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1 /* Copyright 2020 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 // Register XlaXXX operations on regular CPU/GPU devices using
17 // `XlaCompileOnDemandOp`.
18 #include "tensorflow/compiler/jit/xla_compile_on_demand_op.h"
19 #include "tensorflow/core/framework/op_kernel.h"
20 
21 namespace tensorflow {
22 
23 #define REGISTER_XLA_OPS_ON_DEVICE(DEVICE)                                     \
24   REGISTER_KERNEL_BUILDER(Name("XlaConv")                                      \
25                               .HostMemory("window_strides")                    \
26                               .HostMemory("padding")                           \
27                               .HostMemory("lhs_dilation")                      \
28                               .HostMemory("rhs_dilation")                      \
29                               .HostMemory("feature_group_count")               \
30                               .Device(DEVICE),                                 \
31                           XlaCompileOnDemandOp);                               \
32   REGISTER_KERNEL_BUILDER(Name("XlaConvV2")                                    \
33                               .HostMemory("window_strides")                    \
34                               .HostMemory("padding")                           \
35                               .HostMemory("lhs_dilation")                      \
36                               .HostMemory("rhs_dilation")                      \
37                               .HostMemory("feature_group_count")               \
38                               .Device(DEVICE),                                 \
39                           XlaCompileOnDemandOp);                               \
40   REGISTER_KERNEL_BUILDER(                                                     \
41       Name("XlaBroadcastHelper").HostMemory("broadcast_dims").Device(DEVICE),  \
42       XlaCompileOnDemandOp);                                                   \
43   REGISTER_KERNEL_BUILDER(Name("XlaSelfAdjointEig").Device(DEVICE),            \
44                           XlaCompileOnDemandOp);                               \
45   REGISTER_KERNEL_BUILDER(Name("XlaSvd").Device(DEVICE),                       \
46                           XlaCompileOnDemandOp);                               \
47   REGISTER_KERNEL_BUILDER(Name("XlaDot").Device(DEVICE),                       \
48                           XlaCompileOnDemandOp);                               \
49   REGISTER_KERNEL_BUILDER(Name("XlaDotV2").Device(DEVICE),                     \
50                           XlaCompileOnDemandOp);                               \
51   REGISTER_KERNEL_BUILDER(                                                     \
52       Name("XlaDynamicSlice").HostMemory("size_indices").Device(DEVICE),       \
53       XlaCompileOnDemandOp);                                                   \
54   REGISTER_KERNEL_BUILDER(Name("XlaDynamicUpdateSlice").Device(DEVICE),        \
55                           XlaCompileOnDemandOp);                               \
56   REGISTER_KERNEL_BUILDER(Name("XlaIf").Device(DEVICE), XlaCompileOnDemandOp); \
57   REGISTER_KERNEL_BUILDER(Name("XlaOptimizationBarrier").Device(DEVICE),       \
58                           XlaCompileOnDemandOp);                               \
59   REGISTER_KERNEL_BUILDER(Name("XlaPad")                                       \
60                               .HostMemory("padding_low")                       \
61                               .HostMemory("padding_high")                      \
62                               .HostMemory("padding_interior")                  \
63                               .Device(DEVICE),                                 \
64                           XlaCompileOnDemandOp);                               \
65   REGISTER_KERNEL_BUILDER(Name("XlaRecv").Device(DEVICE),                      \
66                           XlaCompileOnDemandOp);                               \
67   REGISTER_KERNEL_BUILDER(Name("XlaReduce").Device(DEVICE),                    \
68                           XlaCompileOnDemandOp);                               \
69   REGISTER_KERNEL_BUILDER(Name("XlaVariadicReduce").Device(DEVICE),            \
70                           XlaCompileOnDemandOp);                               \
71   REGISTER_KERNEL_BUILDER(Name("XlaVariadicReduceV2").Device(DEVICE),          \
72                           XlaCompileOnDemandOp);                               \
73   REGISTER_KERNEL_BUILDER(Name("XlaReducePrecision").Device(DEVICE),           \
74                           XlaCompileOnDemandOp);                               \
75   REGISTER_KERNEL_BUILDER(Name("XlaReduceWindow")                              \
76                               .HostMemory("window_dimensions")                 \
77                               .HostMemory("window_strides")                    \
78                               .HostMemory("base_dilations")                    \
79                               .HostMemory("window_dilations")                  \
80                               .HostMemory("padding")                           \
81                               .Device(DEVICE),                                 \
82                           XlaCompileOnDemandOp);                               \
83   REGISTER_KERNEL_BUILDER(Name("XlaSelectAndScatter")                          \
84                               .HostMemory("window_dimensions")                 \
85                               .HostMemory("window_strides")                    \
86                               .HostMemory("padding")                           \
87                               .Device(DEVICE),                                 \
88                           XlaCompileOnDemandOp);                               \
89   REGISTER_KERNEL_BUILDER(Name("XlaSend").Device(DEVICE),                      \
90                           XlaCompileOnDemandOp);                               \
91   REGISTER_KERNEL_BUILDER(Name("XlaSort").Device(DEVICE),                      \
92                           XlaCompileOnDemandOp);                               \
93   REGISTER_KERNEL_BUILDER(Name("XlaKeyValueSort").Device(DEVICE),              \
94                           XlaCompileOnDemandOp);                               \
95   REGISTER_KERNEL_BUILDER(                                                     \
96       Name("XlaVariadicSort").HostMemory("dimension").Device(DEVICE),          \
97       XlaCompileOnDemandOp);                                                   \
98   REGISTER_KERNEL_BUILDER(Name("XlaWhile").Device(DEVICE),                     \
99                           XlaCompileOnDemandOp);                               \
100   REGISTER_KERNEL_BUILDER(Name("XlaDequantize").Device(DEVICE),                \
101                           XlaCompileOnDemandOp);                               \
102   REGISTER_KERNEL_BUILDER(Name("XlaEinsum").Device(DEVICE),                    \
103                           XlaCompileOnDemandOp);                               \
104   REGISTER_KERNEL_BUILDER(Name("XlaRngBitGenerator")                           \
105                               .HostMemory("algorithm")                         \
106                               .HostMemory("shape")                             \
107                               .Device(DEVICE),                                 \
108                           XlaCompileOnDemandOp);                               \
109   REGISTER_KERNEL_BUILDER(Name("XlaSpmdShardToFullShape").Device(DEVICE),      \
110                           XlaCompileOnDemandOp);                               \
111   REGISTER_KERNEL_BUILDER(Name("XlaSharding").Device(DEVICE),                  \
112                           XlaCompileOnDemandOp);                               \
113   REGISTER_KERNEL_BUILDER(Name("XlaReplicaId").Device(DEVICE),                 \
114                           XlaCompileOnDemandOp);                               \
115   REGISTER_KERNEL_BUILDER(                                                     \
116       Name("XlaGather").HostMemory("slice_sizes").Device(DEVICE),              \
117       XlaCompileOnDemandOp);                                                   \
118   REGISTER_KERNEL_BUILDER(Name("XlaScatter").Device(DEVICE),                   \
119                           XlaCompileOnDemandOp);                               \
120   REGISTER_KERNEL_BUILDER(Name("XlaCallModule").Device(DEVICE),                \
121                           XlaCompileOnDemandOp);
122 REGISTER_XLA_OPS_ON_DEVICE(DEVICE_CPU);
123 REGISTER_XLA_OPS_ON_DEVICE(DEVICE_GPU);
124 
125 }  // namespace tensorflow
126