Summary¶
Schemas¶
DataSampleSpec¶
Specification to create one or many data samples To create one data sample, use the ‘path’ field, otherwise use the ‘paths’ field.
- path: Optional[Path]
- paths: Optional[List[Path]]
- test_only: bool
- data_manager_keys: List[str]
DatasetSpec¶
Specification for creating a dataset
- name: str
- data_opener: Path
- type: str
- description: Path
- permissions: Permissions
- metadata: Optional[Mapping[str, str]]
- logs_permission: Permissions
AlgoSpec¶
Specification for creating an algo
- name: str
- description: Path
- file: Path
- permissions: Permissions
- metadata: Optional[Mapping[str, str]]
- category: AlgoCategory
- inputs: Optional[List[AlgoInputSpec]]
- outputs: Optional[List[AlgoOutputSpec]]
AlgoInputSpec¶
Asset creation specification base class.
- identifier: str
- multiple: bool
- optional: bool
- kind: AssetKind
AlgoOutputSpec¶
Asset creation specification base class.
- identifier: str
- kind: AssetKind
- multiple: bool
PredicttupleSpec¶
Specification for creating a predict tuple
- key: str
- tag: Optional[str]
- compute_plan_key: Optional[str]
- metadata: Optional[Mapping[str, str]]
- algo_key: str
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- traintuple_key: str
- data_manager_key: str
- test_data_sample_keys: List[str]
- category: TaskCategory
TesttupleSpec¶
Specification for creating a testtuple
- key: str
- tag: Optional[str]
- compute_plan_key: Optional[str]
- metadata: Optional[Mapping[str, str]]
- algo_key: str
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- predicttuple_key: str
- data_manager_key: str
- test_data_sample_keys: List[str]
- category: TaskCategory
TraintupleSpec¶
Specification for creating a traintuple
- key: str
- tag: Optional[str]
- compute_plan_key: Optional[str]
- metadata: Optional[Mapping[str, str]]
- algo_key: str
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- data_manager_key: str
- train_data_sample_keys: List[str]
- in_models_keys: Optional[List[str]]
- rank: Optional[int]
- category: TaskCategory
AggregatetupleSpec¶
Specification for creating an aggregate tuple
- key: str
- tag: Optional[str]
- compute_plan_key: Optional[str]
- metadata: Optional[Mapping[str, str]]
- algo_key: str
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- worker: str
- in_models_keys: List[str]
- rank: Optional[int]
- category: TaskCategory
CompositeTraintupleSpec¶
Specification for creating a composite traintuple
- key: str
- tag: Optional[str]
- compute_plan_key: Optional[str]
- metadata: Optional[Mapping[str, str]]
- algo_key: str
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- data_manager_key: str
- train_data_sample_keys: List[str]
- in_head_model_key: Optional[str]
- in_trunk_model_key: Optional[str]
- rank: Optional[int]
- category: TaskCategory
ComputePlanSpec¶
Specification for creating a compute plan
- key: str
- traintuples: Optional[List[ComputePlanTraintupleSpec]]
- composite_traintuples: Optional[List[ComputePlanCompositeTraintupleSpec]]
- aggregatetuples: Optional[List[ComputePlanAggregatetupleSpec]]
- predicttuples: Optional[List[ComputePlanPredicttupleSpec]]
- testtuples: Optional[List[ComputePlanTesttupleSpec]]
- tag: Optional[str]
- name: str
- clean_models: Optional[bool]
- metadata: Optional[Mapping[str, str]]
UpdateComputePlanTuplesSpec¶
Specification for updating a compute plan’s tuples
- key: str
- traintuples: Optional[List[ComputePlanTraintupleSpec]]
- composite_traintuples: Optional[List[ComputePlanCompositeTraintupleSpec]]
- aggregatetuples: Optional[List[ComputePlanAggregatetupleSpec]]
- predicttuples: Optional[List[ComputePlanPredicttupleSpec]]
- testtuples: Optional[List[ComputePlanTesttupleSpec]]
ComputePlanPredicttupleSpec¶
Specification of a predict tuple inside a compute plan specification
- algo_key: str
- tag: Optional[str]
- metadata: Optional[Mapping[str, str]]
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- predicttuple_id: str
- traintuple_id: str
- data_manager_key: str
- test_data_sample_keys: List[str]
ComputePlanTesttupleSpec¶
Specification of a testtuple inside a compute plan specification
- algo_key: str
- tag: Optional[str]
- metadata: Optional[Mapping[str, str]]
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- predicttuple_id: str
- data_manager_key: str
- test_data_sample_keys: List[str]
ComputePlanAggregatetupleSpec¶
Specification of an aggregate tuple inside a compute plan specification
- algo_key: str
- tag: Optional[str]
- metadata: Optional[Mapping[str, str]]
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- aggregatetuple_id: str
- worker: str
- in_models_ids: Optional[List[str]]
ComputePlanCompositeTraintupleSpec¶
Specification of a composite traintuple inside a compute plan specification
- algo_key: str
- tag: Optional[str]
- metadata: Optional[Mapping[str, str]]
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- composite_traintuple_id: str
- data_manager_key: str
- train_data_sample_keys: List[str]
- in_head_model_id: Optional[str]
- in_trunk_model_id: Optional[str]
ComputePlanTraintupleSpec¶
Specification of a traintuple inside a compute plan specification
- algo_key: str
- tag: Optional[str]
- metadata: Optional[Mapping[str, str]]
- inputs: Optional[List[InputRef]]
- outputs: Optional[Mapping[str, ComputeTaskOutputSpec]]
- data_manager_key: str
- train_data_sample_keys: List[str]
- traintuple_id: str
- in_models_ids: Optional[List[str]]
Permissions¶
Specification for permissions. If public is False, give the list of authorized ids.
- public: bool
- authorized_ids: List[str]
PrivatePermissions¶
Specification for private permissions. Only the organizations whose ids are in authorized_ids can access the asset.
- authorized_ids: List[str]