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pyguide.md
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pyguide.md
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@ -83,9 +83,6 @@ See README.md for details.
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+ [2.14.2 Pros](#s2.14.2-pros)
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+ [2.14.2 Pros](#s2.14.2-pros)
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+ [2.14.3 Cons](#s2.14.3-cons)
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+ [2.14.3 Cons](#s2.14.3-cons)
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+ [2.14.4 Decision](#s2.14.4-decision)
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+ [2.14.4 Decision](#s2.14.4-decision)
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* [2.15 Deprecated Language Features](#s2.15-deprecated-language-features)
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+ [2.15.1 Definition](#s2.15.1-definition)
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+ [2.15.2 Decision](#s2.15.2-decision)
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* [2.16 Lexical Scoping](#s2.16-lexical-scoping)
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* [2.16 Lexical Scoping](#s2.16-lexical-scoping)
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+ [2.16.1 Definition](#s2.16.1-definition)
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+ [2.16.1 Definition](#s2.16.1-definition)
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+ [2.16.2 Pros](#s2.16.2-pros)
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+ [2.16.2 Pros](#s2.16.2-pros)
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@ -128,8 +125,9 @@ See README.md for details.
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+ [3.8.4 Classes](#s3.8.4-comments-in-classes)
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+ [3.8.4 Classes](#s3.8.4-comments-in-classes)
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+ [3.8.5 Block and Inline Comments](#s3.8.5-block-and-inline-comments)
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+ [3.8.5 Block and Inline Comments](#s3.8.5-block-and-inline-comments)
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+ [3.8.6 Punctuation, Spelling, and Grammar](#s3.8.6-punctuation-spelling-and-grammar)
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+ [3.8.6 Punctuation, Spelling, and Grammar](#s3.8.6-punctuation-spelling-and-grammar)
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* [3.9 Classes](#s3.9-classes)
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* [3.10 Strings](#s3.10-strings)
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* [3.10 Strings](#s3.10-strings)
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+ [3.10.1 Logging](#s3.10.1-logging)
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+ [3.10.2 Error Messages](#s3.10.2-error-messages)
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* [3.11 Files and Sockets](#s3.11-files-and-sockets)
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* [3.11 Files and Sockets](#s3.11-files-and-sockets)
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* [3.12 TODO Comments](#s3.12-todo-comments)
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* [3.12 TODO Comments](#s3.12-todo-comments)
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* [3.13 Imports formatting](#s3.13-imports-formatting)
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* [3.13 Imports formatting](#s3.13-imports-formatting)
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@ -220,8 +218,8 @@ Catches easy-to-miss errors like typos, using-vars-before-assignment, etc.
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#### 2.1.3 Cons
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#### 2.1.3 Cons
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|
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`pylint`
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`pylint`
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isn't perfect. To take advantage of it, we'll need to sometimes: a) Write around
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isn't perfect. To take advantage of it, sometimes we'll need to write around it,
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it b) Suppress its warnings or c) Improve it.
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suppress its warnings or fix it.
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|
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<a id="s2.1.4-decision"></a>
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<a id="s2.1.4-decision"></a>
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<a id="214-decision"></a>
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<a id="214-decision"></a>
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@ -432,8 +430,8 @@ Exceptions are allowed but must be used carefully.
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<a id="exceptions-definition"></a>
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<a id="exceptions-definition"></a>
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#### 2.4.1 Definition
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#### 2.4.1 Definition
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|
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Exceptions are a means of breaking out of the normal flow of control of a code
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Exceptions are a means of breaking out of normal control flow to handle errors
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block to handle errors or other exceptional conditions.
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or other exceptional conditions.
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|
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<a id="s2.4.2-pros"></a>
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<a id="s2.4.2-pros"></a>
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<a id="242-pros"></a>
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<a id="242-pros"></a>
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@ -444,7 +442,7 @@ block to handle errors or other exceptional conditions.
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The control flow of normal operation code is not cluttered by error-handling
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The control flow of normal operation code is not cluttered by error-handling
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code. It also allows the control flow to skip multiple frames when a certain
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code. It also allows the control flow to skip multiple frames when a certain
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condition occurs, e.g., returning from N nested functions in one step instead of
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condition occurs, e.g., returning from N nested functions in one step instead of
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having to carry-through error codes.
