From 0f907a905dfbff86f17d17aec6d2ea4e3e809f3a Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 14 Aug 2023 12:37:54 +0300 Subject: [PATCH 1/9] throw agent type --- fedot/api/api_utils/api_params_repository.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/fedot/api/api_utils/api_params_repository.py b/fedot/api/api_utils/api_params_repository.py index 9a6e76f4ef..86b549cd20 100644 --- a/fedot/api/api_utils/api_params_repository.py +++ b/fedot/api/api_utils/api_params_repository.py @@ -2,6 +2,8 @@ from functools import partial from typing import Sequence +from golem.core.optimisers.adaptive.context_agents import ContextAgentTypeEnum +from golem.core.optimisers.adaptive.operator_agent import MutationAgentTypeEnum from golem.core.optimisers.genetic.operators.inheritance import GeneticSchemeTypesEnum from golem.core.optimisers.genetic.operators.mutation import MutationTypesEnum @@ -68,7 +70,9 @@ def default_params_for_task(task_type: TaskTypesEnum) -> dict: cache_dir=default_fedot_data_dir(), keep_history=True, history_dir=default_fedot_data_dir(), - with_tuning=False + with_tuning=False, + adaptive_mutation_type=MutationAgentTypeEnum.default, + context_agent_type=ContextAgentTypeEnum.nodes_num ) return default_param_values_dict From eb9c208d9f07a4dbc90d48b271b633f4722b9d23 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 14 Aug 2023 12:44:23 +0300 Subject: [PATCH 2/9] add docstring --- fedot/api/main.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/fedot/api/main.py b/fedot/api/main.py index 5f5636e274..cde309469c 100644 --- a/fedot/api/main.py +++ b/fedot/api/main.py @@ -163,6 +163,12 @@ class Fedot: Default optimizer is :class:`~golem.core.optimisers.genetic.gp_optimizer.EvoGraphOptimizer`. See the `example \ `_ + + NB! 'adaptive_mutation_type' and 'context_agent_type' can be specified with 'composer_tuner_params'. + With default 'adaptive_mutation_type' context agent is not used, however, when 'adaptive_mutation_type' + is specified as not a default one be careful choosing 'context_agent_type' + since the default one is only considering the number of nodes in graph. + The full range of context agents can be obtained here: golem.core.optimizers.adaptive.context_agents """ def __init__(self, From 1bc55c5e7a762e0dae8aa0179173fc38239fb7b3 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 14 Aug 2023 13:19:57 +0300 Subject: [PATCH 3/9] minor --- fedot/api/api_utils/api_params_repository.py | 22 ++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/fedot/api/api_utils/api_params_repository.py b/fedot/api/api_utils/api_params_repository.py index 86b549cd20..99c4f72d47 100644 --- a/fedot/api/api_utils/api_params_repository.py +++ b/fedot/api/api_utils/api_params_repository.py @@ -119,6 +119,9 @@ def get_params_for_gp_algorithm_params(self, params: dict) -> dict: """ Returns dict with parameters suitable for ``GPAlgorithmParameters``""" gp_algorithm_params = {'pop_size': params.get('pop_size'), 'genetic_scheme_type': GeneticSchemeTypesEnum.parameter_free} + + gp_algorithm_params = self._get_adaptive_optimization_params(params, gp_algorithm_params) + if params.get('genetic_scheme') == 'steady_state': gp_algorithm_params['genetic_scheme_type'] = GeneticSchemeTypesEnum.steady_state @@ -140,3 +143,22 @@ def _get_default_mutations(task_type: TaskTypesEnum, params) -> Sequence[Mutatio mutations.append(add_resample_mutation) return mutations + + @staticmethod + def _get_adaptive_optimization_params(params: dict, gp_algorithm_params: dict) -> dict: + """ Extracts params conserned with adaptive optimization including `adaptive_mutation_type` + and `context_agent_type` from params. """ + adaptive_mutation_type = params.get('adaptive_mutation_type') + context_agent_type = params.get('context_agent_type') + + if adaptive_mutation_type: + adaptive_mutation_type_class = MutationAgentTypeEnum[adaptive_mutation_type] \ + if isinstance(adaptive_mutation_type, str) else adaptive_mutation_type + gp_algorithm_params['adaptive_mutation_type'] = adaptive_mutation_type_class + + if context_agent_type: + context_agent_type_class = ContextAgentTypeEnum[context_agent_type] \ + if isinstance(context_agent_type, str) else context_agent_type + gp_algorithm_params['context_agent_type'] = context_agent_type_class + + return gp_algorithm_params From cf13e7bdd15ee13c1ef284c8ea314bea31a58077 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 14 Aug 2023 16:30:39 +0300 Subject: [PATCH 4/9] add all available operation for node factory --- fedot/core/pipelines/pipeline_node_factory.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/fedot/core/pipelines/pipeline_node_factory.py b/fedot/core/pipelines/pipeline_node_factory.py index 0e99694ee1..254fac07c5 100644 --- a/fedot/core/pipelines/pipeline_node_factory.py +++ b/fedot/core/pipelines/pipeline_node_factory.py @@ -17,6 +17,15 @@ def __init__(self, requirements: PipelineComposerRequirements, self.advisor = advisor or PipelineChangeAdvisor() self.graph_model_repository = graph_model_repository or self._init_default_graph_model_repo() + def get_all_available_operations(self) -> List[str]: + """ Returns all available models and data operations. """ + available_operations = [] + if self.advisor.models: + available_operations += self.advisor.models + if self.advisor.data_operations: + available_operations += self.advisor.data_operations + return available_operations + def _init_default_graph_model_repo(self): """ Initialize default graph model repository with operations from composer requirements """ repo = PipelineOperationRepository(operations_by_keys={'primary': self.requirements.primary, From 70de59f326ea3ba7b0d69d39e501bb760c178424 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Mon, 4 Sep 2023 14:47:36 +0300 Subject: [PATCH 5/9] rewrite docstring --- fedot/api/main.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/fedot/api/main.py b/fedot/api/main.py index cde309469c..5b2f855f53 100644 --- a/fedot/api/main.py +++ b/fedot/api/main.py @@ -165,10 +165,8 @@ class Fedot: `_ NB! 'adaptive_mutation_type' and 'context_agent_type' can be specified with 'composer_tuner_params'. - With default 'adaptive_mutation_type' context agent is not used, however, when 'adaptive_mutation_type' - is specified as not a default one be careful choosing 'context_agent_type' - since the default one is only considering the number of nodes in graph. - The full range of context agents can be obtained here: golem.core.optimizers.adaptive.context_agents + Both these params are a part of experimental functionality for adaptive evolution. + The full range of context agents can be obtained in GOLEM: golem.core.optimizers.adaptive.context_agents """ def __init__(self, From 0be3b10817709dee7a75660ffb1d4a37c7c529ad Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Tue, 5 Sep 2023 17:34:30 +0300 Subject: [PATCH 6/9] rewrite docstring --- fedot/api/main.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/fedot/api/main.py b/fedot/api/main.py index 5b2f855f53..191b361336 100644 --- a/fedot/api/main.py +++ b/fedot/api/main.py @@ -166,6 +166,8 @@ class Fedot: NB! 'adaptive_mutation_type' and 'context_agent_type' can be specified with 'composer_tuner_params'. Both these params are a part of experimental functionality for adaptive evolution. + Adaptive evolution uses multi-armed bandits to choose most promising mutation at each iteration + of evolution cycle. The full range of context agents can be obtained in GOLEM: golem.core.optimizers.adaptive.context_agents """ From dd06b169b97285a1c329a23279ec89c4015b7b88 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Thu, 30 Nov 2023 12:59:26 +0300 Subject: [PATCH 7/9] rebase on golem 0.4.0 --- fedot/api/main.py | 2 +- fedot/core/caching/base_cache.py | 2 +- fedot/core/caching/pipelines_cache.py | 2 +- fedot/core/composer/composer_builder.py | 2 +- fedot/core/data/merge/data_merger.py | 2 +- .../optimisers/objective/metrics_objective.py | 2 +- fedot/core/pipelines/pipeline.py | 2 +- fedot/core/pipelines/tuning/tuner_builder.py | 2 +- fedot/core/repository/dataset_types.py | 2 +- .../repository/operation_types_repository.py | 2 +- .../repository/quality_metrics_repository.py | 2 +- fedot/core/repository/tasks.py | 2 +- fedot/core/utils.py | 2 +- fedot/remote/infrastructure/clients/client.py | 2 +- fedot/remote/remote_evaluator.py | 2 +- fedot/remote/run_pipeline.py | 2 +- fedot/utilities/golem_imports_transition.py | 2 +- requirements.txt | 2 +- .../pipelines/tuning/test_pipeline_tuning.py | 2 +- .../data/pred_ints_model_test.pickle | Bin 233024 -> 322077 bytes test/unit/remote/test_remote_custom.py | 2 +- 21 files changed, 20 insertions(+), 20 deletions(-) diff --git a/fedot/api/main.py b/fedot/api/main.py index 191b361336..fc6636987e 100644 --- a/fedot/api/main.py +++ b/fedot/api/main.py @@ -8,7 +8,7 @@ from golem.core.log import Log, default_log from golem.core.optimisers.opt_history_objects.opt_history import OptHistory from golem.core.tuning.simultaneous import SimultaneousTuner -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from golem.visualisation.opt_viz_extra import visualise_pareto from fedot.api.api_utils.api_composer import ApiComposer diff --git a/fedot/core/caching/base_cache.py b/fedot/core/caching/base_cache.py index 47798a5ebc..c47440ba40 100644 --- a/fedot/core/caching/base_cache.py +++ b/fedot/core/caching/base_cache.py @@ -1,7 +1,7 @@ from typing import Union from golem.core.log import default_log -from golem.core.utilities.singleton_meta import SingletonMeta +from golem.utilities.singleton_meta import SingletonMeta from fedot.core.caching.pipelines_cache_db import OperationsCacheDB from fedot.core.caching.preprocessing_cache_db import PreprocessingCacheDB diff --git a/fedot/core/caching/pipelines_cache.py b/fedot/core/caching/pipelines_cache.py index e0ba7f4caf..371b49247e 100644 --- a/fedot/core/caching/pipelines_cache.py +++ b/fedot/core/caching/pipelines_cache.py @@ -1,7 +1,7 @@ import sqlite3 from typing import List, Optional, TYPE_CHECKING, Union -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from fedot.core.caching.base_cache import BaseCache from fedot.core.caching.pipelines_cache_db import OperationsCacheDB diff --git a/fedot/core/composer/composer_builder.py b/fedot/core/composer/composer_builder.py index f6f725c9b4..a3eae7e1cf 100644 --- a/fedot/core/composer/composer_builder.py +++ b/fedot/core/composer/composer_builder.py @@ -8,7 +8,7 @@ from golem.core.optimisers.genetic.gp_params import GPAlgorithmParameters from golem.core.optimisers.initial_graphs_generator import InitialPopulationGenerator, GenerationFunction from golem.core.optimisers.optimizer import GraphOptimizer, AlgorithmParameters, GraphGenerationParams -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from fedot.core.caching.pipelines_cache import OperationsCache from fedot.core.caching.preprocessing_cache import PreprocessingCache diff --git a/fedot/core/data/merge/data_merger.py b/fedot/core/data/merge/data_merger.py index 8d7763a52c..35146019f4 100644 --- a/fedot/core/data/merge/data_merger.py +++ b/fedot/core/data/merge/data_merger.py @@ -1,7 +1,7 @@ from typing import List, Iterable, Union from golem.core.log import default_log -from golem.core.utilities.data_structures import are_same_length +from golem.utilities.data_structures import are_same_length from fedot.core.data.array_utilities import * from fedot.core.data.data import OutputData, InputData diff --git a/fedot/core/optimisers/objective/metrics_objective.py b/fedot/core/optimisers/objective/metrics_objective.py index a500792b88..5d893e2a7b 100644 --- a/fedot/core/optimisers/objective/metrics_objective.py +++ b/fedot/core/optimisers/objective/metrics_objective.py @@ -1,7 +1,7 @@ from typing import Union, Iterable, Callable from golem.core.optimisers.objective import Objective -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from fedot.core.repository.quality_metrics_repository import MetricType, MetricsRepository, ComplexityMetricsEnum diff --git a/fedot/core/pipelines/pipeline.py b/fedot/core/pipelines/pipeline.py index 489cbc8430..c5a727108c 100644 --- a/fedot/core/pipelines/pipeline.py +++ b/fedot/core/pipelines/pipeline.py @@ -12,7 +12,7 @@ from golem.core.log import default_log from golem.core.optimisers.timer import Timer from golem.core.paths import copy_doc -from golem.core.utilities.serializable import Serializable +from golem.utilities.serializable import Serializable from golem.visualisation.graph_viz import NodeColorType from fedot.core.caching.pipelines_cache import OperationsCache diff --git a/fedot/core/pipelines/tuning/tuner_builder.py b/fedot/core/pipelines/tuning/tuner_builder.py index 698de90a95..c061768436 100644 --- a/fedot/core/pipelines/tuning/tuner_builder.py +++ b/fedot/core/pipelines/tuning/tuner_builder.py @@ -4,7 +4,7 @@ from golem.core.tuning.optuna_tuner import OptunaTuner from golem.core.tuning.simultaneous import SimultaneousTuner from golem.core.tuning.tuner_interface import BaseTuner -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from fedot.core.constants import DEFAULT_TUNING_ITERATIONS_NUMBER from fedot.core.data.data import InputData diff --git a/fedot/core/repository/dataset_types.py b/fedot/core/repository/dataset_types.py index 09ed285759..3faca1ee06 100644 --- a/fedot/core/repository/dataset_types.py +++ b/fedot/core/repository/dataset_types.py @@ -1,4 +1,4 @@ -from golem.core.utilities.data_structures import ComparableEnum as Enum +from golem.utilities.data_structures import ComparableEnum as Enum class DataTypesEnum(Enum): diff --git a/fedot/core/repository/operation_types_repository.py b/fedot/core/repository/operation_types_repository.py index 741bd2a505..2228c32563 100644 --- a/fedot/core/repository/operation_types_repository.py +++ b/fedot/core/repository/operation_types_repository.py @@ -6,7 +6,7 @@ import numpy as np from golem.core.log import default_log -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from fedot.core.constants import BEST_QUALITY_PRESET_NAME, AUTO_PRESET_NAME from fedot.core.repository.dataset_types import DataTypesEnum diff --git a/fedot/core/repository/quality_metrics_repository.py b/fedot/core/repository/quality_metrics_repository.py index 6dcdccf4d6..537d87bd20 100644 --- a/fedot/core/repository/quality_metrics_repository.py +++ b/fedot/core/repository/quality_metrics_repository.py @@ -2,7 +2,7 @@ from typing import Callable, Union, TypeVar from golem.core.dag.graph import Graph -from golem.core.utilities.data_structures import ComparableEnum as Enum +from golem.utilities.data_structures import ComparableEnum as Enum from fedot.core.composer.metrics import (ComputationTime, Accuracy, F1, Logloss, MAE, MAPE, SMAPE, MSE, MSLE, Metric, NodeNum, Precision, R2, diff --git a/fedot/core/repository/tasks.py b/fedot/core/repository/tasks.py index 0e3c01e84e..11fed93fb5 100644 --- a/fedot/core/repository/tasks.py +++ b/fedot/core/repository/tasks.py @@ -1,7 +1,7 @@ from dataclasses import dataclass from typing import Any, List, Optional -from golem.core.utilities.data_structures import ComparableEnum as Enum +from golem.utilities.data_structures import ComparableEnum as Enum @dataclass diff --git a/fedot/core/utils.py b/fedot/core/utils.py index 40ad8bb39a..044e5b2446 100644 --- a/fedot/core/utils.py +++ b/fedot/core/utils.py @@ -7,7 +7,7 @@ import numpy as np import pandas as pd -from golem.core.utilities.random import RandomStateHandler +from golem.utilities.random import