o wi_@s`dZddlmZddlZddlZddlZddlZddlmZddl m Z ddl m Z m Z mZmZddlmZddlmZmZdd lmZmZdd lmZddlZdd lmZmZdd lmZdd lm Z ddl!m"Z"ddl#m$Z$ddl%m&Z&ddl'm(Z(ddl)m*Z*m+Z+ddl,m-Z-ddl.m/Z/ddl0m1Z1m2Z2m3Z3m4Z4ddl5m6Z6ddl7m8Z9ddl:m;Z;ddlZ>ddl?m@Z@mAZAddlBmCZDddlEmFZFddlGmHZHmIZImJZJddlKmLZLddlMmNZNe rdd lOmPZPmQZQmRZRmSZSmTZTmUZUmVZVdd!lWmXZXdd"lYmZZZd#d$l[m\Z\m]Z]m^Z^m_Z_m`Z`d#d%lambZbd#d&lcmdZdeeefZgGd'd(d(ZhGd)d*d*ZCdS)+uZUse the Public API to export or update data that you have saved to W&B. Before using this API, you'll want to log data from your script — check the [Quickstart](https://docs.wandb.ai/quickstart) for more details. You might use the Public API to - update metadata or metrics for an experiment after it has been completed, - pull down your results as a dataframe for post-hoc analysis in a Jupyter notebook, or - check your saved model artifacts for those tagged as `ready-to-deploy`. 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Examples: ```python import wandb wandb.Api() ``` N overridesdict[str, Any] | NonerT int | Noneapi_key str | NonerONonec Cst|_|j|p i|jdd|jd<|r'tj|jd|d|_n |j|jdd|_|jjj }t |jtjrK|jj |_ t j |j |dnd|_ |j}d|_i|_i|_i|_i|_d|_|durk|n|j|_|jdp~ttjdd }tt|jd d d |j|d ||dd|_ t!|j |_"t#j$j%j&t'd|_(|)t*+j,}||_-|j pd|_ t.|d|_/dS)aInitialize the API. Args: overrides: You can set `base_url` if you are using a W&B server other than `https://api.wandb.ai`. You can also set defaults for `entity`, `project`, and `run`. timeout: HTTP timeout in seconds for API requests. If not specified, the default timeout will be used. api_key: API key to use for authentication. If not provided, the API key from the current environment or configuration will be used. 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Nr)rrRuncreate)rGrrrrHrHrI create_run*szApi.create_runtypepublic.RunQueueResourceTypeprioritization_mode(public.RunQueuePrioritizationMode | Noneconfig dict | Nonetemplate_variablespublic.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 in W&B Launch. Args: name: Name of the queue to create type: Type of resource to be used for the queue. One of "local-container", "local-process", "kubernetes","sagemaker", or "gcp-vertex". entity: Name of the entity to create the queue. If `None`, use the configured or default entity. prioritization_mode: Version of prioritization to use. Either "V0" or `None`. config: Default resource configuration to be used for the queue. Use handlebars (eg. `{{var}}`) to specify template variables. template_variables: A dictionary of template variable schemas to use with the config. Returns: The newly created `RunQueue`. Raises: `ValueError` if any of the parameters are invalid `wandb.Error` on wandb API errors Nr8entity must be passed as a parameter, or set in settingsrname must be non-empty@$name must be less than 64 characterszlocal-containerz local-process kubernetes sagemakerz gcp-vertexkresource_type must be one of 'local-container', 'local-process', 'kubernetes', 'sagemaker', or 'gcp-vertex')V0z+prioritization_mode must be 'V0' if presentrrdefault_settingsrQ resource_argssuccessz(failed to create default resource configdefaultResourceConfigIDPROJECTfailed to create run queue)rBrrr_access_default_resource_config_id_default_resource_config)rrrlenupperrr'rrrrdumpscreate_default_resource_configrZErrorcreate_run_queuerRunQueuerB) rGrrrrrrapi config_jsoncreate_config_result config_idcreate_queue_resultrHrHrIrBsj"      zApi.create_run_queue display_name spec_typeLiteral['vega2']accessLiteral['private', 'public']spec str | dictc CsT|}ttd}|j||||||d} | dus| ddur$td| ddS)aCreate a custom chart preset and return its id. Args: entity: The entity (user or team) that owns the chart name: Unique identifier for the chart preset display_name: Human-readable name shown in the UI spec_type: Type of specification. Must be "vega2" for Vega-Lite v2 specifications. access: Access level for the chart: - "private": Chart is only accessible to the entity that created it - "public": Chart is publicly accessible spec: The Vega/Vega-Lite specification as a dictionary or JSON string Returns: The ID of the created chart preset in the format "entity/name" Raises: wandb.Error: If chart creation fails UnsupportedError: If the server doesn't support custom charts Example: ```python import wandb api = wandb.Api() # Define a simple bar chart specification vega_spec = { "$schema": "https://vega.github.io/schema/vega-lite/v6.json", "mark": "bar", "data": {"name": "wandb"}, "encoding": { "x": {"field": "${field:x}", "type": "ordinal"}, "y": {"field": "${field:y}", "type": "quantitative"}, }, } # Create the custom chart chart_id = api.create_custom_chart( entity="my-team", name="my-bar-chart", display_name="My Custom Bar Chart", spec_type="vega2", access="private", spec=vega_spec, ) # Use with wandb.plot_table() chart = wandb.plot_table( vega_spec_name=chart_id, data_table=my_table, fields={"x": "category", "y": "value"}, ) ``` )rQ)rrrrrrNchartzfailed to create custom chartid)rrrcreate_custom_chartrjrZr) rGrrrrrrbackend_accessrresultrHrHrIrs@   zApi.create_custom_chartresource_configdict resource_typeexternal_linksc Cs.