From 241f3c988f87978d05a8b2f516509490b01b5ef5 Mon Sep 17 00:00:00 2001 From: Thuan Nguyen Date: Thu, 29 Mar 2018 00:04:10 -0700 Subject: [PATCH] Add channel design document (#9463) * Add channel design document * Update channel send/recv state diagram --- doc/fluid/design/concurrent/channel.md | 139 ++++++++++++++++++ .../design/concurrent/images/channel_recv.png | Bin 0 -> 136646 bytes .../design/concurrent/images/channel_send.png | Bin 0 -> 85643 bytes 3 files changed, 139 insertions(+) create mode 100644 doc/fluid/design/concurrent/channel.md create mode 100644 doc/fluid/design/concurrent/images/channel_recv.png create mode 100644 doc/fluid/design/concurrent/images/channel_send.png diff --git a/doc/fluid/design/concurrent/channel.md b/doc/fluid/design/concurrent/channel.md new file mode 100644 index 00000000000..a00a3325e7b --- /dev/null +++ b/doc/fluid/design/concurrent/channel.md @@ -0,0 +1,139 @@ +# Channel Design + +## Introduction + +A Channel is a data structure that allows for synchronous interprocess +communication via message passing. It is a fundemental component of CSP +(communicating sequential processes), and allows for users to pass data +between threads without having to worry about synchronization. + +## How to use it + +Paddle offers python APIs to open and close channels, along with sending +and receiving data to/from a channel. + +### Create a channel + +Creates a new channel that takes in variables of a specific dtype. + +- **fluid.make_channel(dtype, capacity=0)** + - **dtype**: The data type of variables being sent/received through channel + - **capacity**: The capacity of the channel. A capacity of 0 represents + an unbuffered channel. Capacity > 0 represents a buffered channel + +``` +ch = fluid.make_channel(dtype=core.VarDesc.VarType.LOD_TENSOR, 10) +``` + +### Close a channel + +Closes a channel. Any pending senders and receivers will be awoken during +this time. Receivers can still receive from a closed channel, but senders +are not allowed to send any additional data to the channel (Paddle will +raise an exception if users try to send to a closed channel.) + +- **fluid.channel_close(channel)** + +``` +fluid.channel_close(ch) +``` + +### Send data to a channel + +Sends a variable to a channel. Currently, variables of dtype `LoDTensor`, +`LoDRankTable`, `LoDTensorArray`, `SelectedRows`, `ReaderHolder`, and +`ChannelHolder` are supported. + +By default, the data of the Variable is moved from the sender to the receiver, +however the user can optionally copy the data before performing the send. + +- **channel_send(channel, variable, is_copy=False)** + - **channel**: The channel to send the variable to + - **variable**: The variable to send to the channel + - **is_copy**: If set to True, channel_send will perform a variable assign + to copy the source variable to a new variable to be sent. + +``` +ch = fluid.make_channel(dtype=core.VarDesc.VarType.LOD_TENSOR) +var = fill_constant(shape=[1],dtype=core.VarDesc.VarType.INT32, value=100) +fluid.channel_send(ch, var, True) +``` + +### Receive data from a channel + +Receives a variable from a channel. The data of the variable is moved to the +receiving variable. + +- **channel_recv(channel, return_variable)** + - **channel**: The channel to receive the variable from + - **return_variable**: The destination variable used to store the data of the + variable received from the channel + +``` +ch = fluid.make_channel(dtype=core.VarDesc.VarType.LOD_TENSOR) +var = fill_constant(shape=[1],dtype=core.VarDesc.VarType.INT32, value=-1) +fluid.channel_recv(ch, var) +``` + +## How it Works + +Channels provides a simple interface for different threads to share data. +To support the synchronization requirements, channels utilizes a series of +internal queues, locks, and conditional variables. + +### QueueMessage + +QueueMessage encapsulates the state of the channel send/receive operation to be +put in the **sendq/recvq**. It contains a condition variable used to lock the +thread (when there are no available sends/receives). In addition, it contains +a callback function to notify a thread when the QueueMessage is being +processed by the channel. + +### Queues + +- **buff_**: This queue holds the data buffer in a buffered channel. The +capacity is set to the capacity of the channel. This data buffer is not +used in an unbuffered channel. + +- **sendq**: This queue holds the QueueMessage of any pending senders of a +channel. When a thread performs a channel_send operation on the channel, the +channel_send operation will put a new QueueMessage on the sendq and block the +current thread under two conditions: + 1. The channel is buffered and is full + 2. The channel is unbuffered and does not have a receiver + +- **recvq**: This queue holds the QueueMessage of any pending receivers of a +channel. When a thread performs a channel_recv operation on the channel, the +channel_recv operation will put a new QueueMessage on the recvq and block the +current thread under two conditions: + 1. The channel is buffered and there is no data on the buff_ + 2. The channel is unbuffered and does not have a sender + +### State diagram + +#### Channel Send + +

+
+

+ +#### Channel Receive + +

+
+

+ +## Limitations and Considerations + +### Variable Copy + +In golang, variables in channels are copied from the sender to the receiver. +In Paddle, the data from our variables are **moved** from sender to receiver. +As a result, these variables should not be used after they are sent. We +provide a flag in channel_send method to allow users to copy the variable to +be sent before it is sent. + +Please note that this is acheived by adding an **assign** operator and creating +a temporary variable that is sent in place of the original variable. Please +note that **assign** operator has limited support for only certain variables +datatypes. diff --git a/doc/fluid/design/concurrent/images/channel_recv.png b/doc/fluid/design/concurrent/images/channel_recv.png new file mode 100644 index 0000000000000000000000000000000000000000..c06cd15ae7b8a8c94d5742f6675e389081fcf789 GIT binary patch literal 136646 zcmZsCWn7fq_O>8MOM}uOAl=>F1Jd1{(p^e7(yi1G0)ljRh=4G3Gjw;?d*gG?`9B}t z5Bvo8-1pvl#kJPD)|v=qkTe=H0rHC%FVJLVBvf9!fCU3TRfw;E|8cN^|McPo*$Y_- zQ8iD4{cLzowf^b8Q8~M{P+i^kItx+vv>KmO7vx?BLn{h78sy2XoEQ%s;3HMZfS)Wl ziXQU=pCxi`LzxK6pR@bvTdT5Ntsa}d9S@iMj?&pJ&CH~IYhPI<)00}Kh?G8?A*Hs(B~y$o6Gki`E_|1=$vb9)-|W9>um=Su3G%T<*R`S?f#4 zcqqe(su zw#+@d6P6bR4@1qfrSnBSvG(S$3V}#0e@_)ii!o3Kbv+F-pmO8WHm66)Y+q0=5cpaT zTcp53Wsto}FK$DpQJh!V_GbULk%&8$k*9fTXpR!!pR&5-afiT=h3Y&|U7^M7rtopuZ>8K35yw3H@*XePJ$gJnAJ+k&t3Pm$c5grv>v-Ezp}l=pXm4@;+?*~ieN;oL2Cg$BNG>E~aBRwI@?7AUM9|NJ zhD~6zbxy_lryv`b=hEn~#u8`a$dAtd3FQSg3oJ~2IHW|n<&;mWAtrWQ!mTD=mj~CK 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