MNN/express/module/WhileModule.cpp

187 lines
6.8 KiB
C++

//
// WhileModule.cpp
// MNN
//
// Created by MNN on b'2020/09/10'.
// Copyright © 2018, Alibaba Group Holding Limited
//
#include "WhileModule.hpp"
#include <MNN/expr/ExprCreator.hpp>
#include "MNN_generated.h"
//#define MNN_OPEN_TIME_TRACE
#include <MNN/AutoTime.hpp>
namespace MNN {
namespace Express {
static int _findPos(const std::vector<std::string>& names, const std::string& key) {
for (int i=0; i<names.size(); ++i) {
if (names[i] == key) {
return i;
}
}
return -1;
}
WhileModule* WhileModule::create(const Op* op, const std::map<std::string, SubGraph>& subGraph) {
auto module = new WhileModule;
auto whileParam = op->main_as_WhileParam();
auto& body = subGraph.find(whileParam->body_graph()->str())->second;
auto& cond = subGraph.find(whileParam->cond_graph()->str())->second;
module->mBody = body.m;
module->mCond = cond.m;
/** Compute map index
int mCondInputNumber;
int mBodyInputNumber;
// First mCondInputs' index, Second: inputs's index
std::vector<std::pair<int, int>> mInputForCond;
// First mBodyInputs' index, Second: inputs's index
std::vector<std::pair<int, int>> mInputForBody;
std::vector<int> mOutputFromBody;
std::vector<std::pair<int, int>> mUpdateForCond;
std::vector<std::pair<int, int>> mUpdateForBody;
std::vector<std::pair<int, int>> mCondUpdateForCond;
std::vector<std::pair<int, int>> mCondUpdateForBody;
*/
// Map Inputs
module->mBodyInputNumber = body.inputs.size();
module->mCondInputNumber = cond.inputs.size();
for (int i=0; i<whileParam->aliases_inputs()->size(); ++i) {
auto index = i;
auto data = whileParam->aliases_inputs()->GetAs<StringVec>(i);
for (int s=0; s<data->data()->size(); ++s) {
auto name = data->data()->GetAsString(s)->str();
auto bodyInputPos = _findPos(body.inputs, name);
if (bodyInputPos >= 0) {
module->mInputForBody.emplace_back(std::make_pair(bodyInputPos, i));
}
auto condInputPos = _findPos(cond.inputs, name);
if (condInputPos >= 0) {
module->mInputForCond.emplace_back(std::make_pair(condInputPos, i));
}
}
}
// Map update
auto update = whileParam->aliases_updates();
std::map<int, int> replaceOutputs;
for (int i=0; i<update->size(); ++i) {
auto data = update->GetAs<StringVec>(i);
int bodyInputPos = -1;
int condInputPos = -1;
int bodyOutputPos = -1;
int condOutputPos = -1;
MNN_ASSERT(2 == data->data()->size());
auto outputName = data->data()->GetAsString(0)->str();
auto inputName = data->data()->GetAsString(1)->str();
bodyInputPos = _findPos(body.inputs, inputName);
condInputPos = _findPos(cond.inputs, inputName);
bodyOutputPos = _findPos(body.outputs, outputName);
condOutputPos = _findPos(cond.outputs, outputName);
auto updateBodyOutputPos = _findPos(body.outputs, inputName);
MNN_ASSERT(bodyOutputPos == -1 || condOutputPos == -1);
if (condOutputPos >= 0) {
if (bodyInputPos >= 0) {
module->mCondUpdateForBody.emplace_back(std::make_pair(bodyInputPos, condOutputPos));
}
if (condInputPos >= 0) {
module->mCondUpdateForCond.emplace_back(std::make_pair(condInputPos, condOutputPos));
}
}
if (bodyOutputPos >= 0) {
if (bodyInputPos >= 0) {
module->mUpdateForBody.emplace_back(std::make_pair(bodyInputPos, bodyOutputPos));
}
if (condInputPos >= 0) {
module->mUpdateForCond.emplace_back(std::make_pair(condInputPos, bodyOutputPos));
}
if (updateBodyOutputPos >= 0) {
replaceOutputs.insert(std::make_pair(updateBodyOutputPos, bodyOutputPos));
}
}
}
// Map outputs
auto output = whileParam->aliases_outputs();
for (int i=0; i<output->size(); ++i) {
auto data = output->GetAsString(i);
auto pos = _findPos(body.outputs, data->str());
MNN_ASSERT(pos >= 0);
if (replaceOutputs.find(pos) != replaceOutputs.end()) {
pos = replaceOutputs[pos];
}
module->mOutputFromBody.emplace_back(pos);
}
return module;
}
std::vector<Express::VARP> WhileModule::onForward(const std::vector<Express::VARP>& inputsI) {
std::vector<Express::VARP> condInputs(mCondInputNumber);
std::vector<Express::VARP> bodyInputs(mBodyInputNumber);
auto& inputs = inputsI;
for (auto& p : mInputForCond) {
condInputs[p.first] = inputs[p.second];
}
for (auto& p : mInputForBody) {
bodyInputs[p.first] = inputs[p.second];
}
std::vector<Express::VARP> outputs(mOutputFromBody.size());
while (true) {
auto res = mCond->onForward(condInputs)[0];
auto resPtr = res->readMap<int>();
if (resPtr[0] <= 0) {
break;
}
auto bodyOutputs = mBody->onForward(bodyInputs);
Express::Variable::prepareCompute(bodyOutputs);
for (int i=0; i<bodyOutputs.size(); ++i) {
auto p = bodyOutputs[i];
if (p->expr().first->get() != nullptr) {
auto ptr = p->readMap<void>();
auto info = p->getInfo();
auto newV = Express::_Input(info->dim, info->order, info->type);
if (nullptr != ptr) {
::memcpy(newV->writeMap<void>(), ptr, info->type.bytes() * info->size);
}
bodyOutputs[i] = newV;
}
}
for (int i=0; i<mOutputFromBody.size(); ++i) {
outputs[i] = bodyOutputs[mOutputFromBody[i]];
}
for (auto& p : mUpdateForCond) {
condInputs[p.first] = bodyOutputs[p.second];
}
for (auto& p : mUpdateForBody) {
bodyInputs[p.first] = bodyOutputs[p.second];
}
for (auto& p : mCondUpdateForCond) {
condInputs[p.first] = res;
}
for (auto& p : mCondUpdateForBody) {
bodyInputs[p.first] = res;
}
}
return outputs;
}
Module* WhileModule::clone(CloneContext* ctx) const {
WhileModule* module(new WhileModule);
module->mCondInputNumber = mCondInputNumber;
module->mBodyInputNumber = mBodyInputNumber;
module->mInputForCond = mInputForCond;
module->mInputForBody = mInputForBody;
module->mOutputFromBody = mOutputFromBody;
module->mUpdateForCond = mUpdateForCond;
module->mUpdateForBody = mUpdateForBody;
module->mCondUpdateForCond = mCondUpdateForCond;
module->mCondUpdateForBody = mCondUpdateForBody;
module->mCond.reset(mCond->clone(ctx));
module->mBody.reset(mBody->clone(ctx));
return this->cloneBaseTo(ctx, module);
}
};
};