What are some tips and tricks for using Numba effectively?
An example of an AI chatbot conversation about Numba tips and tricks for optimization.
What are some tips and tricks for using Numba effectively?
To optimize your code with Numba, start by using the @jit decorator on your functions. This compiles them to machine code.
Can you explain how to use the @njit decorator?
Sure! The @njit decorator is similar to @jit but it disables Python object support, making it faster for numerical functions.
What types of functions work best with Numba?
Numba works best with functions that perform numerical computations, especially loops and array operations.
Are there any limitations I should be aware of?
Yes, Numba doesn't support all Python features, such as certain data types and complex objects. Stick to NumPy arrays for best results.
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