first

00_app.ipynb

@@ -0,0 +1,246 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# default_exp core"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# module name here\n",
+    "\n",
+    "> API details."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#hide\n",
+    "from nbdev.showdoc import *"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: left;\">\n",
+       "      <th>epoch</th>\n",
+       "      <th>train_loss</th>\n",
+       "      <th>valid_loss</th>\n",
+       "      <th>accuracy</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.966888</td>\n",
+       "      <td>0.311951</td>\n",
+       "      <td>0.899188</td>\n",
+       "      <td>00:28</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: left;\">\n",
+       "      <th>epoch</th>\n",
+       "      <th>train_loss</th>\n",
+       "      <th>valid_loss</th>\n",
+       "      <th>accuracy</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458197</td>\n",
+       "      <td>0.272663</td>\n",
+       "      <td>0.908660</td>\n",
+       "      <td>00:31</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from fastai.vision.all import *\n",
+    "path = untar_data(URLs.PETS)\n",
+    "dls = ImageDataLoaders.from_name_re(path, get_image_files(path/'images'), pat='(.+)_\\d+.jpg', item_tfms=Resize(460), batch_tfms=aug_transforms(size=224, min_scale=0.75))\n",
+    "learn = vision_learner(dls, models.resnet50, metrics=accuracy)\n",
+    "learn.fine_tune(1)\n",
+    "learn.path = Path('.')\n",
+    "learn.export()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#export\n",
+    "learn = load_learner('export.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#export\n",
+    "labels = learn.dls.vocab\n",
+    "def predict(img):\n",
+    "    img = PILImage.create(img)\n",
+    "    pred,pred_idx,probs = learn.predict(img)\n",
+    "\n",
+    "    return {labels[i]: float(probs[i]) for i in range(len(labels))}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7860/\n",
+      "Running on public URL: https://31643.gradio.app\n",
+      "\n",
+      "This share link expires in 72 hours. For free permanent hosting, check out Spaces (https://huggingface.co/spaces)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"900\"\n",
+       "            height=\"500\"\n",
+       "            src=\"https://31643.gradio.app\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.IFrame at 0x7f5124f51430>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(<fastapi.applications.FastAPI at 0x7f51600bf880>,\n",
+       " 'http://127.0.0.1:7860/',\n",
+       " 'https://31643.gradio.app')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#export\n",
+    "import gradio as gr\n",
+    "gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Converted 00_app.ipynb.\r\n",
+      "Converted index.ipynb.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "! nbdev_build_lib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

CONTRIBUTING.md

@@ -0,0 +1,33 @@
+# How to contribute
+
+## How to get started
+
+Before anything else, please install the git hooks that run automatic scripts during each commit and merge to strip the notebooks of superfluous metadata (and avoid merge conflicts). After cloning the repository, run the following command inside it:
+```
+nbdev_install_git_hooks
+```
+
+## Did you find a bug?
+
+* Ensure the bug was not already reported by searching on GitHub under Issues.
+* If you're unable to find an open issue addressing the problem, open a new one. Be sure to include a title and clear description, as much relevant information as possible, and a code sample or an executable test case demonstrating the expected behavior that is not occurring.
+* Be sure to add the complete error messages.
+
+#### Did you write a patch that fixes a bug?
+
+* Open a new GitHub pull request with the patch.
+* Ensure that your PR includes a test that fails without your patch, and pass with it.
+* Ensure the PR description clearly describes the problem and solution. Include the relevant issue number if applicable.
+
+## PR submission guidelines
+
+* Keep each PR focused. While it's more convenient, do not combine several unrelated fixes together. Create as many branches as needing to keep each PR focused.
+* Do not mix style changes/fixes with "functional" changes. It's very difficult to review such PRs and it most likely get rejected.
+* Do not add/remove vertical whitespace. Preserve the original style of the file you edit as much as you can.
+* Do not turn an already submitted PR into your development playground. If after you submitted PR, you discovered that more work is needed - close the PR, do the required work and then submit a new PR. Otherwise each of your commits requires attention from maintainers of the project.
+* If, however, you submitted a PR and received a request for changes, you should proceed with commits inside that PR, so that the maintainer can see the incremental fixes and won't need to review the whole PR again. In the exception case where you realize it'll take many many commits to complete the requests, then it's probably best to close the PR, do the work and then submit it again. Use common sense where you'd choose one way over another.
+
+## Do you want to contribute to the documentation?
+
+* Docs are automatically created from the notebooks in the nbs folder.
+

