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100644 index 0000000..e69de29 diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..b3c0471 --- /dev/null +++ b/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = sphinx-build +SPHINXPROJ = pyFTS +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) \ No newline at end of file diff --git a/README b/README new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/README @@ -0,0 +1 @@ + diff --git a/make.bat b/make.bat new file mode 100644 index 0000000..9a27bbd --- /dev/null +++ b/make.bat @@ -0,0 +1,36 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=source +set BUILDDIR=build +set SPHINXPROJ=pyFTS + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.http://sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% + +:end +popd diff --git a/pyFTS/.directory b/pyFTS/.directory new file mode 100644 index 0000000..4cda227 --- /dev/null +++ b/pyFTS/.directory @@ -0,0 +1,4 @@ +[Dolphin] +Timestamp=2018,2,27,12,11,58 +Version=4 +ViewMode=1 diff --git a/pyFTS/conf.py b/pyFTS/conf.py new file mode 100644 index 0000000..92af828 --- /dev/null +++ b/pyFTS/conf.py @@ -0,0 +1,174 @@ +# -*- coding: utf-8 -*- +# +# Configuration file for the Sphinx documentation builder. +# +# This file does only contain a selection of the most common options. For a +# full list see the documentation: +# http://www.sphinx-doc.org/en/stable/config + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +# import os +# import sys +# sys.path.insert(0, os.path.abspath('.')) + + +# -- Project information ----------------------------------------------------- + +project = 'pyFTS' +copyright = '2018, Petrônio Cândido de Lima e Silva' +author = 'Petrônio Cândido de Lima e Silva' + +# The short X.Y version +version = '' +# The full version, including alpha/beta/rc tags +release = '1.2.2' + + +# -- General configuration --------------------------------------------------- + +# If your documentation needs a minimal Sphinx version, state it here. +# +# needs_sphinx = '1.0' + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx.ext.autodoc', + 'sphinx.ext.intersphinx', + 'sphinx.ext.todo', + 'sphinx.ext.mathjax', + 'sphinx.ext.viewcode', + 'sphinx.ext.githubpages', +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['.templates'] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = '.rst' + +# The master toctree document. +master_doc = 'index' + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# +# This is also used if you do content translation via gettext catalogs. +# Usually you set "language" from the command line for these cases. +language = None + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path . +exclude_patterns = [] + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = 'sphinx' + + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'alabaster' + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# +# html_theme_options = {} + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['.static'] + +# Custom sidebar templates, must be a dictionary that maps document names +# to template names. +# +# The default sidebars (for documents that don't match any pattern) are +# defined by theme itself. Builtin themes are using these templates by +# default: ``['localtoc.html', 'relations.html', 'sourcelink.html', +# 'searchbox.html']``. +# +# html_sidebars = {} + + +# -- Options for HTMLHelp output --------------------------------------------- + +# Output file base name for HTML help builder. +htmlhelp_basename = 'pyFTSdoc' + + +# -- Options for LaTeX output ------------------------------------------------ + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + # + # 'papersize': 'letterpaper', + + # The font size ('10pt', '11pt' or '12pt'). + # + # 'pointsize': '10pt', + + # Additional stuff for the LaTeX preamble. + # + # 'preamble': '', + + # Latex figure (float) alignment + # + # 'figure_align': 'htbp', +} + +# Grouping the document tree into LaTeX files. List of tuples +# (source start file, target name, title, +# author, documentclass [howto, manual, or own class]). +latex_documents = [ + (master_doc, 'pyFTS.tex', 'pyFTS Documentation', + 'Petrônio Cândido de Lima e Silva', 'manual'), +] + + +# -- Options for manual page output ------------------------------------------ + +# One entry per manual page. List of tuples +# (source start file, name, description, authors, manual section). +man_pages = [ + (master_doc, 'pyfts', 'pyFTS Documentation', + [author], 