make release-tag: Merge branch 'master' into stable

Author: amontanez24

.github/ISSUE_TEMPLATE/bug_report.md

@@ -2,7 +2,7 @@
 name: Bug report
 about: Report an error that you found when using SDV
 title: ''
-labels: bug, pending review
+labels: bug, new
 assignees: ''
 
 ---

.github/ISSUE_TEMPLATE/feature_request.md

@@ -2,7 +2,7 @@
 name: Feature request
 about: Request a new feature that you would like to see implemented in SDV
 title: ''
-labels: new feature, pending review
+labels: new feature, new
 assignees: ''
 
 ---

.github/ISSUE_TEMPLATE/question.md

@@ -2,7 +2,7 @@
 name: Question
 about: Ask a general question about SDV usage
 title: ''
-labels: question, pending review
+labels: question, new
 assignees: ''
 
 ---

HISTORY.md

@@ -1,5 +1,73 @@
 # Release Notes
 
+## 0.16.0 - 2022-07-21
+
+This release brings user friendly improvements and bug fixes on the `SDV` constraints, to help
+users generate their synthetic data easily.
+
+Some predefined constraints have been renamed and redefined to be more user friendly & consistent.
+The custom constraint API has also been updated for usability. The SDV now automatically determines
+the best `handling_strategy` to use for each constraint, attempting `transform` by default and
+falling back to `reject_sampling` otherwise. The `handling_strategy` parameters are no longer
+included in the API.
+
+Finally, this version of `SDV` also unifies the parameters for all sampling related methods for
+all models (including TabularPreset).
+
+### Changes to Constraints
+
+* `GreatherThan` constraint is now separated in two new constraints: `Inequality`, which is
+  intended to be used between two columns, and `ScalarInequality`, which is intended to be used
+  between a column and a scalar.
+
+* `Between` constraint is now separated in two new constraints: `Range`, which is intended to
+  be used between three columns, and `ScalarRange`, which is intended to be used between a column
+  and low and high scalar values.
+
+* `FixedIncrements` a new constraint that makes the data increment by a certain value.
+* New `create_custom_constraint` function available to create custom constraints.
+
+### Removed Constraints
+* `Rounding` Rounding is automatically being handled by the ``rdt.HyperTransformer``.
+* `ColumnFormula` the `create_custom_constraint` takes place over this one and allows more
+  advanced usage for the end users.
+
+### New Features
+
+* Improve error message for invalid constraints - Issue [#801](https://github.com/sdv-dev/SDV/issues/801) by @fealho
+* Numerical Instability in Constrained GaussianCopula - Issue [#806](https://github.com/sdv-dev/SDV/issues/806) by @fealho
+* Unify sampling params for reject sampling - Issue [#809](https://github.com/sdv-dev/SDV/issues/809) by @amontanez24
+* Split `GreaterThan` constraint into `Inequality` and `ScalarInequality` - Issue [#814](https://github.com/sdv-dev/SDV/issues/814) by @fealho
+* Split `Between` constraint into `Range` and `ScalarRange` - Issue [#815](https://github.com/sdv-dev/SDV/issues/815) @pvk-developer
+* Change `columns` to `column_names` in `OneHotEncoding` and `Unique` constraints - Issue [#816](https://github.com/sdv-dev/SDV/issues/816) by @amontanez24
+* Update columns parameter in `Positive` and `Negative` constraint - Issue [#817](https://github.com/sdv-dev/SDV/issues/817) by @fealho
+* Create `FixedIncrements` constraint - Issue [#818](https://github.com/sdv-dev/SDV/issues/818) by @amontanez24
+* Improve datetime handling in `ScalarInequality` and `ScalarRange` constraints - Issue [#819](https://github.com/sdv-dev/SDV/issues/819) by @pvk-developer
+* Support strict boundaries even when transform strategy is used - Issue [#820](https://github.com/sdv-dev/SDV/issues/820) by @fealho
+* Add `create_custom_constraint` factory method - Issue [#836](https://github.com/sdv-dev/SDV/issues/836) by @fealho
+
+### Internal Improvements
+* Remove `handling_strategy` parameter - Issue [#833](https://github.com/sdv-dev/SDV/issues/833) by @amontanez24
+* Remove `fit_columns_model` parameter - Issue [#834](https://github.com/sdv-dev/SDV/issues/834) by @pvk-developer
+* Remove the `ColumnFormula` constraint - Issue [#837](https://github.com/sdv-dev/SDV/issues/837) by @amontanez24
+* Move `table_data.copy` to base class of constraints - Issue [#845](https://github.com/sdv-dev/SDV/issues/845) by @fealho
+
+### Bugs Fixed
+* Numerical Instability in Constrained GaussianCopula - Issue [#801](https://github.com/sdv-dev/SDV/issues/801) by @tlranda and @fealho
+* Fix error message for `FixedIncrements` - Issue [#865](https://github.com/sdv-dev/SDV/issues/865) by @pvk-developer
+* Fix constraints with conditional sampling - Issue [#866](https://github.com/sdv-dev/SDV/issues/866) by @amontanez24
+* Fix error message in `ScalarInequality` - Issue [#868](https://github.com/sdv-dev/SDV/issues/868) by @pvk-developer
+* Cannot use `max_tries_per_batch` on sample: `TypeError: sample() got an unexpected keyword argument 'max_tries_per_batch'` - Issue [#885](https://github.com/sdv-dev/SDV/issues/885) by @amontanez24
+* Conditional sampling + batch size: `ValueError: Length of values (1) does not match length of index (5)` - Issue [#886](https://github.com/sdv-dev/SDV/issues/886) by @amontanez24
+* `TabularPreset` doesn't support new sampling parameters - Issue [#887](https://github.com/sdv-dev/SDV/issues/887) by @fealho
+* Conditional Sampling: `batch_size` is being set to `None` by default? - Issue [#889](https://github.com/sdv-dev/SDV/issues/889) by @amontanez24
+* Conditional sampling using GaussianCopula inefficient when categories are noised - Issue [#910](https://github.com/sdv-dev/SDV/issues/910) by @amontanez24
+
+### Documentation Changes
+* Show the `API` for `TabularPreset` models - Issue [#854](https://github.com/sdv-dev/SDV/issues/854) by @katxiao
+* Update handling constraints doc - Pull Request [#856](https://github.com/sdv-dev/SDV/issues/856) by @amontanez24
+* Update custom costraints documentation - Pull Request [#857](https://github.com/sdv-dev/SDV/issues/857) by @pvk-developer
+
 ## 0.15.0 - 2022-05-25
 