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having to plumb error codes through.
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|
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<a id="s2.4.3-cons"></a>
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<a id="s2.4.3-cons"></a>
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<a id="243-cons"></a>
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<a id="243-cons"></a>
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@ -629,9 +627,8 @@ Commonly used for implementing decorators.
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<a id="nested-classes-functions-cons"></a>
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<a id="nested-classes-functions-cons"></a>
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#### 2.6.3 Cons
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#### 2.6.3 Cons
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|
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Instances of nested or local classes cannot be pickled. Nested functions and
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Nested functions and classes cannot be directly tested. Nesting can make the
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classes cannot be directly tested. Nesting can make your outer function longer
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outer function longer and less readable.
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and less readable.
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|
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<a id="s2.6.4-decision"></a>
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<a id="s2.6.4-decision"></a>
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<a id="264-decision"></a>
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<a id="264-decision"></a>
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@ -789,8 +786,7 @@ means a dictionary). This is also an advantage.
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Use default iterators and operators for types that support them, like lists,
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Use default iterators and operators for types that support them, like lists,
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dictionaries, and files. The built-in types define iterator methods, too. Prefer
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dictionaries, and files. The built-in types define iterator methods, too. Prefer
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these methods to methods that return lists, except that you should not mutate a
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these methods to methods that return lists, except that you should not mutate a
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container while iterating over it. Never use Python 2 specific iteration methods
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container while iterating over it.
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such as `dict.iter*()` unless necessary.
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|
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```python
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```python
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Yes: for key in adict: ...
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Yes: for key in adict: ...
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@ -859,7 +855,8 @@ functions.
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<a id="lambdas"></a>
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<a id="lambdas"></a>
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### 2.10 Lambda Functions
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### 2.10 Lambda Functions
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Okay for one-liners.
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Okay for one-liners. Prefer generator expressions over `map()` or `filter()`
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with a `lambda`.
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|
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<a id="s2.10.1-definition"></a>
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<a id="s2.10.1-definition"></a>
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<a id="2101-definition"></a>
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<a id="2101-definition"></a>
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@ -868,8 +865,6 @@ Okay for one-liners.
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#### 2.10.1 Definition
|
#### 2.10.1 Definition
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|
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Lambdas define anonymous functions in an expression, as opposed to a statement.
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Lambdas define anonymous functions in an expression, as opposed to a statement.
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They are often used to define callbacks or operators for higher-order functions
|
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like `map()` and `filter()`.
|
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<a id="s2.10.2-pros"></a>
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<a id="s2.10.2-pros"></a>
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<a id="2102-pros"></a>
|
<a id="2102-pros"></a>
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@ -949,6 +944,7 @@ true-expression, if-expression, else-expression. Use a complete if statement
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when things get more complicated.
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when things get more complicated.
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|
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```python
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```python
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Yes:
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one_line = 'yes' if predicate(value) else 'no'
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one_line = 'yes' if predicate(value) else 'no'
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slightly_split = ('yes' if predicate(value)
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slightly_split = ('yes' if predicate(value)
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else 'no, nein, nyet')
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else 'no, nein, nyet')
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|
@ -959,6 +955,7 @@ the_longest_ternary_style_that_can_be_done = (
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```
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```
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|
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```python
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```python
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No:
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bad_line_breaking = ('yes' if predicate(value) else
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bad_line_breaking = ('yes' if predicate(value) else
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'no')
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'no')
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portion_too_long = ('yes'
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portion_too_long = ('yes'
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@ -1079,8 +1076,8 @@ future without breaking the interface.
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<a id="properties-cons"></a>
|
<a id="properties-cons"></a>
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#### 2.13.3 Cons
|
#### 2.13.3 Cons
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||||||
|
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Must inherit from `object` in Python 2. Can hide side-effects much like operator
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Can hide side-effects much like operator overloading. Can be confusing for
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overloading. Can be confusing for subclasses.
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subclasses.
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|
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<a id="s2.13.4-decision"></a>
|
<a id="s2.13.4-decision"></a>
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<a id="2134-decision"></a>
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<a id="2134-decision"></a>
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@ -1089,8 +1086,8 @@ overloading. Can be confusing for subclasses.
