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Herbie Alternatives
Similar projects and alternatives to herbie
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Clippy
A bunch of lints to catch common mistakes and improve your Rust code. Book: https://doc.rust-lang.org/clippy/
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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MuladdMacro.jl
This package contains a macro for converting expressions to use muladd calls and fused-multiply-add (FMA) operations for high-performance in the SciML scientific machine learning ecosystem
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better herbie alternative or higher similarity.
herbie reviews and mentions
Posts with mentions or reviews of herbie.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-09-08.
- Herbie: Find and fix floating-point accuracy problems
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Towards a New SymPy
The herbie project using egraphs to explore different ways of rewriting floating point expressions. https://herbie.uwplse.org/ One can also write custom rulesets in egglog (a new egraph rewriting system / language / datalog) https://egraphs-good.github.io/egglog/?example=herbie
The approach is not yet anywhere near being able to touch all the domains sympy can handle. Destructive term rewriting tends to be a bit more forgiving to unsoundness in the rules and still returning roughly meaningful results. EGraph rewriting (and other automated reasoning systems) tend to just return junk as soon as you aren't careful about your semantics. Associativity and commutativity are ubiquitous in CAS applications and encoding these concepts in general purpose terms is rather unsatisfying. The post above emphasizes specialty methods for polynomials, which it would be desirable to find a clean way to integrate into egraph techniques. Variable binding (which is treated in a rather mangled form in CAS systems) is seemingly important for treating summation, differentiation, and integration correctly. The status of doing variable binding efficiently and correctly in egraphs is also unclear imo.
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Q: Automated floating point error analysis
As a starting point, check Herbie: https://herbie.uwplse.org/
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Someone’s Been Messing with My Subnormals
Here is a really cool automatic tool that rewrites floating point expressions to be more accurate: https://herbie.uwplse.org/
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Multiple precision floating point library
On a related note, see tools like Herbie which rewrite floating point expressions to improve accuracy without altering the underlying data-type. It's worth being aware that sometimes you get really bad diminishing returns from using bigger floats and what you really need to do is to rewrite the calculation to avoid a weakness of floating point representation, see numerically unstable calculations.
- Herbie – optimize floating-point expressions for accuracy
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A note from our sponsor - InfluxDB
www.influxdata.com | 1 May 2024
Stats
Basic herbie repo stats
6
722
9.9
3 days ago
herbie-fp/herbie is an open source project licensed under GNU General Public License v3.0 or later which is an OSI approved license.
The primary programming language of herbie is HTML.
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