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R/generated_client.R)with_mock()
function. See issue #253.resolved() function (previously
imported from the future package) and changed its input
argument from x to future, to stay consistent
with the resolved.CivisFuture() functionfuture > 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.local argument to the
CivisFuture() function. The local argument is
defunct for future versions > 1.31.0.R/generated_client.R)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)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)enhancements_[verb]_cass_ncoa,
exports_[verb]_files, and imports_[verb]_files
have updated documentation as a result. (#240)stringsAsFactors=FALSE default.
(#232).database parameter in read_civis now
accepts character objects of class glue.query_civisand query_civis_file now
respect credential and credential_id args
respectively when passed through ... (#219)run_template takes an additional value of JSONValue. If
TRUE, function returns the JSON output instead of the file id.errorDescription (#214)civis.default_polling_interval
to globally set the interval for polling via await
(#204).write_civis_file now uploads data frames as CSVs by
default.read_civis.numeric now has
read.csv as the default argument for
using.DBI, dplyr and dbplyr from
dependencies.feather, and ggplot2 (used for CivisML
features) are now suggested rather than imported.source. roxygen2 is
now suggested rather than imported..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.await_all is now vectorized over two arguments
(typically run and job ids) as intended (#171).civis_platform are now tagged to
civisanalytics/datascience-r:2 for compatibility with R
3.6.0.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.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 containerrun_template can be used to run a template job, and
return file IDs of results.write_civis.numeric now correctly syncs with headers
[#150].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::coefcoef.civis_mlget_feature_importance to civis_ml_utilsget_feature_importance to
test_civis_ml_utilsfeature_importances.rds to
tests/testthat/datacivis_ml. Fixes #131.tryCatch when generating the client. Fixes
#138.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.read_civis now correctly reads exports from Redshift
containing null values.read_civis and download_civis.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.
write_civis_file now defaults to the file path for the
name argument instead of requiring it.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.hidden argument of write_civis now
works.resolved.CivisFuture now gets the status of the
platform job directly and updates the state of the future.civis_ml documentation with the following
CivisML 2.1 features and defaults:
n_jobs is dynamically calculated by default for
training as well as prediction.feather-format is now allowed as an input format.value.CivisFuture now prints error logs from failed
jobs, throws a catcheable error, and fetches the job logs
automatically.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.write_civis calls imports_post_files
correctly after a change in the argument order.publish_rmd and
publish_htmlpolling_interval can now be specified in
civis_mlcall_api only retries on 413, 429, 502, 503, 504 as in
civis-python.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.write_civis_file now don’t expire
by default..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.plan(civis_platform) has been added to evaluate R
expressions on Civis Platform using the future API.multilayer_perceptron_regressor,
multilayer_perceptron_classifier,
stacking_regressor, and
stacking_classifiercross_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.n_jobs > 1 (default
4)validation_data = "skip"."cpu_requested", "memory_requested", and
"disk_requested" arguments in
predict.civis_ml.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/bashconfigure.win uses Rscript.exe for windows
buildsconfigure.win does not use bin/bash.civis_ml objects have been
improved.fetch_predictions is provided to read results from a
prediction job into memory from S3.civis_ml_regressor shows y-yhat binned
histogram using ggplot2.civis_ml_classifier shows the decile
plot using ggplot2.civis_ml objects provide histograms of
the OOS scores using ggplot2.CIVIS_ML_CLASSIFIERS and
CIVIS_ML_REGRESSORS.fetch_logs now works for any civis_api
object with a valid *_runs_logs method, and any
civis_error object.expires_at parameter of
write_civis_file has been clarified.civis_ml now throws an appropriate error message if a
model type is called with multiple dependent variables but doesn’t
support them.civis_ml, with
the CivisML error logs being printed to the console.empty_result_error is now thrown from
read_civis.sql if the query returns no results.as_function deprecation from purrr
replaced.get_default_database uses that database.read_civis now reads from a temporary file when the
file size is > than 2^31-1 bytes.civis_ml wrapper for CivisML 1.1.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_mlpredict.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.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.options(civis.default_db = "my_database").refresh_table can be used to refresh table meta
datatransfer_table can be used to transfer tables between
redshift databasesget_table_id can be used to retrieve a table iddbWriteTable,
dbSentStatement, dbReadTable,
dbListTablespublish_rmd, publish_html return the
report id.publish_rmd.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.scripts_post_sqlLICENCE is now BSD-3.CODE_OF_CONDUCT.mdCHANGELOG.mdThese binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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