1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 *
10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
12 * Unless required by applicable law or agreed to in writing,
13 * software distributed under the License is distributed on an
14 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
20/*!
21 * \brief Registration of NN operators
22 * \file nn.cc
23 */
24#include <tvm/runtime/packed_func.h>
25#include <tvm/runtime/registry.h>
26#include <tvm/topi/nn.h>
27#include <tvm/topi/nn/bias_add.h>
28#include <tvm/topi/nn/bnn.h>
29#include <tvm/topi/nn/dense.h>
30#include <tvm/topi/nn/dilate.h>
31#include <tvm/topi/nn/flatten.h>
32#include <tvm/topi/nn/layer_norm.h>
33#include <tvm/topi/nn/local_response_norm.h>
34#include <tvm/topi/nn/mapping.h>
35#include <tvm/topi/nn/pooling.h>
36#include <tvm/topi/nn/softmax.h>
37
38namespace tvm {
39namespace topi {
40
41using namespace tvm;
42using namespace tvm::runtime;
43
44/* Ops from nn.h */
45TVM_REGISTER_GLOBAL("topi.nn.relu").set_body([](TVMArgs args, TVMRetValue* rv) {
46 *rv = relu<float>(args[0]);
47});
48
49TVM_REGISTER_GLOBAL("topi.nn.leaky_relu").set_body([](TVMArgs args, TVMRetValue* rv) {
50 *rv = leaky_relu(args[0], args[1]);
51});
52
53TVM_REGISTER_GLOBAL("topi.nn.prelu").set_body([](TVMArgs args, TVMRetValue* rv) {
54 *rv = prelu(args[0], args[1], args[2]);
55});
56
57TVM_REGISTER_GLOBAL("topi.nn.pad").set_body([](TVMArgs args, TVMRetValue* rv) {
58 *rv = pad(args[0], args[1], args[2], args[3]);
59});
60
61TVM_REGISTER_GLOBAL("topi.nn.space_to_batch_nd").set_body([](TVMArgs args, TVMRetValue* rv) {
62 *rv = space_to_batch_nd(args[0], args[1], args[2], args[3], args[4]);
63});
64
65TVM_REGISTER_GLOBAL("topi.nn.batch_to_space_nd").set_body([](TVMArgs args, TVMRetValue* rv) {
66 *rv = batch_to_space_nd(args[0], args[1], args[2], args[3]);
67});
68
69TVM_REGISTER_GLOBAL("topi.nn.nll_loss").set_body([](TVMArgs args, TVMRetValue* rv) {
70 *rv = nll_loss(args[0], args[1], args[2], args[3], args[4]);
71});
72
73/* Ops from nn/dense.h */
74TVM_REGISTER_GLOBAL("topi.nn.dense").set_body([](TVMArgs args, TVMRetValue* rv) {
75 *rv = nn::dense(args[0], args[1], args[2], args[3]);
76});
77
78/* Ops from nn/bias_add.h */
79TVM_REGISTER_GLOBAL("topi.nn.bias_add").set_body([](TVMArgs args, TVMRetValue* rv) {
80 *rv = nn::bias_add(args[0], args[1], args[2]);
81});
82
83/* Ops from nn/dilate.h */
84TVM_REGISTER_GLOBAL("topi.nn.dilate").set_body([](TVMArgs args, TVMRetValue* rv) {
85 *rv = nn::dilate(args[0], args[1], args[2]);
86});
87
88/* Ops from nn/flatten.h */
89TVM_REGISTER_GLOBAL("topi.nn.flatten").set_body([](TVMArgs args, TVMRetValue* rv) {
90 *rv = nn::flatten(args[0]);
91});
92
93/* Ops from nn/mapping.h */
94TVM_REGISTER_GLOBAL("topi.nn.scale_shift_nchw").set_body([](TVMArgs args, TVMRetValue* rv) {
95 *rv = nn::scale_shift_nchw(args[0], args[1], args[2]);
96});
97
98TVM_REGISTER_GLOBAL("topi.nn.scale_shift_nhwc").set_body([](TVMArgs args, TVMRetValue* rv) {