LICENSE

@@ -0,0 +1,201 @@
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MANIFEST.in

@@ -0,0 +1,5 @@
+include settings.ini
+include LICENSE
+include CONTRIBUTING.md
+include README.md
+recursive-exclude * __pycache__

Makefile

@@ -0,0 +1,37 @@
+.ONESHELL:
+SHELL := /bin/bash
+SRC = $(wildcard ./*.ipynb)
+
+all: pets docs
+
+pets: $(SRC)
+	nbdev_build_lib
+	touch pets
+
+sync:
+	nbdev_update_lib
+
+docs_serve: docs
+	cd docs && bundle exec jekyll serve
+
+docs: $(SRC)
+	nbdev_build_docs
+	touch docs
+
+test:
+	nbdev_test_nbs
+
+release: pypi conda_release
+	nbdev_bump_version
+
+conda_release:
+	fastrelease_conda_package
+
+pypi: dist
+	twine upload --repository pypi dist/*
+
+dist: clean
+	python setup.py sdist bdist_wheel
+
+clean:
+	rm -rf dist

README.md

@@ -1,12 +1,20 @@
----
-title: Study_group_example
-emoji: 🐠
-colorFrom: purple
-colorTo: green
-sdk: gradio
-sdk_version: 2.9.4
-app_file: app.py
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces#reference
+# nbdev template
+
+Use this template to more easily create your [nbdev](https://nbdev.fast.ai/) project.
+
+_If you are using an older version of this template, and want to upgrade to the theme-based version, see [this helper script](https://gist.github.com/hamelsmu/977e82a23dcd8dcff9058079cb4a8f18) (more explanation of what this means is contained in the link to the script)_.
+
+## Troubleshooting Tips
+
+-  Make sure you are using the latest version of nbdev with `pip install -U nbdev`
+-  If you are using an older version of this template, see the instructions above on how to upgrade your template. 
+-  It is important for you to spell the name of your user and repo correctly in `settings.ini` or the website will not have the correct address from which to source assets like CSS for your site.  When in doubt, you can open your browser's developer console and see if there are any errors related to fetching assets for your website due to an incorrect URL generated by misspelled values from `settings.ini`.
+-  If you change the name of your repo, you have to make the appropriate changes in `settings.ini`
+-  After you make changes to `settings.ini`, run `nbdev_build_lib && nbdev_clean_nbs && nbdev_build_docs` to make sure all changes are propagated appropriately.
+
+
+## Previewing Documents Locally 
+
+It is often desirable to preview nbdev generated documentation locally before having it built and rendered by GitHub Pages.  This requires you to run Jekyll locally, which requires installing Ruby and Jekyll. Instructions on how to install Jekyll are provided [on Jekyll's site](https://jekyllrb.com/). You can run the command `make docs_serve` from the root of your repo to serve the documentation locally after calling `nbdev_build_docs` to generate the docs. 
+
+In order to allow you to run Jekyll locally this project contains manifest files, called Gem files, that specify all Ruby dependencies for Jekyll & nbdev. **If you do not plan to preview documentation locally**, you can choose to delete `docs/Gemfile` and `docs/Gemfile.lock` from your nbdev project (for example, after creating a new repo from this template). 

app.py

@@ -0,0 +1,18 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: 00_app.ipynb (unless otherwise specified).
+
+__all__ = ['learn', 'predict', 'labels']
+
+# Cell
+learn = load_learner('export.pkl')
+
+# Cell
+labels = learn.dls.vocab
+def predict(img):
+    img = PILImage.create(img)
+    pred,pred_idx,probs = learn.predict(img)
+
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+# Cell
+import gradio as gr
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)

