From 219dc3e61414dc6487b3cfa5c673496e57b46a9d Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Wed, 19 Jan 2022 12:01:36 -0500 Subject: [PATCH 1/4] Fix bug in separate by gap --- evalml/tests/utils_tests/test_gen_utils.py | 15 +++++++++++++++ evalml/utils/gen_utils.py | 9 ++------- 2 files changed, 17 insertions(+), 7 deletions(-) diff --git a/evalml/tests/utils_tests/test_gen_utils.py b/evalml/tests/utils_tests/test_gen_utils.py index 530f05d9b8..4337ef85cf 100644 --- a/evalml/tests/utils_tests/test_gen_utils.py +++ b/evalml/tests/utils_tests/test_gen_utils.py @@ -837,3 +837,18 @@ def test_time_series_pipeline_validates_holdout_data( assert ( result.error_codes[0] == ValidationErrorCode.INVALID_HOLDOUT_GAP_SEPARATION ) + + +def test_year_start_separated_by_gap(): + X = pd.DataFrame( + { + "time_index": pd.Series( + pd.date_range("1960-01-01", freq="AS-JAN", periods=35) + ) + } + ) + train = X.iloc[:30] + test = X.iloc[32:36] + assert are_datasets_separated_by_gap_time_index( + train, test, {"time_index": "time_index", "gap": 2} + ) diff --git a/evalml/utils/gen_utils.py b/evalml/utils/gen_utils.py index 0b39f7107d..f2b41f6b34 100644 --- a/evalml/utils/gen_utils.py +++ b/evalml/utils/gen_utils.py @@ -8,6 +8,7 @@ import numpy as np import pandas as pd +from pandas.tseries.frequencies import to_offset from sklearn.utils import check_random_state from evalml.exceptions import MissingComponentError, ValidationErrorCode @@ -611,13 +612,7 @@ def are_datasets_separated_by_gap_time_index(train, test, pipeline_params): first_testing_date = test_copy[test_copy.ww.time_index].iloc[0] last_training_date = train_copy[train_copy.ww.time_index].iloc[-1] - dt_difference = first_testing_date - last_training_date - - try: - units_difference = dt_difference / freq - except ValueError: - units_difference = dt_difference / ("1" + freq) - return units_difference == gap_difference + return (to_offset(freq) * gap_difference) + last_training_date == first_testing_date _holdout_validation_result = namedtuple( From 9d88ea5a2dce31579cf29b71ea4cf54f63e68c3f Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Wed, 19 Jan 2022 12:07:11 -0500 Subject: [PATCH 2/4] Add to release notes --- docs/source/release_notes.rst | 1 + docs/source/user_guide/timeseries.ipynb | 10119 +++++++++++++++++++++- 2 files changed, 10088 insertions(+), 32 deletions(-) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index 5c0cff712c..fc6d656656 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -14,6 +14,7 @@ * Removed potential prediction explanations failure when pipelines predicted a class with probability 1 :pr:`3221` * Dropped NaNs before partial dependence grid generation :pr:`3235` * Fixed bug where ``InvalidTargetDataCheck`` would not check time series regression targets :pr:`3251` + * Fixed bug in ``are_datasets_separated_by_gap_time_index` :pr:`3256` * Changes * Raised lowest compatible numpy version to 1.21.0 to address security concerns :pr:`3207` * Changed the default objective to ``MedianAE`` from ``R2`` for time series regression :pr:`3205` diff --git a/docs/source/user_guide/timeseries.ipynb b/docs/source/user_guide/timeseries.ipynb index 031af04faa..1d70c987c0 100644 --- a/docs/source/user_guide/timeseries.ipynb +++ b/docs/source/user_guide/timeseries.ipynb @@ -29,9 +29,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Number of Features\n", + "Categorical 1\n", + "\n", + "Number of training examples: 3650\n", + "Targets\n", + "10.0 1.40%\n", + "11.0 1.40%\n", + "13.0 1.32%\n", + "12.5 1.21%\n", + "10.5 1.21%\n", + " ... \n", + "0.2 0.03%\n", + "24.0 0.03%\n", + "25.2 0.03%\n", + "22.7 0.03%\n", + "21.6 0.03%\n", + "Name: Temp, Length: 229, dtype: object\n" + ] + } + ], "source": [ "from evalml.demos import load_weather\n", "X, y = 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Please be mindful of that when running search().\n", + "\n" + ] + } + ], "source": [ "from evalml.automl import AutoMLSearch\n", "\n", @@ -132,9 +7705,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", + "\n", + "Objective did not converge. You might want to increase the number of iterations. Duality gap: 3874.3090168002873, tolerance: 1.7026640000000008\n", + "\n", + "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", + "\n", + "Objective did not converge. You might want to increase the number of iterations. Duality gap: 7306.830741587901, tolerance: 2.9642637927651747\n", + "\n", + "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", + "\n", + "Objective did not converge. You might want to increase the number of iterations. Duality gap: 