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#### 2.13.4 Decision
|
#### 2.13.4 Decision
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||||||
|
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||||||
Use properties in new code to access or set data where you would normally have
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Use properties in new code to access or set data where you would normally have
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used simple, lightweight accessor or setter methods. Properties should be
|
used lightweight accessor or setter methods. Properties should be created with
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created with the `@property` [decorator](#s2.17-function-and-method-decorators).
|
the `@property` [decorator](#s2.17-function-and-method-decorators).
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|
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Inheritance with properties can be non-obvious if the property itself is not
|
Inheritance with properties can be non-obvious if the property itself is not
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overridden. Thus one must make sure that accessor methods are called indirectly
|
overridden. Thus one must make sure that accessor methods are called indirectly
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@ -1234,53 +1231,6 @@ Use the "implicit" false if possible, e.g., `if foo:` rather than `if foo !=
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|
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- Note that `'0'` (i.e., `0` as string) evaluates to true.
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- Note that `'0'` (i.e., `0` as string) evaluates to true.
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|
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<a id="s2.15-deprecated-language-features"></a>
|
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<a id="215-deprecated-language-features"></a>
|
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|
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<a id="deprecated-features"></a>
|
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### 2.15 Deprecated Language Features
|
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|
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Use string methods instead of the `string` module where possible. Use function
|
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call syntax instead of `apply`. Use list comprehensions and `for` loops instead
|
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of `filter` and `map` when the function argument would have been an inlined
|
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lambda anyway. Use `for` loops instead of `reduce`.
|
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|
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<a id="s2.15.1-definition"></a>
|
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<a id="2151-definition"></a>
|
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|
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<a id="deprecated-features-definition"></a>
|
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#### 2.15.1 Definition
|
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|
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Current versions of Python provide alternative constructs that people find
|
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generally preferable.
|
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|
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<a id="s2.15.2-decision"></a>
|
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<a id="2152-decision"></a>
|
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|
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<a id="deprecated-features-decision"></a>
|
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#### 2.15.2 Decision
|
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|
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We do not use any Python version which does not support these features, so there
|
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is no reason not to use the new styles.
|
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|
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```python
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Yes: words = foo.split(':')
|
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|
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[x[1] for x in my_list if x[2] == 5]
|
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|
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map(math.sqrt, data) # Ok. No inlined lambda expression.
|
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||||||
|
|
||||||
fn(*args, **kwargs)
|
|
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```
|
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|
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```python
|
|
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No: words = string.split(foo, ':')
|
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|
|
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map(lambda x: x[1], filter(lambda x: x[2] == 5, my_list))
|
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||||||
|
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apply(fn, args, kwargs)
|
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```
|
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|
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<a id="s2.16-lexical-scoping"></a>
|
<a id="s2.16-lexical-scoping"></a>
|
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<a id="216-lexical-scoping"></a>
|
<a id="216-lexical-scoping"></a>
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|
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|
@ -1506,8 +1456,7 @@ longer but is straightforward.
|
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Avoid these features in your code.
|
Avoid these features in your code.
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||||||
|
|
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Standard library modules and classes that internally use these features are okay
|
Standard library modules and classes that internally use these features are okay
|
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to use (for example, `abc.ABCMeta`, `collections.namedtuple`, `dataclasses`, and
|
to use (for example, `abc.ABCMeta`, `dataclasses`, and `enum`).
|
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`enum`).
|
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|
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<a id="s2.20-modern-python"></a>
|
<a id="s2.20-modern-python"></a>
|
||||||
<a id="220-modern-python"></a>
|
<a id="220-modern-python"></a>
|
||||||
|
@ -2039,10 +1988,10 @@ No:
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|
|
||||||
Most `.py` files do not need to start with a `#!` line. Start the main file of a
|
Most `.py` files do not need to start with a `#!` line. Start the main file of a
|
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program with
|
program with
|
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`#!/usr/bin/python` with an optional single digit `2` or `3` suffix per
|
`#!/usr/bin/env python3` (to support virtualenvs) or `#!/usr/bin/python3` per
|
||||||
[PEP-394](https://www.google.com/url?sa=D&q=http://www.python.org/dev/peps/pep-0394/).
|
[PEP-394](https://www.python.org/dev/peps/pep-0394/).