docker-compose.yml

@@ -0,0 +1,35 @@
+version: "3"
+services:
+  fastai: &fastai
+    restart: unless-stopped
+    working_dir: /data
+    image: fastai/codespaces
+    logging:
+      driver: json-file
+      options:
+        max-size: 50m
+    stdin_open: true
+    tty: true
+    volumes:
+      - .:/data/
+
+  notebook:
+    <<: *fastai
+    command: bash -c "pip install -e . && jupyter notebook --allow-root --no-browser --ip=0.0.0.0 --port=8080 --NotebookApp.token='' --NotebookApp.password=''"
+    ports:
+      - "8080:8080"
+
+  watcher:
+    <<: *fastai
+    command: watchmedo shell-command --command nbdev_build_docs --pattern *.ipynb --recursive --drop
+    network_mode: host # for GitHub Codespaces https://github.com/features/codespaces/
+
+  jekyll:
+    <<: *fastai
+    ports:
+     - "4000:4000"
+    command: >
+     bash -c "pip install .
+     && nbdev_build_docs && cd docs
+     && bundle i
+     && chmod -R u+rwx . && bundle exec jekyll serve --host 0.0.0.0"

docs/.gitignore

@@ -0,0 +1 @@
+_site/

docs/Gemfile

@@ -0,0 +1,4 @@
+source "https://rubygems.org"
+
+gem "jekyll", ">= 3.7"
+gem "jekyll-remote-theme"

docs/_config.yml

@@ -0,0 +1,66 @@
+repository: marii.moe/pets
+output: web
+topnav_title: pets
+site_title: pets
+company_name: apache
+description: A example for study group
+# Set to false to disable KaTeX math
+use_math: true
+# Add Google analytics id if you have one and want to use it here
+google_analytics:
+# See http://nbdev.fast.ai/search for help with adding Search
+google_search:
+
+host: 127.0.0.1
+# the preview server used. Leave as is.
+port: 4000
+# the port where the preview is rendered.
+
+exclude:
+  - .idea/
+  - .gitignore
+  - vendor
+ 
+exclude: [vendor]
+
+highlighter: rouge
+markdown: kramdown
+kramdown:
+ input: GFM
+ auto_ids: true
+ hard_wrap: false
+ syntax_highlighter: rouge
+
+collections:
+  tooltips:
+    output: false
+
+defaults:
+  -
+    scope:
+      path: ""
+      type: "pages"
+    values:
+      layout: "page"
+      comments: true
+      search: true
+      sidebar: home_sidebar
+      topnav: topnav
+  -
+    scope:
+      path: ""
+      type: "tooltips"
+    values:
+      layout: "page"
+      comments: true
+      search: true
+      tooltip: true
+
+sidebars:
+- home_sidebar
+
+plugins:
+    - jekyll-remote-theme
+    
+remote_theme: fastai/nbdev-jekyll-theme
+baseurl: /pets/

docs/_data/topnav.yml

@@ -0,0 +1,10 @@
+topnav:
+- title: Topnav
+  items:
+    - title: github
+      external_url: https://github.com/marii.moe/pets/tree/{branch}/
+
+#Topnav dropdowns
+topnav_dropdowns:
+- title: Topnav dropdowns
+  folders:

docs/feed.xml

@@ -0,0 +1,32 @@
+---
+search: exclude
+layout: none
+---
+
+<?xml version="1.0" encoding="UTF-8"?>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
+    <channel>
+        <title>{{ site.title | xml_escape }}</title>
+        <description>{{ site.description | xml_escape }}</description>
+        <link>{{ site.url }}/</link>
+        <atom:link href="{{ "/feed.xml" | prepend: site.url }}" rel="self" type="application/rss+xml"/>
+        <pubDate>{{ site.time | date_to_rfc822 }}</pubDate>
+        <lastBuildDate>{{ site.time | date_to_rfc822 }}</lastBuildDate>
+        <generator>Jekyll v{{ jekyll.version }}</generator>
+        {% for post in site.posts limit:10 %}
+        <item>
+            <title>{{ post.title | xml_escape }}</title>
+            <description>{{ post.content | xml_escape }}</description>
+            <pubDate>{{ post.date | date_to_rfc822 }}</pubDate>
+            <link>{{ post.url | prepend: site.url }}</link>
+            <guid isPermaLink="true">{{ post.url | prepend: site.url }}</guid>
+            {% for tag in post.tags %}
+            <category>{{ tag | xml_escape }}</category>
+            {% endfor %}
+            {% for tag in page.tags %}
+            <category>{{ cat | xml_escape }}</category>
+            {% endfor %}
+        </item>
+        {% endfor %}
+    </channel>
+</rss>