|dur|jdp |j}|durtdt|dkrtdt|dkr(td|p+d}|}|d vr8td |d vr@td |t|t||td t d}|pUi}ddd| Di}|j |||d||ii|||d} | dszt d| dpg} | D] } t d| qtj|j||dS)ajUpsert a run queue in W&B Launch. Args: name: Name of the queue to create entity: Optional name of the entity to create the queue. If `None`, use the configured or default entity. resource_config: Optional default resource configuration to be used for the queue. Use handlebars (eg. `{{var}}`) to specify template variables. resource_type: Type of resource to be used for the queue. One of "local-container", "local-process", "kubernetes", "sagemaker", or "gcp-vertex". template_variables: A dictionary of template variable schemas to be used with the config. external_links: Optional dictionary of external links to be used with the queue. prioritization_mode: Optional version of prioritization to use. Either "V0" or None Returns: The upserted `RunQueue`. Raises: ValueError if any of the parameters are invalid wandb.Error on wandb API errors NrrrrrrDISABLED)rrz9prioritization_mode must be 'V0' or 'DISABLED' if presentrrrrlinkscSsg|] \}}||dqS))labelrerH).0rvaluerHrHrI Js z(Api.upsert_run_queue..r)rrrrrconfigSchemaValidationErrorszresource config validation: )rBrr)rrrrrrr'rrritemsupsert_run_queuerZrrjr[rrrB) rGrrrrrrrrupsert_run_queue_result schema_errorserrorrHrHrIr sh$        zApi.upsert_run_queueFradmin bool | Noner@cCddlm}||||S)zCreate a new user. Args: email: The email address of the user. admin: Set user as a global instance administrator. Returns: A `User` object. r7r?)usersr@r)rGrrr@rHrHrI create_useris 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) SyncManagerr uncategorizedFT)rrr mark_syncedrdviewverbosesync_tensorboardrc) wandb.syncrr) generate_idrrjrrBrdaddstartis_donepollrunjoin)rGroot_dirrrrrsm_rHrHrIrws(    zApi.sync_tensorboardrAcCs|jS)zReturns the client object.)rErgrHrHrIrBsz Api.clientcCs dtjS)zReturns W&B public user agent.zW&B Public Client {})rrZ __version__rgrHrHrIrs zApi.user_agentcCsTddlm}m}|jdur'|jt|}||}|j}r'|j }r'||_|jS)zReturns the default W&B entity.r)GET_DEFAULT_ENTITY_GQLGetDefaultEntityN) rr(r)rrErNr model_validaterr)rGr(r)datarrrrHrHrIrs  zApi.default_entitycCs|ddlm}m}ddlm}|jdur;|jt|}| |}|j }dur-d}t |||j| |_|jj |_|jS)zReturns the viewer object. Raises: ValueError: If viewer data is not able to be fetched from W&B. requests.RequestException: If an error occurs while making the graphql request. r)GET_VIEWER_GQL GetViewerr7r?NzHUnable to fetch user data from W&B, please verify your API key is valid.)rr,r-rr@rrErNr r*rrrrr)rGr,r-r@r+rrmsgrHrHrIrs    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)rrgrHrHrIflushs z Api.flushpathc 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. Args: path: 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. Examples: In the proceeding code snippets "project", "team", "run_id", "sweep_id", and "report_name" are placeholders for the project, team, run ID, sweep ID, and the name of a specific report, respectively. ```python import wandb api = wandb.Api() project = api.from_path("project") team_project = api.from_path("team/project") run = api.from_path("team/project/runs/run_id") sweep = api.from_path("team/project/sweeps/sweep_id") report = api.from_path("team/project/reports/report_name") ``` / rcr7rr"sweepreportz---z>Invalid report path, should be team/project/reports/Name--XXXX r) displayNamerrzSInvalid path, should be TEAM/PROJECT/TYPE/ID where TYPE is runs, sweeps, or reports)stripsplitrrr" startswithr5rZrr BetaReportrBurllibrounquoterf)rGr0partsrrrHrHrI from_paths@           z Api.from_pathcCsR|jdpd}|jdp|j}|dur||fS|dd}t|dkr'||fS|S)z8Return project and entity for project specified by path.rrrNrcr7)rrr<r)rGr0rrrArHrHrI_parse_project_paths  zApi._parse_project_pathtuple[str, str, str]cCs|jdp|j}|jd}d}|}|dd}|dd}|d}|d}t|dkrB|d d krB|d |d |d }}}n[t|d krW|d |d |d }}}nFt|d kr}d|d vrs|d }|d jdd d\}}n*|d |d }}n t|d kr|d rd|d vr|d jdd d\}}n|d }|o|}|o|}|o|}|std|d|std|d|std||||fS)a:Parse url, filepath, or docker paths. Allows paths in the following formats: - entity/project/runs/id (URL) - entity/project/id - entity/project:id (Docker style) - project/id - project:id - id (cannot contain colons) The path may also start with /runs/ or /sweeps/. Returns: A tuple with the extracted (entity, project, id). Raises: ValueError: If the path is in an invalid format or is missing an entity that is not otherwise provided. rrNz/runs/rcz/sweeps/r1r4r2runsrr7r3:)maxsplitzInvalid path: z (missing entity)z (missing project))rrrfr;r<rr)rGr0rrr input_pathrArHrHrI _parse_paths>             zApi._parse_pathtuple[str | None, str]cCdSrCrHrGr0rHrHrI_parse_artifact_path[zApi._parse_artifact_pathtuple[str | None, str, str]cCrKrCrHrLrHrHrIrM]rNtuple[str | None, ...]cCsbddlm}|jdp d}|jdp|j}|dur||fS||}|j||d}|j|j|jfS)zGReturn project, entity and artifact name for project specified by path.r) ArtifactPathrrrN)prefixr) wandb.sdk.artifacts._validatorsrQrrfrom_str with_defaultsrRrr)rGr0rQrrparsedrHrHrIrM`s  per_pageintpublic.ProjectscCsT|dur|jdp |j}|durtd||jvr%tj|j||d|j|<|j|S)aGet projects for a given entity. Args: entity: 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: Sets the page size for query pagination. Usually there is no reason to change this. Returns: A `Projects` object which is an iterable collection of `Project`objects. NrrrX)rrrrrProjectsrB)rGrrXrHrHrIprojectsms  z Api.projectspublic.ProjectcCsnddlm}||r |nd}|dur|jdp|j}||r.|jdp%|j}t|j||d}t|j||iS)arReturn the `Project` with the given name (and entity, if given). Args: name: The project name. entity: 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. ris_artifact_registry_projectrbNrnon_org_entity org_or_entity)rSr`rrr$rBrProject)rGrrr`orgsettings_entityrHrHrIrs z Api.projectrb2public.ReportscCs||d\}}}|rtj|}d||t|g}nd||g}||jvr=tj|j t |j ||i||d|j|<|j|S)aGet reports for a given project path. Note: `wandb.Api.reports()` API is in beta and will likely change in future releases. Args: path: The path to the project the report resides in. Specify the entity that created the project as a prefix followed by a forward slash. name: Name of the report requested. per_page: Sets the page size for query pagination. Usually there is no reason to change this. Returns: A `Reports` object which is an iterable collection of `BetaReport` objects. Examples: ```python import wandb wandb.Api.reports("entity/project") ``` z /fake_runrcrrX) rIr?ror@r#rmrrReportsrBrd)rGr0rrXrrr&rrHrHrIreportss   z Api.reportsteamadmin_usernamer>cCr)zCreate a new team. Args: team: The name of the team admin_username: Username of the admin user of the team. Defaults to the current user. Returns: A `Team` object. r7r=)teamsr>r)rGrlrmr>rHrHrI create_teams zApi.create_teamcCsddlm}||j|S)zReturn the matching `Team` with the given name. Args: team: The name of the team. Returns: A `Team` object. r7r=)rnr>rB)rGrlr>rHrHrIrls zApi.teamusername_or_email User | Nonec Csddlm}m}ddlm}|jt|d|i}||}|j}r(|j }s*dSt |dkr:d|} t | ||j|dj S)aUReturn a user from a username or email address. This function only works for local administrators. Use `api.viewer` to get your own user object. Args: username_or_email: The username or email address of the user. Returns: A `User` object or None if a user is not found. rSEARCH_USERS_GQL SearchUsersr7r?queryNz8Found multiple users, returning the first user matching )rrsrtrr@rErNr r*edgesrrZr[noder) rGrprsrtr@r+rconnrvr.rHrHrIusers     zApi.user list[User]cshddlm}m}ddlmjt|d|i}||}|j}r(|j }s*gSfdd|DS)aZReturn all users from a partial username or email address query. This function only works for local administrators. Use `api.viewer` to get your own user object. Args: username_or_email: The prefix or suffix of the user you want to find. Returns: An array of `User` objects. rrrr7r?rucsg|] }j|jqSrH)rErwr)redger@rGrHrIr szApi.users..) rrsrtrr@rErNr r*rv)rGrprsrtr+rrxrvrHr|rIrs  z Api.users +created_atTfiltersorderinclude_sweepsrnlazyc Cs||\}}|p i}|pdt|t|} |j| r-|j| } |s+| jr+| | Stj|j|||j |||||d |j| <|j| S)aReturns a `Runs` object, which lazily iterates over `Run` objects. Fields you can filter by include: - `createdAt`: The timestamp when the run was created. (in ISO 8601 format, e.g. "2023-01-01T12:00:00Z") - `displayName`: The human-readable display name of the run. (e.g. "eager-fox-1") - `duration`: The total runtime of the run in seconds. - `group`: The group name used to organize related runs together. - `host`: The hostname where the run was executed. - `jobType`: The type of job or purpose of the run. - `name`: The unique identifier of the run. (e.g. "a1b2cdef") - `state`: The current state of the run. - `tags`: The tags associated with the run. - `username`: The username of the user who initiated the run Additionally, you can filter by items in the run config or summary metrics. Such as `config.experiment_name`, `summary_metrics.loss`, etc. For more complex filtering, you can use MongoDB query operators. For details, see: https://docs.mongodb.com/manual/reference/operator/query The following operations are supported: - `$and` - `$or` - `$nor` - `$eq` - `$ne` - `$gt` - `$gte` - `$lt` - `$lte` - `$in` - `$nin` - `$exists` - `$regex` 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" order: (str) Order can be `created_at`, `heartbeat_at`, `config.*.value`, or `summary_metrics.*`. If you prepend order with a + order is ascending (default). If you prepend order with a - order is descending. 