wandb.apis.public.Api

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Used for querying the wandb server.
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Api(
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    overrides={},
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    timeout: Optional[int] = None
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)
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Examples:
Most common way to initialize
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>>> wandb.Api()
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Arguments
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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.
Methods
artifact
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artifact(
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    name, type=None
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)
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Returns a single artifact by parsing path in the form entity/project/run_id.
Arguments
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name
(str) An artifact name. May be prefixed with entity/project. Valid names can be in the following forms: name:version name:alias digest
type
(str, optional) The type of artifact to fetch.
Returns
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A Artifact object.
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artifact_type
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artifact_type(
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    type_name, project=None
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)
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artifact_types
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artifact_types(
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    project=None
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)
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artifact_versions
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artifact_versions(
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    type_name, name, per_page=50
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)
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create_run
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create_run(
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    **kwargs
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)
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Create a new run
create_team
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create_team(
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    team, admin_username=None
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)
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Creates a new team
Arguments
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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
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A Team object
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flush
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flush()
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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.
from_path
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from_path(
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    path
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)
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Return a run, sweep, project or report from a path
Examples:
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project = api.from_path("my_project")
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team_project = api.from_path("my_team/my_project")
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run = api.from_path("my_team/my_project/runs/id")
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sweep = api.from_path("my_team/my_project/sweeps/id")
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report = api.from_path("my_team/my_project/reports/My-Report-Vm11dsdf")
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Arguments
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path
(str) The path to the project, run, sweep or report
Returns
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A Project, Run, Sweep, or BetaReport instance.
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Raises
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wandb.Error if path is invalid or the object doesn't exist
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project
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project(
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    name, entity=None
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)
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projects
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projects(
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    entity=None, per_page=200
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)
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Get projects for a given entity.
Arguments
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entity
(str) Name of the entity requested. If None will fallback to 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
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A Projects object which is an iterable collection of Project objects.
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queued_job
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queued_job(
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    path=""
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)
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Returns a single queued run by parsing the path in the form entity/project/queue_id/run_queue_item_id
reports
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reports(
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    path="", name=None, per_page=50
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)
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Get reports for a given project path.
WARNING: This api is in beta and will likely change in a future release
Arguments
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path
(str) path to project the report resides in, should be in the form: "entity/project"
name
(str) 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
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A Reports object which is an iterable collection of BetaReport objects.
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run
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run(
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    path=""
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)
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Returns a single run by parsing path in the form entity/project/run_id.
Arguments
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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
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A Run object.
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runs
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runs(
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    path=None, filters=None, order="-created_at", per_page=50
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)
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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"
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api.runs(path="my_entity/my_project", filters={"config.experiment_name": "foo"})
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Find runs in my_project where config.experiment_name has been set to "foo" or "bar"
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api.runs(
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    path="my_entity/my_project",
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    filters={"$or": [{"config.experiment_name": "foo"}, {"config.experiment_name": "bar"}]}
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)
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Find runs in my_project where config.experiment_name matches a regex (anchors are not supported)
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api.runs(
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    path="my_entity/my_project",
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    filters={"config.experiment_name": {"$regex": "b.*"}}
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)
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Find runs in my_project where the run name matches a regex (anchors are not supported)
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api.runs(
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    path="my_entity/my_project",
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    filters={"display_name": {"$regex": "^foo.*"}}
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)
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Find runs in my_project sorted by ascending loss
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api.runs(path="my_entity/my_project", order="+summary_metrics.loss")
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Arguments
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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 newest to oldest.
Returns
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A Runs object, which is an iterable collection of Run objects.
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sweep
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sweep(
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    path=""
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)
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Returns a sweep by parsing path in the form entity/project/sweep_id.
Arguments
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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
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A Sweep object.
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sync_tensorboard
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sync_tensorboard(
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    root_dir, run_id=None, project=None, entity=None
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)
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Sync a local directory containing tfevent files to wandb
team
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team(
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    team
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)
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user
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user(
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    username_or_email
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)
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Return a user from a username or email address
Arguments
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username_or_email
(str) The username or email address of the user
Returns
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A User object or None if a user couldn't be found
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users
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users(
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    username_or_email
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)
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Return all users from a partial username or email address query
Arguments
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username_or_email
(str) The prefix or suffix of the user you want to find
Returns
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An array of User objects
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Class Variables
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USERS_QUERY
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VIEWER_QUERY
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