1 /* Copyright 2016 The TensorFlow Authors. All Rights Reserved.
2
3 Licensed under the Apache License, Version 2.0 (the "License");
4 you may not use this file except in compliance with the License.
5 You may obtain a copy of the License at
6
7 http://www.apache.org/licenses/LICENSE-2.0
8
9 Unless required by applicable law or agreed to in writing, software
10 distributed under the License is distributed on an "AS IS" BASIS,
11 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12 See the License for the specific language governing permissions and
13 limitations under the License.
14 ==============================================================================*/
15
16 #include "tensorflow/core/util/tensor_format.h"
17
18 namespace tensorflow {
19
GetConvnetDataFormatAttrString()20 string GetConvnetDataFormatAttrString() {
21 return "data_format: { 'NHWC', 'NCHW' } = 'NHWC' ";
22 }
23
GetConvnet3dDataFormatAttrString()24 string GetConvnet3dDataFormatAttrString() {
25 return "data_format: { 'NDHWC', 'NCDHW' } = 'NDHWC' ";
26 }
27
GetConvnetDataFormat2D3DAttrString()28 string GetConvnetDataFormat2D3DAttrString() {
29 return "data_format: { 'NHWC', 'NCHW', 'NDHWC', 'NCDHW' } = 'NHWC' ";
30 }
31
GetConvnetFilterFormatAttrString()32 string GetConvnetFilterFormatAttrString() {
33 return "filter_format: { 'HWIO', 'OIHW' } = 'HWIO' ";
34 }
35
GetConvnet3dFilterFormatAttrString()36 string GetConvnet3dFilterFormatAttrString() {
37 return "filter_format: { 'DHWIO', 'OIDHW' } = 'DHWIO' ";
38 }
39
ToString(TensorFormat format)40 string ToString(TensorFormat format) {
41 switch (format) {
42 case FORMAT_NHWC:
43 return "NHWC";
44 case FORMAT_NCHW:
45 return "NCHW";
46 case FORMAT_NCHW_VECT_C:
47 return "NCHW_VECT_C";
48 case FORMAT_NHWC_VECT_W:
49 return "NHWC_VECT_W";
50 case FORMAT_HWNC:
51 return "HWNC";
52 case FORMAT_HWCN:
53 return "HWCN";
54 default:
55 LOG(FATAL) << "Invalid Format: " << static_cast<int32>(format);
56 return "INVALID_FORMAT";
57 }
58 }
59
ToString(FilterTensorFormat format)60 string ToString(FilterTensorFormat format) {
61 switch (format) {
62 case FORMAT_HWIO:
63 return "HWIO";
64 case FORMAT_OIHW:
65 return "OIHW";
66 case FORMAT_OHWI:
67 return "OHWI";
68 case FORMAT_OIHW_VECT_I:
69 return "OIHW_VECT_I";
70 default:
71 LOG(FATAL) << "Invalid Filter Format: " << static_cast<int32>(format);
72 return "INVALID_FORMAT";
73 }
74 }
75
FormatFromString(absl::string_view format_str,TensorFormat * format)76 bool FormatFromString(absl::string_view format_str, TensorFormat* format) {
77 if (format_str == "NHWC" || format_str == "NDHWC") {
78 *format = FORMAT_NHWC;
79 return true;
80 }
81 if (format_str == "NCHW" || format_str == "NCDHW") {
82 *format = FORMAT_NCHW;
83 return true;
84 }
85 if (format_str == "NCHW_VECT_C") {
86 *format = FORMAT_NCHW_VECT_C;
87 return true;
88 }
89 if (format_str == "NHWC_VECT_W") {
90 *format = FORMAT_NHWC_VECT_W;
91 return true;
92 }
93 if (format_str == "HWNC") {
94 *format = FORMAT_HWNC;
95 return true;
96 }
97 if (format_str == "HWCN") {
98 *format = FORMAT_HWCN;
99 return true;
100 }
101 return false;
102 }
103
FilterFormatFromString(absl::string_view format_str,FilterTensorFormat * format)104 bool FilterFormatFromString(absl::string_view format_str,
105 FilterTensorFormat* format) {
106 if (format_str == "HWIO" || format_str == "DHWIO") {
107 *format = FORMAT_HWIO;
108 return true;
109 }
110 if (format_str == "OIHW" || format_str == "OIDHW") {
111 *format = FORMAT_OIHW;
112 return true;
113 }
114 if (format_str == "OIHW_VECT_I") {
115 *format = FORMAT_OIHW_VECT_I;
116 return true;
117 }
118 return false;
119 }
120
121 } // namespace tensorflow
122