NEWS.md

In collegevine/lightMLFlow: A Lightweight, Opinionated R Wrapper for the 'MLFlow' REST API

lightMLFlow 0.7.0

• Adds search_experiments, search_registered_models, and search_experiments_without_nodelete. Deprecates list_experiments, list_registered_models, and list_experiments_without_nodelete.

lightMLFlow 0.6.8

• Fixes an rbind bug in list_experiment. (The same issue resolved in seach_runs in version 0.6.7.) All rbind calls replaced with the internal "lite" version of dplyr::bind_rows().

lightMLFlow 0.6.7

• Fixes a bug with search_runs where rbind-ing runs with different numbers of columns (e.g. possible due to no logged parameters or no end time for a run) resulted in an error.

lightMLFlow 0.6.6

• Uses purrr::insistently to retry artifact saves and loads, since S3's API has a habit of returning a 500 every once in a while. Five retries by default, with an exponential backoff.

lightMLFlow 0.6.5

• Fixes a bug where MLFlow 1.26.0+ now requires the source parameter when creating a model version. In lightMLFlow, this is defaulted to the artifact URI of the current run.
• CI improvements

lightMLFlow 0.6.0

• Rips out lots of unused code that's only useful for MLFlow running on local (which is not the goal of this project to enable)
• Rips out the MLFlow models infrastructure. The idea for this package -- at least in the short-term -- is to save models as artifacts with the intention of using them in Plumber APIs, etc. If you wanted to load an (e.g.) XGBoost model into Sagemaker, you could use log_artifact in tandem with FUN = xgboost::xgb.save to make this easy.
• Adds some more helpful hints for MLFlow clients

lightMLFlow 0.5.1

• Fixes a bug that would leave a GH token in plain text in the run

lightMLFlow 0.5.0

• Added a NEWS.md file to track changes to the package.
• Adds get_metric
• Adds get_param
• Abstracts away more timestamp headaches from the user

collegevine/lightMLFlow documentation built on Jan. 16, 2024, 5:52 a.m.