未验证 提交 1a4b0d63 编写于 作者: F fengjiayi 提交者: GitHub

Merge pull request #9352 from JiayiFeng/doc_update_reader_doc

Update c++ readers doc
...@@ -113,7 +113,7 @@ To solve this problem, we introduce `ReaderHolder` as a wrapper. It acts as an e ...@@ -113,7 +113,7 @@ To solve this problem, we introduce `ReaderHolder` as a wrapper. It acts as an e
To create and invoke readers, some new ops are introduced: To create and invoke readers, some new ops are introduced:
### CreateReaderOp ### Operators That Create Readers
Each reader has its creation op. File readers' creation ops have no input and yield the created file reader as its output. Decorated readers' creation ops take the underlying readers as inputs and then yield new decorated readers. Each reader has its creation op. File readers' creation ops have no input and yield the created file reader as its output. Decorated readers' creation ops take the underlying readers as inputs and then yield new decorated readers.
...@@ -153,19 +153,52 @@ double_buffer_reader = create_double_buffer_op(batch_reader) ...@@ -153,19 +153,52 @@ double_buffer_reader = create_double_buffer_op(batch_reader)
The forwarding ops of the corresponding `main_program` would be like this: The forwarding ops of the corresponding `main_program` would be like this:
``` ```
while_op { not_completed = true
pass_count = 0
while_op(not_completed) {
has_next = has_next_op(double_buffer_reader) has_next = has_next_op(double_buffer_reader)
if_else_op(has_next) { if_else_op(has_next) {
batch_data = read_op(double_buffer_reader) batch_data = read_op(double_buffer_reader)
... (subsequent training ops) ... (subsequent training ops)
} else { } else {
reset_op(double_buffer_reader) reset_op(double_buffer_reader)
increase_op(pass_count)
not_completed = less_than_op(pass_count, reqiured_pass_num)
} }
} }
``` ```
Two important considerations for these programs are as follows: A few important considerations for these programs are as follows:
1. The multiple\_reader is the batch\_reader's underlying reader, and the batch\_reader is the double\_buffer\_reader's underlying reader. `read_op`, `has_next_op` and other reader related ops will only invoke the top-most reader. In this case, it's the double\_buffer\_reader. 1. `not_completed`, `pass_count` and other variables shown above are all Fluid Variables.
2. All readers exist in both `startup_program` and `main_program`. And they are persistable. 2. The multiple\_reader is the batch\_reader's underlying reader, and the batch\_reader is the double\_buffer\_reader's underlying reader. `read_op`, `has_next_op` and other reader related ops will only invoke the top-most reader. In this case, it's the double\_buffer\_reader.
3. All readers exist in both `startup_program` and `main_program`. And they are persistable.
### Simplify Configuration by MultiPassReader
The Program configuration mentioned above is complicated. Users need to be very familiar to concepts of Program and Block to prevent making mistakes in their code. To make the usage of C++ readers more friendly to new users, we introduce `MultiPassReader`.
`MultiPassReader` is a decorated reader. A multi-pass reader is used to continuously yield data for several training passes. It takes the number of passes to run as one of its attributes('pass_num') and maintains a counter to record how many passes it has completed. Each time its underlying reader reaches the EOF, the multi-pass reader checks whether it has completed the training of given number of pass. If not, the underlying reader will be re-initialized and starts a new pass automatically. Before completing the whole training, the return of MultiPassReader's `HasNext()` will always be `true`.
With `MultiPassReader`, the startup program would be like this:
```
multiple_reader = open_files_op(...)
batch_reader = create_batch_reader_op(multiple_reader)
multi_pass_reader = create_multi_pass_reader_op(batch_reader)
double_buffer_reader = create_double_buffer_op(multi_pass_reader)
... (other initializers)
```
The forwarding part of the corresponding `main_program` would be like this:
```
not_completed = true
while_op(not_completed) {
batch_data = read_op(double_buffer_reader)
... (subsequent training ops)
not_completed = has_next_op(double_buffer_reader)
}
```
...@@ -81,10 +81,10 @@ class CreateMultiPassReaderOpMaker : public DecoratedReaderMakerBase { ...@@ -81,10 +81,10 @@ class CreateMultiPassReaderOpMaker : public DecoratedReaderMakerBase {
This operator creates a multi-pass reader. A multi-pass reader This operator creates a multi-pass reader. A multi-pass reader
is used to yield data for several pass training continuously. is used to yield data for several pass training continuously.
It takes the the number of pass to run as one of its attributes It takes the number of passes to run as one of its attributes
('pass_num'), and maintains a pass counter to record how many ('pass_num'), and maintains a pass counter to record how many
passes it has completed. When the underlying reader reach the EOF, passes it has completed. When the underlying reader reaches the
the multi-pass reader checks whether it has completed training EOF, the multi-pass reader checks whether it has completed training
of the given number of pass. If not, the underlying reader will of the given number of pass. If not, the underlying reader will
be re-initialized and starts a new pass automatically. be re-initialized and starts a new pass automatically.
)DOC"); )DOC");
......
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