itertools.chain.from_iterable
Performance Patterns

Meaning

Flattens a nested iterable (e.g., list of lists) into a single flat iterator.

Primary Function

Flattens nested iterables into a single iterator for sequential iteration.

Communicative Purpose

To express the operation of flattening nested iterables in Python code.

Pattern

itertools.chain.from_iterable(<iterable_of_iterables>)

Core Structure

itertools.chain.from_iterable

Função primária

Flattens nested iterables into a single iterator for sequential iteration.

Propósito comunicativo

To express the operation of flattening nested iterables in Python code.

Situações de gatilho

When you have a list of lists (or any iterable of iterables) and need to iterate over all elements as a flat sequence.

Contextos

Data processing, loops, functional programming, when flattening nested structures before iteration.

Padrão

itertools.chain.from_iterable(<iterable_of_iterables>)

Estrutura central

itertools.chain.from_iterable

Slots de substituição

nested_list

Colocados típicos

  • list list of lists nested list iterable iterator

Substituições comuns

  • itertools.chain(*nested_list) sum(nested_list
  • []) list comprehension [x for sub in nested_list for x in sub]

Erros comuns

Using itertools.chain(*nested_list) when sub‑iterables are not all iterable, causing TypeError Forgetting that the result is an iterator, not a list; forgetting to consume it or convert to list if needed

Similar / contraste

itertools.chain (for chaining separate iterables) itertools.chain.from_iterable (for flattening one level of nesting) itertools.chain.from_iterable vs itertools.chain.from_iterable on already‑flat iterables (no effect)

Interferências

Confusing itertools.chain (which chains separate iterables) with itertools.chain.from_iterable (which flattens one level of nesting).

Família do chunk

  • itertools.chain
  • itertools.chain.from_iterable
  • itertools.groupby
  • itertools.product

Nuance

Returns a lazy iterator; does not materialize a list unless explicitly converted.

Efeito pragmático

Signals the intent to flatten a nested structure for efficient, memory‑friendly iteration.

Dica de memória

Think of chaining the inner iterables together: ‘chain from iterable’.

Nota

Commonly used in data‑processing pipelines where nested lists need to be flattened before further transformation.

Upgrade path

itertools.chain.from_iterable → itertools.chain for chaining separate iterables, or itertools.groupby for grouping after flattening.

Tipo de construção: routineTag de espaçamento: Medium-term

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