From 53ebacc9d4ff910f3c6cca340fd9c43d10566f68 Mon Sep 17 00:00:00 2001 From: dwreeves Date: Sun, 10 Dec 2023 11:50:25 -0500 Subject: [PATCH 1/3] setup tests for weights --- .../models/collinear_matrix_weights_chol.sql | 16 ++++++++++ .../models/collinear_matrix_weights_fwl.sql | 16 ++++++++++ .../collinear_matrix_weights_ridge_chol.sql | 17 +++++++++++ .../collinear_matrix_weights_ridge_fwl.sql | 17 +++++++++++ .../test_collinear_matrix_weights_chol.sql | 29 +++++++++++++++++++ .../test_collinear_matrix_weights_fwl.sql | 29 +++++++++++++++++++ ...st_collinear_matrix_weights_ridge_chol.sql | 28 ++++++++++++++++++ ...est_collinear_matrix_weights_ridge_fwl.sql | 28 ++++++++++++++++++ macros/linear_regression/ols.sql | 3 ++ .../ols_impl_chol/_ols_impl_chol.sql | 1 + .../ols_impl_fwl/_ols_impl_fwl.sql | 2 ++ .../ols_impl_special/_ols_0var.sql | 1 + .../ols_impl_special/_ols_1var.sql | 1 + pyproject.toml | 2 +- scripts.py | 26 ++++++++++++----- 15 files changed, 207 insertions(+), 9 deletions(-) create mode 100644 integration_tests/models/collinear_matrix_weights_chol.sql create mode 100644 integration_tests/models/collinear_matrix_weights_fwl.sql create mode 100644 integration_tests/models/collinear_matrix_weights_ridge_chol.sql create mode 100644 integration_tests/models/collinear_matrix_weights_ridge_fwl.sql create mode 100644 integration_tests/tests/test_collinear_matrix_weights_chol.sql create mode 100644 integration_tests/tests/test_collinear_matrix_weights_fwl.sql create mode 100644 integration_tests/tests/test_collinear_matrix_weights_ridge_chol.sql create mode 100644 integration_tests/tests/test_collinear_matrix_weights_ridge_fwl.sql diff --git a/integration_tests/models/collinear_matrix_weights_chol.sql b/integration_tests/models/collinear_matrix_weights_chol.sql new file mode 100644 index 0000000..35f40b9 --- /dev/null +++ b/integration_tests/models/collinear_matrix_weights_chol.sql @@ -0,0 +1,16 @@ +{{ + config( + materialized="table", + enabled=False + ) +}} +select * from {{ + dbt_linreg.ols( + table=ref('collinear_matrix'), + endog='y', + exog=['x1', 'x2', 'x3', 'x4'], + format='long', + weights='abs(x5)', + method='chol' + ) +}} diff --git a/integration_tests/models/collinear_matrix_weights_fwl.sql b/integration_tests/models/collinear_matrix_weights_fwl.sql new file mode 100644 index 0000000..d81a544 --- /dev/null +++ b/integration_tests/models/collinear_matrix_weights_fwl.sql @@ -0,0 +1,16 @@ +{{ + config( + materialized="table", + enabled=False + ) +}} +select * from {{ + dbt_linreg.ols( + table=ref('collinear_matrix'), + endog='y', + exog=['x1', 'x2', 'x3', 'x4'], + format='long', + weights='abs(x5)', + method='fwl' + ) +}} diff --git a/integration_tests/models/collinear_matrix_weights_ridge_chol.sql b/integration_tests/models/collinear_matrix_weights_ridge_chol.sql new file mode 100644 index 0000000..dd24f24 --- /dev/null +++ b/integration_tests/models/collinear_matrix_weights_ridge_chol.sql @@ -0,0 +1,17 @@ +{{ + config( + materialized="table", + enabled=False + ) +}} +select * from {{ + dbt_linreg.ols( + table=ref('collinear_matrix'), + endog='y', + exog=['x1', 'x2', 'x3', 'x4'], + format='long', + alpha=0.6, + weights='abs(x5)', + method='chol' + ) +}} diff --git a/integration_tests/models/collinear_matrix_weights_ridge_fwl.sql b/integration_tests/models/collinear_matrix_weights_ridge_fwl.sql new file mode 100644 index 0000000..d8a8ac8 --- /dev/null +++ b/integration_tests/models/collinear_matrix_weights_ridge_fwl.sql @@ -0,0 +1,17 @@ +{{ + config( + materialized="table", + enabled=False + ) +}} +select * from {{ + dbt_linreg.ols( + table=ref('collinear_matrix'), + endog='y', + exog=['x1', 'x2', 'x3', 'x4'], + format='long', + alpha=0.6, + weights='abs(x5)', + method='fwl' + ) +}} diff --git a/integration_tests/tests/test_collinear_matrix_weights_chol.sql b/integration_tests/tests/test_collinear_matrix_weights_chol.sql new file mode 100644 index 0000000..1f75239 --- /dev/null +++ b/integration_tests/tests/test_collinear_matrix_weights_chol.sql @@ -0,0 +1,29 @@ +{{ config(enabled=False) }} +with + +expected as ( + + select 'const' as variable_name, 78.32986168327125 as coefficient, 2.2478951158027343 as standard_error, 34.84587031334835 as t_statistic + union all + select 'x1' as variable_name, 9.690057328206695 as coefficient, 0.5903103592025547 as standard_error, 16.41519105525594 as t_statistic + union all + select 'x2' as variable_name, 6.5995521027081505 as coefficient, 1.1251104763856294 as standard_error, 5.865692517510758 as t_statistic + union all + select 'x3' as variable_name, 19.439295801040092 as coefficient, 0.5784265337086496 as standard_error, 33.60719930395096 as t_statistic + union all + select 'x4' as variable_name, 3.786031479906997 as coefficient, 0.16143609506528953 as standard_error, 23.452199326153263 as t_statistic + +) + +select base.variable_name +from {{ ref('collinear_matrix_weights_chol') }} as base +full outer join expected +on base.variable_name = expected.variable_name +where + round(base.coefficient, 7) != round(expected.coefficient, 7) + or round(base.standard_error, 7) != round(expected.standard_error, 7) + or round(base.t_statistic, 7) != round(expected.t_statistic, 7) + or base.coefficient is null + or base.standard_error is null + or base.t_statistic is null + or expected.coefficient is null diff --git a/integration_tests/tests/test_collinear_matrix_weights_fwl.sql b/integration_tests/tests/test_collinear_matrix_weights_fwl.sql new file mode 100644 index 0000000..5bb1718 --- /dev/null +++ b/integration_tests/tests/test_collinear_matrix_weights_fwl.sql @@ -0,0 +1,29 @@ +{{ config(enabled=False) }} +with + +expected as ( + + select 'const' as variable_name, 78.32986168327125 as coefficient, 2.2478951158027343 as standard_error, 34.84587031334835 as t_statistic + union all + select 'x1' as variable_name, 9.690057328206695 as coefficient, 0.5903103592025547 as standard_error, 16.41519105525594 as t_statistic + union all + select 'x2' as variable_name, 6.5995521027081505 as coefficient, 1.1251104763856294 as standard_error, 5.865692517510758 as t_statistic + union all + select 'x3' as variable_name, 19.439295801040092 as coefficient, 0.5784265337086496 as standard_error, 33.60719930395096 as t_statistic + union all + select 'x4' as variable_name, 3.786031479906997 as coefficient, 0.16143609506528953 as standard_error, 23.452199326153263 as t_statistic + +) + +select base.variable_name +from {{ ref('collinear_matrix_weights_fwl') }} as base +full outer join expected +on base.variable_name = expected.variable_name +where + round(base.coefficient, 7) != round(expected.coefficient, 7) + or round(base.standard_error, 7) != round(expected.standard_error, 7) + or round(base.t_statistic, 7) != round(expected.t_statistic, 7) + or base.coefficient is null + or base.standard_error is null + or base.t_statistic is null + or expected.coefficient is null diff --git a/integration_tests/tests/test_collinear_matrix_weights_ridge_chol.sql b/integration_tests/tests/test_collinear_matrix_weights_ridge_chol.sql new file mode 100644 index 0000000..2f14feb --- /dev/null +++ b/integration_tests/tests/test_collinear_matrix_weights_ridge_chol.sql @@ -0,0 +1,28 @@ +{{ config(enabled=False) }} +/* Ridge regression coefficients do not match exactly. + Instead, a threshold of no more than 0.01% deviation is enforced. */ +{% set THRESHOLD = 0.0001 %} +with + +expected as ( + + select 'const' as variable_name, 93.43172535198633 as coefficient + union all + select 'x1' as variable_name, 5.301810664300932 as coefficient + union all + select 'x2' as variable_name, 8.3991554645256 as coefficient + union all + select 'x3' as variable_name, 17.327608839976932 as coefficient + union all + select 'x4' as variable_name, 4.577399536301482 as coefficient + +) + +select base.variable_name +from {{ ref('collinear_matrix_weights_ridge_chol') }} as base +full outer join expected +on base.variable_name = expected.variable_name +where + abs(log(abs(base.coefficient)) - log(abs(expected.coefficient))) > {{ THRESHOLD }} + or sign(base.coefficient) != sign(expected.coefficient) + or base.coefficient is