egg
SumTypes.jl
egg | SumTypes.jl | |
---|---|---|
25 | 2 | |
1,239 | 92 | |
2.7% | - | |
6.8 | 7.8 | |
10 days ago | 3 months ago | |
Rust | Julia | |
MIT License | MIT License |
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egg
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An Introduction to Graph Theory
Maybe program optimization?
https://egraphs-good.github.io/
- The E-graph extraction problem is NP-complete
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What is the state of the art for creating domain-specific languages (DSLs) with Rust?
For semantic analyzers, check out egg and egglog. They're custom data structures for representing compiler rewrite rules in a non-destructive way.
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Ask HN: What is new in Algorithms / Data Structures these days?
E-graphs are pretty awesome, and worth keeping in your back pocket. They're like union-find structures, except they also maintain congruence relations (i.e. if `x` and `y` are in the same set, then `f(x)` and `f(y)` must likewise be in the same set).
https://egraphs-good.github.io/
(Incidentally, union-find structures are also great to know about. But they're not exactly "new".)
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What are the current hot topics in type theory and static analysis?
I would add that Equality saturation/E-graphs has become quite a hot topic recently, since their POPL21 paper, with workshops dedicated to applications of e-graphs. They have even recently been added to Cranelift as an IR for optimizations.
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Compiler Optimizations Are Hard Because They Forget
Egraphs solve the rewrite ordering problem quite nicely. https://egraphs-good.github.io/
Note that one solution to this problem is to use equality saturation (which, coincidentally, has a great implementation in rust!).
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Modularity in IR representation and modification
Have you thought about trying to parallelize e-graphs? This way you can do a bunch of rewrite rules in parallel and then extract your desired graph at the end instead of having conflicts.
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Any recommendations for good resources that show how algorithms and data structures are converted into fpga circuits
I think the equality saturation papers are a good start. A good start is egg. They have a presentation, a research paper and code you can play with. I think ultimately you want to translate arithmetic operations into logical operation that can be understood by the fpga. So I think it would be good to research how adders and multipliers are implemented in logic and ultimately include equalities between adders/multipliers with their logical counterpart. Note the this translation also depends on the representations of your numbers and their bit width.
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Strategies for doing symbolic integration algorithmically
For rewriting, you may also find interesing equality saturation: https://egraphs-good.github.io/
SumTypes.jl
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Enums in Rust – and why they feel better
An interesting aspect of sum types (what Rust calls enums) is that you can implement them in the language as a library if you have real unions, but not vice-versa.
Here's my example of sum types being implemented in julia as a regular package: https://github.com/MasonProtter/SumTypes.jl
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From Julia to Rust
> Pattern matching
MLStyle.jl [1] is quite nice for this and has been around for a while.
> Tagged, closed unions
These are less general than 'real' unions and can be implemented using them. E.g. SumTypes.jl [2] has some macros to make it a bit more convenient to define them, it could use some other quality of life features though.
[1] https://thautwarm.github.io/MLStyle.jl/latest/syntax/pattern...
[2] https://github.com/MasonProtter/SumTypes.jl
What are some alternatives?
prose - Microsoft Program Synthesis using Examples SDK is a framework of technologies for the automatic generation of programs from input-output examples. This repo includes samples and sample data for the Microsoft Program Synthesis using Example SDK.
Octavian.jl - Multi-threaded BLAS-like library that provides pure Julia matrix multiplication
Symbolics.jl - Symbolic programming for the next generation of numerical software
StaticArrays.jl - Statically sized arrays for Julia
Catlab.jl - A framework for applied category theory in the Julia language
Dagger.jl - A framework for out-of-core and parallel execution
glow - Compiler for Neural Network hardware accelerators
Metatheory.jl - General purpose algebraic metaprogramming and symbolic computation library for the Julia programming language: E-Graphs & equality saturation, term rewriting and more.
Juleps - Julia Enhancement Proposals