o ni$@s2dZddlZddlZddlZddlZddlmZmZmZm Z ddl Z ddl m Z m Z ddlmZddlZddlmZmZddlmZddlmZdd lmZdd lmZmZdd lmZdd lmZ dd l!m"Z"ddl#m$Z$ddl%m&Z&m'Z'ddl(m)Z)m*Z*ddl+m,Z,e-e.Z/GdddZ0GdddZdS)uZUse the Public API to export or update data that you have saved to W&B. Before using this API, you'll want to log data from your script — check the [Quickstart](https://docs.wandb.ai/quickstart) for more details. You might use the Public API to - update metadata or metrics for an experiment after it has been completed, - pull down your results as a dataframe for post-hoc analysis in a Jupyter notebook, or - check your saved model artifacts for those tagged as `ready-to-deploy`. For more on using the Public API, check out [our guide](https://docs.wandb.com/guides/track/public-api-guide). N)AnyDictListOptional)Clientgql) RetryError)envutil)public)normalize_exceptions)RETRY_TIMEDELTA)PathTypeparse_org_from_registry_path)is_artifact_registry_project)Api)_thread_local_api_settings)LAUNCH_DEFAULT_PROJECT)retryrunid) Deprecated deprecate)GraphQLSessionc@sleZdZedZdefddZeddZe j e e j eejfddd Zed d Zd ed efddZdS)RetryingClienta$ query ServerInfo{ serverInfo { cliVersionInfo latestLocalVersionInfo { outOfDate latestVersionString versionOnThisInstanceString } } } clientcCsd|_||_dSN) _server_info_client)selfrrS/home/ubuntu/SoloSpeech/.venv/lib/python3.10/site-packages/wandb/apis/public/api.py__init__9s zRetryingClient.__init__cCst|jjjdddS)Nz/graphql/)r app_urlr transporturlreplacerrrr r$=szRetryingClient.app_url)retry_timedeltacheck_retry_fnretryable_exceptionsc Os^z |jj|i|WStjjy.d|vr-|jjj}td|d|d|ddw)NtimeoutzGA graphql request initiated by the public wandb API timed out (timeout=z< sec). 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Examples: Most common way to initialize >>> wandb.Api() Args: overrides: (dict) You can set `base_url` if you are using a wandb server other than https://api.wandb.ai. You can also set defaults for `entity`, `project`, and `run`. zv query Viewer{ viewer { id entity } } a query Viewer{ viewer { id flags entity username email admin apiKeys { edges { node { id name description } } } teams { edges { node { name } } } } } a query SearchUsers($query: String) { users(query: $query) { edges { node { id flags entity admin email deletedAt username apiKeys { edges { node { id name description } } } teams { edges { node { name } } } } } } } a mutation upsertModel( $description: String $entityName: String $id: String $name: String $framework: String $access: String $views: JSONString ) { upsertModel( input: { description: $description entityName: $entityName id: $id name: $name framework: $framework access: $access views: $views } ) { project { id name entityName description access views } model { id name entityName description access views } inserted } } N overridesr,api_keyr<c CsFt|_|p i}||_|jdur tjdur tj|dd|j |d|vr:d|vr:t d|d|jd<|jd d|jd<d|_ i|_ i|_i|_i|_d|_|dur]|n|j|_d}tjskd|jf}|jdpzttjd d }tt|jd d tjpid |j|d|jdtj|dd|_t|j|_dS)Nbase_url)hostusernameentityzEPassing "username" to Api is deprecated. please use "entity" instead.r#api_proxiesWANDB__PROXIES{}true)z User-AgentzUse-Admin-PrivilegesTz {}/graphql)headersuse_jsonr,authr&cookiesproxies)r%) InternalApisettings_api_keyrMrrZr3loginr9updater4rstrip_viewer _projects_runs_sweeps_reports_default_entity _HTTP_TIMEOUT_timeoutjsonloadsosenvironrr user_agentrWformat _base_clientrr)rrLr,rM _overridesrYr[rrr r!sR    z Api.