(by Brett Slatkin, Addison-Wesley)
Item 1. Know Which Version of Python You’re Using
Item 2. Follow the PEP 8 Style Guide
Item 3. Know the Differences Between bytes
and str
Item 4. Prefer Interpolated F-Strings Over C-style Format Strings and str.format
Item 5. Write Helper Functions Instead of Complex Expressions
Item 6. Prefer Multiple Assignment Unpacking Over Indexing
Item 7. Prefer enumerate
Over range
Item 8. Use zip
to Process Iterators in Parallel
Item 9. Avoid else
Blocks After for
and `while`` Loops
Item 10. Prevent Repetition with Assignment Expressions
Item 11: Know How to Slice Sequences
Item 12: Avoid Striding and Slicing in a Single Expression
Item 13: Prefer Catch-All Unpacking Over Slicing
Item 14: Sort by Complex Criteria Using the key
Parameter
Item 15: Be Cautious When Relying on dict
Insertion Ordering
Item 16: Prefer get
Over in
and KeyError
to Handle Missing Dictionary Keys
Item 17: Prefer defaultdict
Over setdefault
to Handle Missing Items in Internal State
Item 18: Know How to Construct Key-Dependent Default Values with __missing__
Item 19: Never Unpack More Than Three Variables When Functions Return Multiple Values
Item 20: Prefer Raising Exceptions to Returning None
Item 21: Know How Closures Interact with Variable Scope
Item 22: Reduce Visual Noise with Variable Positional Arguments
Item 23: Provide Optional Behavior with Keyword Arguments
Item 24: Use None
and Docstrings to Specify Dynamic Default Arguments
Item 25: Enforce Clarity with Keyword-Only and Positional-Only Arguments
Item 26: Define Function Decorators with functools.wraps
Item 27: Use Comprehensions Instead of map and filter
Item 28: Avoid More Than Two Control Subexpressions in Comprehensions
Item 29: Avoid Repeated Work in Comprehensions by Using Assignment Expressions
Item 30: Consider Generators Instead of Returning Lists
Item 31: Be Defensive When Iterating Over Arguments
Item 32: Consider Generator Expressions for Large List Comprehensions
Item 33: Compose Multiple Generators with yield from
Item 34: Avoid Injecting Data into Generators with send
Item 35: Avoid Causing State Transitions in Generators with throw
Item 36: Consider itertools
for Working with Iterators and Generators
Item 37: Compose Classes Instead of Nesting Many Levels of Built-in Types
Item 38: Accept Functions Instead of Classes for Simple Interfaces
Item 39: Use @classmethod
Polymorphism to Construct Objects Generically
Item 40: Initialize Parent Classes with super
Item 41: Consider Composing Functionality with Mix-in Classes
Item 42: Prefer Public Attributes Over Private Ones
Item 43: Inherit from collections.abc
for Custom Container Types
Item 44: Use Plain Attributes Instead of Setter and Getter Methods
Item 45: Consider @property
Instead of Refactoring Attributes
Item 46: Use Descriptors for Reusable @property
Methods
Item 47: Use __getattr__
, __getattribute__
, and __setattr__
for Lazy Attributes
Item 48: Validate Subclasses with __init_subclass__
Item 49: Register Class Existence with __init_subclass__
Item 50: Annotate Class Attributes with __set_name__
Item 51: Prefer Class Decorators Over Metaclasses for Composable Class Extensions
Item 52: Use subprocess
to Manage Child Processes
Item 53: Use Threads for Blocking I/O, Avoid for Parallelism
Item 54: Use Lock
to Prevent Data Races in Threads
Item 55: Use Queue
to Coordinate Work Between Threads
Item 56: Know How to Recognize When Concurrency Is Necessary
Item 57: Avoid Creating New Thread Instances for On-demand Fan-out
Item 58: Understand How Using Queue
for Concurrency Requires Refactoring
Item 59: Consider ThreadPoolExecutor
When Threads Are Necessary for Concurrency
Item 60: Achieve Highly Concurrent I/O with Coroutines
Item 61: Know How to Port Threaded I/O to asyncio
Item 62: Mix Threads and Coroutines to Ease the Transition to asyncio
Item 63: Avoid Blocking the asyncio
Event Loop to Maximize Responsiveness
Item 64: Consider concurrent.futures
for True Parallelism
Item 65: Take Advantage of Each Block in try
/except
/else
/finally
Item 66: Consider contextlib
and with
Statements for Reusable try
/finally
Behavior
Item 67: Use datetime
Instead of time
for Local Clocks
Item 68: Make pickle
Reliable with copyreg
Item 69: Use decimal
When Precision Is Paramount
Item 70: Profile Before Optimizing
Item 71: Prefer deque
for Producer–Consumer Queues
Item 72: Consider Searching Sorted Sequences with bisect
Item 73: Know How to Use heapq
for Priority Queues
Item 74: Consider memoryview
and bytearray
for Zero-Copy Interactions with bytes
Item 75: Use repr
Strings for Debugging Output
Item 76: Verify Related Behaviors in TestCase Subclasses
Item 77: Isolate Tests from Each Other with setUp
, tearDown
, setUpModule
, and tearDownModule
Item 78: Use Mocks to Test Code with Complex Dependencies
Item 79: Encapsulate Dependencies to Facilitate Mocking and Testing
Item 80: Consider Interactive Debugging with pdb
Item 81: Use tracemalloc to Understand Memory Usage and Leaks
Item 82: Know Where to Find Community-Built Modules
Item 83: Use Virtual Environments for Isolated and Reproducible Dependencies
Item 84: Write Docstrings for Every Function, Class, and Module
Item 85: Use Packages to Organize Modules and Provide Stable APIs
Item 86: Consider Module-Scoped Code to Configure Deployment Environments
Item 87: Define a Root Exception to Insulate Callers from APIs
Item 88: Know How to Break Circular Dependencies
Item 89: Consider warnings to Refactor and Migrate Usage
Item 90: Consider Static Analysis via typing to Obviate Bugs
Last modified 16 December 2024