NEWS.md

Changelog

Unreleased

Changed

• Regenerated the default Client (R/generated_client.R)
• Update tests to stop using the deprecated with_mock() function. See issue #253.

[3.1.2] - 2022-03-30

Changed

• Added a generic resolved() function (previously imported from the future package) and changed its input argument from x to future, to stay consistent with the resolved.CivisFuture() function

[3.1.1] - 2022-02-28

Changed

• As of future > 1.31.0, "succeeded" is no longer recognized as a valid state for a future. When the Civis API returns a "success" or "succeeded" status, we now map this to a "finished" state for future objects.

[3.1.0] - 2022-02-22

Changed

• Deprecated the local argument to the CivisFuture() function. The local argument is defunct for future versions > 1.31.0.
• Regenerated the default Client (R/generated_client.R)

Fixed

• fetch_until will now fetch results from the API until the result is empty (i.e. returns NULL) instead of FALSE. This change prevents a coercion error of trying to boolean compare a NULL value in R. (#243)

[3.0.0] - 2020-06-22

Changed

• Failed HTTP requests are now retried before raising errors (#235)
• Default docker image for Civis Futures is now latest rather than 3 (#238). This could require users to update code as it will automatically be updated to the latest version of R deployed on Civis Platform moving forward (including R 4.0.0) (#238)

Fixed

• Fixed auto-documentation bug for some endpoints with parameters that are nested objects. enhancements_[verb]_cass_ncoa, exports_[verb]_files, and imports_[verb]_files have updated documentation as a result. (#240)

[2.1.2] - 2020-02-24

Fixed

• Updates required for stringsAsFactors=FALSE default. (#232).

[2.1.1] - 2020-02-20

Fixed

• The database parameter in read_civis now accepts character objects of class glue.

Changed

• CivisML uses platform aliases instead of hard-coded template IDs. (#221)

Added

• Added link to full website documentation in DESCRIPTION (#226)
• Provided parameter for user to optionally specify the CivisML version (#224, #225)
• query_civisand query_civis_file now respect credential and credential_id args respectively when passed through ... (#219)

[2.1.0] - 2019-09-06

Changed

• run_template takes an additional value of JSONValue. If TRUE, function returns the JSON output instead of the file id.
• All API calls now retry a max of 10 times for maximum of 1 hr when rate limited. (#214).

Fixed

• Bug in handling of environments in CivisFuture (#205).
• Bug in error handling on API responses with no errorDescription (#214)

Added

• Provided package option civis.default_polling_interval to globally set the interval for polling via await (#204).

[2.0.0] - 2019-06-19

Changed

• write_civis_file now uploads data frames as CSVs by default.
• Correspondingly, read_civis.numeric now has read.csv as the default argument for using.
• Partial DBI interface to Redshift (through the Civis API) removed, removing DBI, dplyr and dbplyr from dependencies.
• feather, and ggplot2 (used for CivisML features) are now suggested rather than imported.
• Endpoints are autogenerated only when a valid API key is present and the installation type is source. roxygen2 is now suggested rather than imported.
• The .until argument of fetch_until must now be only a function rather than a function or a formula.
• stringr, purrr, and devtools are removed from dependencies.

Fixed

• await_all is now vectorized over two arguments (typically run and job ids) as intended (#171).
• Docker images for civis_platform are now tagged to civisanalytics/datascience-r:2 for compatibility with R 3.6.0.

Added

IO

• write_civis_file.data.frame uploads a data frame to S3 as a CSV.

Utitilies for platform scripts

• civis_script annotates an integer as a valid custom, container, or other platform script.
• A new method read_civis.civis_script is added to easily read script outputs into memory.
• fetch_output_file_ids returns file ids of run outputs for a civis_script.
• fetch_output returns the output of scripts_list_*_runs_outputs for a civis_script.
• write_job_output for adding File run outputs to scripts.
• run_civis can be used to run an arbitrary R exporession in a Civis Platform container
• run_template can be used to run a template job, and return file IDs of results.

[1.6.1] - 2019-02-12

Fixed

• Update link in CivisML vignette.

[1.6.0] - 2019-02-11

Fixed

• write_civis.numeric now correctly syncs with headers [#150].
• Use upper case for REST verb names. [#153].

Added

• write_civis gains header, credential_id and import_args arguments to more flexibly import data ([#150, #149, #130]).
• coef.civis_ml which returns civis_ml model coefficients in the format of stats::coef
• added tests for coef.civis_ml
• Added get_feature_importance to civis_ml_utils
• Added tests for get_feature_importance to test_civis_ml_utils
• Added feature_importances.rds to tests/testthat/data

[1.5.1] - 2018-08-15

Changed

• Hyperband is now supported for stacking estimators in civis_ml. Fixes #131.
• Now tryCatch when generating the client. Fixes #138.

