Python 类似 LINQ 的方法
2 个回答
10
可以试试这个叫 py-linq 的东西！
安装
pip install py_linq
使用方法
from py_linq import Enumerable
x = Enumerable([1, 2, 3, 4, 5])
x.first() # 1
x.skip(1)\
.where(lambda i: i < 5)\
.to_list() # [2, 3, 4]
6
最后，我几乎模拟了所有的Linq方法，并做了一个合适的包装，这样你就可以链式调用这些方法了。
它支持
any（任意）、all（全部）、first（第一个）、first_or_none（第一个或没有）、last（最后一个）、last_or_none（最后一个或没有）、to_list（转为列表）、to_dictionary（转为字典）、where（筛选）、distinct（去重）、group_by（分组）、order_by（排序）、take（取前几个）、skip（跳过前几个）、select（选择）、select_many（选择多个）、foreach（遍历）、concat（连接）、concat_item（连接单个项）、except_for（排除）、intersect（交集）
使用示例
# Chaining: ['#1', '#2', '#3']
print Linq([-1, 0, 1, 2, 3])\
.where(lambda i: i > 0)\
.select(lambda i: "#" + repr(i))
# Getting single item: 2
print Linq([1, 2, 3, 4]).first(lambda i: i > 1)
# Grouping by: {'even': [2], 'odd': [1, 3]}
print Linq([1, 2, 3])\
.group_by(lambda i: "even" if i % 2 == 0 else "odd")
# I always loved this function: {1: 'This is number 1', 2: 'This is number 2', 3: 'This is number 3'}
print Linq([1, 2, 3])\
.to_dictionary(lambda i: i, lambda i: "This is number " + repr(i))
源代码
"""
LINQ analog for Python
Contact: purin.anton@gmail.com
"""
__author__ = 'Anton Purin'
import itertools
class Linq(object):
"""Allows to apply LINQ-like methods to wrapped iterable"""
class LinqException(Exception):
"""
Special exception to be thrown by Linq
"""
pass
def __init__(self, iterable):
"""
Instantiates Linq wrapper
:param iterable: iterable to wrap
"""
if iterable is None:
raise Linq.LinqException("iterable is None")
if iterable.__class__ is Linq:
self.iterable = iterable.iterable
else:
self.iterable = iterable
def __repr__(self):
return repr(self.to_list())
def __iter__(self):
"""
Allows to iterate Linq object
"""
return iter(self.iterable)
def any(self, predicate=None):
"""
Returns true if there any item which matches given predicate.
If no predicate given returns True if there is any item at all.
:param predicate: Function which takes item as argument and returns bool
:returns: Boolean
:rtype: bool
"""
for i in self.iterable:
if predicate is None:
return True
elif predicate(i):
return True
return False
def all(self, predicate):
"""
Returns true if all items match given predicate.
:param predicate: Function which takes item as argument and returns bool
:returns: Boolean
:rtype: bool
"""
for i in self.iterable:
if not predicate(i):
return False
return True
def first(self, predicate=None):
"""
Returns first item which matches predicate or first item if no predicate given.
Raises exception, if no matching items found.
:param predicate: Function which takes item as argument and returns bool
:returns: item
:rtype: object
"""
for i in self.iterable:
if predicate is None:
return i
elif predicate(i):
return i
raise Linq.LinqException('No matching items!')
def first_or_none(self, predicate=None):
"""
Returns first item which matches predicate or first item if no predicate given.
Returns None, if no matching items found.
:param predicate: Function which takes item as argument and returns bool
:returns: item
:rtype: object
"""
try:
return self.first(predicate)
except Linq.LinqException:
return None
def last(self, predicate=None):
"""
Returns last item which matches predicate or last item if no predicate given.
Raises exception, if no matching items found.
:param predicate: Function which takes item as argument and returns bool
:returns: item
:rtype: object
"""
last_item = None
last_item_set = False
for i in self.iterable:
if (predicate is not None and predicate(i)) or (predicate is None):
last_item = i
last_item_set = True
if not last_item_set:
raise Linq.LinqException('No matching items!')
return last_item
def last_or_none(self, predicate=None):
"""
Returns last item which matches predicate or last item if no predicate given.
Returns None, if no matching items found.
