// // CPUMatrixBandPart.cpp // MNN // // Created by MNN on 2019/09/17. // Copyright © 2018, Alibaba Group Holding Limited // #include "backend/cpu/CPUMatrixBandPart.hpp" #include "backend/cpu/compute/ConvOpt.h" #include "core/TensorUtils.hpp" #include "core/Macro.h" namespace MNN { ErrorCode CPUMatrixBandPart::onResize(const std::vector &inputs, const std::vector &outputs) { MNN_ASSERT(3 == inputs.size()); auto dimensions = inputs[0]->dimensions(); auto height = inputs[0]->length(dimensions - 2); auto width = inputs[0]->length(dimensions - 1); mMask.reset(Tensor::createDevice({1, height*width}, Tensor::CAFFE_C4)); auto res = backend()->onAcquireBuffer(mMask.get(), Backend::DYNAMIC); if (!res) { return OUT_OF_MEMORY; } backend()->onReleaseBuffer(mMask.get(), Backend::DYNAMIC); return NO_ERROR; } ErrorCode CPUMatrixBandPart::onExecute(const std::vector &inputs, const std::vector &outputs) { // Generate Mask auto lower = inputs[1]->host()[0]; auto upper = inputs[2]->host()[0]; auto maskPtr = mMask->host(); auto dimensions = inputs[0]->dimensions(); auto height = inputs[0]->length(dimensions - 2); auto width = inputs[0]->length(dimensions - 1); for (int y = 0; y < height; ++y) { auto maskY = maskPtr + y * width; for (int x = 0; x < width; ++x) { bool valid = (lower < 0 || (y - x) <= lower) && (upper < 0 || (x - y) <= upper); maskY[x] = valid ? 1.0f : 0.0f; } } // Run Mul auto outputPtr = outputs[0]->host(); auto inputPtr = inputs[0]->host(); int outside = 1; for (int i = 0; i < inputs[0]->dimensions() - 2; ++i) { outside *= inputs[0]->length(i); } auto inside = height * width; for (int i = 0; i < outside; ++i) { MNNMatrixProdCommon(outputPtr + i * inside, inputPtr + i * inside, maskPtr, inside, 0, 0, 0, 1); } return NO_ERROR; } class CPUMatrixBandPartCreator : public CPUBackend::Creator { public: virtual Execution *onCreate(const std::vector &inputs, const std::vector &outputs, const MNN::Op *op, Backend *backend) const override { return new CPUMatrixBandPart(backend); } }; REGISTER_CPU_OP_CREATOR(CPUMatrixBandPartCreator, OpType_MatrixBandPart); } // namespace MNN