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winedarksea committed Dec 20, 2023
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5 changes: 2 additions & 3 deletions TODO.md
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* The most recent data will generally be the most important
* Forecasts are desired for the future immediately following the most recent data.

# 0.6.5 🏮🏮🏮
* horizontal and mosaic upgrades
* bug fixes and template updates
# 0.6.6 🐌🐌🐌
* bug fixes, particularly compatability for the archaic pandas 1.0.3 still used at a certain big tech company

### Unstable Upstream Pacakges (those that are frequently broken by maintainers)
* Pytorch-Forecasting
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2 changes: 1 addition & 1 deletion autots/__init__.py
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from autots.models.cassandra import Cassandra


__version__ = '0.6.5'
__version__ = '0.6.6'

TransformTS = GeneralTransformer

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2 changes: 1 addition & 1 deletion docs/build/html/.buildinfo
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# Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
config: ebc45303b20956d22a8a477e72171e6e
config: eb50ec67d97d6b9fb58b6ccea25eb86e
tags: 645f666f9bcd5a90fca523b33c5a78b7
2 changes: 1 addition & 1 deletion docs/build/html/_static/documentation_options.js
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var DOCUMENTATION_OPTIONS = {
URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
VERSION: '0.6.5',
VERSION: '0.6.6',
LANGUAGE: 'en',
COLLAPSE_INDEX: false,
BUILDER: 'html',
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2 changes: 1 addition & 1 deletion docs/build/html/genindex.html
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<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Index &#8212; AutoTS 0.6.5 documentation</title>
<title>Index &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="_static/alabaster.css" />
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/index.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>AutoTS &#8212; AutoTS 0.6.5 documentation</title>
<title>AutoTS &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="_static/alabaster.css" />
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/py-modindex.html
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<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Python Module Index &#8212; AutoTS 0.6.5 documentation</title>
<title>Python Module Index &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="_static/alabaster.css" />
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/search.html
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<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Search &#8212; AutoTS 0.6.5 documentation</title>
<title>Search &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="_static/alabaster.css" />

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2 changes: 1 addition & 1 deletion docs/build/html/source/autots.datasets.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots.datasets package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots.datasets package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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7 changes: 4 additions & 3 deletions docs/build/html/source/autots.evaluator.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots.evaluator package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots.evaluator package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
Expand Down Expand Up @@ -578,7 +578,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
if True, recommend use in conjunction with <cite>verbose</cite> &gt; 0 and <cite>result_file</cite> in the event of accidental complete termination.
if “end_generation”, as True and also ends entire generation of run. Note skipped models will not be tried again.</p></li>
<li><p><strong>generation_timeout</strong> (<em>int</em>) – if not None, this is the number of minutes from start at which the generational search ends, then proceeding to validation
This is only checked after the end of each generation, so only offers an ‘approximate’ timeout for searching</p></li>
This is only checked after the end of each generation, so only offers an ‘approximate’ timeout for searching. It is an overall cap for total generation search time, not per generation.</p></li>
<li><p><strong>current_model_file</strong> (<em>str</em>) – file path to write to disk of current model params (for debugging if computer crashes). .json is appended</p></li>
<li><p><strong>force_gc</strong> (<em>bool</em>) – if True, run gc.collect() after each model run. Probably won’t make much difference.</p></li>
<li><p><strong>verbose</strong> (<em>int</em>) – setting to 0 or lower should reduce most output. Higher numbers give more output.</p></li>
Expand Down Expand Up @@ -730,7 +730,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
<dl class="py method">
<dt class="sig sig-object py" id="autots.evaluator.auto_ts.AutoTS.best_model_per_series_mape">
<span class="sig-name descname"><span class="pre">best_model_per_series_mape</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#autots.evaluator.auto_ts.AutoTS.best_model_per_series_mape" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dd><p>This isn’t quite classic mape but is a percentage mean error intended for quick visuals not final statistics (see model.results()).</p>
</dd></dl>

<dl class="py method">
<dt class="sig sig-object py" id="autots.evaluator.auto_ts.AutoTS.best_model_per_series_score">
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7 changes: 4 additions & 3 deletions docs/build/html/source/autots.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
Expand Down Expand Up @@ -1565,7 +1565,7 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
if True, recommend use in conjunction with <cite>verbose</cite> &gt; 0 and <cite>result_file</cite> in the event of accidental complete termination.
if “end_generation”, as True and also ends entire generation of run. Note skipped models will not be tried again.</p></li>
<li><p><strong>generation_timeout</strong> (<em>int</em>) – if not None, this is the number of minutes from start at which the generational search ends, then proceeding to validation
This is only checked after the end of each generation, so only offers an ‘approximate’ timeout for searching</p></li>
This is only checked after the end of each generation, so only offers an ‘approximate’ timeout for searching. It is an overall cap for total generation search time, not per generation.</p></li>
<li><p><strong>current_model_file</strong> (<em>str</em>) – file path to write to disk of current model params (for debugging if computer crashes). .json is appended</p></li>
<li><p><strong>force_gc</strong> (<em>bool</em>) – if True, run gc.collect() after each model run. Probably won’t make much difference.</p></li>
<li><p><strong>verbose</strong> (<em>int</em>) – setting to 0 or lower should reduce most output. Higher numbers give more output.</p></li>
Expand Down Expand Up @@ -1717,7 +1717,8 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
<dl class="py method">
<dt class="sig sig-object py" id="autots.AutoTS.best_model_per_series_mape">
<span class="sig-name descname"><span class="pre">best_model_per_series_mape</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#autots.AutoTS.best_model_per_series_mape" title="Permalink to this definition">¶</a></dt>
<dd></dd></dl>
<dd><p>This isn’t quite classic mape but is a percentage mean error intended for quick visuals not final statistics (see model.results()).</p>
</dd></dl>

<dl class="py method">
<dt class="sig sig-object py" id="autots.AutoTS.best_model_per_series_score">
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2 changes: 1 addition & 1 deletion docs/build/html/source/autots.models.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots.models package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots.models package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/source/autots.templates.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots.templates package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots.templates package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/source/autots.tools.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots.tools package &#8212; AutoTS 0.6.5 documentation</title>
<title>autots.tools package &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/source/intro.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>Intro &#8212; AutoTS 0.6.5 documentation</title>
<title>Intro &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/source/modules.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>autots &#8212; AutoTS 0.6.5 documentation</title>
<title>autots &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/build/html/source/tutorial.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />

<title>Tutorial &#8212; AutoTS 0.6.5 documentation</title>
<title>Tutorial &#8212; AutoTS 0.6.6 documentation</title>
<link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
<link rel="stylesheet" type="text/css" href="../_static/alabaster.css" />
<script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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2 changes: 1 addition & 1 deletion docs/conf.py
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# import AutoTS
# from AutoTS import __version__
# release = __version__
release = "0.6.5"
release = "0.6.6"

# -- General configuration ---------------------------------------------------

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2 changes: 1 addition & 1 deletion pyproject.toml
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[project]
name = "autots"
version = "0.6.5"
version = "0.6.6"
authors = [
{ name="Colin Catlin", email="[email protected]" },
]
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2 changes: 1 addition & 1 deletion setup.py
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setuptools.setup(
name="AutoTS",
version="0.6.5",
version="0.6.6",
author="Colin Catlin",
author_email="[email protected]",
description="Automated Time Series Forecasting",
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