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classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.list_remote_datasets>code classdocutils literal notranslate>span classpre>list_remote_datasets()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.remove_remote_dataset>code classdocutils literal notranslate>span classpre>remove_remote_dataset()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.dataset_list_releases>code classdocutils literal notranslate>span classpre>dataset_list_releases()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.upload_data>code classdocutils literal notranslate>span classpre>upload_data()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.dataset_import>code classdocutils literal notranslate>span classpre>dataset_import()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.list_files>code classdocutils literal notranslate>span classpre>list_files()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.set_file_status>code classdocutils literal notranslate>span classpre>set_file_status()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.delete_files>code classdocutils literal notranslate>span classpre>delete_files()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.validate_schemas>code classdocutils literal notranslate>span classpre>validate_schemas()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.dataset_convert>code classdocutils literal notranslate>span classpre>dataset_convert()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.convert>code classdocutils literal notranslate>span classpre>convert()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.post_comment>code classdocutils literal notranslate>span classpre>post_comment()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.report_annotators>code classdocutils literal notranslate>span classpre>report_annotators()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.help>code classdocutils literal notranslate>span classpre>help()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.print_new_version_info>code classdocutils literal notranslate>span classpre>print_new_version_info()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.cli_functions.extract_video_artifacts>code classdocutils literal notranslate>span 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internal hrefdarwin.html#darwin.client.log_retry_error>code classdocutils literal notranslate>span classpre>log_retry_error()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.client.Client>code classdocutils literal notranslate>span classpre>Client/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.config>darwin.config module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.config.Config>code classdocutils literal notranslate>span classpre>Config/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.datatypes>darwin.datatypes module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.Success>code classdocutils literal notranslate>span classpre>Success/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.JSONType>code classdocutils literal notranslate>span 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hrefdarwin.html#darwin.datatypes.split_paths_by_metadata>code classdocutils literal notranslate>span classpre>split_paths_by_metadata()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.AnnotationFile>code classdocutils literal notranslate>span classpre>AnnotationFile/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.make_bounding_box>code classdocutils literal notranslate>span classpre>make_bounding_box()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.make_tag>code classdocutils literal notranslate>span classpre>make_tag()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.make_polygon>code classdocutils literal notranslate>span classpre>make_polygon()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.make_complex_polygon>code classdocutils literal 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hrefdarwin.html#darwin.datatypes.make_video_annotation>code classdocutils literal notranslate>span classpre>make_video_annotation()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.MaskTypes>code classdocutils literal notranslate>span classpre>MaskTypes/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.AnnotationMask>code classdocutils literal notranslate>span classpre>AnnotationMask/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.RasterLayer>code classdocutils literal notranslate>span classpre>RasterLayer/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.ManifestItem>code classdocutils literal notranslate>span classpre>ManifestItem/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.SegmentManifest>code classdocutils literal notranslate>span classpre>SegmentManifest/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.ObjectStore>code classdocutils literal