10397.979886669264, tolerance: 4.0937197243066885\n", + "\n" + ] + } + ], "source": [ "automl.search()" ] @@ -160,7 +7752,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -193,8 +7785,7 @@ "\n", "![estimator predictions](ts_viz/estimator_viz.png)\n", "\n", - "#### Feature engineering components for time series", - "\n", + "#### Feature engineering components for time series\n", "For an example of a time-series feature engineering component see [TimeSeriesFeaturizer](../autoapi/evalml/pipelines/components/index.rst#evalml.pipelines.components.TimeSeriesFeaturizer)" ] }, @@ -209,7 +7800,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -222,16 +7813,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.5566210793336988" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "best_pipeline_score" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -242,9 +7844,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.14924457197371788" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "naive_baseline_score" ] @@ -258,9 +7871,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "-272.9590108186449" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "automl.objective.calculate_percent_difference(best_pipeline_score, naive_baseline_score)" ] @@ -274,9 +7898,2366 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "line": { + "color": "#1f77b4" + }, + "mode": "lines+markers", + "name": "Target", + "type": "scatter", + "x": [ + "1990-01-01T00:00:00", + "1990-01-02T00:00:00", + "1990-01-03T00:00:00", + "1990-01-04T00:00:00", + "1990-01-05T00:00:00", + "1990-01-06T00:00:00", + "1990-01-07T00:00:00", + "1990-01-08T00:00:00", + "1990-01-09T00:00:00", + "1990-01-10T00:00:00", + "1990-01-11T00:00:00", + "1990-01-12T00:00:00", + "1990-01-13T00:00:00", + "1990-01-14T00:00:00", + "1990-01-15T00:00:00", + "1990-01-16T00:00:00", + "1990-01-17T00:00:00", + "1990-01-18T00:00:00", + "1990-01-19T00:00:00", + "1990-01-20T00:00:00", + "1990-01-21T00:00:00", + "1990-01-22T00:00:00", + "1990-01-23T00:00:00", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from evalml.model_understanding import graph_prediction_vs_actual_over_time\n", "\n", @@ -302,9 +10283,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3287 14.661949\n", + "3288 14.608961\n", + "3289 14.632805\n", + "3290 14.176223\n", + "3291 13.923061\n", + " ... \n", + "3647 13.804232\n", + "3648 13.890889\n", + "3649 13.725928\n", + "3650 13.704311\n", + "3651 13.330889\n", + "Name: Temp, Length: 365, dtype: float64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pl.predict_in_sample(X_test, y_test, objective=None, X_train=X_train, y_train=y_train)" ] @@ -318,9 +10321,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3287 14.661949\n", + "3288 14.608961\n", + "3289 14.632805\n", + "3290 14.176223\n", + "3291 13.923061\n", + "3292 14.142794\n", + "3293 14.601982\n", + "Name: Temp, dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon], objective=None, X_train=X_train, y_train=y_train)" ] @@ -334,9 +10355,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3287 14.661949\n", + "3288 14.608961\n", + "3289 14.632805\n", + "3290 14.176223\n", + "3291 13.923061\n", + "Name: Temp, dtype: float64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon - 2], objective=None, X_train=X_train, y_train=y_train)" ] @@ -350,9 +10387,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3287 14.661949\n", + "3288 14.608961\n", + "3289 14.632805\n", + "3290 14.176223\n", + "3291 13.923061\n", + "3292 14.142794\n", + "3293 14.601982\n", + "Name: Temp, dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon].reset_index(drop=True), objective=None, X_train=X_train, y_train=y_train)" ] @@ -374,7 +10429,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.8.12" } }, "nbformat": 4, From eae80135359fccdfcc6b82201122d6344a95da9f Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Wed, 19 Jan 2022 14:40:12 -0500 Subject: [PATCH 3/4] Undo notebook changes --- docs/source/user_guide/timeseries.ipynb | 10119 +--------------------- 1 file changed, 32 insertions(+), 10087 deletions(-) diff --git a/docs/source/user_guide/timeseries.ipynb b/docs/source/user_guide/timeseries.ipynb index 1d70c987c0..031af04faa 100644 --- a/docs/source/user_guide/timeseries.ipynb +++ b/docs/source/user_guide/timeseries.ipynb @@ -29,33 +29,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Number of Features\n", - "Categorical 1\n", - "\n", - "Number of training examples: 3650\n", - "Targets\n", - "10.0 1.40%\n", - "11.0 1.40%\n", - "13.0 1.32%\n", - "12.5 1.21%\n", - "10.5 1.21%\n", - " ... \n", - "0.2 0.03%\n", - 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Please be mindful of that when running search().