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Paddle/paddle/framework/attribute.h

164 lines
4.3 KiB

#pragma once
#include <boost/variant.hpp>
#include <functional>
#include <string>
#include <unordered_map>
#include <unordered_set>
#include <vector>
#include "paddle/framework/attribute.pb.h"
#include "paddle/framework/op_desc.pb.h"
#include "paddle/platform/enforce.h"
namespace paddle {
namespace framework {
typedef boost::variant<boost::blank, int, float, std::string, std::vector<int>,
std::vector<float>, std::vector<std::string>>
Attribute;
typedef std::unordered_map<std::string, Attribute> AttributeMap;
template <typename T>
AttrType AttrTypeID();
Attribute GetAttrValue(const AttrDesc& attr_desc);
// check whether a value(attribute) fit a certain limit
template <typename T>
class LargerThanChecker {
public:
LargerThanChecker(T lower_bound) : lower_bound_(lower_bound) {}
void operator()(T& value) const {
PADDLE_ENFORCE(value > lower_bound_, "larger_than check fail");
}
private:
T lower_bound_;
};
// we can provide users more common Checker, like 'LessThanChecker',
// 'BetweenChecker'...
template <typename T>
class DefaultValueSetter {
public:
DefaultValueSetter(T default_value) : default_value_(default_value) {}
void operator()(T& value) const { value = default_value_; }
private:
T default_value_;
};
template <typename T>
class EnumInContainer {
public:
explicit EnumInContainer(const std::unordered_set<T>& c) : container_(c) {}
void operator()(T& val) const {
PADDLE_ENFORCE(container_.find(val) != container_.end(),
"Value %s is not in enum container %s", val,
ContainerDebugString());
}
private:
std::string ContainerDebugString() const {
std::ostringstream sout;
sout << "[";
size_t cnt = 0;
for (auto& v : container_) {
sout << v;
++cnt;
if (cnt != container_.size()) {
sout << " ,";
}
}
sout << "]";
return sout.str();
}
std::unordered_set<T> container_;
};
// check whether a certain attribute fit its limits
// an attribute can have more than one limits
template <typename T>
class TypedAttrChecker {
typedef std::function<void(T&)> ValueChecker;
public:
TypedAttrChecker(const std::string& attr_name) : attr_name_(attr_name) {}
TypedAttrChecker& InEnum(const std::unordered_set<T>& range) {
value_checkers_.push_back(EnumInContainer<T>(range));
return *this;
}
TypedAttrChecker& LargerThan(const T& lower_bound) {
value_checkers_.push_back(LargerThanChecker<T>(lower_bound));
return *this;
}
// we can add more common limits, like LessThan(), Between()...
TypedAttrChecker& SetDefault(const T& default_value) {
PADDLE_ENFORCE(default_value_setter_.empty(),
"%s can't have more than one default value!", attr_name_);
default_value_setter_.push_back(DefaultValueSetter<T>(default_value));
return *this;
}
// allow users provide their own checker
TypedAttrChecker& AddCustomChecker(const ValueChecker& checker) {
value_checkers_.push_back(checker);
return *this;
}
void operator()(AttributeMap& attr_map) const {
if (!attr_map.count(attr_name_)) {
// user do not set this attr
PADDLE_ENFORCE(!default_value_setter_.empty(),
"Attribute '%s' is required!", attr_name_);
// default_value_setter_ has no more than one element
T val;
(default_value_setter_[0])(val);
attr_map[attr_name_] = val;
}
Attribute& attr = attr_map.at(attr_name_);
T& attr_value = boost::get<T>(attr);
for (const auto& checker : value_checkers_) {
checker(attr_value);
}
}
private:
std::string attr_name_;
std::vector<ValueChecker> value_checkers_;
std::vector<ValueChecker> default_value_setter_;
};
// check whether op's all attributes fit their own limits
class OpAttrChecker {
typedef std::function<void(AttributeMap&)> AttrChecker;
public:
template <typename T>
TypedAttrChecker<T>& AddAttrChecker(const std::string& attr_name) {
attr_checkers_.push_back(TypedAttrChecker<T>(attr_name));
AttrChecker& checker = attr_checkers_.back();
return *(checker.target<TypedAttrChecker<T>>());
}
void Check(AttributeMap& attr_map) const {
for (const auto& checker : attr_checkers_) {
checker(attr_map);
}
}
private:
std::vector<AttrChecker> attr_checkers_;
};
} // namespace framework
} // namespace paddle