docs/sitemap.xml

@@ -0,0 +1,24 @@
+---
+layout: none
+search: exclude
+---
+
+<?xml version="1.0" encoding="UTF-8"?>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
+  {% for post in site.posts %}
+  {% unless post.search == "exclude" %}
+  <url>
+    <loc>{{site.url}}{{post.url}}</loc>
+  </url>
+  {% endunless %}
+  {% endfor %}
+
+
+  {% for page in site.pages %}
+  {% unless page.search == "exclude" %}
+  <url>
+    <loc>{{site.url}}{{ page.url}}</loc>
+  </url>
+  {% endunless %}
+  {% endfor %}
+</urlset>

index.ipynb

@@ -0,0 +1,94 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#hide\n",
+    "from your_lib.core import *"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Project name here\n",
+    "\n",
+    "> Summary description here."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This file will become your README and also the index of your documentation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Install"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`pip install your_project_name`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to use"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Fill me in please! Don't forget code examples:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1+1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

pets/__init__.py

@@ -0,0 +1 @@
+__version__ = "0.0.1"

pets/_nbdev.py

@@ -0,0 +1,15 @@
+# AUTOGENERATED BY NBDEV! DO NOT EDIT!
+
+__all__ = ["index", "modules", "custom_doc_links", "git_url"]
+
+index = {"learn": "00_app.ipynb",
+         "predict": "00_app.ipynb",
+         "labels": "00_app.ipynb"}
+
+modules = ["core.py"]
+
+doc_url = "https://marii.moe.github.io/pets/"
+
+git_url = "https://github.com/marii.moe/pets/tree/{branch}/"
+
+def custom_doc_links(name): return None

pets/core.py

@@ -0,0 +1,18 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: 00_app.ipynb (unless otherwise specified).
+
+__all__ = ['learn', 'predict', 'labels']
+
+# Cell
+learn = load_learner('export.pkl')
+
+# Cell
+labels = learn.dls.vocab
+def predict(img):
+    img = PILImage.create(img)
+    pred,pred_idx,probs = learn.predict(img)
+
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+# Cell
+import gradio as gr
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)

settings.ini

@@ -0,0 +1,75 @@
+[DEFAULT]
+# All sections below are required unless otherwise specified
+host = github
+lib_name = pets
+# For Enterprise Git add variable repo_name and company name
+repo_name = study_group_nbdev
+# company_name = nike
+
+user = marii.moe
+description = A example for study group
+# keywords = some keywords
+author = {author}
+author_email = {author_email}
+copyright = apache 
+branch = {branch}
+version = 0.0.1
+min_python = 3.6
+audience = Developers
+language = English
+# Set to True if you want to create a more fancy sidebar.json than the default
+custom_sidebar = False
+# Add licenses and see current list in `setup.py`
+license = apache2
+# From 1-7: Planning Pre-Alpha Alpha Beta Production Mature Inactive
+status = 2
+
+# Optional. Same format as setuptools requirements
+# requirements = 
+# Optional. Same format as setuptools console_scripts
+# console_scripts = 
+# Optional. Same format as setuptools dependency-links
+# dep_links = 
+
+###
+# You probably won't need to change anything under here,
+#   unless you have some special requirements
+###
+
+# Change to, e.g. "nbs", to put your notebooks in nbs dir instead of repo root
+nbs_path = .
+doc_path = docs
+
+# Whether to look for library notebooks recursively in the `nbs_path` dir
+recursive = False
+
+# Anything shown as '%(...)s' is substituted with that setting automatically
+doc_host =  https://%(user)s.github.io
+#For Enterprise Git pages use:  
+#doc_host = https://pages.github.%(company_name)s.com.  
+
+
+doc_baseurl = /%(lib_name)s/
+# For Enterprise Github pages docs use:
+# doc_baseurl = /%(repo_name)s/%(lib_name)s/
+
+git_url = https://github.com/%(user)s/%(lib_name)s/tree/%(branch)s/
+# For Enterprise Github use:
+#git_url = https://github.%(company_name)s.com/%(repo_name)s/%(lib_name)s/tree/%(branch)s/
+
+
+
+lib_path = %(lib_name)s
+title = %(lib_name)s
+
+#Optional advanced parameters
+#Monospace docstings: adds <pre> tags around the doc strings, preserving newlines/indentation.
+#monospace_docstrings = False
+#Test flags: introduce here the test flags you want to use separated by |
+#tst_flags = 
+#Custom sidebar: customize sidebar.json yourself for advanced sidebars (False/True)
+#custom_sidebar = 
+#Cell spacing: if you want cell blocks in code separated by more than one new line
+#cell_spacing = 
+#Custom jekyll styles: if you want more jekyll styles than tip/important/warning, set them here
+#jekyll_styles = note,warning,tip,important

