{"categories":[{"label":"Distributed Computing","url":"https://skillfed.io/packages/category/system-distributed-computing/2"}],"enrichment":{"capability":"Adds a progress bar to joblib.Parallel execution using tqdm, displaying real-time completion status as parallel jobs run.","skillfed_tags":["progress-tracking","parallel-computing"],"use_cases":["Monitor progress of data preprocessing pipelines that use joblib.Parallel to process large datasets across multiple cores.","Track completion of hyperparameter grid searches or other embarrassingly parallel scientific computations.","Display real-time feedback in CLI tools that offload work to joblib without blocking the user's view of progress."],"what_it_does":"tqdm_joblib wraps joblib.Parallel to display a live progress bar as parallel jobs execute. It originated as a StackOverflow snippet and packages that solution for reuse, offering two interfaces: a context manager (tqdm_joblib) and a decorator-style callable (ParallelPbar). The package depends only on tqdm for rendering and joblib for parallelization.\n\nIt solves a common workflow problem: when running many parallel tasks with joblib, you have no built-in way to see how many have completed. This package bridges that gap by hooking into joblib's callback system and feeding completion events to tqdm's progress bar. It is most useful in data processing, scientific computing, or batch job scenarios where visibility into long-running parallel work is valuable.","worth_installing":"Yes, if you use joblib.Parallel and want simple progress visibility. Install friction is negligible and the dependency tree is minimal. However, the unclear license status (CC-BY-SA-4.0 is not a standard software license) and aging maintenance cycle (362 days since last release) warrant caution in commercial or mission-critical contexts. For research, prototyping, or internal tools, the trade-off is reasonable."},"id":"tqdm-joblib","links":{"html":"https://skillfed.io/packages/tqdm-joblib","md":"https://skillfed.io/packages/tqdm-joblib.md","pypi":"https://pypi.org/project/tqdm-joblib/"},"maintenance":{"status":"aging"},"meta":{"latest_release":"2025-08-17","license_spdx":null,"license_treatment":"unclear","name":"tqdm-joblib","python_support":"supports_current","summary":"Tracking progress of joblib.Parallel execution"},"popularity":{"monthly_downloads":169267,"position":10423,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.0.5"}