null diff --git a/integration_tests/tests/test_collinear_matrix_weights_ridge_fwl.sql b/integration_tests/tests/test_collinear_matrix_weights_ridge_fwl.sql new file mode 100644 index 0000000..d1c6bef --- /dev/null +++ b/integration_tests/tests/test_collinear_matrix_weights_ridge_fwl.sql @@ -0,0 +1,28 @@ +{{ config(enabled=False) }} +/* Ridge regression coefficients do not match exactly. + Instead, a threshold of no more than 0.01% deviation is enforced. */ +{% set THRESHOLD = 0.0001 %} +with + +expected as ( + + select 'const' as variable_name, 93.43172535198633 as coefficient + union all + select 'x1' as variable_name, 5.301810664300932 as coefficient + union all + select 'x2' as variable_name, 8.3991554645256 as coefficient + union all + select 'x3' as variable_name, 17.327608839976932 as coefficient + union all + select 'x4' as variable_name, 4.577399536301482 as coefficient + +) + +select base.variable_name +from {{ ref('collinear_matrix_weights_ridge_fwl') }} as base +full outer join expected +on base.variable_name = expected.variable_name +where + abs(log(abs(base.coefficient)) - log(abs(expected.coefficient))) > {{ THRESHOLD }} + or sign(base.coefficient) != sign(expected.coefficient) + or base.coefficient is null diff --git a/macros/linear_regression/ols.sql b/macros/linear_regression/ols.sql index 9f82acb..5d64f02 100644 --- a/macros/linear_regression/ols.sql +++ b/macros/linear_regression/ols.sql @@ -3,6 +3,7 @@ exog=None, x=None, y=None, + weights=None, add_constant=True, format='wide', format_options=None, @@ -139,6 +140,7 @@ table=table, endog=endog, exog=exog, + weights=weights, add_constant=add_constant, format=format, format_options=format_options, @@ -153,6 +155,7 @@ table=table, endog=endog, exog=exog, + weights=weights, add_constant=add_constant, format=format, format_options=format_options, diff --git a/macros/linear_regression/ols_impl_chol/_ols_impl_chol.sql b/macros/linear_regression/ols_impl_chol/_ols_impl_chol.sql index ecb3123..6d1096c 100644 --- a/macros/linear_regression/ols_impl_chol/_ols_impl_chol.sql +++ b/macros/linear_regression/ols_impl_chol/_ols_impl_chol.sql @@ -89,6 +89,7 @@ {% macro _ols_chol(table, endog, exog, + weights=None, add_constant=True, format=None, format_options=None, diff --git a/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql b/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql index 755e693..4ce1129 100644 --- a/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql +++ b/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql @@ -107,6 +107,7 @@ table=table, endog=endog, exog=exog, + weights=weights, add_constant=add_constant, format=format, format_options=format_options, @@ -118,6 +119,7 @@ table=table, endog=endog, exog=exog, + weights=weights, add_constant=add_constant, format=format, format_options=format_options, diff --git a/macros/linear_regression/ols_impl_special/_ols_0var.sql b/macros/linear_regression/ols_impl_special/_ols_0var.sql index 9e1cdf0..e87f0ff 100644 --- a/macros/linear_regression/ols_impl_special/_ols_0var.sql +++ b/macros/linear_regression/ols_impl_special/_ols_0var.sql @@ -1,6 +1,7 @@ {% macro _ols_0var(table, endog, exog, + weights=None, add_constant=True, format=None, format_options=None, diff --git a/macros/linear_regression/ols_impl_special/_ols_1var.sql b/macros/linear_regression/ols_impl_special/_ols_1var.sql index a8c301d..e859fc1 100644 --- a/macros/linear_regression/ols_impl_special/_ols_1var.sql +++ b/macros/linear_regression/ols_impl_special/_ols_1var.sql @@ -1,6 +1,7 @@ {% macro _ols_1var(table, endog, exog, + weights=None, add_constant=True, format=None, format_options=None, diff --git a/pyproject.toml b/pyproject.toml index f66c392..908f814 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,7 +26,7 @@ statsmodels = "*" tabulate = "*" [tool.ruff] -line-length = 100 +line-length = 120 select = ["F", "E", "W", "I001"] [tool.ruff.isort] diff --git a/scripts.py b/scripts.py index 131707b..1697415 100644 --- a/scripts.py +++ b/scripts.py @@ -190,7 +190,7 @@ def