setup.py

@@ -0,0 +1,64 @@
+from pkg_resources import parse_version
+from configparser import ConfigParser
+import setuptools,re,sys
+assert parse_version(setuptools.__version__)>=parse_version('36.2')
+
+# note: all settings are in settings.ini; edit there, not here
+config = ConfigParser(delimiters=['='])
+config.read('settings.ini')
+cfg = config['DEFAULT']
+
+cfg_keys = 'version description keywords author author_email'.split()
+expected = cfg_keys + "lib_name user branch license status min_python audience language".split()
+for o in expected: assert o in cfg, "missing expected setting: {}".format(o)
+setup_cfg = {o:cfg[o] for o in cfg_keys}
+
+if len(sys.argv)>1 and sys.argv[1]=='version':
+    print(setup_cfg['version'])
+    exit()
+
+licenses = {
+    'apache2': ('Apache Software License 2.0','OSI Approved :: Apache Software License'),
+    'mit': ('MIT License', 'OSI Approved :: MIT License'),
+    'gpl2': ('GNU General Public License v2', 'OSI Approved :: GNU General Public License v2 (GPLv2)'),
+    'gpl3': ('GNU General Public License v3', 'OSI Approved :: GNU General Public License v3 (GPLv3)'),
+    'bsd3': ('BSD License', 'OSI Approved :: BSD License'),
+}
+statuses = [ '1 - Planning', '2 - Pre-Alpha', '3 - Alpha',
+    '4 - Beta', '5 - Production/Stable', '6 - Mature', '7 - Inactive' ]
+py_versions = '2.0 2.1 2.2 2.3 2.4 2.5 2.6 2.7 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 3.10'.split()
+
+lic = licenses.get(cfg['license'].lower(), (cfg['license'], None))
+min_python = cfg['min_python']
+
+requirements = ['pip', 'packaging']
+if cfg.get('requirements'): requirements += cfg.get('requirements','').split()
+if cfg.get('pip_requirements'): requirements += cfg.get('pip_requirements','').split()
+dev_requirements = (cfg.get('dev_requirements') or '').split()
+
+long_description = open('README.md').read()
+# ![png](docs/images/output_13_0.png)
+for ext in ['png', 'svg']:
+    long_description = re.sub(r'!\['+ext+'\]\((.*)\)', '!['+ext+']('+'https://raw.githubusercontent.com/{}/{}'.format(cfg['user'],cfg['lib_name'])+'/'+cfg['branch']+'/\\1)', long_description)
+    long_description = re.sub(r'src=\"(.*)\.'+ext+'\"', 'src=\"https://raw.githubusercontent.com/{}/{}'.format(cfg['user'],cfg['lib_name'])+'/'+cfg['branch']+'/\\1.'+ext+'\"', long_description)
+
+setuptools.setup(
+    name = cfg['lib_name'],
+    license = lic[0],
+    classifiers = [
+        'Development Status :: ' + statuses[int(cfg['status'])],
+        'Intended Audience :: ' + cfg['audience'].title(),
+        'Natural Language :: ' + cfg['language'].title(),
+    ] + ['Programming Language :: Python :: '+o for o in py_versions[py_versions.index(min_python):]] + (['License :: ' + lic[1] ] if lic[1] else []),
+    url = cfg['git_url'],
+    packages = setuptools.find_packages(),
+    include_package_data = True,
+    install_requires = requirements,
+    extras_require={ 'dev': dev_requirements },
+    python_requires  = '>=' + cfg['min_python'],
+    long_description = long_description,
+    long_description_content_type = 'text/markdown',
+    zip_safe = False,
+    entry_points = { 'console_scripts': cfg.get('console_scripts','').split() },
+    **setup_cfg)
+