notranslate>span classpre>ObjectStore/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.StorageKeyDictModel>code classdocutils literal notranslate>span classpre>StorageKeyDictModel/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.StorageKeyListModel>code classdocutils literal notranslate>span classpre>StorageKeyListModel/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.TeamPropertyLookups>code classdocutils literal notranslate>span classpre>TeamPropertyLookups/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.ReportJob>code classdocutils literal notranslate>span classpre>ReportJob/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.datatypes.AnnotatorReportGrouping>code classdocutils literal notranslate>span classpre>AnnotatorReportGrouping/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.doc_enum>darwin.doc_enum module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.doc_enum.DocEnum>code classdocutils literal notranslate>span classpre>DocEnum/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.exceptions>darwin.exceptions module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.DarwinException>code classdocutils literal notranslate>span classpre>DarwinException/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.GracefulExit>code classdocutils literal notranslate>span classpre>GracefulExit/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.IncompatibleOptions>code classdocutils literal notranslate>span classpre>IncompatibleOptions/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.MissingDependency>code classdocutils literal notranslate>span classpre>MissingDependency/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnrecognizableFileEncoding>code classdocutils literal notranslate>span classpre>UnrecognizableFileEncoding/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.Unauthenticated>code classdocutils literal notranslate>span classpre>Unauthenticated/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.InvalidLogin>code classdocutils literal notranslate>span classpre>InvalidLogin/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.InvalidTeam>code classdocutils literal notranslate>span classpre>InvalidTeam/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.InvalidCompressionLevel>code classdocutils literal notranslate>span classpre>InvalidCompressionLevel/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.MissingConfig>code classdocutils literal notranslate>span classpre>MissingConfig/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnsupportedExportFormat>code classdocutils literal notranslate>span classpre>UnsupportedExportFormat/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.NotFound>code classdocutils literal notranslate>span classpre>NotFound/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnsupportedFileType>code classdocutils literal notranslate>span classpre>UnsupportedFileType/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.InsufficientStorage>code classdocutils literal notranslate>span classpre>InsufficientStorage/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.NameTaken>code classdocutils literal notranslate>span classpre>NameTaken/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.ValidationError>code classdocutils literal notranslate>span classpre>ValidationError/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.Unauthorized>code classdocutils literal notranslate>span classpre>Unauthorized/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.OutdatedDarwinJSONFormat>code classdocutils literal notranslate>span classpre>OutdatedDarwinJSONFormat/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.RequestEntitySizeExceeded>code classdocutils literal notranslate>span classpre>RequestEntitySizeExceeded/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.MissingSchema>code classdocutils literal notranslate>span classpre>MissingSchema/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.AnnotationFileValidationError>code classdocutils literal notranslate>span classpre>AnnotationFileValidationError/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnknownAnnotationFileSchema>code classdocutils literal notranslate>span classpre>UnknownAnnotationFileSchema/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnknownExportVersion>code classdocutils literal notranslate>span classpre>UnknownExportVersion/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.UnsupportedImportAnnotationType>code classdocutils literal notranslate>span classpre>UnsupportedImportAnnotationType/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.DataloopComplexPolygonsNotYetSupported>code classdocutils literal notranslate>span classpre>DataloopComplexPolygonsNotYetSupported/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.ExportException>code classdocutils literal notranslate>span