__init__namerQcCs|j|j||ddS)zCreate a new project. Args: name: (str) The name of the new project. entity: (str) The entity of the new project. ) entityNamerrN)rr.CREATE_PROJECT)rrrrQrrr create_projectszApi.create_projectrun_idprojectrQrwrxz public.RuncCs"|dur|j}tjj||||dS)aCreate a new run. Args: run_id: (str, optional) The ID to assign to the run, if given. The run ID is automatically generated by default, so in general, you do not need to specify this and should only do so at your own risk. project: (str, optional) If given, the project of the new run. entity: (str, optional) If given, the entity of the new run. Returns: The newly created `Run`. Nrv)default_entityr Runcreate)rrwrxrQrrr create_run$szApi.create_runtypezpublic.RunQueueResourceTypeprioritization_modez!public.RunQueuePrioritizationModeconfigtemplate_variableszpublic.RunQueuec Cs(|dur|jdp |j}|durtdt|dkrtdt|dkr(td|dvr0td |r>|}|d vr>td |durDi}|t|t||td t d }t d||ii}| ||||} | dspt d| d} ||t|d|| } | dst dtj|j|||d| |dS)aCreate a new run queue (launch). Args: name: (str) Name of the queue to create type: (str) Type of resource to be used for the queue. One of "local-container", "local-process", "kubernetes", "sagemaker", or "gcp-vertex". entity: (str) Optional name of the entity to create the queue. If None, will use the configured or default entity. prioritization_mode: (str) Optional version of prioritization to use. Either "V0" or None config: (dict) Optional default resource configuration to be used for the queue. Use handlebars (eg. `{{var}}`) to specify template variables. template_variables: (dict) A dictionary of template variable schemas to be used with the config. Expected format of: `{ "var-name": { "schema": { "type": ("string", "number", or "integer"), "default": (optional value), "minimum": (optional minimum), "maximum": (optional maximum), "enum": [..."(options)"] } } }` Returns: The newly created `RunQueue` Raises: ValueError if any of the parameters are invalid wandb.Error on wandb API errors NrQ8entity must be passed as a parameter, or set in settingsrname must be non-empty@$name must be less than 64 characterszlocal-containerz local-process kubernetes sagemakerz gcp-vertexkresource_type must be one of 'local-container', 'local-process', 'kubernetes', 'sagemaker', or 'gcp-vertex')V0z+prioritization_mode must be 'V0' if presentrQrxdefault_settingsr) resource_argssuccessz(failed to create default resource configdefaultResourceConfigIDPROJECTfailed to create run queue)rrrrQr~_access_default_resource_config_id_default_resource_config)r]ry ValueErrorlenupperrurr\rxr rjdumpscreate_default_resource_configr3Errorcreate_run_queuer RunQueuer) rrrr}rQr~rrrR config_jsoncreate_config_result config_idcreate_queue_resultrrr r:sj'      zApi.create_run_queueresource_config resource_typeexternal_linksc Cs.|dur|jdp |j}|durtdt|dkrtdt|dkr(td|p+d}|}|d vr8td |d vr@td |t|t||td t d}|pUi}ddd| Di}|j |||d||ii|||d} | dszt d| dpg} | D] } t d| qtj|j||dS)aMUpsert a run queue (launch). Args: name: (str) Name of the queue to create entity: (str) Optional name of the entity to create the queue. If None, will use the configured or default entity. resource_config: (dict) Optional default resource configuration to be used for the queue. Use handlebars (eg. `{{var}}`) to specify template variables. resource_type: (str) Type of resource to be used for the queue. One of "local-container", "local-process", "kubernetes", "sagemaker", or "gcp-vertex". template_variables: (dict) A dictionary of template variable schemas to be used with the config. Expected format of: `{ "var-name": { "schema": { "type": ("string", "number", or "integer"), "default": (optional value), "minimum": (optional minimum), "maximum": (optional maximum), "enum": [..."