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.
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