Fixed

• Added Encoding: UTF-8 to 'DESCRIPTION' to fix R CMD CHECK warning from changes to roxygen2 6.1.0. Fixes #133.

[1.5.0] - 2018-05-20

Changed

• write_civis_file automatically retries on upload failures.
• library(civis) now works even if the API key has expired or no API key is present.

Fixed

• read_civis now correctly reads exports from Redshift containing null values.

[1.4.0] - 2018-05-04

Changed

• Add v2.2 CivisML templates.
• Removed read-only restriction for queries from read_civis and download_civis.
• The DBI connectors are provided on an as-is basis and are no longer maintained.

Fixed

• Fix CRAN check failures for dev DBI-test.

[1.3.0] - 2018-03-30

Added

• Local dataframes can now be sent to CivisML as feather files.

• Print CivisML training warnings when model results are fetched from Platform.

• predict.civis_ml and create_and_run_pred gain a dvs_to_predict argument which allows users to restrict output predictions to a subset of targets from a multi-output model.

• query_civis_file exports a "schema.tablename", sql("query"), or existing sql script id to S3 and returns the file id.

• write_civis gains a diststyle argument for controlling the distribution of tables on Redshift.

Changed

• CivisML stacking documentation has been updated.
• write_civis_file now defaults to the file path for the name argument instead of requiring it.

Fixed

• read_civis.numeric, write_civis.numeric, download_civis.numeric, and query_civis.numeric now fail with a better error message when called with x = NA of type numeric.
• The hidden argument of write_civis now works.
• New lines are removed from parameter descriptions in generated docs.

[1.2.0] - 2018-01-23

Fixed

• resolved.CivisFuture now gets the status of the platform job directly and updates the state of the future.

Added

• Update civis_ml documentation with the following CivisML 2.1 features and defaults:
  • Nulls are permitted in single-column dependent variables, and will be dropped before modeling.
  • Hyperband is enabled for stacking models.
  • MLPs can be run without hyperband (and R checks removed)
  • n_jobs is dynamically calculated by default for training as well as prediction.
  • feather-format is now allowed as an input format.
• CivisML vignette updated with new v2 features.
• value.CivisFuture now prints error logs from failed jobs, throws a catcheable error, and fetches the job logs automatically.

Changed

• civis_ml_fetch_existing can handle runs with missing metrics.json files.
• civis_ml will use the most recent CivisML version available, falling back to CivisML 1.1.

[1.1.1] - 2017-11-20

Fixed

• write_civis calls imports_post_files correctly after a change in the argument order.

[1.1.0] - 2017-11-10

Fixed

• Corrected project_id type in publish_rmd and publish_html
• polling_interval can now be specified in civis_ml

Changed

• call_api only retries on 413, 429, 502, 503, 504 as in civis-python.
• Updated the default api spec to the current spec. New endpoints added include /announcements, /apps, /clusters, /codes, /enhancements, /media, /notebooks. Most endpoints were already available to all users, but with this change these endpoints will now be documented.
• write_civis_file uploads objects larger than 50MB in multiple parts, and supports objects up to 5TB. Uploads occur in parallel if a future::plan has been specified.
• Files uploaded using write_civis_file now don't expire by default.

Added

• "Publish to Civis" Rstudio addin installed by default that publishes .Rmd and .html files as Civis Platform reports.
• write_civis.numeric is provided to sync a CSV file on S3 to Redshift given a file id.
• A new plan(civis_platform) has been added to evaluate R expressions on Civis Platform using the future API.

CivisML

• New named workflows: multilayer_perceptron_regressor, multilayer_perceptron_classifier, stacking_regressor, and stacking_classifier
• Hyperband is provided for hyperparameter tuning by setting cross_validation_parameters = "hyperband" in gradient_boosting_classifier, random_forest_classifier, extra_trees_classifier, multilayer_perceptron_classifier, gradient_boosting_regressor, random_forest_regressor, extra_trees_regressor, and multilayer_perceptron_regressor.
• Hyperparameter tuning (grid search and hyperband) is now distributed across EC2 instances by setting n_jobs > 1 (default 4)
• The validation step can now be skipped by setting validation_data = "skip".
• Compute resources for prediction jobs can now also be set using "cpu_requested", "memory_requested", and "disk_requested" arguments in predict.civis_ml.