(options)"] } } }` external_links: (dict) Optional dictionary of external links to be used with the queue. Expected format of: `{ "name": "url" }` prioritization_mode: (str) Optional version of prioritization to use. Either "V0" or None Returns: The upserted `RunQueue`. Raises: ValueError if any of the parameters are invalid wandb.Error on wandb API errors NrQrrrrrDISABLED)rrz9prioritization_mode must be 'V0' or 'DISABLED' if presentrrrrlinkscSsg|] \}}||dqS))labelr&r).0keyvaluerrr s z(Api.upsert_run_queue..r)rrr~rrconfigSchemaValidationErrorszresource config validation: )rrrrQ)r]ryrrrrurr\rxr itemsupsert_run_queuer3rr9r4r rr) rrrrrrQrrr~rRupsert_run_queue_result schema_errorserrorrrr rsh*        zApi.upsert_run_queueFcCtj|||S)zCreate a new user. Args: email: (str) The email address of the user admin: (bool) Whether this user should be a global instance admin Returns: A `User` object )r Userr{)remailadminrrr create_user zApi.create_userc Csddlm}|p t}|p|jdpd}|p|j}||||d|jjdddd}| || | s>| }| r6| d|||gS) z9Sync a local directory containing tfevent files to wandb.r) SyncManagerrx uncategorizedFT)rxrQrw mark_syncedr$viewverbosesync_tensorboardr#) wandb.syncrr generate_idr]r9ryrr$addstartis_donepollrunjoin)rroot_dirrwrxrQrsm_rrr r)s(    zApi.sync_tensorboardcCs|jSr)rr(rrr rAsz Api.clientcCs dtjS)NzW&B Public Client {})ror3 __version__r(rrr rnEs zApi.user_agentcCs\tjrtjS|jdur|jStj|jd}d}|r|d}tdr)tj d}||_|S)NrN WANDB_API_KEY) rrMr^r/utilsget_netrc_authr]rlgetenvrm)rrYrrrr rMIs   z Api.api_keycCs4|jdur|j|j}|dpid|_|jS)NviewerrQ)rgrr.DEFAULT_ENTITY_QUERYr9)rresrrr ryZs zApi.default_entity public.UsercCs:|jdurt|j|j|jd|_|jj|_|jS)Nr) rbr rrr. VIEWER_QUERYr9rQrgr(rrr ras  z Api.viewercCs i|_dS)a Flush the local cache. The api object keeps a local cache of runs, so if the state of the run may change while executing your script you must clear the local cache with `api.flush()` to get the latest values associated with the run. N)rdr(rrr flushjs z Api.flushc Cs&|dd}t|dkr||St|dkr#||d|dSt|dkr.||St|dkr|ddr@||S|dd rL||S|dd rd |d vrld |d vrdtdd |d |d <|d d \}}t |j t j |d d|dd|d|dStd)aReturn a run, sweep, project or report from a path. Examples: ``` project = api.from_path("my_project") team_project = api.from_path("my_team/my_project") run = api.from_path("my_team/my_project/runs/id") sweep = api.from_path("my_team/my_project/sweeps/id") report = api.from_path("my_team/my_project/reports/My-Report-Vm11dsdf") ``` Args: path: (str) The path to the project, run, sweep or report Returns: A `Project`, `Run`, `Sweep`, or `BetaReport` instance. Raises: wandb.Error if path is invalid or the object doesn't exist / r#rrsweepreportz--r-z>Invalid report path, should be team/project/reports/Name--XXXX rU) display_nameidspeczSInvalid path, should be TEAM/PROJECT/TYPE/ID where TYPE is runs, sweeps, or reports)stripsplitrrxr startswithrr3rr BetaReportrurllibparseunquoter')rpathpartsrrrrrr from_pathss@           z Api.from_pathcCsR|jdpd}|jdp|j}|dur||fS|dd}t|dkr'||fS|S)z8Return project and entity for project specified by path.rxrrQNr#r)r]ryrr)rrrxrQrrrr _parse_project_paths  zApi._parse_project_pathcCs|jdpd}|jdp|j}|dddddd}d|d vr:|d dd }|d dd |d <n|d