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node_op_util.h
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/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
/*!
* \file node_op_util.h
* \brief abstraction for commonly used nnvm::Node operations.
*/
#ifndef MXNET_NNVM_NODE_OP_UTIL_H_
#define MXNET_NNVM_NODE_OP_UTIL_H_
#include <mxnet/base.h>
#include <string>
#include <unordered_map>
#include "../operator/elemwise_op_common.h"
namespace mxnet {
namespace util {
class NodeOpGen {
private:
const nnvm::ObjectPtr& dependent_node;
public:
explicit NodeOpGen(const nnvm::ObjectPtr& dependent_node) : dependent_node{dependent_node} {}
nnvm::NodeEntry mul(const nnvm::NodeEntry& lhs, const nnvm::NodeEntry& rhs) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"elemwise_mul", dependent_node->attrs.name + "_mul", {lhs, rhs}, nullptr, &dependent_node)};
}
nnvm::NodeEntry mul(const nnvm::NodeEntry& x, double scalar) {
const std::unordered_map<std::string, std::string> scalar_dict = {
{"scalar", std::to_string(scalar)}};
return nnvm::NodeEntry{mxnet::op::MakeNode("_mul_scalar",
dependent_node->attrs.name + "_mul_scalar",
{x},
&scalar_dict,
&dependent_node)};
}
nnvm::NodeEntry mul(double scalar, const nnvm::NodeEntry& x) {
return NodeOpGen::mul(x, scalar);
}
nnvm::NodeEntry div(const nnvm::NodeEntry& lhs, const nnvm::NodeEntry& rhs) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"elemwise_div", dependent_node->attrs.name + "_div", {lhs, rhs}, nullptr, &dependent_node)};
}
nnvm::NodeEntry square(const nnvm::NodeEntry& x) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"square", dependent_node->attrs.name + "_square", {x}, nullptr, &dependent_node)};
}
nnvm::NodeEntry reciprocal(const nnvm::NodeEntry& x) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"reciprocal", dependent_node->attrs.name + "_reciprocal", {x}, nullptr, &dependent_node)};
}
nnvm::NodeEntry negative(const nnvm::NodeEntry& x) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"negative", dependent_node->attrs.name + "_negative", {x}, nullptr, &dependent_node)};
}
nnvm::NodeEntry ones_like(const nnvm::NodeEntry& x) {
return nnvm::NodeEntry{mxnet::op::MakeNode(
"ones_like", dependent_node->attrs.name + "_oneslike", {x}, nullptr, &dependent_node)};
}
};
} // namespace util
} // namespace mxnet
#endif // MXNET_NNVM_NODE_OP_UTIL_H_