Package: neptune 0.3.0

Rafal Jankowski

neptune: MLOps Metadata Store - Experiment Tracking and Model Registry for Production Teams

An interface to Neptune. A metadata store for MLOps, built for teams that run a lot of experiments. It gives you a single place to log, store, display, organize, compare, and query all your model-building metadata. Neptune is used for: • Experiment tracking: Log, display, organize, and compare ML experiments in a single place. • Model registry: Version, store, manage, and query trained models, and model building metadata. • Monitoring ML runs live: Record and monitor model training, evaluation, or production runs live For more information see <https://neptune.ai/>.

Authors:Mateusz Dominiak [aut], Rafal Jankowski [aut, cre]

neptune_0.3.0.tar.gz
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neptune_0.3.0.tgz(r-4.4-any)neptune_0.3.0.tgz(r-4.3-any)
neptune_0.3.0.tar.gz(r-4.5-noble)neptune_0.3.0.tar.gz(r-4.4-noble)
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neptune.pdf |neptune.html✨
neptune/json (API)

# Install 'neptune' in R:
install.packages('neptune', repos = c('https://neptune-ai.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/neptune-ai/neptune-r/issues

On CRAN:

comparelanguagelogmanagementmetadatametricsmlopsmodelsmonitoringorganizeparametersstoretrackervisualization

4.89 score 14 stars 16 scripts 199 downloads 35 exports 77 dependencies

Last updated 1 years agofrom:7c51ab3da9. Checks:OK: 1 WARNING: 3 NOTE: 3. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 26 2024
R-4.5-winNOTEOct 26 2024
R-4.5-linuxWARNINGOct 26 2024
R-4.4-winNOTEOct 26 2024
R-4.4-macWARNINGOct 26 2024
R-4.3-winNOTEOct 26 2024
R-4.3-macWARNINGOct 26 2024

Exports:[.neptune.new.metadata_containers.run.Run[<-.neptune.new.metadata_containers.run.Runneptune_addneptune_appendneptune_assignneptune_clearneptune_delete_filesneptune_downloadneptune_download_lastneptune_existsneptune_extendneptune_fetchneptune_fetch_files_listneptune_fetch_hashneptune_fetch_lastneptune_fetch_runs_tableneptune_fetch_valuesneptune_file_as_htmlneptune_file_as_imageneptune_get_structureneptune_get_urlneptune_initneptune_init_runneptune_installneptune_logneptune_popneptune_print_structureneptune_removeneptune_set_api_tokenneptune_stopneptune_syncneptune_track_filesneptune_uploadneptune_upload_filesneptune_wait

Dependencies:askpassbase64encbslibcachemclicolorspacecpp11crosstalkcurldata.tabledigestdplyrevaluatefansifarverfastmapfontawesomefsgenericsggplot2gluegtableherehighrhtmltoolshtmlwidgetshttrisobandjquerylibjsonliteknitrlabelinglaterlatticelazyevallifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmeopensslpillarpkgconfigplotlypngpromisespurrrR6rappdirsRColorBrewerRcppRcppTOMLreticulaterlangrmarkdownrprojrootrstudioapisassscalesstringistringrsysthis.pathtibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunyaml

Readme and manuals

Help Manual

Help pageTopics
Field lookup[.neptune.new.metadata_containers.run.Run
Assigns the provided value to the field.[<-.neptune.new.metadata_containers.run.Run
API token for anonymous logging.ANONYMOUS_API_TOKEN
Adds the provided tag or tags to the run's tags.neptune_add
Appends the provided number or a collection of numbers.neptune_append neptune_log
Assigns the provided value to the field.neptune_assign
Removes all tags from the StringSet.neptune_clear
Delete the file or files specified by paths from the FileSet stored on the Neptune servers.neptune_delete_files
Downloads all the files that are referenced in the field.neptune_download
Downloads the last File stored in the series from Neptune servers and save it locally.neptune_download_last
Checks if there is any field or namespace under the specified path.neptune_exists
Extends the field with collection of values.neptune_extend
Fetch values of all non-File Atom fields as a named list.neptune_fetch
Fetches a list of artifact files from the Neptune servers.neptune_fetch_files_list
Fetches the Hash of the artifact from Neptune servers.neptune_fetch_hash
Fetches last value stored in the series from Neptune servers.neptune_fetch_last
Retrieve runs matching the specified criteria.neptune_fetch_runs_table
Fetches all values stored in the series from Neptune servers.neptune_fetch_values
Converts an object to an HTML File value object.neptune_file_as_html
Static method for converting image objects or image-like objects to an image File value object.neptune_file_as_image
Returns a run's metadata structure in form of a named list.neptune_get_structure
Returns a direct link to run in Neptune. It's the same link that is printed at the moment of initialization of the run.neptune_get_url
Starts a new tracked run, and append it to the top of the Runs table view.neptune_init neptune_init_run
Install neptune-client along with required python enviroment.neptune_install
Removes the field or whole namespace stored under the path completely and all data associated with them.neptune_pop
Pretty prints the structure of the run's metadata. Paths are ordered lexicographically and the whole structure is neatly colored.neptune_print_structure
Removes the provided tag or tags from the set.neptune_remove
Sets NEPTUNE_API_TOKEN environment variablesneptune_set_api_token
Stop neptune run.neptune_stop
Synchronizes the run with with Neptune servers.neptune_sync
Saves the artifact metadata.neptune_track_files
Uploads provided file under specified field pathneptune_upload
Uploads the provided file or files and stores them inside the FileSet.neptune_upload_files
Wait for all the tracking calls to finish.neptune_wait