 This release improves the speed of the `GaussianCopula` model by removing logic that previously searched for the appropriate distribution to

README.md

@@ -10,7 +10,7 @@
 [![Coverage Status](https://codecov.io/gh/sdv-dev/SDV/branch/master/graph/badge.svg)](https://codecov.io/gh/sdv-dev/SDV)
 [![Downloads](https://pepy.tech/badge/sdv)](https://pepy.tech/project/sdv)
 [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/sdv-dev/SDV/master?filepath=tutorials)
-[![Slack](https://img.shields.io/badge/Slack%20Workspace-Join%20now!-36C5F0?logo=slack)](https://join.slack.com/t/sdv-space/shared_invite/zt-gdsfcb5w-0QQpFMVoyB2Yd6SRiMplcw)
+[![Slack](https://img.shields.io/badge/Slack%20Workspace-Join%20now!-36C5F0?logo=slack)](https://bit.ly/sdv-slack-invite)
 
 <div align="left">
 <br/>
@@ -59,7 +59,7 @@ hierarchical generative modeling and recursive sampling techniques.
 [License]: https://github.com/sdv-dev/SDV/blob/master/LICENSE
 [Development Status]: https://pypi.org/search/?c=Development+Status+%3A%3A+2+-+Pre-Alpha
 [Slack Logo]: https://github.com/sdv-dev/SDV/blob/master/docs/images/slack.png
-[Community]: https://join.slack.com/t/sdv-space/shared_invite/zt-gdsfcb5w-0QQpFMVoyB2Yd6SRiMplcw
+[Community]: https://bit.ly/sdv-slack-invite
 [MyBinder Logo]: https://github.com/sdv-dev/SDV/blob/master/docs/images/mybinder.png
 [Tutorials]: https://mybinder.org/v2/gh/sdv-dev/SDV/master?filepath=tutorials
 
@@ -98,7 +98,7 @@ If you want to be part of the SDV community to receive announcements of the late
 ask questions, suggest new features or participate in the development meetings, please join
 our Slack Workspace!
 
