Toolz
Composable functions for processing iterators, mappings, and grouped data in Python.
External resource. No execution or independent verification is claimed here.
Does a streaming grouped reduction match direct materialized aggregation for generated records with empty and singleton groups?
Use a straightforward independent loop as the reference, compare exact counts and integer totals, and record peak memory under a frozen measurement protocol.
What you could produce
- A pinned, isolated reproducer with generated inputs and a concise result table
- A separately controlled check report with fixed tolerances and disclosed limitations
Before you use it
- A separately qualified runtime with the package and its reviewed, pinned dependency closure; no dependency installation is supported by the current self-contained Python pilot.
Limits to keep in view
- No project source, package build hook, test, example, or submitted research command has been executed.
- The documented pilot supports self-contained Python 3.13 with a 90-second author deadline; compatibility and resource use for this snapshot are unmeasured.
- Low-dependency investigation candidate only. Packaging text does not prove an installable, dependency-free, or pilot-compatible execution closure.
Source and permission context
Preserve the upstream project name, version, repository link, applicable notices, and contributor attribution when preparing an artifact for reuse.
Catalog listing reviewed. This review covers the description and source links displayed here.
Approved for catalog metadata and links. The displayed entry identifies Toolz with the concise collection-authored summary “Composable functions for processing iterators, mappings, and grouped data in Python.” and points to the public upstream repository https://github.com/pytoolz/toolz. The wording describes function and possible investigation without reproducing upstream source or documentation, claiming execution, or implying endorsement or rights beyond the recorded scopes.
Reviewed 2026-09-14. Copying or adapting source files remains subject to their own terms.
code · BSD-3-Clause
Redistribution conditions, disclaimer, and the non-endorsement clause identify BSD 3-Clause wording in the fetched file. Observation is limited to LICENSE.txt at commit 568c2b8393973cd172a466546c9d95779c452438; it is not a repository-wide rights clearance.
Inspect the license evidence ↗Before copying source material
- Bundled datasets, examples, submodules, vendored code, and dependency licenses have not been audited; the observed top-level license does not clear all of them.
- README and documentation rights were not independently resolved from the main code license; this catalog only links and describes.