pfun
pandas-stubs
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pfun | pandas-stubs | |
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3 | 1 | |
146 | 118 | |
- | 0.8% | |
6.5 | 0.0 | |
5 months ago | 4 months ago | |
Python | Python | |
MIT License | MIT License |
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pfun
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good examples of functional-like python code that one can study?
Another examples: pfun - stuff you'd find in FP language, but in Python (like using monads for effects)
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Effectful Programming in Machine Learning pipeline
I am a long-time Coconut user, so functional ideas are relatively easy to play with. But I recently discovered pfun which has a lovely system for Effectful programming.
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How To Make Functional Programming in Python Go Fast
In pfun 0.12.0 the interpreter for the effect system was completely re-written as a Python C extension. Lets do some benchmarking to see how big a difference this actually makes in terms of performance. We'll use the performance of the the Scala library ZIO as a baseline, as the pfun effect system draws most of its inspiration from there. ZIO has a fairly extensive benchmarking suite. The most obvious benchmark for testing raw interpreter speed, without any parallelism, is called deepLeftBind (bind is the canonical name for the and_then operation, also called flatMap in Scala):
pandas-stubs
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How can I fix LSP showing as ERRORS for python library sentence?
I haven't had personal experience with using pandas with pyright but check out stubs for pandas. Maybe something like this could help. https://github.com/VirtusLab/pandas-stubs
What are some alternatives?
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django-stubs - PEP-484 stubs for Django
python-betterproto - Clean, modern, Python 3.6+ code generator & library for Protobuf 3 and async gRPC
bulk-exif-to-excel - Bulk exif data export to excel
patina - Python adaptations of Rust's Result, Option, and HashMap types. Ready for Python 3.10 pattern matching!
mypy_boto3_builder - Type annotations builder for boto3 compatible with VSCode, PyCharm, Emacs, Sublime Text, pyright and mypy.
thinc - 🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
lxml-stubs - Type stubs for the lxml package
ZIO - ZIO — A type-safe, composable library for async and concurrent programming in Scala
infer-types - A CLI tool to automatically add type annotations into Python code. Must have tool for annotating existing code.