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Sounds interesting.

But, languages like Java or python simply lack even programming constructs to program on GPUs easily.

No standardised ISA on GPUs also mean compilers can’t really provide a translation layer.

Let’s hope things get better over time!



You might be interested in a previous blog post where we showed one codebase running on many types of GPUs: https://rust-gpu.github.io/blog/2025/07/25/rust-on-every-gpu...


Python has decorators which can be used to add sugar to methods for things like true parallelization. For example, see modal.com’s Python snippets.

https://modal.com/docs/examples/batched_whisper




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