rB|d }t|d krM|dkrMn(t|d krq|d }|rb||krb|d }n|d }t|d krp|d }n|d }|||fS) aParse url, filepath, or docker paths. Allows paths in the following formats: - url: entity/project/runs/id - path: entity/project/id - docker: entity/project:id Entity is optional and will fall back to the current logged-in user. rxrrQz/runs/r#z/sweeps/r:rrrr)r]ryr'rrr)rrrxrQrrrrr _parse_paths*       zApi._parse_pathcCs|jdpd}|jdp|j}|dur||fS|d\}}}||}|d}t|dkr5td|t|d krB||||fSt|d krS||d |d |fS|d |7<|S) zGReturn project, entity and artifact name for project specified by path.rxrrQNrr#rzInvalid artifact path: {}rrrr)r]ry partitionrrrro)rrrxrQcolonalias full_aliasrrrr _parse_artifact_paths    zApi._parse_artifact_pathper_pagezpublic.ProjectscCsT|dur|jdp |j}|durtd||jvr%tj|j||d|j|<|j|S)aGet projects for a given entity. Args: entity: (str) Name of the entity requested. If None, will fall back to the default entity passed to `Api`. If no default entity, will raise a `ValueError`. per_page: (int) Sets the page size for query pagination. None will use the default size. Usually there is no reason to change this. Returns: A `Projects` object which is an iterable collection of `Project` objects. NrQrr)r]ryrrcr Projectsr)rrQrrrr projectss  z Api.projectszpublic.ProjectcCsbt|r|nd}|dur|jdp|j}t|r(|jdp|j}tj||d}t|j||iS)anReturn the `Project` with the given name (and entity, if given). Args: name: (str) The project name. entity: (str) Name of the entity requested. If None, will fall back to the default entity passed to `Api`. If no default entity, will raise a `ValueError`. Returns: A `Project` object. r"NrQrQ organization)rr]ryr\_resolve_org_entity_namer Projectr)rrrrQorgsettings_entityrrr rxs z Api.projectr"2rzpublic.ReportscCs||d\}}}|rtj|}d||t|g}nd||g}||jvr=tj|j t |j ||i||d|j|<|j|S)aIGet reports for a given project path. WARNING: This api is in beta and will likely change in a future release Args: path: (str) path to project the report resides in, should be in the form: "entity/project" name: (str, optional) optional name of the report requested. per_page: (int) Sets the page size for query pagination. None will use the default size. Usually there is no reason to change this. Returns: A `Reports` object which is an iterable collection of `BetaReport` objects. z /fake_runr#)rrr) rrrrrrIrfr Reportsrr)rrrrrrQrxrrrrr reportss   z Api.reportscCr)zCreate a new team. Args: team: (str) The name of the team admin_username: (str) optional username of the admin user of the team, defaults to the current user. Returns: A `Team` object )r Teamr{)rteamadmin_usernamerrr create_team@rzApi.create_teamrz public.TeamcCst|j|S)zReturn the matching `Team` with the given name. Args: team: (str) The name of the team. Returns: A `Team` object. )r rr)rrrrr rLs zApi.teamusername_or_emailcCsn|j|jd|i}t|dddkrdSt|dddkr(td|t|j|ddddS) ajReturn a user from a username or email address. Note: This function only works for Local Admins, if you are trying to get your own user object, please use `api.viewer`. Args: username_or_email: (str) The username or email address of the user Returns: A `User` object or None if a user couldn't be found queryusersedgesrNrz:Found multiple users, returning the first user matching {}node) rr. USERS_QUERYrr3r4ror rrrrrrr userWs zApi.usercs.jjd|i}fdd|ddDS)ajReturn all users from a partial username or email address query. Note: This function only works for Local Admins, if you are trying to get your own user object, please use `api.viewer`. Args: username_or_email: (str) The prefix or suffix of the user you want to find Returns: An array of `User` objects rcsg|] }tj|dqS)r)r rr)redger(rr ryszApi.users..rr)rr.r r rr(r rms  z Api.users +created_atTfiltersorderinclude_sweepsc Csd||\}}|p i}|pdt|t|}|j|s-tj|j||||||d|j|<|j|S)a Return a set of runs from a project that match the filters provided. You can filter by `config.