click_option_size(**kwargs): ) -@click.group("main") +@click.group("main", context_settings=dict(help_option_names=["-h", "--help"])) def cli(): """CLI for manually testing the code base.""" @@ -215,9 +215,14 @@ def cli(): type=click.FLOAT, show_default=True, help="Alpha for the regression.") +@click.option("--weights", "-w", + default=None, + type=click.STRING, + show_default=True, + help="Weight column for regression.") @click_option_size() @click_option_seed() -def regress(table: str, const: bool, columns: int, alpha: float, size: int, seed: int): +def regress(table: str, const: bool, columns: int, alpha: float, size: int, seed: int, weights: str): """ Run regression on integration test cases. @@ -251,21 +256,26 @@ def _run_model(cond=None): cond = slice(None) y = test_case.df.loc[cond, test_case.y_col] x_mat = test_case.df.loc[cond, x_cols] + kw = {} + if weights: + kw["weights"] = np.abs(test_case.df[weights]) if alpha: if const: alpha_arr = [0, *([alpha] * (len(x_mat.columns) - 1))] else: alpha_arr = [alpha] * len(x_mat.columns) - model = sm.OLS( + model = sm.WLS( y, - x_mat - ).fit_regularized(L1_wt=0, alpha=alpha_arr) + x_mat, + **kw, + ).fit_regularized(L1_wt=0.00000001, alpha=alpha_arr) else: - model = sm.OLS(y, x_mat).fit() + model = sm.WLS(y, x_mat, **kw).fit() res_df = pd.DataFrame(index=x_mat.columns) res_df["coef"] = model.params - res_df["stderr"] = model.bse - res_df["tstat"] = res_df["coef"] / res_df["stderr"] + if not alpha: + res_df["stderr"] = model.bse + res_df["tstat"] = res_df["coef"] / res_df["stderr"] click.echo( tabulate( res_df, From 24729259639704ae68b5764bd3ba8ee5c014c3cd Mon Sep 17 00:00:00 2001 From: dwreeves Date: Sun, 10 Dec 2023 11:53:28 -0500 Subject: [PATCH 2/3] fix --- macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql | 1 + 1 file changed, 1 insertion(+) diff --git a/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql b/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql index e73a910..995af57 100644 --- a/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql +++ b/macros/linear_regression/ols_impl_fwl/_ols_impl_fwl.sql @@ -95,6 +95,7 @@ {% macro _ols_fwl(table, endog, exog, + weights=None, add_constant=True, format=None, format_options=None, From 8cecd988b95c18e92edfff20a7ec526124aa94d2 Mon Sep 17 00:00:00 2001 From: dwreeves Date: Sun, 10 Mar 2024 00:29:20 -0500 Subject: [PATCH 3/3] update logo to be transparent --- README.md | 6 ++-- docs/mkdocs.yml | 36 +++++++++++++++-------- docs/src/img/dbt-linreg-banner-dark.png | Bin 0 -> 28215 bytes docs/src/img/dbt-linreg-banner-light.png | Bin 0 -> 26403 bytes docs/src/img/dbt-linreg-banner.png | Bin 2369924 -> 0 bytes 5 files changed, 28 insertions(+), 14 deletions(-) create mode 100644 docs/src/img/dbt-linreg-banner-dark.png create mode 100644 docs/src/img/dbt-linreg-banner-light.png delete mode 100644 docs/src/img/dbt-linreg-banner.png diff --git a/README.md b/README.md index 5889d0e..bad8926 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,8 @@ -

- dbt_linreg logo + + + dbt_linreg logo +

Linear regression in any SQL dialect, powered by dbt. diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml index d227886..c70081c 100644 --- a/docs/mkdocs.yml +++ b/docs/mkdocs.yml @@ -7,12 +7,24 @@ repo_name: dbt_linreg docs_dir: src nav: - Home: index.md + theme: name: material palette: - scheme: default - primary: white - accent: light blue + - media: "(prefers-color-scheme: dark)" + scheme: default + primary: black + accent: light-blue + toggle: + icon: material/lightbulb-outline + name: Switch to light mode + - media: "(prefers-color-scheme: light)" + scheme: default + primary: white + accent: light-blue + toggle: + icon: material/lightbulb + name: Switch to dark mode logo: img/dbt-linreg-logo.png favicon: img/dbt-linreg-favicon.png font: @@ -21,15 +33,15 @@ theme: plugins: - macros markdown_extensions: -- admonition -- pymdownx.tabbed -- pymdownx.keys -- pymdownx.details -- pymdownx.inlinehilite -- pymdownx.superfences -- markdown_include.include: - base_path: docs -- sane_lists + - 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