Create an rng object with np.random.default_rng(), you can seed it for reproducible results. You can draw samples from probability distributions, including from the binomial and normal distributions.
When using diffusers with transformers, it shows this bug: E RuntimeError: Failed to import diffusers.pipelines.auto_pipeline because of the following error (look up ...
How chunked arrays turned a frozen machine into a finished climate model ...