diff --git a/media/website/content/blog/version-v0.10.0.md b/media/website/content/blog/version-v0.10.0.md new file mode 100644 index 000000000..a93e6f9d8 --- /dev/null +++ b/media/website/content/blog/version-v0.10.0.md @@ -0,0 +1,138 @@ ++++ +title = "argmin 0.10.0 and argmin-math v0.4.0" +description = "" +date = 2024-02-27T00:00:00+00:00 +updated = 2024-02-27T00:00:00+00:00 +draft = false +template = "blog/page.html" + +[taxonomies] +authors = ["Stefan Kroboth"] + +[extra] ++++ + +argmin is a Rust library which offers a range of numerical optimization methods and is a framework for +developing optimization algorithms. Details about the design and features of argmin can be found on +[the website](https://argmin-rs.org), +in the [book](https://argmin-rs.org/book), +on [Github](https://github.com/argmin-rs/argmin), +on [crates.io](https://crates.io/crates/argmin) and +on [lib.rs](https://lib.rs/crates/argmin). + +## argmin 0.10.0 + +argmin has seen a few smaller, but partially breaking changes in this release. + +##### Observers and Checkpointing (Breaking) + +Observers and checkpointing were moved from argmin into dedicated crates. This greatly reduced the +complexity of argmin and reduced its dependencies. With this, users can decide which observers +and checkpointing they actually need, thus potentially reducing compile times and code size. + +Notable changes: +* `SlogLogger` is now part of the [argmin-observer-slog](https://crates.io/crates/argmin-observer-slog) crate. +* `WriteToFile` was renamed to `ParamWriter` and is now part of the +[argmin-observer-paramwriter](https://crates.io/crates/argmin-observer-paramwriter) crate. +* `FileCheckpoint` is now part of the +[argmin-checkpointing-file](https://crates.io/crates/argmin-checkpointing-file) crate. + +Furthermore, `Observe::observe_init`, which is called after initialization of the solver, now also +has access to the `state`, meaning that it can observe the initial state of the optimization run. + +##### Interrupt handling (Breaking) + +Interrupt handling now includes `SIGINT`, `SIGTERM` and `SIGHUP`. Consequently, +`TerminationReason::KeyboardInterrupt` was renamed to `TerminationReason::Interrupt`. +This is a breaking change for those who match on `TerminationReason`. + +##### The optional `serde1` feature + +With moving observers out of the argmin crate, it became easier to reason about the optional +`serde1` feature, which eventually led to the removal of the `SerializeAlias` and `DeserializeAlias` traits. +Activating `serde1` for argmin is now only necessary for checkpointing. + +##### Other changes and fixes + +* In `GaussNewton`, the residuals were out of sync with the parameter vector +(Thanks [@gmilleramilar](https://github.com/gmilleramilar) for reporting +and starting the fix). + +* A failing line search in `LBFGS` now does not lead to the error propagating to the +`Executor` but instead causes `LBFGS` to terminate with `TerminationReason::SolverExit(string)` where +`string` indicates the reason why the line search failed. + +* The random number generator (RNG) used in `ParticleSwarm` can now be set by +users (Thanks to [@jonboh](https://github.com/jonboh)). + +* All crates are now in the `crates` directory of the argmin monorepo. + +* All examples are now dedicated crates in the `examples` directory. +This makes it easier for users to see which dependencies (and features) an example needs. + +* argmin-math dependency updated to version 0.4. + +## argmin-math 0.4.0 + +##### Removal of `*-serde` features (Breaking) + +All features ending with `-serde` were removed. Support for serde is now enabled simply be enabling +serde support in the backends (`ndarray` or `nalgebra`). Using `*-serde` features will cause a failing +build, which can be solved without loss of functionality by removing `-serde` from the feature. + +##### Development on Windows + +Thanks to [@Tastaturtaste](https://github.com/Tastaturtaste) development on Windows is finally possible. +This was achieved by using MKL in the `argmin-math` tests and involved a lot of effort to be able to continue +supporting multiple versions of ndarray. + +##### Other changes (Breaking) + +* `ArgminInv` is now also implemented for scalars (`f32` and `f64`, thanks to [@sdrap](https://github.com/sdrap)). +* `ArgminRandom::rand_from_range(...)` now also accepts a random number generator. This allows for setting +the seed manually (Thanks to [@jonboh](https://github.com/jonboh)). +* Tests for `ArgminMinMax` were added (Thanks to [@Shreyan11](https://github.com/Shreyan11)). + +## Contributing + +There currently are [a couple of open issues](https://github.com/argmin-rs/argmin/issues), some of which +are good first issues to start getting involved in argmin. I am happy to provide guidance if needed. + +Suggestions and feature requests are also welcome. For instance, I'd love to hear which observers +or checkpointing methods yo would like to see. + +## Conclusion + +This release mostly affected the project structure, which was an important step for further development. +By moving observers and checkpointing into dedicated crates, the dependencies of argmin could be reduced +and users have more freedom in pulling in only what they need. +The changes to `ParticleSwarm` and `ArgminRandom` allow for reproducible runs by setting an RNG seed. +Interrupt handling has become more useful by capturing more interrupts. +Finally, development on Windows is possible. + +This release included contributions from +[@gmilleramilar](https://github.com/gmilleramilar), +[@jonboh](https://github.com/jonboh), +[@Tastaturtaste](https://github.com/Tastaturtaste), +[@Shreyan11](https://github.com/Shreyan11), +[@sdrap](https://github.com/sdrap), and +[@stefan-k](https://github.com/stefan-k). +Thanks to the contributors and those who opened and responded to issues and discussions! + +A bit offtopic, but I want to use this opportunity to give a shoutout to +[gkls-rs](https://crates.io/crates/gkls-rs), a pure Rust implementation of the GKLS function +generator by [@jonboh](https://github.com/jonboh). + +## Discord server + +If you're interested you're invited to join the [Discord](https://discord.gg/fYB8AwxxMW)! + + +
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