classpre>ExportException/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.ExportException_CouldNotAssembleOutputPath>code classdocutils literal notranslate>span classpre>ExportException_CouldNotAssembleOutputPath/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.ExportException_CouldNotBuildOutput>code classdocutils literal notranslate>span classpre>ExportException_CouldNotBuildOutput/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.exceptions.ExportException_CouldNotWriteFile>code classdocutils literal notranslate>span classpre>ExportException_CouldNotWriteFile/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.item>darwin.item module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.item.DatasetItem>code classdocutils literal notranslate>span classpre>DatasetItem/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.item_sorter>darwin.item_sorter module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.item_sorter.SortDirection>code classdocutils literal notranslate>span classpre>SortDirection/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.item_sorter.ItemSorter>code classdocutils literal notranslate>span classpre>ItemSorter/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.options>darwin.options module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.options.Options>code classdocutils literal notranslate>span classpre>Options/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.path_utils>darwin.path_utils module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.path_utils.construct_full_path>code classdocutils literal notranslate>span classpre>construct_full_path()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.path_utils.deconstruct_full_path>code classdocutils literal notranslate>span classpre>deconstruct_full_path()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.path_utils.parse_metadata>code classdocutils literal notranslate>span classpre>parse_metadata()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.path_utils.is_properties_enabled>code classdocutils literal notranslate>span classpre>is_properties_enabled()/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin.validators>darwin.validators module/a>ul>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.validators.name_taken>code classdocutils literal notranslate>span classpre>name_taken()/span>/code>/a>/li>li classtoctree-l4>a classreference internal hrefdarwin.html#darwin.validators.validation_error>code classdocutils literal notranslate>span classpre>validation_error()/span>/code>/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefdarwin.html#module-darwin>Module contents/a>/li>/ul>/li>/ul>/li>li classtoctree-l1>a classreference internal hrefREADME.html>README/a>ul>li classtoctree-l2>a classreference internal hrefREADME.html#installation>🏁 Installation/a>ul>li classtoctree-l3>a classreference internal hrefREADME.html#configuration>Configuration/a>ul>li classtoctree-l4>a classreference internal hrefREADME.html#retry-configuration>Retry Configuration/a>/li>/ul>/li>li classtoctree-l3>a classreference internal hrefREADME.html#development>Development/a>/li>/ul>/li>li classtoctree-l2>a classreference internal hrefREADME.html#usage-as-a-command-line-interface-cli>Usage as a Command Line Interface (CLI)/a>ul>li classtoctree-l3>a classreference internal hrefREADME.html#client-authentication>Client Authentication/a>/li>li classtoctree-l3>a classreference internal hrefREADME.html#listing-local-and-remote-datasets>Listing local and remote datasets/a>/li>li classtoctree-l3>a classreference internal hrefREADME.html#create-remove-a-dataset>Create/remove a dataset/a>/li>li classtoctree-l3>a classreference internal hrefREADME.html#upload-download-data-to-from-a-remote-dataset>Upload/download data to/from a remote dataset/a>/li>/ul>/li>li classtoctree-l2>a classreference internal hrefREADME.html#usage-as-a-python-library>Usage as a Python library/a>/li>/ul>/li>/ul>        /div>      /div>    /nav>    section data-togglewy-nav-shift classwy-nav-content-wrap>nav classwy-nav-top aria-labelMobile navigation menu >          i data-togglewy-nav-top classfa fa-bars>/i>          a href#>darwin-py/a>      /nav>      div classwy-nav-content>        div classrst-content>          div rolenavigation aria-labelPage navigation>  ul classwy-breadcrumbs>      li>a href# classicon icon-home aria-labelHome>/a>/li>      li classbreadcrumb-item active>V7 Darwin Python SDK/li>      li classwy-breadcrumbs-aside>            a href_sources/index.rst.txt relnofollow> View page source/a>      /li>  /ul>  hr/>/div>          div rolemain classdocument itemscopeitemscope itemtypehttp://schema.org/Article>           div itemproparticleBody>               div classtoctree-wrapper compound>/div>section idv7-darwin-python-sdk>h1>V7 Darwin Python SDKa classheaderlink href#v7-darwin-python-sdk titleLink to this heading>/a>/h1>a classreference external