99 *rv = nn::scale_shift_nhwc(args[0], args[1], args[2]);
100});
101
102/* Ops from nn/pooling.h */
103TVM_REGISTER_GLOBAL("topi.nn.pool_grad").set_body([](TVMArgs args, TVMRetValue* rv) {
104 *rv = nn::pool_grad(args[0], args[1], args[2], args[3], args[4],
105 static_cast<nn::PoolType>(static_cast<int>(args[5])), args[6], args[7],
106 args[8]);
107});
108
109TVM_REGISTER_GLOBAL("topi.nn.global_pool").set_body([](TVMArgs args, TVMRetValue* rv) {
110 *rv = nn::global_pool(args[0], static_cast<nn::PoolType>(static_cast<int>(args[1])), args[2]);
111});
112
113TVM_REGISTER_GLOBAL("topi.nn.adaptive_pool").set_body([](TVMArgs args, TVMRetValue* rv) {
114 *rv = nn::adaptive_pool(args[0], args[1], static_cast<nn::PoolType>(static_cast<int>(args[2])),
115 args[3]);
116});
117
118TVM_REGISTER_GLOBAL("topi.nn.adaptive_pool3d").set_body([](TVMArgs args, TVMRetValue* rv) {
119 *rv = nn::adaptive_pool3d(args[0], args[1], static_cast<nn::PoolType>(static_cast<int>(args[2])),
120 args[3]);
121});
122
123TVM_REGISTER_GLOBAL("topi.nn.pool1d").set_body([](TVMArgs args, TVMRetValue* rv) {
124 *rv = nn::pool1d(args[0], args[1], args[2], args[3], args[4],
125 static_cast<nn::PoolType>(static_cast<int>(args[5])), args[6], args[7], args[8]);
126});
127
128TVM_REGISTER_GLOBAL("topi.nn.pool2d").set_body([](TVMArgs args, TVMRetValue* rv) {
129 *rv = nn::pool2d(args[0], args[1], args[2], args[3], args[4],
130 static_cast<nn::PoolType>(static_cast<int>(args[5])), args[6], args[7], args[8]);
131});
132
133TVM_REGISTER_GLOBAL("topi.nn.pool3d").set_body([](TVMArgs args, TVMRetValue* rv) {
134 *rv = nn::pool3d(args[0], args[1], args[2], args[3], args[4],
135 static_cast<nn::PoolType>(static_cast<int>(args[5])), args[6], args[7], args[8]);
136});
137
138/* Ops from nn/softmax.h */
139TVM_REGISTER_GLOBAL("topi.nn.softmax").set_body([](TVMArgs args, TVMRetValue* rv) {
140 *rv = nn::softmax(args[0], args[1]);
141});
142
143TVM_REGISTER_GLOBAL("topi.nn.log_softmax").set_body([](TVMArgs args, TVMRetValue* rv) {
144 *rv = nn::log_softmax(args[0]);
145});
146
147TVM_REGISTER_GLOBAL("topi.nn.lrn").set_body([](TVMArgs args, TVMRetValue* rv) {
148 *rv = nn::lrn(args[0], args[1], args[2], static_cast<double>(args[3]),
149 static_cast<double>(args[4]), static_cast<double>(args[5]));
150});
151
152/* Ops from nn/bnn.h */
153TVM_REGISTER_GLOBAL("topi.nn.binarize_pack").set_body([](TVMArgs args, TVMRetValue* rv) {
154 *rv = nn::binarize_pack(args[0], args[1]);
155});
156
157TVM_REGISTER_GLOBAL("topi.nn.binary_dense").set_body([](TVMArgs args, TVMRetValue* rv) {
158 *rv = nn::binary_dense(args[0], args[1]);
159});
160
161/* Ops from nn/layer_norm.h */
162TVM_REGISTER_GLOBAL("topi.nn.layer_norm").set_body([](TVMArgs args, TVMRetValue* rv) {
163 *rv = nn::layer_norm(args[0], args[1], args[2], args[3], static_cast<double>(args[4]));
164});
165
166} // namespace topi
167} // namespace tvm
168