-[![Slack](https://img.shields.io/badge/Slack%20Workspace-Join%20now!-36C5F0?logo=slack)](https://join.slack.com/t/sdv-space/shared_invite/zt-gdsfcb5w-0QQpFMVoyB2Yd6SRiMplcw)
+[![Slack](https://img.shields.io/badge/Slack%20Workspace-Join%20now!-36C5F0?logo=slack)](https://bit.ly/sdv-slack-invite)
 
 # Install
 
@@ -251,7 +251,7 @@ https://github.com/sdv-dev/SDMetrics) library.
    to see how you can contribute to the project.
 3. If you have any doubts, feature requests or detect an error, please [open an issue on github](
    https://github.com/sdv-dev/SDV/issues) or [join our Slack Workspace](
-   https://join.slack.com/t/sdv-space/shared_invite/zt-gdsfcb5w-0QQpFMVoyB2Yd6SRiMplcw)
+   https://bit.ly/sdv-slack-invite)
 4. Also, do not forget to check the [project documentation site](https://sdv.dev/SDV/)!
 
 # Citation

conda/meta.yaml

@@ -1,5 +1,5 @@
 {% set name = 'sdv' %}
-{% set version = '0.15.0' %}
+{% set version = '0.16.0.dev6' %}
 
 package:
   name: "{{ name|lower }}"

docs/api_reference/constraints/tabular.rst

@@ -5,24 +5,8 @@ Tabular Constraints
 
 .. currentmodule:: sdv.constraints
 
-CustomConstraint
-~~~~~~~~~~~~~~~~
-
-.. autosummary::
-   :toctree: api/
-
-   CustomConstraint
-   CustomConstraint.fit
-   CustomConstraint.transform
-   CustomConstraint.fit_transform
-   CustomConstraint.reverse_transform
-   CustomConstraint.is_valid
-   CustomConstraint.filter_valid
-   CustomConstraint.from_dict
-   CustomConstraint.to_dict
-
 FixedCombinations
-~~~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~~~~~
 
 .. autosummary::
    :toctree: api/
@@ -37,24 +21,40 @@ FixedCombinations
    FixedCombinations.from_dict
    FixedCombinations.to_dict
 