|
||||||
|
|
||||||
This line is used by the kernel to find the Python interpreter, but is ignored by Python when importing modules. It is only necessary on a file that will be executed directly.
|
This line is used by the kernel to find the Python interpreter, but is ignored by Python when importing modules. It is only necessary on a file intended to be executed directly.
|
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|
|
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<a id="s3.8-comments-and-docstrings"></a>
|
<a id="s3.8-comments-and-docstrings"></a>
|
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<a id="s3.8-comments"></a>
|
<a id="s3.8-comments"></a>
|
||||||
|
@ -2337,48 +2286,18 @@ using a comma when you should be using a semicolon, it is very important that
|
||||||
source code maintain a high level of clarity and readability. Proper
|
source code maintain a high level of clarity and readability. Proper
|
||||||
punctuation, spelling, and grammar help with that goal.
|
punctuation, spelling, and grammar help with that goal.
|
||||||
|
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<a id="s3.9-classes"></a>
|
|
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<a id="39-classes"></a>
|
|
||||||
|
|
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<a id="classes"></a>
|
|
||||||
### 3.9 Classes
|
|
||||||
|
|
||||||
Classes need not explicitly inherit from `object` (unless for compatibility with
|
|
||||||
Python 2).
|
|
||||||
|
|
||||||
```python
|
|
||||||
Modern:
|
|
||||||
class SampleClass:
|
|
||||||
pass
|
|
||||||
|
|
||||||
|
|
||||||
class OuterClass:
|
|
||||||
|
|
||||||
class InnerClass:
|
|
||||||
pass
|
|
||||||
```
|
|
||||||
|
|
||||||
```python
|
|
||||||
Ancient:
|
|
||||||
class SampleClass(object):
|
|
||||||
pass
|
|
||||||
|
|
||||||
|
|
||||||
class OuterClass(object):
|
|
||||||
|
|
||||||
class InnerClass(object):
|
|
||||||
pass
|
|
||||||
```
|
|
||||||
|
|
||||||
<a id="s3.10-strings"></a>
|
<a id="s3.10-strings"></a>
|
||||||
<a id="310-strings"></a>
|
<a id="310-strings"></a>
|
||||||
|
|
||||||
<a id="strings"></a>
|
<a id="strings"></a>
|
||||||
### 3.10 Strings
|
### 3.10 Strings
|
||||||
|
|
||||||
Use the `format` method or the `%` operator for formatting strings, even when
|
Use an
|
||||||
the parameters are all strings. Use your best judgment to decide between `+` and
|
[f-string](https://docs.python.org/3/reference/lexical_analysis.html#f-strings),
|
||||||
`%` (or `format`) though.
|
the `%` operator, or the `format` method for formatting strings, even when the
|
||||||
|
parameters are all strings. Use your best judgment to decide between `+` and `%`
|
||||||
|
(or `format`) though. Do not use `%` or the `format` method for pure
|
||||||
|
concatenation.
|
||||||
|
|
||||||
```python
|
```python
|
||||||
Yes: x = a + b
|
Yes: x = a + b
|
||||||
|
@ -2386,7 +2305,7 @@ Yes: x = a + b
|
||||||
x = '{}, {}'.format(first, second)
|
x = '{}, {}'.format(first, second)
|
||||||
x = 'name: %s; score: %d' % (name, n)
|
x = 'name: %s; score: %d' % (name, n)
|
||||||
x = 'name: {}; score: {}'.format(name, n)
|
x = 'name: {}; score: {}'.format(name, n)
|
||||||
x = f'name: {name}; score: {n}' # Python 3.6+
|
x = f'name: {name}; score: {n}'
|
||||||
```
|
```
|
||||||
|
|
||||||
```python
|
```python
|
||||||
|
@ -2396,11 +2315,14 @@ No: x = '%s%s' % (a, b) # use + in this case
|
||||||
x = 'name: ' + name + '; score: ' + str(n)
|
x = 'name: ' + name + '; score: ' + str(n)
|
||||||
```
|
```
|
||||||
|
|
||||||
Avoid using the `+` and `+=` operators to accumulate a string within a loop.
