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mapping.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
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
24#ifndef TVM_TOPI_NN_MAPPING_H_
25#define TVM_TOPI_NN_MAPPING_H_
26
27#include <tvm/te/operation.h>
28#include <tvm/topi/tags.h>
29
30#include <string>
31
32namespace tvm {
33namespace topi {
34namespace nn {
35
36using namespace tvm::te;
37
49inline Tensor scale_shift_nchw(const Tensor& x, const Tensor& scale, const Tensor& shift,
50 std::string name = "ScaleShift", std::string tag = kBroadcast) {
51 return tvm::te::compute(
52 x->shape,
53 [&](PrimVar b, PrimVar c, PrimVar h, PrimVar w) {
54 return x(b, c, h, w) * scale(c) + shift(c);
55 },
56 name, tag);
57}
58
70inline Tensor scale_shift_nhwc(const Tensor& x, const Tensor& scale, const Tensor& shift,
71 std::string name = "ScaleShift", std::string tag = kBroadcast) {
72 return tvm::te::compute(
73 x->shape,
74 [&](PrimVar b, PrimVar h, PrimVar w, PrimVar c) {
75 return x(b, h, w, c) * scale(c) + shift(c);
76 },
77 name, tag);
78}
79
80} // namespace nn
81} // namespace topi
82} // namespace tvm
83#endif // TVM_TOPI_NN_MAPPING_H_
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
Checked scalar view over a VarNode.
Definition var.h:46
Tensor expression language DSL.
Definition extracted_task.h:33
Tensor compute(ffi::Array< PrimExpr > shape, FCompute fcompute, std::string name="tensor", std::string tag="", ffi::Map< ffi::String, ffi::Any > attrs={})
Construct a new tensor by computing over shape, using the computation rule: result_tensor[axis] = fco...
Tensor scale_shift_nchw(const Tensor &x, const Tensor &scale, const Tensor &shift, std::string name="ScaleShift", std::string tag=kBroadcast)
Scale and shift with NCHW order.
Definition mapping.h:49
Tensor scale_shift_nhwc(const Tensor &x, const Tensor &scale, const Tensor &shift, std::string name="ScaleShift", std::string tag=kBroadcast)
Scale and shift with NHWC order.
Definition mapping.h:70
constexpr auto kBroadcast
Definition tags.h:36
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.