dpgen2.superop package
Submodules
dpgen2.superop.block module
- class dpgen2.superop.block.ConcurrentLearningBlock(name: str, prep_run_dp_train_op: PrepRunDPTrain, prep_run_explore_op: PrepRunLmp | PrepRunCaly | PrepRunDiffCSP, select_confs_op: Type[OP], prep_run_fp_op: PrepRunFp, collect_data_op: Type[OP], select_confs_config: dict = {'continue_on_failed': False, 'continue_on_num_success': None, 'continue_on_success_ratio': None, 'executor': None, 'parallelism': None, 'template_config': {'envs': None, 'image': 'dptechnology/dpgen2:latest', 'retry_on_transient_error': None, 'timeout': None, 'timeout_as_transient_error': False}}, collect_data_config: dict = {'continue_on_failed': False, 'continue_on_num_success': None, 'continue_on_success_ratio': None, 'executor': None, 'parallelism': None, 'template_config': {'envs': None, 'image': 'dptechnology/dpgen2:latest', 'retry_on_transient_error': None, 'timeout': None, 'timeout_as_transient_error': False}}, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.caly_evo_step module
- class dpgen2.superop.caly_evo_step.CalyEvoStep(name: str, collect_run_caly: Type[OP], prep_dp_optim: Type[OP], run_dp_optim: Type[OP], expl_mode: str = 'default', prep_config: dict = {'continue_on_failed': False, 'continue_on_num_success': None, 'continue_on_success_ratio': None, 'executor': None, 'parallelism': None, 'template_config': {'envs': None, 'image': 'dptechnology/dpgen2:latest', 'retry_on_transient_error': None, 'timeout': None, 'timeout_as_transient_error': False}}, run_config: dict = {'continue_on_failed': False, 'continue_on_num_success': None, 'continue_on_success_ratio': None, 'executor': None, 'parallelism': None, 'template_config': {'envs': None, 'image': 'dptechnology/dpgen2:latest', 'retry_on_transient_error': None, 'timeout': None, 'timeout_as_transient_error': False}}, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.prep_run_calypso module
- class dpgen2.superop.prep_run_calypso.PrepRunCaly(name: str, prep_caly_input_op: Type[OP], caly_evo_step_op: OPTemplate | OP, prep_caly_model_devi_op: Type[OP], run_caly_model_devi_op: Type[OP], expl_mode: str = 'default', prep_config: dict | None = None, run_config: dict | None = None, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.prep_run_diffcsp module
- class dpgen2.superop.prep_run_diffcsp.PrepRunDiffCSP(name: str, diffcsp_gen_op: Type[OP], prep_relax_op: Type[OP], run_relax_op: Type[OP], prep_config: dict | None = None, run_config: dict | None = None, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.prep_run_dp_train module
- class dpgen2.superop.prep_run_dp_train.PrepRunDPTrain(name: str, prep_train_op: Type[OP], run_train_op: Type[RunDPTrain], prep_config: dict | None = None, run_config: dict | None = None, upload_python_packages: List[PathLike] | None = None, valid_data: S3Artifact | None = None, optional_files: List[str] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.prep_run_fp module
- class dpgen2.superop.prep_run_fp.PrepRunFp(name: str, prep_op: Type[OP], run_op: Type[OP], prep_config: dict | None = None, run_config: dict | None = None, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters
dpgen2.superop.prep_run_lmp module
- class dpgen2.superop.prep_run_lmp.PrepRunLmp(name: str, prep_op: Type[OP], run_op: Type[OP], prep_config: dict | None = None, run_config: dict | None = None, upload_python_packages: List[PathLike] | None = None)[source]
Bases:
Steps- Attributes:
- input_artifacts
- input_parameters
- keys
- output_artifacts
- output_parameters
Methods
add(step)Add a step or a list of parallel steps to the steps
add_slices
convert_to_argo
convert_to_graph
copy
deepcopy
from_dict
from_graph
handle_key
run
- property input_artifacts
- property input_parameters
- property keys
- property output_artifacts
- property output_parameters