image-reference hrefhttps://pepy.tech/project/darwin-py>img altDownloads srchttps://static.pepy.tech/personalized-badge/darwin-py?periodtotal&unitsinternational_system&left_colorblack&right_colorblue&left_textDownloads />/a>a classreference external image-reference hrefhttps://pepy.tech/project/darwin-py>img altDownloads srchttps://static.pepy.tech/personalized-badge/darwin-py?periodmonth&unitsinternational_system&left_colorblack&right_colorblue&left_textThis%20month />/a>a classreference external image-reference hrefhttps://github.com/v7labs/darwin-py/stargazers>img altGitHub Repo stars srchttps://img.shields.io/github/stars/v7labs/darwin-py?stylesocial />/a>a classreference external image-reference hrefhttps://twitter.com/V7Labs>img altTwitter Follow srchttps://img.shields.io/twitter/follow/V7Labs?stylesocial />/a>a classreference external image-reference hrefhttps://scorecard.dev/viewer/?urigithub.com/v7labs/darwin-py>img altOpenSSF Scorecard srchttps://api.scorecard.dev/projects/github.com/v7labs/darwin-py/badge />/a>p>⚡️ Official library to annotate, manage datasets, and models ona classreference external hrefhttps://darwin.v7labs.com>V7’s Darwin Training Data Platform/a>. ⚡️/p>p>Darwin-py can both be used from the a classreference external href#usage-as-a-command-line-interface-cli>command line/a> and as a a classreference external href#usage-as-a-python-library>python library/a>./p>hr/>p>Main functions are (but not limited to):/p>ul classsimple>li>p>Client authentication/p>/li>li>p>Listing local and remote datasets/p>/li>li>p>Create/remove datasets/p>/li>li>p>Upload/download data to/from remote datasets/p>/li>li>p>Direct integration with PyTorch dataloaders/p>/li>li>p>Extracting video artifacts/p>/li>/ul>p>Support tested for python 3.9 - 3.12/p>section idinstallation>h2>🏁 Installationa classheaderlink href#installation titleLink to this heading>/a>/h2>div classhighlight-default notranslate>div classhighlight>pre>span>/span>span classn>pip/span> span classn>install/span> span classn>darwin/span>span classo>-/span>span classn>py/span>/pre>/div>/div>p>You can now type code classdocutils literal notranslate>span classpre>darwin/span>/code> in your terminal and access the command line interface./p>p>If you wish to use the PyTorch bindings, then you can use the code classdocutils literal notranslate>span classpre>ml/span>/code> flag to install all the additional requirements/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>span classn>pip/span> span classn>install/span> span classn>darwin/span>span classo>-/span>span classn>py/span>span classp>/span>span classn>ml/span>span classp>/span>/pre>/div>/div>p>If you wish to use video frame extraction, then you can use the code classdocutils literal notranslate>span classpre>ocv/span>/code> flag to install all the additional requirements/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>span classn>pip/span> span classn>install/span> span classn>darwin/span>span classo>-/span>span classn>py/span>span classp>/span>span classn>ocv/span>span classp>/span>/pre>/div>/div>p>If you wish to use video artifacts extraction, then you need to install a classreference external hrefhttps://www.ffmpeg.org/download.html>FFmpeg/a>/p>p>To run test, first install the code classdocutils literal notranslate>span classpre>test/span>/code> extra package/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>span classn>pip/span> span classn>install/span> span classn>darwin/span>span classo>-/span>span classn>py/span>span classp>/span>span classn>test/span>span classp>/span>/pre>/div>/div>section idconfiguration>h3>Configurationa classheaderlink href#configuration titleLink to this heading>/a>/h3>section idretry-configuration>h4>Retry Configurationa classheaderlink href#retry-configuration titleLink to this heading>/a>/h4>p>The SDK includes a retry mechanism for handling API rate limits (429) and server errors (500, 502, 503, 504). You can configure the retry behavior using the following environment variables:/p>ul classsimple>li>p>cite>DARWIN_RETRY_INITIAL_WAIT/cite>: Initial wait time in seconds between retries (default: 60)/p>/li>li>p>cite>DARWIN_RETRY_MAX_WAIT/cite>: Maximum wait time in seconds between retries (default: 300)/p>/li>li>p>cite>DARWIN_RETRY_MAX_ATTEMPTS/cite>: Maximum number of retry attempts (default: 10)/p>/li>/ul>p>Example configuration:/p>div classhighlight-bash notranslate>div classhighlight>pre>span>/span>span classc1># Configure shorter retry intervals and fewer attempts/span>span classnb>export/span>span classw> /span>span classnv>DARWIN_RETRY_INITIAL_WAIT/span>span classo>/span>span classm>30/span>span classnb>export/span>span classw> /span>span classnv>DARWIN_RETRY_MAX_WAIT/span>span classo>/span>span classm>120/span>span classnb>export/span>span classw> /span>span classnv>DARWIN_RETRY_MAX_ATTEMPTS/span>span classo>/span>span