RandomStateHandler from sklearn.model_selection import train_test_split DEFAULT_PARAMS_STUB = 'default_params' diff --git a/fedot/remote/infrastructure/clients/client.py b/fedot/remote/infrastructure/clients/client.py index 961b3cc766..ee4b0763d2 100644 --- a/fedot/remote/infrastructure/clients/client.py +++ b/fedot/remote/infrastructure/clients/client.py @@ -3,7 +3,7 @@ from typing import Optional, Type, TypeVar from golem.core.log import default_log -from golem.core.utilities.serializable import Serializable +from golem.utilities.serializable import Serializable from fedot.core.utils import default_fedot_data_dir diff --git a/fedot/remote/remote_evaluator.py b/fedot/remote/remote_evaluator.py index f27869879b..516aeb2154 100644 --- a/fedot/remote/remote_evaluator.py +++ b/fedot/remote/remote_evaluator.py @@ -5,7 +5,7 @@ import numpy as np from golem.core.log import default_log from golem.core.optimisers.genetic.evaluation import DelegateEvaluator -from golem.core.utilities.serializable import Serializable +from golem.utilities.serializable import Serializable from fedot.core.data.data import InputData from fedot.remote.infrastructure.clients.client import Client diff --git a/fedot/remote/run_pipeline.py b/fedot/remote/run_pipeline.py index 30a3e40158..6abb91d190 100644 --- a/fedot/remote/run_pipeline.py +++ b/fedot/remote/run_pipeline.py @@ -4,7 +4,7 @@ from typing import Union from golem.core.log import default_log -from golem.core.utilities.random import RandomStateHandler +from golem.utilities.random import RandomStateHandler from fedot.core.data.data import InputData from fedot.core.data.multi_modal import MultiModalData diff --git a/fedot/utilities/golem_imports_transition.py b/fedot/utilities/golem_imports_transition.py index d96828a0d4..059b869acf 100644 --- a/fedot/utilities/golem_imports_transition.py +++ b/fedot/utilities/golem_imports_transition.py @@ -21,7 +21,7 @@ 'fedot.core.adapter': 'golem.core.adapter', 'fedot.core.dag': 'golem.core.dag', 'fedot.core.optimisers': 'golem.core.optimisers', - 'fedot.core.utilities': 'golem.core.utilities', + 'fedot.core.utilities': 'golem.utilities', 'fedot.core.serializers': 'golem.serializers', 'fedot.core.visualisation': 'golem.visualisation', diff --git a/requirements.txt b/requirements.txt index 7dc30e2982..13b7703902 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ # Base framework -thegolem==0.3.3 +thegolem==0.0.4 # Data numpy>=1.16.0, !=1.24.0 diff --git a/test/integration/pipelines/tuning/test_pipeline_tuning.py b/test/integration/pipelines/tuning/test_pipeline_tuning.py index 34cdb062ab..b18a093708 100644 --- a/test/integration/pipelines/tuning/test_pipeline_tuning.py +++ b/test/integration/pipelines/tuning/test_pipeline_tuning.py @@ -7,7 +7,7 @@ from golem.core.tuning.optuna_tuner import OptunaTuner from golem.core.tuning.sequential import SequentialTuner from golem.core.tuning.simultaneous import SimultaneousTuner -from golem.core.utilities.data_structures import ensure_wrapped_in_sequence +from golem.utilities.data_structures import ensure_wrapped_in_sequence from hyperopt import hp from hyperopt.pyll.stochastic import sample as hp_sample diff --git 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z)a#lRtY;$?(ia}hle2{0fT(%iC3{fI()0L;O>;g!b|03^ZVfhX2sdq;4db~zMkwss zv*{Pt?=jyDnDpH%gB{_f*|)?SHqFlM+_vMwJ?r>CP&iSo)gf{Gm=jJ!>+_UKh^O)&w*|=BJ^q=|~ zJ~HsKy<`lu5Apv->-!`htYo3RR{~FwkVg?-P`20dn+bHk(Sy9{psdRw-FjM-Q1w%0 z8=Inh9X!-NjxcR(67b2sg$Mx6v`cv{%J^n=gG&UBndNWvA7D^1E)wmk2QsSbr?DQ* z3w#D2taP609xsMaW3%Ci zsIUPk=^T;@2_-<=#sYs!@4MaYE9mVSblq4NWH9-g_SV=As18T)8&3T5< znDl<}3`8j1KKTR~`Y<1~j3XnEbemN(uV&Y Date: Mon, 4 Dec 2023 18:07:41 +0300 Subject: [PATCH 8/9] update requirements --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 13b7703902..c23f18a05d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ # Base framework -thegolem==0.0.4 +thegolem==0.4.0 # Data numpy>=1.16.0, !