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If you want fast and light, then IDLE that comes with the standard distribution of python at python.org is the lightest you can get. It's just a text editor with a bit of highlighting and keyword detection.
There is a bit of a misconception that you have though. Python doesn't use a compiler, it uses an interpreter. Read up on the differences between them. The closest thing that can technically be called a "compiler" for python would be the tools used to package the interpreter and its imports into one executable, "freezing" it into an exe as it were. Though that's a stretch in my opinion.
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The lesser known eric IDE runs smoothly on my old netbook. For comparison Spyder takes ages to even start on the same system.
https://eric-ide.python-projects.org/