1) +] + + +# -- Options for Texinfo output ---------------------------------------------- + +# Grouping the document tree into Texinfo files. List of tuples +# (source start file, target name, title, author, +# dir menu entry, description, category) +texinfo_documents = [ + (master_doc, 'pyFTS', 'pyFTS Documentation', + author, 'pyFTS', 'One line description of project.', + 'Miscellaneous'), +] + + +# -- Extension configuration ------------------------------------------------- + +# -- Options for intersphinx extension --------------------------------------- + +# Example configuration for intersphinx: refer to the Python standard library. +intersphinx_mapping = {'https://docs.python.org/': None} + +# -- Options for todo extension ---------------------------------------------- + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = True \ No newline at end of file diff --git a/pyFTS/data/.directory b/pyFTS/data/.directory new file mode 100644 index 0000000..cda71e5 --- /dev/null +++ b/pyFTS/data/.directory @@ -0,0 +1,6 @@ +[Dolphin] +SortOrder=1 +SortRole=size +Timestamp=2018,3,2,14,0,24 +Version=4 +ViewMode=1 diff --git a/pyFTS/data/henon.py b/pyFTS/data/henon.py new file mode 100644 index 0000000..9557f6a --- /dev/null +++ b/pyFTS/data/henon.py @@ -0,0 +1,30 @@ +import numpy as np +import pandas as pd + + +def get_data(var, a=1.4, b=0.3, initial_values = [1, 1], iterations=1000): + return get_dataframe(a,b, initial_values, iterations)[var].values + + +def get_dataframe(a=1.4, b=0.3, initial_values = [1, 1], iterations=1000): + ''' + M. Hénon. "A two-dimensional mapping with a strange attractor". Commun. Math. Phys. 50, 69-77 (1976) + + dx/dt = a + by(t-1) - x(t-1)^2 + dy/dt = x + + :param a: Equation coefficient + :param b: Equation coefficient + :param initial_values: numpy array with the initial values of x and y. Default: [1, 1] + :param iterations: number of iterations. Default: 1000 + :return: Panda dataframe with the x and y values + ''' + + x = [initial_values[0]] + y = [initial_values[1]] + for t in np.arange(0, iterations): + xx = a + b * y[t] - x[t] ** 2 + y.append(x[t]) + x.append(xx) + + return pd.DataFrame({'x': x, 'y':y}) \ No newline at end of file diff --git a/pyFTS/data/logistic_map.py b/pyFTS/data/logistic_map.py new file mode 100644 index 0000000..8e9f065 --- /dev/null +++ b/pyFTS/data/logistic_map.py @@ -0,0 +1,22 @@ +# + +import numpy as np + + +def get_data(r = 4, initial_value = 0.3, iterations=100): + ''' + May, Robert M. (1976). "Simple mathematical models with very complicated dynamics". + Nature. 261 (5560): 459–467. doi:10.1038/261459a0. + + x(t) = r * x(t-1) * (1 - x(t -1) ) + + :param r: Equation coefficient + :param initial_value: Initial value of x. Default: 0.3 + :param iterations: number of iterations. Default: 100 + :return: + ''' + x = [initial_value] + for t in np.arange(0,iterations): + x.append(r * x[t]*(1 - x[t])) + + return x \ No newline at end of file diff --git a/pyFTS/data/lorentz.py b/pyFTS/data/lorentz.py new file mode 100644 index 0000000..f34e2a7 --- /dev/null +++ b/pyFTS/data/lorentz.py @@ -0,0 +1,41 @@ +import numpy as np +import pandas as pd + + +def get_data(var, a = 10.0, b = 28.0, c = 8.0 / 3.0, dt = 0.01, + initial_values = [0.1, 0, 0], iterations=1000): + return get_dataframe(a, b, c, dt, initial_values, iterations)[var].values + + +def get_dataframe(a = 10.0, b = 28.0, c = 8.0 / 3.0, dt = 0.01, + initial_values = [0.1, 0, 0], iterations=1000): + ''' + Lorenz, Edward Norton (1963). "Deterministic nonperiodic flow". Journal of the Atmospheric Sciences. 20 (2): 130–141. + https://doi.org/10.1175/1520-0469(1963)020<0130:DNF>2.0.CO;2 + + dx/dt = a(y -x) + dy/dt = x(b - z) - y + dz/dt = xy - cz + + :param a: Equation coefficient. Default value: 10 + :param b: Equation coefficient. Default value: 28 + :param c: Equation coefficient. Default value: 8.0/3.0 + :param dt: Time differential for continuous time integration. Default value: 0.01 + :param initial_values: numpy array with the initial values of x,y and z. Default: [0.1, 0, 0] + :param iterations: number of iterations. Default: 1000 + :return: Panda dataframe with the x, y and z values + ''' + + x = [initial_values[0]] + y = [initial_values[1]] + z = [initial_values[2]] + + for t in np.arange(0, iterations): + dxdt = a * (y[t] - x[t]) + dydt = x[t] * (b - z[t]) - y[t] + dzdt = x[t] * y[t] - c * z[t] + x.append(x[t] + dt * dxdt) + y.append(y[t] + dt * dydt) + z.append(z[t] + dt * dzdt) + + return