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import os | ||
import json | ||
import uuid | ||
import numpy as np | ||
import pandas as pd | ||
import tornado.web | ||
from base_handler import base_handler | ||
from sklearn.externals import joblib | ||
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def convert_req_to_csv(fileinfo): | ||
''' Get the batch file from request payload and convert to pandas | ||
dataframes | ||
''' | ||
fname = fileinfo['filename'] | ||
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# Actual filename | ||
extn = os.path.splitext(fname)[1] | ||
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# # New filename | ||
cname = str(uuid.uuid4()) + extn | ||
fh = open('temp.csv', 'w') | ||
fh.write(fileinfo['body']) | ||
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class controller_name(base_handler): | ||
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def get(self): | ||
''' start the basic API seletion ''' | ||
data = dict( | ||
source='controllers/{}'.format('controller_name.py'), | ||
response=[] | ||
) | ||
self.write(json.dumps(data)) | ||
self.finish() | ||
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def post(self): | ||
''' Create resources ''' | ||
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# Load the pickled model | ||
clf = joblib.load(os.path.join(os.path.abspath(\ | ||
os.path.join(os.path.dirname(os.path.abspath(__file__)),"..", 'resources')), 'models', 'controller_name.pkl')) | ||
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fileinfo = self.request.files['batch'][0] | ||
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# Actual filename | ||
extn = os.path.splitext(fileinfo['filename'])[1] | ||
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random_filename = str(uuid.uuid4()) + extn | ||
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# Generate file | ||
temp_path = os.path.join(os.path.abspath(\ | ||
os.path.join(os.path.dirname(os.path.abspath(__file__)),"..", 'resources')), 'temp', random_filename) | ||
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# Save batch test file | ||
with open(temp_path, 'w') as f: | ||
f.write(fileinfo['body']) | ||
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# Read saved file using pandas dataframe | ||
x_test = pd.read_csv(temp_path) | ||
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# Batch prediction | ||
predicted = clf.predict(x_test.values) | ||
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# Add predicted columns to given dataframe | ||
x_test.insert(loc=len(x_test.columns), column='predicted', value=predicted) | ||
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# Response the given dataframe as JSON | ||
self.set_header('Content-Type', 'application/json') | ||
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self.write(x_test.reset_index().to_json(orient='records')) | ||
self.finish() | ||
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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line. | ||
SPHINXOPTS = | ||
SPHINXBUILD = python -msphinx | ||
SPHINXPROJ = sparx-core | ||
SOURCEDIR = source | ||
BUILDDIR = build | ||
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# Put it first so that "make" without argument is like "make help". | ||
help: | ||
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) | ||
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.PHONY: help Makefile | ||
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# 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) |
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@ECHO OFF | ||
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pushd %~dp0 | ||
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REM Command file for Sphinx documentation | ||
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if "%SPHINXBUILD%" == "" ( | ||
set SPHINXBUILD=python -msphinx | ||
) | ||
set SOURCEDIR=source | ||
set BUILDDIR=build | ||
set SPHINXPROJ=sparx-core | ||
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if "%1" == "" goto help | ||
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%SPHINXBUILD% >NUL 2>NUL | ||
if errorlevel 9009 ( | ||
echo. | ||
echo.The Sphinx module was not found. Make sure you have Sphinx installed, | ||
echo.then set the SPHINXBUILD environment variable to point to the full | ||
echo.path of the 'sphinx-build' executable. Alternatively you may add the | ||
echo.Sphinx directory to PATH. | ||
echo. | ||
echo.If you don't have Sphinx installed, grab it from | ||
echo.http://sphinx-doc.org/ | ||
exit /b 1 | ||
) | ||
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%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% | ||
goto end | ||
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:help | ||
%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% | ||
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:end | ||
popd |
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:orphan: | ||
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======= | ||
Authors | ||
======= | ||
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Development Lead | ||
---------------- | ||
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* `Bastin Robins <https://github.com/bastinrobin>`__ <robin@cleverinsight.co> | ||
* `Vandana Bhagat <https://github.com/vandana-11>`__ <vandana.bhagat@cleverinsight.co> | ||
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Project Support | ||
--------------- | ||
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* `Kothandaraman Sridharan <https://github.com/ksmadras2000>`__ <sri@cleverinsight.co> |
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# -*- coding: utf-8 -*- | ||
# | ||
# sparx-core documentation build configuration file, created by | ||
# sphinx-quickstart on Tue Jun 11 10:16:17 2019. | ||
# | ||
# This file is execfile()d with the current directory set to its | ||
# containing dir. | ||
# | ||
# Note that not all possible configuration values are present in this | ||
# autogenerated file. | ||
# | ||
# All configuration values have a default; values that are commented out | ||
# serve to show the default. | ||
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# 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('.')) | ||
