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
86
87
88
89
90
91
|
#include "pybind_state_dlpack.h"
namespace caffe2 {
namespace python {
namespace py = pybind11;
const DLDeviceType* CaffeToDLDeviceType(int device_type) {
static std::map<int, DLDeviceType> dl_device_type_map{
{PROTO_CPU, kDLCPU},
{PROTO_CUDA, kDLCUDA},
};
const auto it = dl_device_type_map.find(device_type);
return it == dl_device_type_map.end() ? nullptr : &it->second;
}
const DLDataType* CaffeToDLType(const TypeMeta meta) {
static std::map<TypeIdentifier, DLDataType> dl_type_map{
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<int8_t>(), DLDataType{0, 8, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<int16_t>(), DLDataType{0, 16, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<int32_t>(), DLDataType{0, 32, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<int64_t>(), DLDataType{0, 64, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<uint8_t>(), DLDataType{1, 8, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<uint16_t>(), DLDataType{1, 16, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<at::Half>(), DLDataType{2, 16, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<float>(), DLDataType{2, 32, 1}},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{TypeMeta::Id<double>(), DLDataType{2, 64, 1}},
};
const auto it = dl_type_map.find(meta.id());
return it == dl_type_map.end() ? nullptr : &it->second;
}
const TypeMeta DLTypeToCaffe(const DLDataType& dl_type) {
try {
if (dl_type.lanes != 1) {
throw std::invalid_argument("invalid type");
}
static std::map<int, std::map<int, TypeMeta>> dl_caffe_type_map{
{0,
std::map<int, TypeMeta>{
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{8, TypeMeta::Make<int8_t>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{16, TypeMeta::Make<int16_t>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{32, TypeMeta::Make<int32_t>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{64, TypeMeta::Make<int64_t>()},
}},
{1,
std::map<int, TypeMeta>{
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{8, TypeMeta::Make<uint8_t>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{16, TypeMeta::Make<uint16_t>()},
}},
{2,
std::map<int, TypeMeta>{
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{16, TypeMeta::Make<at::Half>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{32, TypeMeta::Make<float>()},
// NOLINTNEXTLINE(cppcoreguidelines-avoid-magic-numbers)
{64, TypeMeta::Make<double>()},
}},
};
if (!dl_caffe_type_map.count(dl_type.code)) {
throw std::invalid_argument("invalid type");
}
const auto& bits_map = dl_caffe_type_map.at(dl_type.code);
if (!bits_map.count(dl_type.bits)) {
throw std::invalid_argument("invalid type");
}
return bits_map.at(dl_type.bits);
} catch (const std::invalid_argument& e) {
CAFFE_THROW(
"Unsupported DLDataType: ", dl_type.code, dl_type.bits, dl_type.lanes);
}
}
} // namespace python
} // namespace caffe2
|
