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Our project is dominated by I/O, and the bits that are CPU bound can be optimized using tools like numba (we do some serious math in parts of the code base). We actually did a performance comparison between Rust and Python for computation, and we ended up having comparable performance. Rust was 2-3x faster, but when we turned on parallelization, Python ended up being 2-3x faster than single-threaded Rust, and the effort involved was almost zero (didn't test parallel Rust).
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The one advantage Rust has over Scala is that it detects data races at compile time, and that's a big time saver if you use low level thread synchronization. However, if you write pure FP code with ZIO or Cats Effect that's basically a non-issue anyway.
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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The one advantage Rust has over Scala is that it detects data races at compile time, and that's a big time saver if you use low level thread synchronization. However, if you write pure FP code with ZIO or Cats Effect that's basically a non-issue anyway.
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I use pyright as my LSP in Neovim for Python code, so I just use mypy for static type checking within CI/CD and GitHub actions.
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I use pyright as my LSP in Neovim for Python code, so I just use mypy for static type checking within CI/CD and GitHub actions.
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Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.