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# -- General configuration ------------------------------------------------ | ||
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# If your documentation needs a minimal Sphinx version, state it here. | ||
# | ||
# needs_sphinx = '1.0' | ||
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# 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'] | ||
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# Add any paths that contain templates here, relative to this directory. | ||
templates_path = ['ntemplates'] | ||
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# The suffix(es) of source filenames. | ||
# You can specify multiple suffix as a list of string: | ||
# | ||
# source_suffix = ['.rst', '.md'] | ||
source_suffix = '.rst' | ||
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# The master toctree document. | ||
master_doc = 'index' | ||
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# General information about the project. | ||
project = u'sparx-core' | ||
copyright = u'2019, Bastin Robins .J' | ||
author = u'Bastin Robins .J' | ||
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# The version info for the project you're documenting, acts as replacement for | ||
# |version| and |release|, also used in various other places throughout the | ||
# built documents. | ||
# | ||
# The short X.Y version. | ||
version = u'0.0.1' | ||
# The full version, including alpha/beta/rc tags. | ||
release = u'0.0.1' | ||
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# 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 | ||
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# List of patterns, relative to source directory, that match files and | ||
# directories to ignore when looking for source files. | ||
# This patterns also effect to html_static_path and html_extra_path | ||
exclude_patterns = [] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
pygments_style = 'sphinx' | ||
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# If true, `todo` and `todoList` produce output, else they produce nothing. | ||
todo_include_todos = False | ||
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# -- Options for HTML output ---------------------------------------------- | ||
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# The theme to use for HTML and HTML Help pages. See the documentation for | ||
# a list of builtin themes. | ||
# | ||
html_theme = 'sphinx_rtd_theme' | ||
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# 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 = {} | ||
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# 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 = ['nstatic'] | ||
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# -- Options for HTMLHelp output ------------------------------------------ | ||
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# Output file base name for HTML help builder. | ||
htmlhelp_basename = 'sparx-coredoc' | ||
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# -- Options for LaTeX output --------------------------------------------- | ||
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latex_elements = { | ||
# The paper size ('letterpaper' or 'a4paper'). | ||
# | ||
# 'papersize': 'letterpaper', | ||
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# The font size ('10pt', '11pt' or '12pt'). | ||
# | ||
# 'pointsize': '10pt', | ||
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# Additional stuff for the LaTeX preamble. | ||
# | ||
# 'preamble': '', | ||
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# Latex figure (float) alignment | ||
# | ||
# 'figure_align': 'htbp', | ||
} | ||
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# 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, 'sparx-core.tex', u'sparx-core Documentation', | ||
u'Bastin Robins .J', 'manual'), | ||
] | ||
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# -- Options for manual page output --------------------------------------- | ||
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# One entry per manual page. List of tuples | ||
# (source start file, name, description, authors, manual section). | ||
man_pages = [ | ||
(master_doc, 'sparx-core', u'sparx-core Documentation', | ||
[author], 1) | ||
] | ||
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# -- Options for Texinfo output ------------------------------------------- | ||
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# 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, 'sparx-core', u'sparx-core Documentation', | ||
author, 'sparx-core', 'One line description of project.', | ||
'Miscellaneous'), | ||
] | ||
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# -- Options for Epub output ---------------------------------------------- | ||
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# Bibliographic Dublin Core info. | ||
epub_title = project | ||
epub_author = author | ||
epub_publisher = author | ||
epub_copyright = copyright | ||
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# The unique identifier of the text. This can be a ISBN number | ||
# or the project homepage. | ||
# | ||
# epub_identifier = '' | ||
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# A unique identification for the text. | ||
# | ||
# epub_uid = '' | ||
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# A list of files that should not be packed into the epub file. | ||
epub_exclude_files = ['search.html'] | ||
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:orphan: | ||
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============= | ||
Contributing | ||
============= |
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:orphan: | ||
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Help | ||
================= | ||
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TODO: write content |
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======= | ||
History | ||
======= | ||
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0.0.1 (pre-release on 22 July 2017) | ||
------------------------------------ | ||
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* sparx |
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