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. lazy: (bool) Whether to use lazy loading for faster performance. When True (default), only essential run metadata is loaded initially. Heavy fields like config, summaryMetrics, and systemMetrics are loaded on-demand when accessed. Set to False for full data upfront. Returns: A `Runs` object, which is an iterable collection of `Run` objects. Examples: ```python import wandb from wandb.apis.public import Api # Find runs in project where config.experiment_name has been set to "foo" Api.runs(path="my_entity/project", filters={"config.experiment_name": "foo"}) ``` ```python # Find runs in project where config.experiment_name has been set to "foo" or "bar" Api.runs( path="my_entity/project", filters={ "$or": [ {"config.experiment_name": "foo"}, {"config.experiment_name": "bar"}, ] }, ) ``` ```python # Find runs in project where config.experiment_name matches a regex # (anchors are not supported) Api.runs( path="my_entity/project", filters={"config.experiment_name": {"$regex": "b.*"}}, ) ``` ```python # Find runs in project where the run name matches a regex # (anchors are not supported) Api.runs( path="my_entity/project", filters={"display_name": {"$regex": "^foo.*"}} ) ``` ```python # Find runs in project sorted by ascending loss Api.runs(path="my_entity/project", order="+summary_metrics.loss") ``` rb) service_apir~rrXrr) rCrmrrj_lazyupgrade_to_fullrRunsrBr) rGr0r~rrXrrrrr cached_runsrHrHrIrEs(m    zApi.runscCsF||\}}}|j|stj|j||||jdd|j|<|j|S)akReturn a single run by parsing path in the form `entity/project/run_id`. Args: path: Path to run in the form `entity/project/run_id`. If `api.entity` is set, this can be in the form `project/run_id` and if `api.project` is set this can just be the run_id. Returns: A `Run` object. F)rr)rIrrjrrrBr)rGr0rrrrHrHrIr"s  zApi.run queue_namerun_queue_item_idc Cstj|j||||||dS)zReturn a single queued run based on the path. Parses paths of the form `entity/project/queue_id/run_queue_item_id`. ) project_queuepriority)r QueuedRunrB)rGrrrrrrrHrHrI queued_runs zApi.queued_runcCst|j||S)zReturn the named `RunQueue` for entity. See `Api.create_run_queue` for more information on how to create a run queue. )rrrB)rGrrrHrHrI run_queues  z Api.run_queuecCs>||\}}}|j|st|j||||j|<|j|S)a~Return a sweep by parsing path in the form `entity/project/sweep_id`. Args: path: Path to sweep in the form entity/project/sweep_id. If `api.entity` is set, this can be in the form project/sweep_id and if `api.project` is set this can just be the sweep_id. Returns: A `Sweep` object. )rIrrjrSweeprB)rGr0rrsweep_idrHrHrIr5s  z Api.sweepr<cCslddlm}ddlm}|}||\}}||r/|jdp |j}t|tj }t |j ||d}||j ||S)zReturns a collection of matching artifact types. Args: project: The project name or path to filter on. Returns: An iterable `ArtifactTypes` object. rr_r7)r<rra) rSr` artifactsr<rCrrrrrr$rB)rGrr`r< project_pathrrfrerHrHrIartifact_typess  zApi.artifact_types type_namer;c Csnddlm}ddlm}|}||\}}||r/t|tj}|jdp&|j }t |j ||d}||j |||S)zReturns the matching `ArtifactType`. Args: type_name: The name of the artifact type to retrieve. project: If given, a project name or path to filter on. Returns: An `ArtifactType` object. rr_r7)r;rra) rSr`rr;rCrrrrrr$rB) rGrrr`r;rrrerfrHrHrI artifact_type s  zApi.artifact_type project_namer9c Csnddlm}ddlm}||\}}||r-t|tj}|jdp$|j } t |j | |d}||j ||||dS)aReturns a collection of matching artifact collections. Args: project_name: The name of the project to filter on. type_name: The name of the artifact type to filter on. per_page: Sets the page size for query pagination. Usually there is no reason to change this. Returns: An iterable `ArtifactCollections` object. rr_r7)r9rrar[) rSr`rr9rCrrrrrr$rB) rGrrrXr`r9rrrerfrHrHrIartifact_collections&s    zApi.artifact_collectionsr8c Cs~ddlm}ddlm}||\}}}||r.t|tj}|jdp%|j } t |j | |d}|dur6t d||j ||||S) aReturns a single artifact collection by type. You can use the returned `ArtifactCollection` object to retrieve information about specific artifacts in that collection, and more. Args: type_name: The type of artifact collection to fetch. name: An artifact collection name. Optionally append the entity that logged the artifact as a prefix followed by a forward slash. Returns: An `ArtifactCollection` object. Examples: In the proceeding code snippet "type", "entity", "project", and "artifact_name" are placeholders for the collection type, your W&B entity, name of the project the artifact is in, and the name of the artifact, respectively. ```python import wandb collections = wandb.Api().artifact_collection( type_name="type", name="entity/project/artifact_name" ) # Get the first artifact in the collection artifact_example = collections.artifacts()[0] # Download the contents of the artifact to the specified root directory. artifact_example.download() ``` rr_r7)r8rraNzZCould not determine entity. Please include the entity as part of the collection name path.) rSr`rr8rMrrARTIFACTrrr$rBr) rGrrr`r8rrcollection_namererfrHrHrIartifact_collectionEs $   zApi.artifact_collectioncCs"ttdddd|j|||dS)z@Deprecated. Use `Api.artifacts(type_name, name)` method instead.T)api__artifact_versionszaApi.artifact_versions(type_name, name) is deprecated, use Api.artifacts(type_name, name) instead.)featuremessager[)r+r!r)rGrrrXrHrHrIartifact_versionss zApi.artifact_versionsrlist[str] | Noner:c Cstddlm}ddlm}||\}}} ||r.t|tj} |jdp%|j } t |j | | d}||j ||| |||dS)aReturn an `Artifacts` collection. Args: type_name: The type of artifacts to fetch. name: The artifact's collection name. Optionally append the entity that logged the artifact as a prefix followed by a forward slash. per_page: Sets the page size for query pagination. Usually there is no reason to change this. tags: Only return artifacts with all of these tags. Returns: An iterable `Artifacts` object. Examples: In the proceeding code snippet, "type", "entity", "project", and "artifact_name" are placeholders for the artifact type, W&B entity, name of the project the artifact was logged to, and the name of the artifact, respectively. ```python import wandb wandb.Api().artifacts(type_name="type", name="entity/project/artifact_name") ``` rr_r7)r:rra)rXr) rSr`rr:rMrrrrrr$rB) rGrrrXrr`r:rrrrerfrHrHrIrs$ "  z Api.artifactsenable_trackingr6cCsddlm}m}ddlm}|durtd||\}}} ||rE|ddkr0|ddn|j d} |j dp<|j } t |j | | d }|durMtd |||| d } |j | |j |d } |durq| j|krqtd |d| j| S)Nr)FullArtifactPathr`r5z,You must specify name= to fetch an artifact.rcr2 organizationrrazXCould not determine entity. Please include the entity as part of the artifact name path.)rRrr)r0rBrztype z( specified but this artifact is of type )rSrr`wandb.sdk.artifacts.artifactr6rrMcountr<rrr$rB _from_namer)rGrrrrr`r6rr artifact_namerrfr0artifactrHrHrI _artifacts: z Api._artifactcCs|j||ddS)arReturns a single artifact. Args: name: The artifact's name. The name of an artifact resembles a filepath that consists, at a minimum, the name of the project the artifact was logged to, the name of the artifact, and the artifact's version or alias. Optionally append the entity that logged the artifact as a prefix followed by a forward slash. If no entity is specified in the name, the Run or API setting's entity is used. type: 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. Examples: In the following code snippets "entity", "project", "artifact", "version", and "alias" are placeholders for your W&B entity, name of the project the artifact is in, the name of the artifact, and artifact's version, respectively. ```python import wandb # Specify the project, artifact's name, and the artifact's alias wandb.Api().artifact(name="project/artifact:alias") # Specify the project, artifact's name, and a specific artifact version wandb.Api().artifact(name="project/artifact:version") # Specify the entity, project, artifact's name, and the artifact's alias wandb.Api().artifact(name="entity/project/artifact:alias") # Specify the entity, project, artifact's name, and a specific artifact version wandb.Api().artifact(name="entity/project/artifact:version") ``` Note: This method is intended for external use only. Do not call `api.artifact()` within the wandb repository code. T)rrr)r)rGrrrHrHrIrs/z Api.artifact public.JobcCs<|durtd|ddksd|vrtdt|||S)zReturn a `Job` object. Args: name: The name of the job. path: The root path to download the job artifact. Returns: A `Job` object. Nz&You must specify name= to fetch a job.rcr2rFzfInvalid job specification. A job must be of the form: //:)rrrJob)rGrr0rHrHrIjob"s zApi.joblist[dict[str, Any]]cCsddl}|dur td|durtdtd}z=|j|||dd}|r*|ds9td |d |d gWS|dd durDgWS|dd d d}dd|DWS|jjyaYdSw)zReturn a list of jobs, if any, for the given entity and project. Args: entity: The entity for the listed jobs. project: The project for the listed jobs. Returns: A list of matching jobs. rNz#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) projectName entityNameartifactTypeNamerz Project: 'z' not found in entity: 'z' or access denied. artifactTypeartifactCollectionsrvcSsg|]}|ddqS)rwrrH)rxrHrHrIr sz!Api.list_jobs..F) r]rr rErNrZ termerrorrV HTTPError)rGrrr]ruartifact_queryrrHrHrI list_jobs5s@ #  z Api.list_jobsc CsVddl}z |||WdStjjy*}zt|j|jrWYd}~dSd}~ww)a[Whether an artifact version exists within the specified project and entity. Args: name: The name of artifact. Add the artifact's entity and project as a prefix. Append the version or the alias of the artifact with a colon. If the entity or project is not specified, W&B uses override parameters if populated. Otherwise, the entity is pulled from the user settings and the project is set to "Uncategorized". type: The type of artifact. Returns: True if the artifact version exists, False otherwise. Examples: In the proceeding code snippets "entity", "project", "artifact", "version", and "alias" are placeholders for your W&B entity, name of the project the artifact is in, the name of the artifact, and artifact's version, respectively. ```python import wandb