tqdm

tqdm is the standard tool for monitoring long-running loops in Python. It has negligible overhead (about 60ns per iteration) and works everywhere: in the console, in Jupyter notebooks, and even in GUIs.

Official docs: https://tqdm.github.io/ GitHub: https://github.com/tqdm/tqdm Search patterns: from tqdm import tqdm, tqdm.pandas(), tqdm.notebook, tqdm.contrib

Iterative Wrapper The simplest way to use tqdm is to wrap any iterable: for item in tqdm(iterable):. It automatically calculates the length and estimates the time remaining.

適用於 Python 和 CLI 的快速、可擴展的進度條。立即使您的循環顯示智慧進度表，其中包含預計到達時間、每秒迭代次數和可自訂的統計資料。最小的開銷。用於監控長時間運行的循環、模擬、資料處理、ML 訓練、檔案下載、I/O 操作、命令列工具、pandas 操作、平行任務和嵌套進度條。 來源：tondevrel/scientific-agent-skills。