|
Avoid using the `+` and `+=` operators to accumulate a string within a loop. In
|
||||||
Since strings are immutable, this creates unnecessary temporary objects and
|
some conditions, accumulating a string with addition can lead to quadratic
|
||||||
results in quadratic rather than linear running time. Instead, add each
|
rather than linear running time. Although common accumulations of this sort may
|
||||||
substring to a list and `''.join` the list after the loop terminates (or, write
|
be optimized on CPython, that is an implementation detail. The conditions under
|
||||||
each substring to an `io.BytesIO` buffer).
|
which an optimization applies are not easy to predict and may change. Instead,
|
||||||
|
add each substring to a list and `''.join` the list after the loop terminates,
|
||||||
|
or write each substring to an `io.StringIO` buffer. These techniques
|
||||||
|
consistently have amortized-linear run time complexity.
|
||||||
|
|
||||||
```python
|
```python
|
||||||
Yes: items = ['<table>']
|
Yes: items = ['<table>']
|
||||||
|
@ -2479,6 +2401,104 @@ Don't do this.
|
||||||
will collapse common leading spaces in each line.""")
|
will collapse common leading spaces in each line.""")
|
||||||
```
|
```
|
||||||
|
|
||||||
|
<a id="s3.10.1-logging"></a>
|
||||||
|
<a id="3101-logging"></a>
|
||||||
|
<a id="logging"></a>
|
||||||
|
|
||||||
|
<a id="logging"></a>
|
||||||
|
#### 3.10.1 Logging
|
||||||
|
|
||||||
|
For logging functions that expect a pattern-string (with %-placeholders) as
|
||||||
|
their first argument: Always call them with a string literal (not an f-string!)
|
||||||
|
as their first argument with pattern-parameters as subsequent arguments. Some
|
||||||
|
logging implementations collect the unexpanded pattern-string as a queryable
|
||||||
|
field. It also prevents spending time rendering a message that no logger is
|
||||||
|
configured to output.
|
||||||
|
|
||||||
|
```python
|
||||||
|
Yes:
|
||||||
|
import tensorflow as tf
|
||||||
|
logger = tf.get_logger()
|
||||||
|
logger.info('TensorFlow Version is: %s', tf.__version__)
|
||||||
|
```
|
||||||
|
|
||||||
|
```python
|
||||||
|
Yes:
|
||||||
|
import os
|
||||||
|
from absl import logging
|
||||||
|
|
||||||
|
logging.info('Current $PAGER is: %s', os.getenv('PAGER', default=''))
|
||||||
|
|
||||||
|
homedir = os.getenv('HOME')
|
||||||
|
if homedir is None or not os.access(homedir, os.W_OK):
|
||||||
|
logging.error('Cannot write to home directory, $HOME=%r', homedir)
|
||||||
|
```
|
||||||
|
|
||||||
|
```python
|
||||||
|
No:
|
||||||
|
import os
|
||||||
|
from absl import logging
|
||||||
|
|
||||||
|
logging.info('Current $PAGER is:')
|
||||||
|
logging.info(os.getenv('PAGER', default=''))
|
||||||
|
|
||||||
|
homedir = os.getenv('HOME')
|
||||||
|
if homedir is None or not os.access(homedir, os.W_OK):
|
||||||
|
logging.error(f'Cannot write to home directory, $HOME={homedir!r}')
|
||||||
|
```
|
||||||
|
|
||||||
|
<a id="s3.10.2-error-messages"></a>
|
||||||
|
<a id="3102-error-messages"></a>
|
||||||
|
<a id="error-messages"></a>
|
||||||
|
|
||||||
|
<a id="error-messages"></a>
|
||||||
|
#### 3.10.2 Error Messages
|
||||||
|
|
||||||
|
Error messages (such as: message strings on exceptions like `ValueError`, or
|
||||||
|
messages shown to the user) should follow three guidelines:
|
||||||
|
|
||||||
|
1. The message needs to precisely match the actual error condition.
|
||||||
|
|
||||||
|
2. Interpolated pieces need to always be clearly identifiable as such.
|
||||||
|
|
||||||
|
3. They should allow simple automated processing (e.g. grepping).
|
||||||
|
|
||||||
|
```python
|
||||||
|
Yes:
|
||||||
|
if not 0 <= p <= 1:
|
||||||
|
raise ValueError(f'Not a probability: {p!r}')
|
||||||
|
|
||||||
|
try:
|
||||||
|
os.rmdir(workdir)
|
||||||
|
except OSError as error:
|
||||||
|
logging.warning('Could not remove directory (reason: %r): %r',
|
||||||
|
error, workdir)
|
||||||
|
```
|
||||||
|
|
||||||
|
```python
|
||||||
|
No:
|
||||||
|
if p < 0 or p > 1: # PROBLEM: also false for float('nan')!
