Prophet VS jj

As we prepare for the next phase in AI evolution, embracing decentralized approaches and synthetic data generation will be essential. Developers are encouraged to explore technologies like TensorFlow, Prophet, and platforms hosted on Ocean Protocol and License Token for further exploration. Additionally, more detailed discussions on these topics can be found in in-depth Dev.to posts such as Apache Mahout: A Deep Dive into Open Source Innovation and Funding Models.

Emerging trends like decentralized data markets, synthetic time series generation, and enhanced NFT-based monetization models underline the vibrant future awaiting AI-driven predictive analytics. For developers and industry leaders, familiarizing yourself with tools like TensorFlow, Prophet, and Nixtla’s TimeGPT is crucial to stay ahead in this dynamic field.

https://facebook.github.io/prophet/

"Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. It works best with time series that have strong seasonal effects and several seasons of historical data. Prophet is robust to missing data and shifts in the trend, and typically handles outliers well."

have you experienced particularly slow pushes with large repositories at all, and if so were you able to resolve them?

I did some profiling & it looks like the issue lies with `libgit2`, but I haven’t been able to replicate the issue outside of that work codebase[0].

[0]: https://github.com/martinvonz/jj/issues/1841#issuecomment-23...

I'm just going to drop a casual shout-out to jujutsu[1]. It's 100% git-compatible—you can mix and match jj and git commands whenever needed, and your coworkers never need know you're using something else—but it elegantly solves things like rebase/merge conflicts (and solves a lot of other sharp edges in git at the same time).

It is one of those rare birds that is both more powerful than the tool that it replaces while also being drastically easier to use. I am (was?) a git power user, and it took me all of a day to replace git with jj, and the rest of the week to become essentially as fluent. I will never go back.

[1] https://github.com/martinvonz/jj

In some cases, yes, but I think the way jj handles conflicts is easier to follow. You can see the conflict resolution in `jj diff` and you can rebase it like a regular commit. rerere's state is harder to understand, I think. See https://github.com/martinvonz/jj/issues/175#issuecomment-107... for some more discussion.

This will be easier with jujutsu(https://github.com/martinvonz/jj)?

We strongly considered Graphite as an alternative to Gerrit at my last job that I mentioned at the start of this post (which I am no longer at, actually) because it does look like an absolutely excellent product, I will admit. You should all be proud of a smart design and smart set of tools.

But there's a really really really really really really big problem. Me and the other main engineer on our team use a custom frontend to Git called Jujutsu[1] for all my development. Jujutsu is about 1000x better than Git. So that's nice.

But gt, the graphite client, is not open source. I have no idea how to make them work together. I have no idea how to extend Jujutsu to handle Graphite stacks, because I don't even think there's an API to handle any of this.

I even wrote a Gerrit integration for Jujutsu to handle this, and Gerrit + Jujutsu is absolutely a force to be reckoned with IMO, even if the UX isn't as nice as Graphite's.

Please! Make gt open source and make it possible for third parties to make and update stacks. This isn't just useful for jj but all kinds of automation that wants to contribute patches -- imagine tools like Google's internal "Code Review ML models" that might recommend you rename a variable based on context. They will suggest the fix for you or even apply it!

[1] https://github.com/martinvonz/jj

Honestly, that's less keystrokes than adding a shellAlias. If you aren't sold on using nix to manage your system's configuration, this seems overcomplicated. If you use nix, then you are already probably frustrated at keeping your nix configuration in sync with quick little optimizations you do on a regular basis. With nix, everything is source controlled. If you are a dotfiler, then you would still have to commit your changes. I guess that's true in my solution as well. The git add in my update is probably the most dubious element of this entire schrade. That is unless, you are using jj.