Command-Line & Dev Tools

tqdm

The little bar that tells you a slow computer task isn't secretly broken, it's just working.

Install it: pip install tqdm

What does it do?

tqdm wraps around any loop in Python code and displays a live, updating progress bar showing how far along it is, how fast it’s moving, and how much time is left. It’s the software equivalent of a loading bar on a file download or a microwave countdown, a simple visual promise that something is happening and roughly when it’ll finish. Developers add it by wrapping one line of existing code, and it automatically calculates speed and estimated completion time as the loop runs. It works just as well for processing a million rows of data as for downloading a large file.

See it in action

This runs a loop 100 times while showing a live progress bar in the terminal that fills up as the work completes.

from tqdm import tqdm
import time

for i in tqdm(range(100)):
    time.sleep(0.01)

Why would a non-developer care?

Nothing kills confidence in software faster than a frozen-looking screen with no feedback, and tqdm is the reason so many data and machine-learning tools instead show a comforting, informative progress bar while they crunch through large jobs behind the scenes.

Real-world examples

tqdm is used constantly inside data science and machine learning workflows, training a model, processing a dataset, downloading files, anywhere a task might take seconds or hours and the person running it needs to know which. It’s one of the most-downloaded packages in the entire Python ecosystem, largely because it takes one line of code to add.

Who uses it

Data scientists, machine learning engineers, and basically anyone writing scripts that process large amounts of data and want visible progress instead of a silent wait.

How it compares to alternatives

It’s simpler and more universally adopted than alternatives like progressbar2 or a hand-rolled progress indicator, largely because of how effortlessly it drops into existing code with barely any changes.

Fun fact

tqdm comes from the Arabic word taqaddum, meaning progress, and it’s also a playful abbreviation of the French phrase je t’aime said quickly.

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