tqdm/tqdm
Tqdm
Tqdm is a terminal-based progress indicator that provides real-time visual feedback for long-running tasks and data processing pipelines. It functions as an iteration tracking wrapper, allowing developers to monitor the completion status of loops and data streams by wrapping standard iterables without modifying the underlying data source.
The project distinguishes itself through its use of terminal escape sequences to render dynamic text and graphical bars that update in place. It supports both automatic tracking of iterable collections and manual progress incrementing for non-linear tasks where the total workload is not known upfront. By calculating real-time throughput and elapsed time, it provides diagnostic information such as estimated completion times and processing rates.
The library includes capabilities for managing the lifecycle of progress indicators through context managers and supports descriptive labeling to clarify active operations. It adapts to various input types by detecting length attributes or iterators and offers asynchronous hooks for custom logic execution during the iteration process.