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Showing content from https://cloud.google.com/python/docs/reference/aiplatform/1.57.0/google.cloud.aiplatform.Experiment below:

Class Experiment (1.57.0) | Python client library

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Experiment(
    experiment_name: str,
    *,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
)

Represents a Vertex AI Experiment resource.

The Tensorboard resource associated with this Experiment if there is one.

Cloud console URL for this resource.

The name of this experiment.

The Metadata context resource name of this experiment.

Experiment(
    experiment_name: str,
    *,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
)

my_experiment = aiplatform.Experiment('my-experiment')

Required. The name or resource name of this experiment. Resource name is of the format: projects/123/locations/us-central1/metadataStores/default/contexts/my-experiment

Optional. Project where this experiment is located. Overrides project set in aiplatform.init.

Optional. Location where this experiment is located. Overrides location set in aiplatform.init.

Optional. Custom credentials used to retrieve this experiment. Overrides credentials set in aiplatform.init.

assign_backing_tensorboard(
    tensorboard: typing.Union[
        google.cloud.aiplatform.tensorboard.tensorboard_resource.Tensorboard, str
    ]
)

Assigns tensorboard as backing tensorboard to support time series metrics logging.

tb = aiplatform.Tensorboard('tensorboard-resource-id')
my_experiment = aiplatform.Experiment('my-experiment')
my_experiment.assign_backing_tensorboard(tb)

Required. Tensorboard resource or resource name to associate to this experiment.

create(
    experiment_name: str,
    *,
    description: typing.Optional[str] = None,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
) -> google.cloud.aiplatform.metadata.experiment_resources.Experiment

Creates a new experiment in Vertex AI Experiments.

my_experiment = aiplatform.Experiment.create('my-experiment', description='my description')

Required. The name of this experiment.

Optional. Describes this experiment's purpose.

Optional. Project where this experiment will be created. Overrides project set in aiplatform.init.

Optional. Location where this experiment will be created. Overrides location set in aiplatform.init.

Optional. Custom credentials used to create this experiment. Overrides credentials set in aiplatform.init.

delete(*, delete_backing_tensorboard_runs: bool = False)

Deletes this experiment all the experiment runs under this experiment

Does not delete Pipeline runs, Artifacts, or Executions associated to this experiment or experiment runs in this experiment.

my_experiment = aiplatform.Experiment('my-experiment')
my_experiment.delete(delete_backing_tensorboard_runs=True)

Optional. If True will also delete the Tensorboard Runs associated to the experiment runs under this experiment that we used to store time series metrics.

get(
    experiment_name: str,
    *,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
) -> typing.Optional[google.cloud.aiplatform.metadata.experiment_resources.Experiment]

Gets experiment if one exists with this experiment_name in Vertex AI Experiments.

Required. The name of this experiment.

Optional. Project used to retrieve this resource. Overrides project set in aiplatform.init.

Optional. Location used to retrieve this resource. Overrides location set in aiplatform.init.

Optional. Custom credentials used to retrieve this resource. Overrides credentials set in aiplatform.init.

get_backing_tensorboard_resource() -> (
    typing.Optional[
        google.cloud.aiplatform.tensorboard.tensorboard_resource.Tensorboard
    ]
)

Get the backing tensorboard for this experiment if one exists.

my_experiment = aiplatform.Experiment('my-experiment')
tb = my_experiment.get_backing_tensorboard_resource()

get_data_frame(*, include_time_series: bool = True) -> pd.DataFrame

Get parameters, metrics, and time series metrics of all runs in this experiment as Dataframe.

my_experiment = aiplatform.Experiment('my-experiment')
df = my_experiment.get_data_frame()

Optional. Whether or not to include time series metrics in df. Default is True. Setting to False will largely improve execution time and reduce quota contributing calls. Recommended when time series metrics are not needed or number of runs in Experiment is large. For time series metrics consider querying a specific run using get_time_series_data_frame.

get_or_create(
    experiment_name: str,
    *,
    description: typing.Optional[str] = None,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
) -> google.cloud.aiplatform.metadata.experiment_resources.Experiment

Gets experiment if one exists with this experiment_name in Vertex AI Experiments.

Otherwise creates this experiment.

my_experiment = aiplatform.Experiment.get_or_create('my-experiment', description='my description')

Required. The name of this experiment.

Optional. Describes this experiment's purpose.

Optional. Project where this experiment will be retrieved from or created. Overrides project set in aiplatform.init.

Optional. Location where this experiment will be retrieved from or created. Overrides location set in aiplatform.init.

Optional. Custom credentials used to retrieve or create this experiment. Overrides credentials set in aiplatform.init.

list(
    *,
    project: typing.Optional[str] = None,
    location: typing.Optional[str] = None,
    credentials: typing.Optional[google.auth.credentials.Credentials] = None
) -> typing.List[google.cloud.aiplatform.metadata.experiment_resources.Experiment]

List all Vertex AI Experiments in the given project.

my_experiments = aiplatform.Experiment.list()

Optional. Project to list these experiments from. Overrides project set in aiplatform.init.

Optional. Location to list these experiments from. Overrides location set in aiplatform.init.

Optional. Custom credentials to list these experiments. Overrides credentials set in aiplatform.init.

Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.

Last updated 2025-08-14 UTC.

[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-08-14 UTC."],[],[]]

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