notation VS Dagger.jl

Compare notation vs Dagger.jl and see what are their differences.

Dagger.jl

A framework for out-of-core and parallel execution (by JuliaParallel)
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notation Dagger.jl
7 4
289 578
6.6% 2.6%
8.9 8.9
6 days ago 7 days ago
Go Julia
Apache License 2.0 GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

notation

Posts with mentions or reviews of notation. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-11-15.

Dagger.jl

Posts with mentions or reviews of Dagger.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-03-30.
  • Dagger: a new way to build CI/CD pipelines
    29 projects | news.ycombinator.com | 30 Mar 2022
  • DTable a new distributed table implementation in Julia using Dagger.jl
    2 projects | news.ycombinator.com | 8 Dec 2021
    Firstly, I'll say that we already have work started to implement out-of-core directly in Dagger: https://github.com/JuliaParallel/Dagger.jl/pull/289.

    With that PR in place, it should be possible to define a "storage device" which is backed by a database. I haven't had a chance to actually try this, since the PR still needs quite some work and testing, but it's definitely something on my radar!

  • From Julia to Rust
    14 projects | news.ycombinator.com | 5 Jun 2021
  • Cerebras’ New Monster AI Chip Adds 1.4T Transistors
    4 projects | news.ycombinator.com | 22 Apr 2021
    I'm not sure that's necessarily the domain of a low-level package like CUDA.jl though (which I assume you're referring to). That kind of interface is more the domain of higher-level packages like https://github.com/JuliaParallel/Dagger.jl/ and to a lesser extent https://juliagpu.github.io/KernelAbstractions.jl/stable/. Moreover, the jury is still out on whether the built-in Distributed module is an ideal abstraction for every use-case (clusters, heterogeneous compute, etc.)

    WRT Nx, my biggest question is how they'll crack the problem of still needing big balls of C++ and the shims everywhere to get acceleration. Creating a compiler that generates efficient GPU or other accelerator code is a massive research project with no clear winners, never mind the challenge of reconciling the very mutation-heavy needs of GPU compute with a mostly immutable language model.

What are some alternatives?

When comparing notation and Dagger.jl you can also consider the following projects:

cosign - Code signing and transparency for containers and binaries

earthly - Super simple build framework with fast, repeatable builds and an instantly familiar syntax – like Dockerfile and Makefile had a baby.

net-monitor - The sample net-monitor software, used as samples in Notary v2 (https://github.com/notaryproject/notaryproject)

julia - The Julia Programming Language

ratify - Artifact Ratification Framework

DuckDB.jl

grafeas - Artifact Metadata API

determined - Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

secure-supply-chain-on-aks - Learn how to use open-source tools to secure your container deployments on Azure Kubernetes Service.

Metatheory.jl - General purpose algebraic metaprogramming and symbolic computation library for the Julia programming language: E-Graphs & equality saturation, term rewriting and more.

distribution - distribution with reference types

Symbolics.jl - Symbolic programming for the next generation of numerical software