From 1f258ace4aa1fb70e206df097a37a412af90a514 Mon Sep 17 00:00:00 2001 From: DRMPN Date: Sun, 30 Jun 2024 22:30:26 +0300 Subject: [PATCH 1/6] data: add data for multitarget classification --- test/data/multitarget_classification.csv | 19220 +++++++++++++++++++++ 1 file changed, 19220 insertions(+) create mode 100644 test/data/multitarget_classification.csv diff --git a/test/data/multitarget_classification.csv b/test/data/multitarget_classification.csv new file mode 100644 index 0000000000..a781906579 --- /dev/null +++ b/test/data/multitarget_classification.csv @@ -0,0 +1,19220 @@ 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2a7b7bbc942783ea4ca48dbd0eb12171808073c7 Mon Sep 17 00:00:00 2001 From: DRMPN Date: Sun, 30 Jun 2024 22:36:56 +0300 Subject: [PATCH 2/6] fix: prevent stratify with unbalanced classes --- fedot/core/data/data_split.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/fedot/core/data/data_split.py b/fedot/core/data/data_split.py index 80d615860e..3a4d02424e 100644 --- a/fedot/core/data/data_split.py +++ b/fedot/core/data/data_split.py @@ -145,6 +145,16 @@ def _are_stratification_allowed(data: Union[InputData, MultiModalData], split_ra labels_count = len(classes[0]) if test_size < labels_count: return False + + # check that multitarget classes can be stratified + if data.target.ndim == 2: + y = np.array([" ".join(row.astype("str")) for row in data.target]) + + classes, y_indices = np.unique(y, return_inverse=True) + + class_counts = np.bincount(y_indices) + if np.min(class_counts) < 2: + return False return True From 9ff7126650a6f5d245e54f91d759a7e8b86c5cb7 Mon Sep 17 00:00:00 2001 From: DRMPN Date: Sun, 30 Jun 2024 22:37:51 +0300 Subject: [PATCH 3/6] test: add multitarget classification stratify test --- test/unit/data/test_data_split.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/test/unit/data/test_data_split.py b/test/unit/data/test_data_split.py index 29e0367f6c..04b705f07c 100644 --- a/test/unit/data/test_data_split.py +++ b/test/unit/data/test_data_split.py @@ -145,6 +145,15 @@ def test_default_train_test_simple(data_generator: Callable, expected_output: di assert tuple(test_data.idx) == expected_output['test_idx'] +def test_multitarget_train_test_split(): + """ Checks multitarget stratification for dataset with unbalanced distribution of classes """ + target_columns = ["Pastry", "Z_Scratch", "K_Scatch", "Stains", "Dirtiness", "Bumps", "Other_Faults"] + data = InputData.from_csv( + "test/data/multitarget_classification.csv", task="classification", target_columns=target_columns, columns_to_drop=["id"] + ) + train, test = train_test_data_setup(data) + + def test_advanced_time_series_splitting(): """ Check how data prepared for time series in-sample validation """ validation_blocks = 2 From 1090fdda04395cb290ec02116bfb8f6ba5b02867 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Sun, 30 Jun 2024 20:14:30 +0000 Subject: [PATCH 4/6] Automated autopep8 fixes --- fedot/core/data/data_split.py | 2 +- test/unit/data/test_data_split.py | 6 ++++-- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/fedot/core/data/data_split.py b/fedot/core/data/data_split.py index 3a4d02424e..b3ba520fce 100644 --- a/fedot/core/data/data_split.py +++ b/fedot/core/data/data_split.py @@ -145,7 +145,7 @@ def _are_stratification_allowed(data: Union[InputData, MultiModalData], split_ra labels_count = len(classes[0]) if test_size < labels_count: return False - + # check that multitarget classes can be stratified if data.target.ndim == 2: y = np.array([" ".join(row.astype("str")) for row in data.target]) diff --git a/test/unit/data/test_data_split.py b/test/unit/data/test_data_split.py index 04b705f07c..529c7d5de2 100644 --- a/test/unit/data/test_data_split.py +++ b/test/unit/data/test_data_split.py @@ -149,8 +149,10 @@ def test_multitarget_train_test_split(): """ Checks multitarget stratification for dataset with unbalanced distribution of classes """ target_columns = ["Pastry", "Z_Scratch", "K_Scatch", "Stains", "Dirtiness", "Bumps", "Other_Faults"] data = InputData.from_csv( - "test/data/multitarget_classification.csv", task="classification", target_columns=target_columns, columns_to_drop=["id"] - ) + "test/data/multitarget_classification.csv", + task="classification", + target_columns=target_columns, + columns_to_drop=["id"]) train, test = train_test_data_setup(data) From b261561ae7d58bcdef51fc0af4873bbe467615b4 Mon Sep 17 00:00:00 2001 From: DRMPN Date: Tue, 2 Jul 2024 11:27:10 +0300 Subject: [PATCH 5/6] fix: fix path for test data --- test/unit/data/test_data_split.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/test/unit/data/test_data_split.py b/test/unit/data/test_data_split.py index 04b705f07c..852d992d84 100644 --- a/test/unit/data/test_data_split.py +++ b/test/unit/data/test_data_split.py @@ -1,3 +1,4 @@ +import os from functools import partial from typing import Callable @@ -11,7 +12,7 @@ from fedot.core.optimisers.objective.data_source_splitter import DataSourceSplitter from fedot.core.repository.dataset_types import DataTypesEnum from fedot.core.repository.tasks import Task, TaskTypesEnum, TsForecastingParams -from fedot.core.utils import split_data +from fedot.core.utils import fedot_project_root, split_data from fedot.core.data.cv_folds import cv_generator from test.unit.pipelines.test_decompose_pipelines import get_classification_data from test.unit.tasks.test_forecasting import get_ts_data @@ -148,8 +149,9 @@ def test_default_train_test_simple(data_generator: Callable, expected_output: di def test_multitarget_train_test_split(): """ Checks multitarget stratification for dataset with unbalanced distribution of classes """ target_columns = ["Pastry", "Z_Scratch", "K_Scatch", "Stains", "Dirtiness", "Bumps", "Other_Faults"] + full_test_data_path = os.path.join(str(fedot_project_root()), 'test', 'data', 'multitarget_classification.csv') data = InputData.from_csv( - "test/data/multitarget_classification.csv", task="classification", target_columns=target_columns, columns_to_drop=["id"] + file_path=full_test_data_path, task="classification", target_columns=target_columns, columns_to_drop=["id"] ) train, test = train_test_data_setup(data) From dd3422bd945a9e5cb00b7e512ef55ce8b1630303 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" Date: Tue, 2 Jul 2024 08:45:13 +0000 Subject: [PATCH 6/6] Automated autopep8 fixes --- fedot/core/data/data_split.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/fedot/core/data/data_split.py b/fedot/core/data/data_split.py index 3a4d02424e..b3ba520fce 100644 --- a/fedot/core/data/data_split.py +++ b/fedot/core/data/data_split.py @@ -145,7 +145,7 @@ def _are_stratification_allowed(data: Union[InputData, MultiModalData], split_ra labels_count = len(classes[0]) if test_size < labels_count: return False - + # check that multitarget classes can be stratified if data.target.ndim == 2: y = np.array([" ".join(row.astype("str")) for row in data.target])