wandb.Api().artifact_exists("entity/project/artifact:version") wandb.Api().artifact_exists("entity/project/artifact:alias") ``` rNFT)r]rrZerrors CommErrorrexcTimeoutrGrrr]erHrHrIartifact_existsszApi.artifact_existsc CsVddl}z |||WdStjjy*}zt|j|jrWYd}~dSd}~ww)aWhether an artifact collection exists within a specified project and entity. Args: name: An artifact collection name. Optionally append the entity that logged the artifact as a prefix followed by a forward slash. If entity or project is not specified, infer the collection from the override params if they exist. Otherwise, entity is pulled from the user settings and project will default to "uncategorized". type: The type of artifact collection. Returns: True if the artifact collection exists, False otherwise. Examples: In the proceeding code snippet "type", and "collection_name" refer to the type of the artifact collection and the name of the collection, respectively. ```python import wandb wandb.Api.artifact_collection_exists(type="type", name="collection_name") ``` rNFT)r]rrZrrrrrrrHrHrIartifact_collection_existsszApi.artifact_collection_existsdrfilterrcCs:t|jtjs td|pt|j|j}t|j|||dS)a`Returns a lazy iterator of `Registry` objects. Use the iterator to search and filter registries, collections, or artifact versions across your organization's registry. Args: organization: (str, optional) The organization of the registry to fetch. If not specified, use the organization specified in the user's settings. filter: (dict, optional) MongoDB-style filter to apply to each object in the lazy registry iterator. Fields available to filter for registries are `name`, `description`, `created_at`, `updated_at`. Fields available to filter for collections are `name`, `tag`, `description`, `created_at`, `updated_at` Fields available to filter for versions are `tag`, `alias`, `created_at`, `updated_at`, `metadata` per_page: Sets the page size for query pagination. Returns: A lazy iterator of `Registry` objects. Examples: Find all registries with the names that contain "model" ```python import wandb api = wandb.Api() # specify an org if your entity belongs to multiple orgs api.registries(filter={"name": {"$regex": "model"}}) ``` Find all collections in the registries with the name "my_collection" and the tag "my_tag" ```python api.registries().collections(filter={"name": "my_collection", "tag": "my_tag"}) ``` Find all artifact versions in the registries with a collection name that contains "my_collection" and a version that has the alias "best" ```python api.registries().collections( filter={"name": {"$regex": "my_collection"}} ).versions(filter={"alias": "best"}) ``` Find all artifact versions in the registries that contain "model" and have the tag "prod" or alias "best" ```python api.registries(filter={"name": {"$regex": "model"}}).versions( filter={"$or": [{"tag": "prod"}, {"alias": "best"}]} ) ``` zRegistry search API is not enabled on this wandb server version. Please upgrade your server version or contact support at support@wandb.com.)rrrX) r%rBpbARTIFACT_REGISTRY_SEARCH RuntimeErrorrrrr)rGrrrXrHrHrI registriess; zApi.registriesrcCsPt|jtjs td|pt|j|j}t|j|}t |j|||}| |S)aReturn a registry given a registry name. Args: name: The name of the registry. This is without the `wandb-registry-` prefix. organization: The organization of the registry. If no organization is set in the settings, the organization will be fetched from the entity if the entity only belongs to one organization. Returns: A registry object. Examples: Fetch and update a registry ```python import wandb api = wandb.Api() registry = api.registry(name="my-registry", organization="my-org") registry.description = "This is an updated description" registry.save() ``` zapi.registry() is not enabled on this wandb server version. Please upgrade your server version or contact support at support@wandb.com.) r%rBrrrrrrrrload)rGrr org_entityregistryrHrHrIrs z Api.registry visibility%Literal['organization', 'restricted'] descriptionrcCst|jtjs td|pt|j|j}z |j||d}Wn t y(d}Ynw|r6t d|d|dt |j|||||S)aCreate a new registry. Args: name: The name of the registry. Name must be unique within the organization. visibility: The visibility of the registry. organization: Anyone in the organization can view this registry. You can edit their roles later from the settings in the UI. restricted: Only invited members via the UI can access this registry. Public sharing is disabled. organization: The organization of the registry. If no organization is set in the settings, the organization will be fetched from the entity if the entity only belongs to one organization. description: The description of the registry. artifact_types: The accepted artifact types of the registry. A type is no more than 128 characters and do not include characters `/` or `:`. If not specified, all types are accepted. Allowed types added to the registry cannot be removed later. Returns: A registry object. Examples: ```python import wandb api = wandb.Api() registry = api.create_registry( name="my-registry", visibility="restricted", organization="my-org", description="This is a test registry", artifact_types=["model"], ) ``` zcreate_registry api is not enabled on this wandb server version. Please upgrade your server version or contact support at support@wandb.com.)rrNz Registry z already exists in organization z, please use a different name.) r%rBr+INCLUDE_ARTIFACT_TYPES_IN_REGISTRY_CREATIONrrrrrrrr)rGrrrrrexisting_registryrHrHrIcreate_registryAs4, zApi.create_registryr[Iterator[Integration]cC*ddlm}d|p |ji}||j||dS)aReturn an iterator of all integrations for an entity. Args: entity: The entity (e.g. team name) for which to fetch integrations. If not provided, the user's default entity will be used. per_page: Number of integrations to fetch per page. Defaults to 50. Usually there is no reason to change this. Yields: Iterator[SlackIntegration | WebhookIntegration]: An iterator of any supported integrations. r) Integrationsr variablesrX)wandb.apis.public.integrationsrrrB)rGrrXrrrHrHrI integrationss zApi.integrationsIterator[WebhookIntegration]cCr)a@Returns an iterator of webhook integrations for an entity. Args: entity: The entity (e.g. team name) for which to fetch integrations. If not provided, the user's default entity will be used. per_page: Number of integrations to fetch per page. Defaults to 50. Usually there is no reason to change this. Yields: Iterator[WebhookIntegration]: An iterator of webhook integrations. Examples: Get all registered webhook integrations for the team "my-team": ```python import wandb api = wandb.Api() webhook_integrations = api.webhook_integrations(entity="my-team") ``` Find only webhook integrations that post requests to "https://my-fake-url.com": ```python webhook_integrations = api.webhook_integrations(entity="my-team") my_webhooks = [ ig for ig in webhook_integrations if ig.url_endpoint.startswith("https://my-fake-url.com") ] ``` r)WebhookIntegrationsrr)rrrrB)rGrrXrrrHrHrIwebhook_integrations %zApi.webhook_integrations)rrXIterator[SlackIntegration]cCr)a5Returns an iterator of Slack integrations for an entity. Args: entity: The entity (e.g. team name) for which to fetch integrations. If not provided, the user's default entity will be used. per_page: Number of integrations to fetch per page. Defaults to 50. Usually there is no reason to change this. Yields: Iterator[SlackIntegration]: An iterator of Slack integrations. Examples: Get all registered Slack integrations for the team "my-team": ```python import wandb api = wandb.Api() slack_integrations = api.slack_integrations(entity="my-team") ``` Find only Slack integrations that post to channel names starting with "team-alerts-": ```python slack_integrations = api.slack_integrations(entity="my-team") team_alert_integrations = [ ig for ig in slack_integrations if ig.channel_name.startswith("team-alerts-") ] ``` r)SlackIntegrationsrr)rrrrB)rGrrXrrrHrHrIslack_integrationsrzApi.slack_integrationseventactionrEventType | NonerActionType | NonecCs`ddlm}m}|dup||vpt|jd|j}|dup+||vp+t|jd|j}|o/|S)zIReturns whether the server recognizes the automation event and/or action.r)ALWAYS_SUPPORTED_ACTIONSALWAYS_SUPPORTED_EVENTSNAUTOMATION_EVENT_AUTOMATION_ACTION_)wandb.automations._utilsrrr%rBr )rGrrrrsupports_eventsupports_actionrHrHrI_supports_automationszApi._supports_automationset[str]c sjddlm}ddlm}m}m}m}|jt||j t||j t||j t|it fdd|DS)aReturns the names of unsupported automation-related fragments. Older servers won't recognize newer GraphQL types, so a valid request may unnecessarily error out because it won't recognize fragments defined on those types. So e.g. if a server does not support `NO_OP` action types, then the following need to be removed from the body of the GraphQL request: - Fragment definition: ``` fragment NoOpActionFields on NoOpTriggeredAction { noOp } ``` - Fragment spread in selection set: ``` { ...NoOpActionFields # ... other fields ... } ``` r)r-)GenericWebhookActionFieldsNoOpActionFieldsNotificationActionFieldsQueueJobActionFieldsc3s.|]}j|ds|rVqdS)rN)rrj)rrfragment_namesrrGrHrI 9s   z4Api._omitted_automation_fragments..) wandb.automationsr-wandb.automations._generatedrrrrNO_OPr QUEUE_JOB NOTIFICATIONGENERIC_WEBHOOKset)rGr-rrrrrHrrI_omitted_automation_fragmentss    z!Api._omitted_automation_fragments)rr.cCs t|j||dtdtddS)aReturns the only Automation matching the parameters. Args: name: The name of the automation to fetch. entity: The entity to fetch the automation for. Raises: ValueError: If zero or multiple Automations match the search criteria. Examples: Get an existing automation named "my-automation": ```python import wandb api = wandb.Api() automation = api.automation(name="my-automation") ``` Get an existing automation named "other-automation", from the entity "my-team": ```python automation = api.automation(name="other-automation", entity="my-team") ``` )rrzNo