
// Geometry
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auto iter = mTable.find(type);
if (iter != mTable.end()) {
// FUNC_PRINT(type);
return iter->second.get();
}
return &mDefault;
}
static void init() {
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gInstance = new GeometryComputerManager;
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}
static GeometryComputerManager* get() {
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return gInstance;
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}
void insert(std::shared_ptr<GeometryComputer> c, int type, Runtime::CompilerType compType) {
if (Runtime::Compiler_Geometry == compType) {
mTable.insert(std::make_pair(type, c));
} else if (Runtime::Compiler_Loop == compType) {
mLoopTable.insert(std::make_pair(type, c));
}
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}
private:
std::map<int, std::shared_ptr<GeometryComputer>> mTable;
std::map<int, std::shared_ptr<GeometryComputer>> mLoopTable;
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static GeometryComputerManager* gInstance;
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DefaultGeometryComputer mDefault;
};
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GeometryComputerManager* GeometryComputerManager::gInstance;
void GeometryComputer::registerGeometryComputer(std::shared_ptr<GeometryComputer> comp, std::vector<int> type, Runtime::CompilerType compType) {
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auto ins = GeometryComputerManager::get();
for (auto t : type) {
ins->insert(comp, t, compType);
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}
}
void GeometryComputer::init() {
if (nullptr == GeometryComputerManager::get()) {
GeometryComputerManager::init();
registerGeometryOps();
}
}
const GeometryComputer* GeometryComputer::search(int type, Runtime::CompilerType compType) {
return GeometryComputerManager::get()->search(type, compType);
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}
} // namespace MNN