*`, `summary_metrics.*`, `tags`, `state`, `entity`, `createdAt`, etc. Examples: Find runs in my_project where config.experiment_name has been set to "foo" ``` api.runs(path="my_entity/my_project", filters={"config.experiment_name": "foo"}) ``` Find runs in my_project where config.experiment_name has been set to "foo" or "bar" ``` api.runs( path="my_entity/my_project", filters={ "$or": [ {"config.experiment_name": "foo"}, {"config.experiment_name": "bar"}, ] }, ) ``` Find runs in my_project where config.experiment_name matches a regex (anchors are not supported) ``` api.runs( path="my_entity/my_project", filters={"config.experiment_name": {"$regex": "b.*"}}, ) ``` Find runs in my_project where the run name matches a regex (anchors are not supported) ``` api.runs( path="my_entity/my_project", filters={"display_name": {"$regex": "^foo.*"}} ) ``` Find runs in my_project sorted by ascending loss ``` api.runs(path="my_entity/my_project", order="+summary_metrics.loss") ``` Args: path: (str) path to project, should be in the form: "entity/project" filters: (dict) queries for specific runs using the MongoDB query language. You can filter by run properties such as config.key, summary_metrics.key, state, entity, createdAt, etc. For example: `{"config.experiment_name": "foo"}` would find runs with a config entry of experiment name set to "foo" You can compose operations to make more complicated queries, see Reference for the language is at https://docs.mongodb.com/manual/reference/operator/query order: (str) Order can be `created_at`, `heartbeat_at`, `config.*.value`, or `summary_metrics.*`. If you prepend order with a + order is ascending. If you prepend order with a - order is descending (default). The default order is run.created_at from oldest to newest. per_page: (int) Sets the page size for query pagination. include_sweeps: (bool) Whether to include the sweep runs in the results. Returns: A `Runs` object, which is an iterable collection of `Run` objects. r")rrrr)rrIrdr9r Runsr) rrrrrrrQrxrrrr runs}sE  zApi.runscC>||\}}}|j|st|j||||j|<|j|S)aoReturn a single run by parsing path in the form entity/project/run_id. Args: path: (str) path to run in the form `entity/project/run_id`. If `api.entity` is set, this can be in the form `project/run_id` and if `api.project` is set this can just be the run_id. Returns: A `Run` object. )rrdr9r rzr)rrrQrxrwrrr r  zApi.runc Cstj|j||||||dS)zReturn a single queued run based on the path. Parses paths of the form entity/project/queue_id/run_queue_item_id. ) project_queuepriority)r QueuedRunr)rrQrx queue_namerun_queue_item_idrrrrr queued_runs zApi.queued_runcCst|j||S)z~Return the named `RunQueue` for entity. To create a new `RunQueue`, use `wandb.Api().create_run_queue(...)