pd.DataFrame({'x': x, 'y':y, 'z': z}) \ No newline at end of file diff --git a/pyFTS/data/mackey_glass.py b/pyFTS/data/mackey_glass.py new file mode 100644 index 0000000..6743168 --- /dev/null +++ b/pyFTS/data/mackey_glass.py @@ -0,0 +1,23 @@ +import numpy as np + + +def get_data(b=0.1, c=0.2, tau=17, initial_values = np.linspace(0.5,1.5,18), iterations=1000): + ''' + Mackey, M. C. and Glass, L. (1977). Oscillation and chaos in physiological control systems. + Science, 197(4300):287-289. + + dy/dt = -by(t)+ cy(t - tau) / 1+y(t-tau)^10 + + :param b: Equation coefficient + :param c: Equation coefficient + :param tau: Lag parameter, default: 17 + :param initial_values: numpy array with the initial values of y. Default: np.linspace(0.5,1.5,18) + :param iterations: number of iterations. Default: 1000 + :return: + ''' + y = initial_values.tolist() + + for n in np.arange(len(y), iterations+100): + y.append(y[n] - b * y[n] + c * y[n - tau] / (1 + y[n - tau] ** 10)) + + return y[100:] \ No newline at end of file diff --git a/pyFTS/data/rossler.py b/pyFTS/data/rossler.py new file mode 100644 index 0000000..3ed54a5 --- /dev/null +++ b/pyFTS/data/rossler.py @@ -0,0 +1,40 @@ +import numpy as np +import pandas as pd + + +def get_data(var, a = 0.2, b = 0.2, c = 5.7, dt = 0.01, + initial_values = [0.001, 0.001, 0.001], iterations=5000): + return get_dataframe(a, b, c, dt, initial_values, iterations)[var].values + + +def get_dataframe(a = 0.2, b = 0.2, c = 5.7, dt = 0.01, + initial_values = [0.001, 0.001, 0.001], iterations=5000): + ''' + O. E. Rössler, Phys. Lett. 57A, 397 (1976). + + dx/dt = -z - y + dy/dt = x + ay + dz/dt = b + z( x - c ) + + :param a: Equation coefficient. Default value: 0.2 + :param b: Equation coefficient. Default value: 0.2 + :param c: Equation coefficient. Default value: 5.7 + :param dt: Time differential for continuous time integration. Default value: 0.01 + :param initial_values: numpy array with the initial values of x,y and z. Default: [0.001, 0.001, 0.001] + :param iterations: number of iterations. Default: 5000 + :return: Panda dataframe with the x, y and z values + ''' + + x = [initial_values[0]] + y = [initial_values[1]] + z = [initial_values[2]] + + for t in np.arange(0, iterations): + dxdt = - (y[t] + z[t]) + dydt = x[t] + a * y[t] + dzdt = b + z[t] * x[t] - z[t] * c + x.append(x[t] + dt * dxdt) + y.append(y[t] + dt * dydt) + z.append(z[t] + dt * dzdt) + + return pd.DataFrame({'x': x, 'y':y, 'z': z}) \ No newline at end of file diff --git a/pyFTS/index.rst b/pyFTS/index.rst new file mode 100644 index 0000000..9ad3258 --- /dev/null +++ b/pyFTS/index.rst @@ -0,0 +1,20 @@ +.. pyFTS documentation master file, created by + sphinx-quickstart on Thu Apr 12 17:13:04 2018. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to pyFTS's documentation! +================================= + +.. toctree:: + :maxdepth: 2 + :caption: Contents: + + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` diff --git a/pyFTS/tests/nonstationary.py b/pyFTS/tests/nonstationary.py index cb0f13f..4165fe4 100644 --- a/pyFTS/tests/nonstationary.py +++ b/pyFTS/tests/nonstationary.py @@ -53,6 +53,7 @@ partitions = {'CMIV': {'BoxCox(0)': 36, 'Differential(1)': 11, 'None': 8}, tag = 'benchmarks' + ''' for ds in datasets.keys(): dataset = datasets[ds] @@ -62,11 +63,11 @@ for ds in datasets.keys(): partitioning = partitions[ds][tf] - bchmk.sliding_window_benchmarks(dataset, 2000, train=0.2, inc=0.2, - methods=[ - hwang.HighOrderFTS, - hofts.HighOrderFTS, - pwfts.ProbabilisticWeightedFTS], + bchmk.sliding_window_benchmarks(dataset, 3000, train=0.1, inc=0.1, + #methods=[ + # hwang.HighOrderFTS, + # hofts.HighOrderFTS, + # pwfts.ProbabilisticWeightedFTS], #orders = [3], benchmark_models=False, transformations=[transformation], @@ -86,7 +87,9 @@ for ds in datasets.keys(): train = dataset[:train_split] test = dataset[train_split:test_split] - fs = nspart.simplenonstationary_gridpartitioner_builder(data=train, npart=partitions[ds][tf], transformation=transformation) + fs = nspart.simplenonstationary_gridpartitioner_builder(data=train, + npart=partitions[ds][tf], + transformation=transformation) print(fs) #cvfts1 = cvfts.ConditionalVarianceFTS(partitioner=fs) model = nsfts.NonStationaryFTS(partitioner=fs) @@ -94,9 +97,9 @@ for ds in datasets.keys(): print(model) forecasts = model.predict(test) - ''' + #print(forecasts) - + ''' partitioning = partitions[ds][tf] bchmk.sliding_window_benchmarks(dataset, 2000, train=0.2, inc=0.2,