Skip to content
项目
群组
代码片段
帮助
当前项目
正在载入...
登录 / 注册
切换导航面板
P
pytensor
项目
项目
详情
活动
周期分析
仓库
仓库
文件
提交
分支
标签
贡献者
图表
比较
统计图
议题
0
议题
0
列表
看板
标记
里程碑
合并请求
0
合并请求
0
CI / CD
CI / CD
流水线
作业
日程
统计图
Wiki
Wiki
代码片段
代码片段
成员
成员
折叠边栏
关闭边栏
活动
图像
聊天
创建新问题
作业
提交
问题看板
Open sidebar
testgroup
pytensor
Commits
45e787dd
提交
45e787dd
authored
1月 21, 2010
作者:
James Bergstra
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
adding opt_patterns2 proposal draft
上级
fd8df6c1
隐藏空白字符变更
内嵌
并排
正在显示
2 个修改的文件
包含
38 行增加
和
0 行删除
+38
-0
index.txt
doc/proposals/index.txt
+1
-0
opt_patterns2.txt
doc/proposals/opt_patterns2.txt
+37
-0
没有找到文件。
doc/proposals/index.txt
浏览文件 @
45e787dd
...
...
@@ -10,4 +10,5 @@ Proposals for new/revised features
pfunc
noupdates
opt_patterns2
doc/proposals/opt_patterns2.txt
0 → 100644
浏览文件 @
45e787dd
======================
Optimization Patterns
======================
.. note:
Proposed 2010 01 20
Motivation
==========
Theano optimizations are organized at high level,
but canonicalization and specialization (C&S) are a mess. It is difficult to know how a graph will
be optimized, or to know in which order optimizations will be performed.
C&S is also slow because of the guess-and-check nature of node optimization within equilibrium
optimizers (VERIFY THIS BY PROFILING).
C&S functions are also very difficult and tedious to write because of
symmetries in the graph, and because of the lack of standard Op names
(e.g. ``T.add``, ``T.and_``, and ``T._shape``). Gemm and the advanced_indexing -> xent
optimization are particularly tricky examples.
Defining a sort of regexp-like approach for describing graph substitutions would ideally be
less error-prone, less tedious, more efficient to evaluate, easier to document, and all-round
better.
Proposal
========
In a nutshell: revisit the PatternSub and make it more powerful.
Olivier B. (original author or PatternSub) mentioned that one of the problems was the annoyance
of working through DimShuffle
Olivier B. also suggests writing scalar-related patterns in terms of scalars, and then inferring Tensor-related patterns.
编写
预览
Markdown
格式
0%
重试
或
添加新文件
添加附件
取消
您添加了
0
人
到此讨论。请谨慎行事。
请先完成此评论的编辑!
取消
请
注册
或者
登录
后发表评论