`. )r rr)rrQrrrrr run_queues  z Api.run_queuecCr)aReturn a sweep by parsing path in the form `entity/project/sweep_id`. Args: path: (str, optional) path to sweep in the form entity/project/sweep_id. If `api.entity` is set, this can be in the form project/sweep_id and if `api.project` is set this can just be the sweep_id. Returns: A `Sweep` object. )rrer9r Sweepr)rrrQrxsweep_idrrr rrz Api.sweepzpublic.ArtifactTypescCsV|}||\}}t|r#|jdp|j}t|tj}tj||d}t |j ||S)zReturn a collection of matching artifact types. Args: project: (str, optional) If given, a project name or path to filter on. Returns: An iterable `ArtifactTypes` object. rQr) rrr]ryrrrr\rr ArtifactTypesr)rrx project_pathrQrrrrr artifact_typess  zApi.artifact_types type_namezpublic.ArtifactTypecCsX|}||\}}t|r#t|tj}|jdp|j}tj||d}t |j |||S)aReturn the matching `ArtifactType`. Args: type_name: (str) The name of the artifact type to retrieve. project: (str, optional) If given, a project name or path to filter on. Returns: An `ArtifactType` object. rQr) rrrrrr]ryr\rr ArtifactTyper)rr!rxrrQrrrrr artifact_type.s  zApi.artifact_type project_namezpublic.ArtifactCollectionscCsX||\}}t|r!t|tj}|jdp|j}tj||d}t j |j ||||dS)aReturn a collection of matching artifact collections. Args: project_name: (str) The name of the project to filter on. type_name: (str) The name of the artifact type to filter on. per_page: (int, optional) Sets the page size for query pagination. None will use the default size. Usually there is no reason to change this. Returns: An iterable `ArtifactCollections` object. rQrr) rrrrrr]ryr\rr ArtifactCollectionsr)rr$r!rrQrxrrrrr artifact_collectionsFs  zApi.artifact_collectionszpublic.ArtifactCollectioncCsX||\}}}t|r"t|tj}|jdp|j}tj||d}t |j ||||S)aVReturn a single artifact collection by type and parsing path in the form `entity/project/name`. Args: type_name: (str) The type of artifact collection to fetch. name: (str) An artifact collection name. May be prefixed with entity/project. Returns: An `ArtifactCollection` object. rQr) rrrrARTIFACTr]ryr\rr ArtifactCollectionr)rr!rrrQrxcollection_namerrrrr artifact_collectionas   zApi.artifact_collectioncCsttjdd|j|||dS)z5Deprecated, use `artifacts(type_name, name)` instead.zaApi.artifact_versions(type_name, name) is deprecated, use Api.artifacts(type_name, name) instead.) field_namewarning_messager)rrapi__artifact_versions artifacts)rr!rrrrrr artifact_versionszs zApi.artifact_versionstagszpublic.Artifactsc Cs^||\}}}t|r"t|tj}|jdp|j} tj| |d}t j |j ||||||dS)a)Return an `Artifacts` collection from the given parameters. Args: type_name: (str) The type of artifacts to fetch. name: (str) An artifact collection name. May be prefixed with entity/project. per_page: (int, optional) Sets the page size for query pagination. None will use the default size. Usually there is no reason to change this. tags: (list[str], optional) Only return artifacts with all of these tags. Returns: An iterable `Artifacts` object. rQr)rr0) rrrrr'r]ryr\rr Artifactsr) rr!rrrr0rQrxr)rrrrr r.s  z Api.artifactsenable_trackingc Cs|durtd||\}}}t|r4|ddkr"|ddnd}|jdp+|j}tj||d}t j j ||||j |d} |durT| j |krTtd |d | j | S) Nz,You must specify name= to fetch an artifact.r#rrr"rQr)rQrxrrrr2ztype z( specified but this artifact is of type )rrrcountrr]ryr\rr3Artifact _from_namerr}) rrrr}r2rQrx artifact_namerrartifactrrr _artifacts* z Api._artifactcCs|j||ddS)aiReturn a single artifact by parsing path in the form `project/name` or `entity/project/name`. Args: name: (str) An artifact name. May be prefixed with project/ or entity/project/. If no entity is specified in the name, the Run or API setting's entity is used. Valid names can be in the following forms: name:version name:alias type: (str, optional) The type of artifact to fetch. Returns: