Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
segment_reduce.cu 2.24 KB
Newer Older
Zihao Ye's avatar
[Performance] Use segment operators for graph readout. (#2361)  
Zihao Ye committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85 
/*!
 *  Copyright (c) 2020 by Contributors
 * \file array/cuda/segment_reduce.cu
 * \brief Segment reduce C APIs and definitions.
 */
#include <dgl/array.h>
#include "./segment_reduce.cuh"
#include "./functor.cuh"

namespace dgl {

using namespace cuda;

namespace aten {

template <int XPU, typename IdType, typename DType>
void SegmentReduce(const std::string& op,
                   NDArray feat,
                   NDArray offsets,
                   NDArray out,
                   NDArray arg) {
  if (op == "sum") {
    cuda::SegmentReduce<IdType, DType, cuda::reduce::Sum<IdType, DType>>(
        feat, offsets, out, arg);
  } else if (op == "max") {
    cuda::SegmentReduce<IdType, DType, cuda::reduce::Max<IdType, DType>>(
        feat, offsets, out, arg);
  } else if (op == "min") {
    cuda::SegmentReduce<IdType, DType, cuda::reduce::Min<IdType, DType>>(
        feat, offsets, out, arg);
  } else {
    LOG(FATAL) << "Not implemented";
  }
}

template <int XPU, typename IdType, typename DType>
void BackwardSegmentCmp(NDArray feat,
                        NDArray arg,
                        NDArray out) {
  cuda::BackwardSegmentCmp<IdType, DType>(feat, arg, out);
}

template void SegmentReduce<kDLGPU, int32_t, float>(
    const std::string& op,
    NDArray feat,
    NDArray offsets,
    NDArray out,
    NDArray arg);
template void SegmentReduce<kDLGPU, int64_t, float>(
    const std::string &op,
    NDArray feat,
    NDArray offsets,
    NDArray out,
    NDArray arg);
template void SegmentReduce<kDLGPU, int32_t, double>(
    const std::string &op,
    NDArray feat,
    NDArray offsets,
    NDArray out,
    NDArray arg);
template void SegmentReduce<kDLGPU, int64_t, double>(
    const std::string &op,
    NDArray feat,
    NDArray offsets,
    NDArray out,
    NDArray arg);
template void BackwardSegmentCmp<kDLGPU, int32_t, float>(
    NDArray feat,
    NDArray arg,
    NDArray out);
template void BackwardSegmentCmp<kDLGPU, int64_t, float>(
    NDArray feat,
    NDArray arg,
    NDArray out);
template void BackwardSegmentCmp<kDLGPU, int32_t, double>(
    NDArray feat,
    NDArray arg,
    NDArray out);
template void BackwardSegmentCmp<kDLGPU, int64_t, double>(
    NDArray feat,
    NDArray arg,
    NDArray out);

}  // namespace aten
}  // namespace dgl