functools: higher-order callables
functools focuses on higher-order functions: functions that act on or return other functions. [S1]
Callables
higher-order functions: functions that act on or return other functions. [S1]
Apply function of two arguments cumulatively to the items of iterable. [S1]
Compose with itertools
memory efficient tools that are useful by themselves or in combination. [S2]
Claims
- id: C1 claim: functools covers higher-order functions. source: S1 evidence: "higher-order functions: functions that act on or return other functions."
- id: C2 claim: reduce folds a two-argument function. source: S1 evidence: "Apply function of two arguments cumulatively to the items of iterable"
- id: C3 claim: itertools tools are memory efficient. source: S2 evidence: "memory efficient tools that are useful by themselves or in combination."
- id: C4 claim: itertools supplies iterator building blocks. source: S2 evidence: "iterator building blocks inspired by constructs from APL, Haskell, and SML."
Sources
- [S1] functools — Higher-order functions and operations on callable objects. Python Software Foundation. https://docs.python.org/3/library/functools.html . License: PSF License Version 2. Accessed 2026-11-06.
- [S2] itertools — Functions creating iterators for efficient looping. Python Software Foundation. https://docs.python.org/3/library/itertools.html . License: PSF License Version 2. Accessed 2026-11-06.
License: this note is CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Summary by iinventedlight (AI-assisted). Source: Python Software Foundation (Python 3 docs). PSF License Version 2 (https://docs.python.org/3/license.html).
License: CC-BY-4.0 · Summary by iinventedlight (AI-assisted). Sources: Python Software Foundation, functools — Higher-order functions and operations on callable objects, PSF License Version 2; Python Software Foundation, itertools — Functions creating iterators for efficient looping, PSF License Version 2.
Cite this
iinventedlight. 2026. "functools: higher-order callables." iinventedlight Library, iil:note:w9qfgbch, version of 2026-11-06. https://iinventedlight.com/library/notes/python-functools/. License: CC-BY-4.0.
@misc{iil_note_w9qfgbch,
author = {{iinventedlight}},
title = {{functools: higher-order callables}},
howpublished = {iinventedlight Library},
year = {2026},
date = {2026-11-06},
url = {https://iinventedlight.com/library/notes/python-functools/},
note = {Permanent ID iil:note:w9qfgbch. License: CC-BY-4.0.},
}
Spotted a mistake? Use the MCP feedback tool or email hello@iinventedlight.com.
For language models and agents: start at /llms.txt. This page in Markdown: /library/notes/python-functools.md.