classm>5/span>/pre>/div>/div>p>The retry mechanism will automatically handle:/p>ul classsimple>li>p>Rate limiting (HTTP 429)/p>/li>li>p>Server errors (HTTP 500, 502, 503, 504)/p>/li>/ul>p>For each retry attempt, you’ll see a message indicating the type of error and the wait time before the next attempt./p>/section>/section>section iddevelopment>h3>Developmenta classheaderlink href#development titleLink to this heading>/a>/h3>p>See our development and QA environment installation recommendations a classreference external hrefdocs/DEV.md>here/a>/p>/section>/section>hr classdocutils />section idusage-as-a-command-line-interface-cli>h2>Usage as a Command Line Interface (CLI)a classheaderlink href#usage-as-a-command-line-interface-cli titleLink to this heading>/a>/h2>p>a classreference external hrefhttps://docs.v7labs.com/docs/getting-started-1>Here you can find V7 labs doc on the CLI usage/a>/p>p>Once installed, code classdocutils literal notranslate>span classpre>darwin/span>/code> is accessible as a command line tool.A useful way to navigate the CLI usage is through the help command code classdocutils literal notranslate>span classpre>-h/--help/span>/code> which willprovide additional information for each command available./p>section idclient-authentication>h3>Client Authenticationa classheaderlink href#client-authentication titleLink to this heading>/a>/h3>p>To perform remote operations on Darwin you first need to authenticate.This requires a a classreference external hrefhttps://darwin.v7labs.com/?settingsapi-keys>team-specific API-key/a>.If you do not already have a Darwin account, you can a classreference external hrefhttps://www.v7labs.com/contact>contact us/a> and we can set one up for you./p>p>To start the authentication process:/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin authenticateAPI key:Make example-team the default team? y/N yDatasets directory ~/.darwin/datasets:Authentication succeeded./pre>/div>/div>p>You will be then prompted to enter your API-key, whether you want to set the corresponding team asdefault and finally the desired location on the local file system for the datasets of that team.This process will create a configuration file at code classdocutils literal notranslate>span classpre>~/.darwin/config.yaml/span>/code>.This file will be updated with future authentications for different teams./p>/section>section idlisting-local-and-remote-datasets>h3>Listing local and remote datasetsa classheaderlink href#listing-local-and-remote-datasets titleLink to this heading>/a>/h3>p>Lists a summary of local existing datasets/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset localNAME            IMAGES     SYNC_DATE         SIZEmydataset       112025     yesterday     159.2 GB/pre>/div>/div>p>Lists a summary of remote datasets accessible by the current user./p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset remoteNAME                       IMAGES     PROGRESSexample-team/mydataset     112025        73.0%/pre>/div>/div>/section>section idcreate-remove-a-dataset>h3>Create/remove a dataseta classheaderlink href#create-remove-a-dataset titleLink to this heading>/a>/h3>p>To create an empty dataset remotely:/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset create testDataset 'test' (example-team/test) has been created.Access at https://darwin.v7labs.com/datasets/579/pre>/div>/div>p>The dataset will be created in the team you’re authenticated for./p>p>To delete the project on the server:/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset remove testAbout to delete example-team/test on darwin.Do you want to continue? y/N y/pre>/div>/div>/section>section idupload-download-data-to-from-a-remote-dataset>h3>Upload/download data to/from a remote dataseta classheaderlink href#upload-download-data-to-from-a-remote-dataset titleLink to this heading>/a>/h3>p>Uploads data to an existing remote project.It takes the dataset name and a single image (or directory) with images/videos to upload asparameters./p>p>The code classdocutils literal notranslate>span classpre>-e/--exclude/span>/code> argument allows to indicate file extension/s to be ignored from the data_dir.e.g.: code classdocutils literal notranslate>span classpre>-e/span> span classpre>.jpg/span>/code>/p>p>For videos, the frame rate extraction rate can be specified by adding code classdocutils literal notranslate>span classpre>--fps/span> span classpre><frame_rate>/span>/code>/p>p>Supported extensions:/p>ul classsimple>li>p>Video files: code classdocutils literal notranslate>span classpre>.mp4/span>/code>, code classdocutils literal notranslate>span classpre>.bpm/span>/code>, code classdocutils literal notranslate>span classpre>.mov/span>/code>, code classdocutils literal notranslate>span classpre>.avi/span>/code>, code classdocutils literal notranslate>span classpre>.mkv/span>/code>, code classdocutils literal