// // NPUSqueeze.cpp // MNN // // Created by MNN on 2019/09/07. // Copyright © 2018, Alibaba Group Holding Limited // #include "NPUSqueeze.hpp" #include "NPUBackend.hpp" using namespace std; namespace MNN { NPUSqueeze::NPUSqueeze(Backend *b, const Op *op, const std::vector &inputs, const std::vector &outputs) : MNN::NPUCommonExecution(b,op) { } ErrorCode NPUSqueeze::onResize(const std::vector &inputs, const std::vector &outputs) { mNpuBackend->setNetworkInput(inputs, mOp); auto opName = mOp->name()->str(); auto param = mOp->main_as_SqueezeParam(); auto axis = param->squeezeDims(); vector ax; if (axis != nullptr) { for (int32_t i = 0; i < axis->size(); i++) { ax.push_back(axis->Get(i)); } } else { ax = {0}; } auto xOp = mNpuBackend->getInputOps(mOp); auto inputIndex = mOp->inputIndexes()->data()[0]; auto iops = mNpuBackend->mGrapMap[inputIndex]; // x xOp = iops.back().first; if (mOp->type() == OpType_Squeeze) { shared_ptr squeeze(new hiai::op::Squeeze(opName)); if (mNpuBackend->mSclipMap.find(inputIndex) == mNpuBackend->mSclipMap.end()) { (*squeeze).set_input_x(*xOp.get()); } else { (*squeeze).set_input_x(xOp->GetOutput(mNpuBackend->mSclipMap[inputIndex])); } (*squeeze).set_attr_axis(ax); mNpuBackend->setOutputOps(mOp, {squeeze}, outputs); } else { shapeConst = hiai::op::Const(opName + "_axis_const"); if (ax.size() > 1) { std::cout<<"unsqueeze axis only one element const, not "<< ax.size() << std::endl; return NOT_SUPPORT; } vector axs = {static_cast(ax[0])}; { ge::TensorDesc fdesc(ge::Shape({1}), ge::FORMAT_NCHW, ge::DT_INT32); ge::TensorPtr filter = std::make_shared(); filter->SetTensorDesc(fdesc); filter->SetData((uint8_t *)axs.data(), sizeof(int32_t)); shapeConst.set_attr_value(filter); } shared_ptr prob(new hiai::op::ExpandDims(opName)); if (mNpuBackend->mSclipMap.find(inputIndex) == mNpuBackend->mSclipMap.end()) { (*prob).set_input_x(*xOp.get()); } else { (*prob).set_input_x(xOp->GetOutput(mNpuBackend->mSclipMap[inputIndex])); } (*prob).set_input_axis(shapeConst); mNpuBackend->setOutputOps(mOp, {prob}, outputs); } return NO_ERROR; } NPUCreatorRegister> __squeeze_op(OpType_Squeeze); NPUCreatorRegister> __unsqueeze_op(OpType_Unsqueeze); } // namespace MNN