\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "from evalml.automl import AutoMLSearch\n", "\n", @@ -7705,28 +132,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", - "\n", - "Objective did not converge. You might want to increase the number of iterations. Duality gap: 3874.3090168002873, tolerance: 1.7026640000000008\n", - "\n", - "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", - "\n", - "Objective did not converge. You might want to increase the number of iterations. Duality gap: 7306.830741587901, tolerance: 2.9642637927651747\n", - "\n", - "/Users/freddy.boulton/opt/miniconda3/envs/evalml/lib/python3.8/site-packages/sklearn/linear_model/_coordinate_descent.py:530: ConvergenceWarning:\n", - "\n", - "Objective did not converge. You might want to increase the number of iterations. Duality gap: 10397.979886669264, tolerance: 4.0937197243066885\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "automl.search()" ] @@ -7752,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7785,7 +193,8 @@ "\n", "![estimator predictions](ts_viz/estimator_viz.png)\n", "\n", - "#### Feature engineering components for time series\n", + "#### Feature engineering components for time series", + "\n", "For an example of a time-series feature engineering component see [TimeSeriesFeaturizer](../autoapi/evalml/pipelines/components/index.rst#evalml.pipelines.components.TimeSeriesFeaturizer)" ] }, @@ -7800,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7813,27 +222,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.5566210793336988" - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from evalml.model_understanding import graph_prediction_vs_actual_over_time\n", "\n", @@ -10283,31 +302,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3287 14.661949\n", - "3288 14.608961\n", - "3289 14.632805\n", - "3290 14.176223\n", - "3291 13.923061\n", - " ... \n", - "3647 13.804232\n", - "3648 13.890889\n", - "3649 13.725928\n", - "3650 13.704311\n", - "3651 13.330889\n", - "Name: Temp, Length: 365, dtype: float64" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pl.predict_in_sample(X_test, y_test, objective=None, X_train=X_train, y_train=y_train)" ] @@ -10321,27 +318,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3287 14.661949\n", - "3288 14.608961\n", - "3289 14.632805\n", - "3290 14.176223\n", - "3291 13.923061\n", - "3292 14.142794\n", - "3293 14.601982\n", - "Name: Temp, dtype: float64" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon], objective=None, X_train=X_train, y_train=y_train)" ] @@ -10355,25 +334,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3287 14.661949\n", - "3288 14.608961\n", - "3289 14.632805\n", - "3290 14.176223\n", - "3291 13.923061\n", - "Name: Temp, dtype: float64" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon - 2], objective=None, X_train=X_train, y_train=y_train)" ] @@ -10387,27 +350,9 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3287 14.661949\n", - "3288 14.608961\n", - "3289 14.632805\n", - "3290 14.176223\n", - "3291 13.923061\n", - "3292 14.142794\n", - "3293 14.601982\n", - "Name: Temp, dtype: float64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "pl.predict(X_test.iloc[:pl.forecast_horizon].reset_index(drop=True), objective=None, X_train=X_train, y_train=y_train)" ] @@ -10429,7 +374,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.8.6" } }, "nbformat": 4, From fbbcf003e889f508ae09bafc2dc721d75e257002 Mon Sep 17 00:00:00 2001 From: freddyaboulton Date: Wed, 19 Jan 2022 16:22:49 -0500 Subject: [PATCH 4/4] Fix bug in release notes --- docs/source/release_notes.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/source/release_notes.rst b/docs/source/release_notes.rst index fc6d656656..4b2dd64812 100644 --- a/docs/source/release_notes.rst +++ b/docs/source/release_notes.rst @@ -14,7 +14,7 @@ * Removed potential prediction explanations failure when pipelines predicted a class with probability 1 :pr:`3221` * Dropped NaNs before partial dependence grid generation :pr:`3235` * Fixed bug where ``InvalidTargetDataCheck`` would not check time series regression targets :pr:`3251` - * Fixed bug in ``are_datasets_separated_by_gap_time_index` :pr:`3256` + * Fixed bug in ``are_datasets_separated_by_gap_time_index`` :pr:`3256` * Changes * Raised lowest compatible numpy version to 1.21.0 to address security concerns :pr:`3207` * Changed the default objective to ``MedianAE`` from ``R2`` for time series regression :pr:`3205`