niceSOFT/python3-more-itertools: More routines for operating on iterables, beyond itertools

docs/api.rst
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Raymond Hettinger
Move running statistics to recipes
08 апр 2026, 22:07
08 апр 2026, 22:076294fa6
=============
API Reference
=============

.. automodule:: more_itertools

Grouping
========

These tools yield groups of items from a source iterable.

----

**New itertools**

.. autofunction:: chunked
.. autofunction:: ichunked
.. autofunction:: chunked_even
.. autofunction:: sliced
.. autofunction:: constrained_batches(iterable, max_size, max_count=None, get_len=len, strict=True)
.. autofunction:: distribute
.. autofunction:: divide
.. autofunction:: split_at
.. autofunction:: split_before
.. autofunction:: split_after
.. autofunction:: split_into
.. autofunction:: split_when
.. autofunction:: bucket
.. autofunction:: unzip

----

**Itertools recipes**

.. autofunction:: batched
.. autofunction:: grouper
.. autofunction:: partition
.. autofunction:: transpose


Lookahead and lookback
======================

These tools peek at an iterable's values without advancing it.

----

**New itertools**


.. autofunction:: spy
.. autoclass:: peekable
.. autoclass:: seekable


Windowing
=========

These tools yield windows of items from an iterable.

----

**New itertools**

.. autofunction:: windowed
.. autofunction:: substrings
.. autofunction:: substrings_indexes
.. autofunction:: stagger
.. autofunction:: windowed_complete

----

**Itertools recipes**

.. autofunction:: pairwise
.. autofunction:: triplewise
.. autofunction:: sliding_window
.. autofunction:: subslices


Augmenting
==========

These tools yield items from an iterable, plus additional data.

----

**New itertools**

.. autofunction:: count_cycle
.. autofunction:: intersperse
.. autofunction:: padded
.. autofunction:: mark_ends
.. autofunction:: repeat_each
.. autofunction:: repeat_last
.. autofunction:: adjacent
.. autofunction:: groupby_transform

----

**Itertools recipes**

.. function:: padnone
  :noindex:
.. autofunction:: pad_none
.. autofunction:: ncycles

Combining
=========

These tools combine multiple iterables.

----

**New itertools**

.. autofunction:: collapse
.. autofunction:: interleave
.. autofunction:: interleave_longest
.. autofunction:: interleave_evenly
.. autofunction:: interleave_randomly
.. autofunction:: partial_product
.. autofunction:: sort_together
.. autofunction:: value_chain
.. autofunction:: zip_offset(*iterables, offsets, longest=False, fillvalue=None)
.. autofunction:: zip_broadcast(*objects, scalar_types=(str, bytes), strict=False)

----

**Itertools recipes**

.. autofunction:: flatten
.. autofunction:: roundrobin
.. autofunction:: prepend


Concurrency
===========

These tools support thread-safe concurrency.

----

.. autofunction:: concurrent_tee
.. autoclass:: serialize
.. autofunction:: synchronized


Summarizing
===========

These tools return summarized or aggregated data from an iterable.

----

**New itertools**

.. autofunction:: ilen
.. autofunction:: unique_to_each
.. autofunction:: sample(iterable, k=1, weights=None)
.. autofunction:: consecutive_groups(iterable, ordering=lambda x: x)
.. autoclass:: run_length
.. autofunction:: map_reduce
.. autofunction:: join_mappings
.. autofunction:: exactly_n(iterable, n, predicate=bool)
.. autofunction:: is_sorted
.. autofunction:: all_unique
.. autofunction:: argmin
.. autofunction:: argmax
.. function:: minmax(iterable, *[, key, default])
.. autofunction:: minmax(arg1, arg2, *args[, key])
  :noindex:
.. autofunction:: iequals

----

**Itertools recipes**

.. autofunction:: all_equal
.. autofunction:: first_true
.. autofunction:: quantify(iterable, pred=bool)


Selecting
=========

These tools yield certain items from an iterable.