notranslate>span classpre>.hevc/span>/code>, code classdocutils literal notranslate>span classpre>.pdf/span>/code>, code classdocutils literal notranslate>span classpre>.dcm/span>/code>, code classdocutils literal notranslate>span classpre>.nii/span>/code>, code classdocutils literal notranslate>span classpre>.nii.gz/span>/code>, code classdocutils literal notranslate>span classpre>.ndpi/span>/code>, code classdocutils literal notranslate>span classpre>.rvg/span>/code> formats./p>/li>li>p>Image files code classdocutils literal notranslate>span classpre>.jpg/span>/code>, code classdocutils literal notranslate>span classpre>.jpeg/span>/code>, code classdocutils literal notranslate>span classpre>.png/span>/code>, code classdocutils literal notranslate>span classpre>.jfif/span>/code>, code classdocutils literal notranslate>span classpre>.tif/span>/code>, code classdocutils literal notranslate>span classpre>.tiff/span>/code>, code classdocutils literal notranslate>span classpre>.qtiff/span>/code>, code classdocutils literal notranslate>span classpre>.bmp/span>/code>, code classdocutils literal notranslate>span classpre>.svs/span>/code>, code classdocutils literal notranslate>span classpre>.webp/span>/code>, code classdocutils literal notranslate>span classpre>.JPEG/span>/code>, code classdocutils literal notranslate>span classpre>.JPG/span>/code>, code classdocutils literal notranslate>span classpre>.BMP/span>/code> formats./p>/li>/ul>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset push test /path/to/folder/with/images100%|████████████████████████| 2/2 00:01<00:00,  1.27it/s/pre>/div>/div>p>Before a dataset can be downloaded, a release needs to be generated:/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset export test 0.1Dataset test successfully exported to example-team/test:0.1/pre>/div>/div>p>This version is immutable, if new images / annotations have been added you will have to create a new release to included them./p>p>To list all available releases/p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset releases testNAME                           IMAGES     CLASSES                   EXPORT_DATEexample-team/test:0.1               4           0     2019-12-07 11:37:35+00:00/pre>/div>/div>p>And to finally download a release./p>div classhighlight-default notranslate>div classhighlight>pre>span>/span>$ darwin dataset pull test:0.1Dataset example-team/test:0.1 downloaded at /directory/choosen/at/authentication/time ./pre>/div>/div>/section>/section>hr classdocutils />section idusage-as-a-python-library>h2>Usage as a Python librarya classheaderlink href#usage-as-a-python-library titleLink to this heading>/a>/h2>p>a classreference external hrefhttps://docs.v7labs.com/docs/install-update-the-darwin-sdk>Here you can find V7 labs doc on the usage as Python library/a>/p>p>The framework is designed to be usable as a standalone python library.Usage can be inferred from looking at the operations performed in code classdocutils literal notranslate>span classpre>darwin/cli_functions.py/span>/code>.A minimal example to download a dataset is provided below and a more extensive one can be found in/p>p>a classreference external hrefhttps://github.com/v7labs/darwin-py/blob/master/darwin_demo.py>./darwin_demo.py/a>./p>div classhighlight-python notranslate>div classhighlight>pre>span>/span>span classkn>from/span>span classw> /span>span classnn>darwin.client/span>span classw> /span>span classkn>import/span> span classn>Client/span>span classn>client/span> span classo>/span> span classn>Client/span>span classo>./span>span classn>local/span>span classp>()/span> span classc1># use the configuration in ~/.darwin/config.yaml/span>span classn>dataset/span> span classo>/span> span classn>client/span>span classo>./span>span classn>get_remote_dataset/span>span classp>(/span>span classs2>"example-team/test"/span>span classp>)/span>span classn>dataset/span>span classo>./span>span classn>pull/span>span classp>()/span> span classc1># downloads annotations and images for the latest exported version/span>/pre>/div>/div>p>Follow a classreference external hrefhttps://docs.v7labs.com/docs/loading-a-dataset-in-python>this guide/a> for how to integrate darwin datasets directly in PyTorch./p>/section>/section>           /div>          /div>          footer>div classrst-footer-buttons rolenavigation aria-labelFooter>        a hrefmodules.html classbtn btn-neutral float-right titledarwin accesskeyn relnext>Next span classfa fa-arrow-circle-right aria-hiddentrue>/span>/a>    /div>  hr/>  div rolecontentinfo>    p>© Copyright MIT License./p>  /div>  Built with a hrefhttps://www.sphinx-doc.org/>Sphinx/a> using a    a hrefhttps://github.com/readthedocs/sphinx_rtd_theme>theme/a>    provided by a hrefhttps://readthedocs.org>Read the Docs/a>.   /footer>        /div>      /div>    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