:param predicate: Function which takes item as argument and returns bool
:returns: item
:rtype: object
"""
try:
return self.last(predicate)
except Linq.LinqException:
return None
def to_list(self):
"""
Converts LinqIterable to list
:returns: list
:rtype: list
"""
return list(self.iterable)
def to_dictionary(self, key_selector=None, value_selector=None, unique=True):
"""
Converts LinqIterable to dictionary
:param key_selector: function which takes item and returns key for it
:param value_selector: function which takes item and returns value for it
:param unique: boolean, if True that will throw exception if keys are not unique
:returns: dict
:rtype: dict
"""
result = {}
keys = set() if unique else None
for i in self.iterable:
key = key_selector(i) if key_selector is not None else i
value = value_selector(i) if value_selector is not None else i
if unique:
if key in keys:
raise Linq.LinqException("Key '" + repr(key) + "' is used more than once.")
keys.add(key)
result[key] = value
return result
def where(self, predicate):
"""
Returns items which matching predicate function
:param predicate: Function which takes item as argument and returns bool
:returns: results wrapped with Linq
:rtype: Linq
"""
return Linq([i for i in self.iterable if predicate(i)])
def distinct(self, key_selector=None):
"""
Filters distinct values from enumerable
:param key_selector: function which takes item and returns key for it
:returns: results wrapped with Linq
:rtype: Linq
"""
key_selector = key_selector if key_selector is not None else lambda item: item
keys = set()
return Linq([i for i in self.iterable if key_selector(i) not in keys and not keys.add(key_selector(i))])
def group_by(self, key_selector=None, value_selector=None):
"""
Groups given items by keys.
:param key_selector: function which takes item and returns key for it
:param value_selector: function which takes item and returns value for it
:returns: Dictionary, where value if Linq for given key
:rtype: dict
"""
key_selector = key_selector if key_selector is not None else lambda item: item
value_selector = value_selector if value_selector is not None else lambda item: item
result = {}
for i in self.iterable:
key = key_selector(i)
if result.__contains__(key):
result[key].append(value_selector(i))
else:
result[key] = [value_selector(i)]
for key in result:
result[key] = Linq(result[key])
return result
def order_by(self, value_selector=None, comparer=None, descending=False):
"""
Orders items.
:param value_selector: function which takes item and returns value for it
:param comparer: function which takes to items and compare them returning int
:param descending: shows how items will be sorted
"""
return Linq(sorted(self.iterable, comparer, value_selector, descending))
def take(self, number):
"""
Takes only given number of items, of all available items if their count is less than number
:param number: number of items to get
:returns: results wrapped with Linq
:rtype: Linq
"""
def internal_take(iterable, number):
count = 0
for i in iterable:
count += 1
if count > number:
break
yield i
return Linq(internal_take(self.iterable, number))
def skip(self, number):
"""
Skips given number of items in enumerable
:param number: number of items to get
:returns: results wrapped with Linq
:rtype: Linq
"""
def internal_skip(iterable, number):
count = 0
for i in iterable:
count += 1
if count <= number:
continue
yield i
return Linq(internal_skip(self.iterable, number))
def select(self, selector):
"""
Converts items in list with given function
:param selector: Function which takes item and returns other item
:returns: results wrapped with Linq
:rtype: Linq
"""
return Linq([selector(i) for i in self.iterable])
def select_many(self, selector):
"""
Converts items in list with given function
:param selector: Function which takes item and returns iterable
:returns: results wrapped with Linq
:rtype: Linq
"""
return Linq([i for i in [selector(sub) for sub in self.iterable]])
def foreach(self, func):
"""
Allows to perform some action for each object in iterable, but not allows to redefine items
:param func: Function which takes item as argument
:returns: self
:rtype: Linq
"""
for i in self.iterable:
func(i)
return self
def concat(self, iterable):
"""
Concats two iterables
:param iterable: Any iterable
:returns: self
:rtype: Linq
"""
return Linq(itertools.chain(self.iterable, iterable))
def concat_item(self, item):
"""
Concats iterable with single item
:param item: Any item
:returns: self
:rtype: Linq
"""
return Linq(itertools.chain(self.iterable, [item]))
def except_for(self, iterable):
"""
Filters items except given iterable
:param iterable: Any iterable
:returns: self
:rtype: Linq
"""
return Linq([i for i in self.iterable if i not in iterable])
def intersect(self, iterable):
"""
Intersection between two iterables
:param iterable: Any iterable
:returns: self
:rtype: Linq
"""
return Linq([i for i in self.iterable if i in iterable])
如你所见，有些情况在Python中很容易处理，而有些则不然。这是把.NET的东西带到Python中。