----

**New itertools**

.. class:: islice_extended(iterable, stop)
.. autoclass:: islice_extended(iterable, start, stop[, step])
  :noindex:
.. autofunction:: first(iterable[, default])
.. autofunction:: last(iterable[, default])
.. autofunction:: one(iterable, too_short=ValueError, too_long=ValueError)
.. autofunction:: only(iterable, default=None, too_long=ValueError)
.. autofunction:: strictly_n(iterable, n, too_short=None, too_long=None)
.. autofunction:: strip
.. autofunction:: lstrip
.. autofunction:: rstrip
.. autofunction:: filter_except
.. autofunction:: map_except
.. autofunction:: filter_map
.. autofunction:: iter_suppress
.. autofunction:: nth_or_last(iterable, n[, default])
.. autofunction:: extract
.. autofunction:: unique_in_window
.. autofunction:: duplicates_everseen
.. autofunction:: duplicates_justseen
.. autofunction:: classify_unique
.. autofunction:: longest_common_prefix
.. autofunction:: takewhile_inclusive

----

**Itertools recipes**

.. autofunction:: nth
.. autofunction:: before_and_after
.. autofunction:: take
.. autofunction:: tail
.. autofunction:: unique_everseen
.. autofunction:: unique_justseen
.. autofunction:: unique


Combinatorics
=============

These tools yield combinatorial arrangements of items from iterables.

----

**New itertools**

.. autofunction:: distinct_permutations
.. autofunction:: distinct_combinations
.. autofunction:: nth_combination_with_replacement
.. autofunction:: circular_shifts
.. autofunction:: partitions
.. autofunction:: set_partitions
.. autofunction:: product_index
.. autofunction:: combination_index
.. autofunction:: permutation_index
.. autofunction:: combination_with_replacement_index
.. autofunction:: derangements
.. autofunction:: gray_product
.. autofunction:: outer_product
.. autofunction:: powerset_of_sets

----

**Itertools recipes**

.. autofunction:: powerset
.. autofunction:: random_product
.. autofunction:: random_permutation
.. autofunction:: random_combination
.. autofunction:: random_combination_with_replacement
.. autofunction:: random_derangement
.. autofunction:: nth_product
.. autofunction:: nth_permutation
.. autofunction:: nth_combination


Wrapping
========

These tools provide wrappers to smooth working with objects that produce or
consume iterables.

----

**New itertools**

.. autofunction:: always_iterable
.. autofunction:: always_reversible
.. autoclass:: callback_iter
.. autofunction:: countable
.. autofunction:: consumer
.. autoclass:: sized_iterator
.. autofunction:: with_iter

----

**Itertools recipes**

.. autofunction:: iter_except

Math
====

These tools work with most numeric data types.

**New itertools**

.. autofunction:: dft
.. autofunction:: idft

----

**Itertools recipes**

.. autofunction:: convolve
.. autofunction:: dotproduct
.. autofunction:: matmul
.. autofunction:: polynomial_from_roots
.. autofunction:: polynomial_derivative
.. autofunction:: polynomial_eval
.. autofunction:: sum_of_squares


Integer Math
============

**New itertools**

The tools focus on math with integers.

----

.. autofunction:: nth_prime

----

**Itertools recipes**

.. autofunction:: factor
.. autofunction:: is_prime
.. autofunction:: multinomial
.. autofunction:: sieve
.. autofunction:: totient


Statistics
==========

**Itertools recipes**

The tools focus on simple statistics.

.. autofunction:: running_min
.. autofunction:: running_max
.. autofunction:: running_mean
.. autofunction:: running_median
.. autofunction:: running_statistics


Others
======

**New itertools**

.. autofunction:: locate(iterable, pred=bool, window_size=None)
.. autofunction:: rlocate(iterable, pred=bool, window_size=None)
.. autofunction:: replace
.. function:: numeric_range(stop)
.. autofunction:: numeric_range(start, stop[, step])
  :noindex:
.. autofunction:: side_effect
.. autofunction:: iterate
.. autofunction:: difference(iterable, func=operator.sub, *, initial=None)
.. autofunction:: make_decorator
.. autoclass:: SequenceView
.. autofunction:: time_limited
.. autofunction:: map_if(iterable, pred, func, func_else=lambda x: x)
.. autofunction:: doublestarmap

----

**Itertools recipes**

.. autofunction:: iter_index
.. autofunction:: consume
.. autofunction:: tabulate
.. autofunction:: repeatfunc
.. autofunction:: reshape
.. autofunction:: loops