|
||||||
|
raise ValueError(f'Not a probability: {p!r}')
|
||||||
|
|
||||||
|
try:
|
||||||
|
os.rmdir(workdir)
|
||||||
|
except OSError:
|
||||||
|
# PROBLEM: Message makes an assumption that might not be true:
|
||||||
|
# Deletion might have failed for some other reason, misleading
|
||||||
|
# whoever has to debug this.
|
||||||
|
logging.warning('Directory already was deleted: %s', workdir)
|
||||||
|
|
||||||
|
try:
|
||||||
|
os.rmdir(workdir)
|
||||||
|
except OSError:
|
||||||
|
# PROBLEM: The message is harder to grep for than necessary, and
|
||||||
|
# not universally non-confusing for all possible values of `workdir`.
|
||||||
|
# Imagine someone calling a library function with such code
|
||||||
|
# using a name such as workdir = 'deleted'. The warning would read:
|
||||||
|
# "The deleted directory could not be deleted."
|
||||||
|
logging.warning('The %s directory could not be deleted.', workdir)
|
||||||
|
```
|
||||||
|
|
||||||
<a id="s3.11-files-and-sockets"></a>
|
<a id="s3.11-files-and-sockets"></a>
|
||||||
<a id="311-files-and-sockets"></a>
|
<a id="311-files-and-sockets"></a>
|
||||||
<a id="files-and-sockets"></a>
|
<a id="files-and-sockets"></a>
|
||||||
|
@ -2758,6 +2778,9 @@ Always use a `.py` filename extension. Never use dashes.
|
||||||
|
|
||||||
- offensive terms
|
- offensive terms
|
||||||
|
|
||||||
|
- names that needlessly include the type of the variable (for example:
|
||||||
|
`id_to_name_dict`)
|
||||||
|
|
||||||
<a id="s3.16.2-naming-conventions"></a>
|
<a id="s3.16.2-naming-conventions"></a>
|
||||||
<a id="3162-naming-convention"></a>
|
<a id="3162-naming-convention"></a>
|
||||||
|
|
||||||
|
@ -2771,8 +2794,8 @@ Always use a `.py` filename extension. Never use dashes.
|
||||||
variables and functions (linters will flag protected member access). While
|
variables and functions (linters will flag protected member access). While
|
||||||
prepending a double underscore (`__` aka "dunder") to an instance variable
|
prepending a double underscore (`__` aka "dunder") to an instance variable
|
||||||
or method effectively makes the variable or method private to its class
|
or method effectively makes the variable or method private to its class
|
||||||
(using name mangling) we discourage its use as it impacts readability and
|
(using name mangling); we discourage its use as it impacts readability and
|
||||||
testability and isn't *really* private.
|
testability, and isn't *really* private.
|
||||||
|
|
||||||
- Place related classes and top-level functions together in a
|
- Place related classes and top-level functions together in a
|
||||||
module.
|
module.
|
||||||
|
@ -3399,8 +3422,8 @@ def f(x: "sketch.Sketch"): ...
|
||||||
|
|
||||||
Circular dependencies that are caused by typing are code smells. Such code is a
|
Circular dependencies that are caused by typing are code smells. Such code is a
|
||||||
good candidate for refactoring. Although technically it is possible to keep
|
good candidate for refactoring. Although technically it is possible to keep
|
||||||
circular dependencies, the [build system](#typing-build-deps) will not let you
|
circular dependencies, various build systems will not let you do so
|
||||||
do so because each module has to depend on the other.
|
because each module has to depend on the other.
|
||||||
|
|
||||||
Replace modules that create circular dependency imports with `Any`. Set an
|
Replace modules that create circular dependency imports with `Any`. Set an
|
||||||
[alias](#typing-aliases) with a meaningful name, and use the real type name from
|
[alias](#typing-aliases) with a meaningful name, and use the real type name from
|
||||||
|
|
Loading…
Reference in New Issue
Block a user