-GreaterThan
+Inequality
+~~~~~~~~~~
+
+.. autosummary::
+   :toctree: api/
+
+   Inequality
+   Inequality.fit
+   Inequality.transform
+   Inequality.fit_transform
+   Inequality.reverse_transform
+   Inequality.is_valid
+   Inequality.filter_valid
+   Inequality.from_dict
+   Inequality.to_dict
+
+ScalarInequality
 ~~~~~~~~~~~~~~~~
 
 .. autosummary::
    :toctree: api/
 
-   GreaterThan
-   GreaterThan.fit
-   GreaterThan.transform
-   GreaterThan.fit_transform
-   GreaterThan.reverse_transform
-   GreaterThan.is_valid
-   GreaterThan.filter_valid
-   GreaterThan.from_dict
-   GreaterThan.to_dict
+   ScalarInequality
+   ScalarInequality.fit
+   ScalarInequality.transform
+   ScalarInequality.fit_transform
+   ScalarInequality.reverse_transform
+   ScalarInequality.is_valid
+   ScalarInequality.filter_valid
+   ScalarInequality.from_dict
+   ScalarInequality.to_dict
 
 Positive
-~~~~~~~~~~~~~~~~
+~~~~~~~~
 
 .. autosummary::
    :toctree: api/
@@ -70,7 +70,7 @@ Positive
    Positive.to_dict
 
 Negative
-~~~~~~~~~~~~~~~~
+~~~~~~~~
 
 .. autosummary::
    :toctree: api/
@@ -85,56 +85,40 @@ Negative
    Negative.from_dict
    Negative.to_dict
 
-ColumnFormula
-~~~~~~~~~~~~~~~~
+Range
+~~~~~
 
 .. autosummary::
    :toctree: api/
 
-   ColumnFormula
-   ColumnFormula.fit
-   ColumnFormula.transform
-   ColumnFormula.fit_transform
-   ColumnFormula.reverse_transform
-   ColumnFormula.is_valid
-   ColumnFormula.filter_valid
-   ColumnFormula.from_dict
-   ColumnFormula.to_dict
+   Range
+   Range.fit
+   Range.transform
+   Range.fit_transform
+   Range.reverse_transform
+   Range.is_valid
+   Range.filter_valid
+   Range.from_dict
+   Range.to_dict
 
-Between
-~~~~~~~
+ScalarRange
+~~~~~~~~~~~
 
 .. autosummary::
    :toctree: api/
 
-   Between
-   Between.fit
-   Between.transform
-   Between.fit_transform
-   Between.reverse_transform
-   Between.is_valid
-   Between.filter_valid
-   Between.from_dict
-   Between.to_dict
-
-Rounding
-~~~~~~~~
-
-.. autosummary::
-   :toctree: api/
-
-   Rounding
-   Rounding.fit
-   Rounding.transform
-   Rounding.fit_transform
-   Rounding.reverse_transform
-   Rounding.is_valid
-   Rounding.filter_valid
-   Rounding.from_dict
-   Rounding.to_dict
+   ScalarRange
+   ScalarRange.fit
+   ScalarRange.transform
+   ScalarRange.fit_transform
+   ScalarRange.reverse_transform
+   ScalarRange.is_valid
+   ScalarRange.filter_valid
+   ScalarRange.from_dict
+   ScalarRange.to_dict
 
 OneHotEncoding
-~~~~~~~~~~~~~~~~
+~~~~~~~~~~~~~~
 
 .. autosummary::
    :toctree: api/
@@ -150,7 +134,7 @@ OneHotEncoding
    OneHotEncoding.to_dict
 
 Unique
-~~~~~~~~~~~~~~~~
+~~~~~~
 
 .. autosummary::
    :toctree: api/

docs/api_reference/index.rst

@@ -10,6 +10,7 @@ and classes in SDV.
    :maxdepth: 2
 
    sdv
+   lite/index
    tabular/index
    relational/index
    timeseries/index

docs/api_reference/lite/index.rst

@@ -0,0 +1,10 @@
+.. _sdv.lite:
+
+sdv.lite
+========
+
+.. toctree::
+    :maxdepth: 1
+    :titlesonly:
+
+    tabular

docs/api_reference/lite/tabular.rst

@@ -0,0 +1,18 @@
+.. _sdv.lite.tabular:
+
+.. currentmodule:: sdv.lite.tabular
+
+TabularPreset
+=============
+
+.. autosummary::
+   :toctree: api/
+
+   TabularPreset
+   TabularPreset.list_available_presets
+   TabularPreset.fit
+   TabularPreset.sample
+   TabularPreset.sample_conditions
+   TabularPreset.sample_remaining_columns
+   TabularPreset.save
+   TabularPreset.load

docs/conf.py

@@ -33,17 +33,20 @@
     'nbsphinx',
     'sphinx.ext.autodoc',
     'sphinx.ext.autosummary',
+    'sphinx.ext.autosectionlabel',
     'sphinx.ext.githubpages',
     'sphinx.ext.viewcode',
     'sphinx.ext.napoleon',
     'IPython.sphinxext.ipython_console_highlighting',
     'IPython.sphinxext.ipython_directive',
+    'sphinx_toolbox.collapse'
 ]
 
 ipython_execlines = [
+    "from utils import is_valid, transform, reverse_transform",
     "import pandas as pd",
     "pd.set_option('display.width', 1000000)",
-    "pd.set_option('max_columns', 1000)",
+    "pd.set_option('display.max_columns', 1000)",
 ]
 
 autosummary_generate = True
@@ -135,7 +138,7 @@
 html_theme_options = {
     "github_url": "https://github.com/sdv-dev/SDV",
     "twitter_url": "https://twitter.com/sdv_dev",
-    "slack_url": "https://join.slack.com/t/sdv-space/shared_invite/zt-gdsfcb5w-0QQpFMVoyB2Yd6SRiMplcw",
+    "slack_url": "https://bit.ly/sdv-slack-invite",
     "show_prev_next": True,
     "google_analytics_id": "UA-180602145-3",
 }