=1.24.0 From e6d2740d4e80b3c57fd10894431ebb4e516bf320 Mon Sep 17 00:00:00 2001 From: Pinchuk Maya Date: Thu, 7 Dec 2023 13:59:01 +0300 Subject: [PATCH 9/9] fixes related to golem 0.4.0 --- fedot/core/caching/pipelines_cache.py | 12 ++++++++---- fedot/core/caching/preprocessing_cache.py | 4 ++-- fedot/core/composer/metrics.py | 2 +- .../core/optimisers/objective/data_objective_eval.py | 4 ++-- 4 files changed, 13 insertions(+), 9 deletions(-) diff --git a/fedot/core/caching/pipelines_cache.py b/fedot/core/caching/pipelines_cache.py index 371b49247e..23a9acc6e8 100644 --- a/fedot/core/caching/pipelines_cache.py +++ b/fedot/core/caching/pipelines_cache.py @@ -35,8 +35,12 @@ def save_nodes(self, nodes: Union[PipelineNode, List[PipelineNode]], fold_id: Op ] self._db.add_operations(mapped) except Exception as ex: - unexpected_exc = not (isinstance(ex, sqlite3.DatabaseError) and 'disk is full' in str(ex)) - self.log.warning(f'Nodes can not be saved: {ex}. Continue', exc=ex, raise_if_test=unexpected_exc) + exc_is_expected = (isinstance(ex, sqlite3.DatabaseError) and 'disk is full' in str(ex)) + msg = 'Nodes can not be saved' + if exc_is_expected: + self.log.warning(msg, exc_info=ex) + else: + self.log.log_or_raise('warning', ValueError(msg)) def save_pipeline(self, pipeline: 'Pipeline', fold_id: Optional[int] = None): """ @@ -61,8 +65,8 @@ def try_load_nodes(self, nodes: Union[PipelineNode, List[PipelineNode]], fold_id nodes_lst[idx].fitted_operation = cached_op else: nodes_lst[idx].fitted_operation = None - except Exception as ex: - self.log.warning(f'Cache can not be loaded: {ex}. Continue.', exc=ex, raise_if_test=True) + except Exception: + self.log.log_or_raise('info', ValueError('Cache can not be loaded.')) def try_load_into_pipeline(self, pipeline: 'Pipeline', fold_id: Optional[int] = None): """ diff --git a/fedot/core/caching/preprocessing_cache.py b/fedot/core/caching/preprocessing_cache.py index 4b0de47870..25299bae45 100644 --- a/fedot/core/caching/preprocessing_cache.py +++ b/fedot/core/caching/preprocessing_cache.py @@ -30,8 +30,8 @@ def try_load_preprocessor(self, pipeline: 'Pipeline', fold_id: Union[int, None]) processors = self._db.get_preprocessor(structural_id) if processors: pipeline.encoder, pipeline.imputer = processors - except Exception as ex: - self.log.warning(f'Preprocessor search error: {ex}', raise_if_test=True) + except Exception: + self.log.log_or_raise('warning', ValueError('Preprocessor search error')) def add_preprocessor(self, pipeline: 'Pipeline', fold_id: Optional[Union[int, None]] = None): """ diff --git a/fedot/core/composer/metrics.py b/fedot/core/composer/metrics.py index 22f5196daa..d2cf813a4c 100644 --- a/fedot/core/composer/metrics.py +++ b/fedot/core/composer/metrics.py @@ -89,7 +89,7 @@ def get_value(cls, pipeline: 'Pipeline', reference_data: InputData, save_path=Path(save_path, 'forecast.png')) except Exception as ex: - pipeline.log.info(f'Metric can not be evaluated because of: {ex}', raise_if_test=True) + pipeline.log.log_or_raise('info', ValueError('Metric can not be evaluated')) return metric diff --git a/fedot/core/optimisers/objective/data_objective_eval.py b/fedot/core/optimisers/objective/data_objective_eval.py index e4c4a08c85..6e0268ef58 100644 --- a/fedot/core/optimisers/objective/data_objective_eval.py +++ b/fedot/core/optimisers/objective/data_objective_eval.py @@ -80,8 +80,8 @@ def evaluate(self, graph: Pipeline) -> Fitness: if evaluated_fitness.valid: folds_metrics.append(evaluated_fitness.values) else: - self._log.warning(f'Invalid fitness after objective evaluation. ' - f'Skipping the graph: {graph_id}', raise_if_test=True) + self._log.log_or_raise('warning', ValueError(f'Invalid fitness after objective evaluation. ' + f'Skipping the graph: {graph_id}')) if self._do_unfit: graph.unfit() if folds_metrics: