Reduction.cpp

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// ----------------------------------------------------------------------------
// -                        CloudViewer: www.cloudViewer.org                  -
// ----------------------------------------------------------------------------
// Copyright (c) 2018-2024 www.cloudViewer.org
// SPDX-License-Identifier: MIT
// ----------------------------------------------------------------------------
 
#include "cloudViewer/core/kernel/Reduction.h"
 
#include "cloudViewer/core/SizeVector.h"
 
namespace cloudViewer {
namespace core {
namespace kernel {
 
void Reduction(const Tensor& src,
               Tensor& dst,
               const SizeVector& dims,
               bool keepdim,
               ReductionOpCode op_code) {
    // For ArgMin and ArgMax, keepdim == false, and dims can only contain one or
    // all dimensions.
    if (s_arg_reduce_ops.find(op_code) != s_arg_reduce_ops.end()) {
        if (keepdim) {
            utility::LogError("Arg-reduction keepdim must be false");
        }
        if (dims.size() != 1) {
            std::vector<bool> seen_dims(src.NumDims(), false);
            for (const int64_t& dim : dims) {
                seen_dims[dim] = true;
            }
            if (!std::all_of(seen_dims.begin(), seen_dims.end(),
                             [](bool seen) { return seen; })) {
                utility::LogError(
                        "Arg-reduction can only have 1 or all reduction "
                        "dimensions. However, dims = {}.",
                        dims);
            }
        }
        if (src.NumElements() == 0) {
            utility::LogError(
                    "Zero-size Tensor does not support Arg Reductions.");
        }
    }
 
    SizeVector keepdim_shape =
            shape_util::ReductionShape(src.GetShape(), dims, true);
    SizeVector non_keepdim_shape =
            shape_util::ReductionShape(src.GetShape(), dims, false);
    if (keepdim && keepdim_shape != dst.GetShape()) {
        utility::LogError("Expected output shape {} but got {}.",
                          keepdim_shape.ToString(), dst.GetShape().ToString());
    }
    if (!keepdim && non_keepdim_shape != dst.GetShape()) {
        utility::LogError("Expected output shape {} but got {}.",
                          keepdim_shape.ToString(), dst.GetShape().ToString());
    }
 
    // Directly copy for non-reduction.
    if (dims.size() == 0) {
        dst.AsRvalue() = src;
        return;
    }
 
    // Always reshape to keepdim case. This reshaping is copy-free.
    if (!keepdim) {
        dst = dst.Reshape(keepdim_shape);
    }
 
    if (src.GetDevice() != dst.GetDevice()) {
        utility::LogError("Device mismatch {} != {}.",
                          src.GetDevice().ToString(),
                          dst.GetDevice().ToString());
    }
 
    if (src.IsCPU()) {
        ReductionCPU(src, dst, dims, keepdim, op_code);
    } else if (src.IsSYCL()) {
#ifdef BUILD_SYCL_MODULE
        ReductionSYCL(src, dst, dims, keepdim, op_code);
#else
        utility::LogError("Not compiled with SYCL, but SYCL device is used.");
#endif
    } else if (src.IsCUDA()) {
#ifdef BUILD_CUDA_MODULE
        ReductionCUDA(src, dst, dims, keepdim, op_code);
#else
        utility::LogError("Not compiled with CUDA, but CUDA device is used.");
#endif
    } else {
        utility::LogError("Unimplemented device.");
    }
 
    if (!keepdim) {
        dst = dst.Reshape(non_keepdim_shape);
    }
}
 
}  // namespace kernel
}  // namespace core
}  // namespace cloudViewer