automations foundzMultiple automations found) too_shorttoo_long)r automationsr)rGrrrHrHrI automation@s  zApi.automationriIterator[Automation]c #sddlm}ddlm}m}d|i}|dur|}n|}|} t|| d} ||j||| d} durs z!Api.automations..) wandb.apis.public.automationsrrrrrrrBr) rGrrrXrrrrgql_strrruiteratorrHrrIrfs   zApi.automations)fetch_existingobjr1r rMUnpack[WriteAutomationsKwargs]c Ksddl}ddlm}ddlm}m}ddlm}||fi|} |j| j } | j } ds8t d| d| d | } t || d } d | i}| j}z |jj| |d }Wn9|jy}z,t|jj}|tjur|rtd |d|j|dWYd}~St d |ddd}~wwz||j}Wnty}z d|}t||d}~ww|dus|jdurd|}t|||jS)aZCreate a new Automation. Args: obj: The automation to create. fetch_existing: If True, and a conflicting automation already exists, attempt to fetch the existing automation instead of raising an error. **kwargs: Any additional values to assign to the automation before creating it. If given, these will override any values that may already be set on the automation: - `name`: The name of the automation. - `description`: The description of the automation. - `enabled`: Whether the automation is enabled. - `scope`: The scope of the automation. - `event`: The event that triggers the automation. - `action`: The action that is triggered by the automation. Returns: The saved Automation. Examples: Create a new automation named "my-automation" that sends a Slack notification when a run within a specific project logs a metric exceeding a custom threshold: ```python import wandb from wandb.automations import OnRunMetric, RunEvent, SendNotification api = wandb.Api() project = api.project("my-project", entity="my-team") # Use the first Slack integration for the team slack_hook = next(api.slack_integrations(entity="my-team")) event = OnRunMetric( scope=project, filter=RunEvent.metric("custom-metric") > 10, ) action = SendNotification.from_integration(slack_hook) automation = api.create_automation( event >> action, name="my-automation", description="Send a Slack message whenever 'custom-metric' exceeds 10.", ) ``` rN)r.)CREATE_AUTOMATION_GQLCreateAutomation)prepare_to_createrAutomation event or action ( -> }) is not supported on this wandb server version. Please upgrade your server version, or contact support at support@wandb.com.rrvariable_values Automation z exists. Fetching it instead.rz5 exists. Unable to create another with the same name.z+Invalid response while creating automation z)Empty response while creating automation )r]rr.rr r rrrtriggering_event_typetriggered_action_typerrrrrrBrNrrresponse status_codeCONFLICTrZtermlogrr*rr rtrigger)rGr r rMr]r.r r rrrrrmutationrrr+rstatusrr.rHrHrIcreate_automationsV;            zApi.create_automation)create_missingrc Ksddl}ddlm}m}ddlm}m}ddlm} |j |j ds%t d| |fi|} |j | j } | j } dsGtd | jd | jd |} t|| d }d | i}| j}z |jj||d}WnE|jy}z8t|jj}|tjur|rtd|d||WYd}~Std|d|td|d|jjd}~wwz| |j!}Wnt"y}z d|}t ||d}~ww|dus|j#durd|}t || |j#S)apUpdate an existing automation. Args: obj: The automation to update. Must be an existing automation. create_missing (bool): If True, and the automation does not exist, create it. **kwargs: Any additional values to assign to the automation before updating it. If given, these will override any values that may already be set on the automation: - `name`: The name of the automation. - `description`: The description of the automation. - `enabled`: Whether the automation is enabled. - `scope`: The scope of the automation. - `event`: The event that triggers the automation. - `action`: The action that is triggered by the automation. Returns: The updated automation. Examples: Disable and edit the description of an existing automation ("my-automation"): ```python import wandb api = wandb.Api() automation = api.automation(name="my-automation") automation.enabled = False automation.description = "Kept for reference, but no longer used." updated_automation = api.update_automation(automation) ``` OR ```python import wandb api = wandb.Api() automation = api.automation(name="my-automation") updated_automation = api.update_automation( automation, enabled=False, description="Kept for reference, but no longer used.", ) ``` rN)r-r.)UPDATE_AUTOMATION_GQLUpdateAutomation)prepare_to_updaterzUpdating existing automations is not enabled on this wandb server version. Please upgrade your server version, or contact support at support@wandb.com.rrrrrrrrz not found. Creating it.z not found. Unable to edit it.zGot response status z: z+Invalid response while updating automation z)Empty response while updating automation )$r]rr-r.rr r!rr"rrrrrrr rrrrrBrNrrrr NOT_FOUNDrZrrrtextr*rr r)rGr rrMr]r-r.r r!r"rrrrrrrr+rrrr.rHrHrIupdate_automation s`<          zApi.update_automationAutomation | str Literal[True]c Csddlm}m}ddlm}||}t|}d|i}|jj||d}z||j } Wnt y@} z d|} t | | d} ~ ww| durNd|} t | | j sXt d || j S) zDelete an automation. Args: obj: The automation to delete, or its ID. 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