[1.0.2] - 2017-09-21

Fixed

• roxygen2::roxygenize, devtools::build, and memoise::memoise included in NAMESPACE
• uuid dependency removed
• run_generate_client now in R/generate_client.R
• skip autogen on windows with R < 3.4.0
• don't test time formatting in fetch logs.

[1.0.1] - 2017-09-18

Fixed

• configure and configure.win now use R_HOME to find Rscript instead of assuming that Rscript is on the path.
• configure uses bin/sh instead of bin/bash
• configure.win uses Rscript.exe for windows builds
• configure.win does not use bin/bash.

[1.0.0] - 2017-09-08

Added

CivisML

• Print methods for civis_ml objects have been improved.
• fetch_predictions is provided to read results from a prediction job into memory from S3.
• Plot method for civis_ml_regressor shows y-yhat binned histogram using ggplot2.
• Plot method for civis_ml_classifier shows the decile plot using ggplot2.
• Hist methods for civis_ml objects provide histograms of the OOS scores using ggplot2.
• A list of estimator names is provided in CIVIS_ML_CLASSIFIERS and CIVIS_ML_REGRESSORS.

Programming

• fetch_logs now works for any civis_api object with a valid *_runs_logs method, and any civis_error object.

Documentation

• A quick start vignette was added.
• A CivisML modeling vignette was added.
• Only whitelisted endpoints are documented on the web.
• The expires_at parameter of write_civis_file has been clarified.

Changed

• civis_ml now throws an appropriate error message if a model type is called with multiple dependent variables but doesn't support them.
• Errors from CivisML are now errors in civis_ml, with the CivisML error logs being printed to the console.
• A empty_result_error is now thrown from read_civis.sql if the query returns no results.
• as_function deprecation from purrr replaced.
• If there is only one available database and a default database has not been set as a package option or provided, get_default_database uses that database.

Fixed

• read_civis now reads from a temporary file when the file size is > than 2^31-1 bytes.

[0.9.1] - 2017-08-15

Added

CivisML

• civis_ml wrapper for CivisML 1.1.
• Named civis_ml workflows: civis_ml_sparse_logistic, civis_ml_gradient_boosting_classifier, civis_ml_random_forest_classifier, civis_ml_extra_trees_classifier, civis_ml_sparse_linear_regressor, civis_ml_sparse_ridge_regressor, civis_ml_gradient_boosting_regressor, civis_ml_random_forest_regressor, and civis_ml_extra_trees_regressor.
• civis_table, civis_file used to indicate data sources for civis_ml
• predict.civis_ml runs a CivisML scoring job on platform for a given model and data.
• fetch_logs can be used to fetch logs from a model run.
• fetch_oos_scores can be used to return out of sample/fold scores from a model.
• civis_ml_fetch_existing returns an existing platform job.

IO

• read_civis reads a"schema.table", a sql("query"), or a file id to a data frame.
• read_civis sql queries are read only.
• write_civis uploads a data frame or local csv to Redshift.
• write_civis_file uploads a serialized R object or an unserialized local file to the files endpoint (S3).
• query_civis runs an arbitrary "query", sql("query"), or a query id.
• query_civis only returns query meta data.
• download_civis downloads a"schema.table", a sql("query"), or a file id to a file.
• download_civis can export in parallel using split = TRUE.
• A default database for all IO functions can be stored in options(civis.default_db = "my_database").

Tables

• refresh_table can be used to refresh table meta data
• transfer_table can be used to transfer tables between redshift databases
• get_table_id can be used to retrieve a table id

dplyr

• DBI interface: dbWriteTable, dbSentStatement, dbReadTable, dbListTables
• dplyr and dbplyr are suggested.

Reports

• publish_rmd, publish_html return the report id.
• Rmarkdown is the default option for publish_rmd.

Programming

• API responses are S3 objects.
• print.civis_api method for API responses hides attributes.
• await and await_all are provided for polling job/task completion.
• await and await_all use an exponential backoff retry time for polling if .interval is not set (the default).
• await and await_all throw a civis_await_error on platform errors, and print the platform error message along with job and run ids.
• get_error can be used to obtain additional debugging data from civis_await_error (platform errors).
• await and await_all throw a civis_timeout_error if .timeout was specified.
• NULL can be passed directly to the API.

Packaging

• New endpoints can be generated by reinstalling the package.
• Naming scheme for generated endpoints matches the Python client, e.g. scripts_post_sql
• LICENCE is now BSD-3.
• CODE_OF_CONDUCT.md
• CHANGELOG.md

Documentation

• IO vignette.
• Concurrent polling using futures and foreach vignette.
• Package website.