提交 44137260 编写于 作者: Q qiaolongfei

Merge branch 'scope' of https://github.com/jacquesqiao/Paddle into scope

...@@ -31,11 +31,38 @@ class Scope { ...@@ -31,11 +31,38 @@ class Scope {
}; };
``` ```
## Scope 可以被继承或者叫共享
解释下Scope如何被共享,如何查找Variable的算法。 ## Parent scope and local scope
* Scope永远从本地寻找Variable,找不到会从他的父亲Scope寻找Variable
* 嵌套深度不做要求。 Just like [scope](https://en.wikipedia.org/wiki/Scope_(computer_science)) in programming languages, `Scope` in the neural network can also be a local scope. There are two attributes about local scope.
1. We can create local variables in a local scope. When that local scope are destroyed, all local variables should also be destroyed.
2. Variables in a parent scope can be retrieved from local scopes of that parent scope, i.e., when user get a variable from a scope, it will try to search this variable in current scope. If there is no such variable in the local scope, `scope` will keep searching from its parent, until the variable is found or there is no parent.
```cpp
class Scope {
public:
Scope(const std::shared_ptr<Scope>& scope): parent_(scope) {}
Variable* Get(const std::string& name) const {
Variable* var = GetVarLocally(name);
if (var != nullptr) {
return var;
} else if (parent_ != nullptr) {
return parent_->Get(name);
} else {
return nullptr;
}
}
private:
std::shared_ptr<Scope> parent_ {nullptr};
};
```
In `Scope` class, there is a private data member called `parent_`. `parent_` is a smart pointer to its parent scope. When user `Get` a variable by its `name`, the `name` will be searched inside the current scope. If the variable cannot be found locally and parent scope is not a `nullptr`, the variable will be searched inside that parent scope. `parent_` pointer's default value is `nullptr`. It means that the scope is a global scope when `parent_` is nullptr.
A local scope is very useful when we implement Recurrent Neural Network. Each timestep of an RNN should be a `Net`. Each `Net` of timestep (`StepNet` for short) should use an independent local scope. Just like variables in a while loop is inside a local scope in programming languages. By using a single `StepNet` and changing local scope, we can implement an RNN easily.
# 接口实现 # 接口实现
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