core.contexts.training.picsellia_training_context¶
picsellia_training_context
¶
Classes:
| Name | Description |
|---|---|
PicselliaTrainingContext |
Context for training jobs in Picsellia, managing parameters and experiment metadata. |
PicselliaTrainingContext(hyperparameters_cls, augmentation_parameters_cls, export_parameters_cls, api_token=None, host=None, organization_id=None, organization_name=None, experiment_id=None, working_dir=None)
¶
Bases: PicselliaContext, Generic[THyperParameters, TAugmentationParameters, TExportParameters]
Context for training jobs in Picsellia, managing parameters and experiment metadata.
Methods:
| Name | Description |
|---|---|
to_dict |
Convert the context to a dictionary representation. |
Attributes:
| Name | Type | Description |
|---|---|---|
experiment_id |
|
|
experiment |
|
|
hyperparameters |
|
|
augmentation_parameters |
|
|
export_parameters |
|
|
working_dir |
str
|
Return the working directory path for the experiment. |
api_token |
|
|
host |
|
|
organization_id |
|
|
organization_name |
|
|
client |
|
experiment_id = experiment_id or os.getenv('experiment_id')
instance-attribute
¶
experiment = self._initialize_experiment()
instance-attribute
¶
hyperparameters = hyperparameters_cls(log_data=parameters_log_data)
instance-attribute
¶
augmentation_parameters = augmentation_parameters_cls(log_data=parameters_log_data)
instance-attribute
¶
export_parameters = export_parameters_cls(log_data=parameters_log_data)
instance-attribute
¶
working_dir
property
¶
Return the working directory path for the experiment.
api_token = api_token or os.getenv('api_token')
instance-attribute
¶
host = host or os.getenv('host', 'https://app.picsellia.com')
instance-attribute
¶
organization_id = organization_id or os.getenv('organization_id')
instance-attribute
¶
organization_name = organization_name or os.getenv('organization_name')
instance-attribute
¶
client = self._initialize_client()
instance-attribute
¶
to_dict()
¶
Convert the context to a dictionary representation.