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bias_add.h
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1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
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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
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10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
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15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
24#ifndef TVM_TOPI_NN_BIAS_ADD_H_
25#define TVM_TOPI_NN_BIAS_ADD_H_
26
27#include <tvm/te/operation.h>
28#include <tvm/topi/broadcast.h>
29#include <tvm/topi/tags.h>
30#include <tvm/topi/transform.h>
31
32#include <string>
33
34namespace tvm {
35namespace topi {
36namespace nn {
37
47 int axis) {
48 int data_ndim = data->shape.size();
49 if (axis < 0) {
50 axis += data_ndim;
51 }
52 int num_newaxis = data_ndim - axis - 1;
53 return add(data, (num_newaxis ? expand_dims(bias, 1, num_newaxis) : bias));
54}
55} // namespace nn
56} // namespace topi
57} // namespace tvm
58#endif // TVM_TOPI_NN_BIAS_ADD_H_
Broadcast op constructions.
RAII wrapper function to enter and exit a context object similar to python's with syntax.
Definition with_context.h:59
Tensor structure representing a possible input, or intermediate computation result.
Definition tensor.h:98
const Op & add()
tvm::te::Tensor bias_add(const tvm::te::Tensor &data, const tvm::te::Tensor &bias, int axis)
Creates an operation that calculates data + bias.
Definition bias_add.h:46
Tensor expand_dims(const Tensor &x, int axis, int num_newaxis=1, std::string name="T_expand_dims", std::string tag=kBroadcast)
Creates an operation to insert new dimensions of length 1.
Definition transform.h:156
An object that builds and maintains block scope and StmtSref mapping for Dependence analysis.
Definition analyzer.h:40
Operation node can generate one or multiple Tensors.
Tag definitions.
Transform op constructors.