NEWS.md

In juliasilge/modelops: Version, Share, Deploy, and Monitor Models

vetiver (development version)

• Added new additional_pkgs argument for writing plumber files (#271).

• Updated to use recipes' new ability to provide input data prototype (#287).

vetiver 0.2.5

• Fixed bug in generating plumber files (#257).

vetiver 0.2.4

• Fixed how plumber files are generated for board_url() (#241).

vetiver 0.2.3

• Updated test involving renv and rsconnect (#230).

vetiver 0.2.2

• Fixed a bug in where vetiver_write_docker() writes the renv lockfile (#212).

• Added new /prototype GET endpoint for a model's input data prototype (#220).

vetiver 0.2.1

• Added support for keras (#164), recipes (#179), and luz (#187, @dfalbel).

• Moved where required_pkgs metadata is stored remotely, from the binary blob to plain text YAML (#176).

• Added an optional renv lockfile that can be stored remotely in model metadata, with a new check_renv argument for reading/writing (#154, #192).

• Exposed a new base_image argument for creating Dockerfiles (#182).

• Added new vetiver_deploy_sagemaker() function plus vetiver_endpoint_sagemaker() and other needed functionality for deploying on Amazon SageMaker (#186, @DyfanJones).

• Added new additional GET endpoint for model /metadata (#194).

vetiver 0.2.0

Breaking changes

• The arguments for dealing with a model's input data prototype have changed from using ptype to using prototype (#166):
  • In vetiver_model(), now use save_prototype.
  • In vetiver_api(), now use check_prototype.

Other improvements

• Added support for k-Prototypes clustering from clustMixType (#163, thanks to @galen-ft).

• Now vendor renv directly in package (#157).

• Fixed how vetiver_ptype() finds predictors for models (lm() and glm()) with interactions (#160).

• New argument added to vetiver_write_docker() to pass in additional packages to be installed, such as required_pkgs(board) (#159).

• New function vetiver_prepare_docker() creates all necessary files to deploy a basic vetiver model via Docker (#165).

• Fixed a bug in handling all-NA columns when predicting on a vetiver_endpoint() (#169).

vetiver 0.1.8

• Trailing slashes are now removed from vetiver_endpoint() (#134).

• Added support for GAMs from mgcv (#135) and stacks (#138).

• Added augment method for vetiver endpoint (#141).

• Added apt-get clean to Dockerfile to reduce container size (#142, thanks to @csgillespie).

• Fixed bug where not all system requirements were added to the Dockerfile (#142, thanks to @csgillespie).

• Added bundle support for relevant models (#145).

• Fixed bug in generating Dockerfiles when explicitly requiring the stats package (#147).

vetiver 0.1.7

• Now pass the dots for writing a pin through to vetiver allowing, for example, vetiver_pin_write(b, v, access_type = "all") on RStudio Connect (#121, #122).

• vetiver_pin_metrics() now finds the type of the existing pin and updates with the same type (#122).

vetiver 0.1.6

• The lockfile created by vetiver_write_docker() can now be named via the argument lockfile, and its default is vetiver_renv.lock (#100).

• Switched the default for overwrite in vetiver_pin_metrics() from TRUE to FALSE. Using FALSE is a better choice for interactive use while TRUE is probably the right choice for reports or dashboards that are executed on a schedule (#104).

• Added an optional EXPOSE PORT line to the generated Dockerfile, to help out Docker Desktop users (#105).

• Added model monitoring dashboard template (#98). To knit the example vetiver monitoring dashboard, execute vetiver::pin_example_kc_housing_model() to set up demo model and metrics pins.

• The OpenAPI spec generated for a vetiver model now includes the model version when applicable.

• Added option to write a Plumber file without packages listed for RStudio Connect purposes (#112).

• Added new function vetiver_create_rsconnect_bundle() as an alternative deployment strategy (#113).

vetiver 0.1.5

• Add functions for model monitoring (#92).

• Update all URLs in package for new documentation sites.

vetiver 0.1.4

• Improve how Dockerfiles are generated.

vetiver 0.1.3

• Update all tests to use redaction for snapshots.

• Use ranger conditionally in examples/tests.

vetiver 0.1.2

• Generate Dockerfiles to deploy model (#71).

• Added support for glm (#75) and ranger (#76).

• Deprecated vetiver_pr_predict() in favor of using vetiver_api() (#77).

vetiver 0.1.1

• Added support for tidymodels (#51), caret (#52), and mlr3 (#56).

• Added vignette.

• Escalated parsing/conversion warnings to errors in vetiver_type_convert() (#60).

• Added predict method for vetiver_model() (in addition to vetiver_endpoint()) (#61).

• New function vetiver_deploy_rsconnect() to deploy to RStudio Connect.

• Added R Markdown template for Model Card for responsible, transparent model reporting (#62, #63).

• Modularized vetiver_pr_predict() to support more advanced use cases (#67).

vetiver 0.1.0

• Initial CRAN release of package.

juliasilge/modelops documentation built on Oct. 15, 2024, 10:03 a.m.