An `Artifact` object. Raises: ValueError: If the artifact name is not specified. ValueError: If the artifact type is specified but does not match the type of the fetched artifact. Note: This method is intended for external use only. Do not call `api.artifact()` within the wandb repository code. T)rrr}r2)r8rrrr}rrr r7sz Api.artifactz public.JobcCs<|durtd|ddksd|vrtdt|||S)zReturn a `Job` from the given parameters. Args: name: (str) The job name. path: (str, optional) If given, the root path in which to download the job artifact. Returns: A `Job` object. Nz&You must specify name= to fetch a job.r#rrzfInvalid job specification. A job must be of the form: //:)rr3r Job)rrrrrrr jobs zApi.jobcCs|durtd|durtdtd}z=|j|||dd}|r&|ds5td|d |d gWS|dd dur@gWS|dd d d }dd|DWStjjy]YdSw)a Return a list of jobs, if any, for the given entity and project. Args: entity: (str) The entity for the listed job(s). project: (str) The project for the listed job(s). Returns: A list of matching jobs. Nz#Specify an entity when listing jobsz#Specify a project when listing jobsa query ArtifactOfType( $entityName: String!, $projectName: String!, $artifactTypeName: String!, ) { project(name: $projectName, entityName: $entityName) { artifactType(name: $artifactTypeName) { artifactCollections { edges { node { artifacts { edges { node { id state aliases { alias } artifactSequence { name } } } } } } } } } } r;) projectNamersartifactTypeNamerxz Project: 'z' not found in entity: 'z' or access denied. artifactTypeartifactCollectionsrcSsg|]}|ddqS)rr.r)rxrrr r@sz!Api.list_jobs..F) rrrr.r3 termerrorr/r0 HTTPError)rrQrxrartifact_queryr.rrr list_jobss> #  z Api.list_jobscCs,z |||WdStjjyYdSw)aReturn whether an artifact version exists within a specified project and entity. Args: name: (str) An artifact name. May be prefixed with entity/project. If entity or project is not specified, it will be inferred from the override params if populated. Otherwise, entity will be pulled from the user settings and project will default to "uncategorized". Valid names can be in the following forms: name:version name:alias type: (str, optional) The type of artifact Returns: True if the artifact version exists, False otherwise. TF)r8r3errors CommErrorr9rrr artifact_existsDs  zApi.artifact_existscCs,z |||WdStjjyYdSw)a;Return whether an artifact collection exists within a specified project and entity. Args: name: (str) An artifact collection name. May be prefixed with entity/project. If entity or project is not specified, it will be inferred from the override params if populated. Otherwise, entity will be pulled from the user settings and project will default to "uncategorized". type: (str) The type of artifact collection Returns: True if the artifact collection exists, False otherwise. TF)r*r3rErFr9rrr artifact_collection_existsZs  zApi.artifact_collection_exists)NNN)NNNN)F)r<r)Nrr)r"Nr)NNr rT)r")NN)r)rN)NF)@rBrCrD__doc__r get_http_timeoutrhrrrr rtrrrIrintr!rur|dictrrrrrErrrnrMryrrrrrrrrxrrrr rrrJrr rrrrr r#r&r*r/r.r8r7r;rDrGrHrrrr ras  $. 3   u s   8 "  !   T          % "$Mr)1rIrjloggingrlrtypingrrrrr/ wandb_gqlrrwandb_gql.clientrr3r r wandb.apisr wandb.apis.normalizer wandb.apis.public.constr wandb.apis.public.utilsrrwandb.sdk.artifacts._validatorsrwandb.sdk.internal.internal_apirr\(wandb.sdk.internal.thread_local_settingsrwandb.sdk.launch.utilsr wandb.sdk.librrwandb.sdk.lib.deprecaterrwandb.sdk.lib.gql_requestr getLoggerrBloggerrrrrr s2           8