tqdm is one of my favorite general purpose utility libraries in python. It allows me to see progress of multipart processes as they happen. I really like this for when I am developing something that takes some amount of time and I am unsure of performance. It allows me to be patient when the process is going well and will finish in sufficient time, and allows me to 💥 kill it and find a way to make it perform better if it will not finish in sufficient time.
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Add a simple Progress bar!
from tqdm import tqdm from time import sleep for i in tqdm(range(10)): sleep(1)
TQDM also has a convenience function called trange that wraps the range function with a tqdm progress bar automatically.
from tqdm import trange from time import sleep for i in trange(range(10)): sleep(1)
There is also notebook support. If you are bouncing between ipython and jupyter I recomend importing from the auto module.
from tqdm.auto import tqdm from time import sleep for i in tqdm(range(10)): sleep(1)
Autoreload in Ipython
Autoreload in python
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If you are using notebooks you should enable ipython autoreload 👆