polars.collect_all_async#

polars.collect_all_async( lazy_frames: Iterable[LazyFrame], *, gevent: bool = False, type_coercion: bool = True, predicate_pushdown: bool = True, projection_pushdown: bool = True, simplify_expression: bool = True, no_optimization: bool = False, slice_pushdown: bool = True, comm_subplan_elim: bool = True, comm_subexpr_elim: bool = True, cluster_with_columns: bool = True, streaming: bool = False, ) → Awaitable[list[DataFrame]] | _GeventDataFrameResult[list[DataFrame]][source]#

Collect multiple LazyFrames at the same time asynchronously in thread pool.

Warning

This functionality is considered unstable. It may be changed at any point without it being considered a breaking change.

Collects into a list of DataFrame (like polars.collect_all()), but instead of returning them directly, they are scheduled to be collected inside thread pool, while this method returns almost instantly.

May be useful if you use gevent or asyncio and want to release control to other greenlets/tasks while LazyFrames are being collected.

Parameters:

lazy_frames: A list of LazyFrames to collect.
gevent: Return wrapper to gevent.event.AsyncResult instead of Awaitable
type_coercion: Do type coercion optimization.
predicate_pushdown: Do predicate pushdown optimization.
projection_pushdown: Do projection pushdown optimization.
simplify_expression: Run simplify expressions optimization.
no_optimization: Turn off (certain) optimizations.
slice_pushdown: Slice pushdown optimization.
comm_subplan_elim: Will try to cache branching subplans that occur on self-joins or unions.
comm_subexpr_elim: Common subexpressions will be cached and reused.
cluster_with_columns: Combine sequential independent calls to with_columns
streaming: Process the query in batches to handle larger-than-memory data. If set to False (default), the entire query is processed in a single batch.

Warning

Streaming mode is considered unstable. It may be changed at any point without it being considered a breaking change.

Note

Use explain() to see if Polars can process the query in streaming mode.

Returns:

If gevent=False (default) then returns awaitable.
If gevent=True then returns wrapper that has
.get(block=True, timeout=None) method.