10 |
11 |
--------------------------------------------------------------------------------
/ConfigureFlask - Chef/app.py:
--------------------------------------------------------------------------------
1 | import pandas as pd
2 | from flask import Flask, request, jsonify, render_template
3 | from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
4 | import sys
5 | import socket
6 | from datetime import datetime
7 | import json
8 | import os
9 |
10 | #port_number = sys.argv[1]
11 |
12 | def get_Host_name_IP():
13 | try:
14 | host_name = socket.gethostname()
15 | host_ip = socket.gethostbyname(host_name)
16 | return [host_name,host_ip]
17 | except:
18 | pass
19 |
20 | def append(now,dictionary):
21 | with os.fdopen(os.open('data.json', os.O_WRONLY | os.O_CREAT, 0o600), 'a') as file:
22 | file.write(str('"')+now+str('":'))
23 | file.write(json.dumps(dictionary,indent=4))
24 | file.write(',')
25 | file.close()
26 |
27 | HN,IP=get_Host_name_IP()
28 |
29 | app = Flask(__name__,template_folder='templates')
30 |
31 | analyser = SentimentIntensityAnalyzer()
32 |
33 | @app.route('/')
34 | def home():
35 | return render_template('index.html')
36 |
37 |
38 | @app.route('/State',methods=['POST'])
39 | def State():
40 | '''
41 | For rendering results on HTML GUI
42 | '''
43 | value = request.form
44 | # data to store
45 | msg = value['state']
46 | now = str(datetime.now())[:-7]
47 |
48 |
49 | features = [x for x in request.form.values()]
50 | text=features[0]
51 | result= analyser.polarity_scores(text)
52 | pos=round(result['pos']*100)
53 | neg=round(result['neg']*100)
54 | neu=round(result['neu']*100)
55 | dictionary={
56 | "Category":"State Government",
57 | "Feedback":msg,
58 | "Postive":pos,
59 | "Negative":neg,
60 | "Neutral":neu
61 | }
62 | append(now,dictionary)
63 |
64 | return render_template('index.html', prediction_text='You are {} % satisfied positively, {} % neutrally and {} % negatively satisfied with actions of State Government'.format(pos,neu,neg),data_hn=HN,data_ip=IP)
65 |
66 | @app.route('/Central',methods=['POST'])
67 | def Central():
68 | '''
69 | For rendering results on HTML GUI
70 | '''
71 | value = request.form
72 | # data to store
73 | msg = value['central']
74 | now = str(datetime.now())[:-7]
75 |
76 | features = [x for x in request.form.values()]
77 | text=features[0]
78 | result= analyser.polarity_scores(text)
79 | pos=round(result['pos']*100)
80 | neg=round(result['neg']*100)
81 | neu=round(result['neu']*100)
82 | dictionary={
83 | "Category":"Central Government",
84 | "Feedback":msg,
85 | "Postive":pos,
86 | "Negative":neg,
87 | "Neutral":neu
88 | }
89 | append(now,dictionary)
90 |
91 | return render_template('index.html', prediction_text='You are {} % satisfied positively, {} % neutrally and {} % negatively satisfied with actions of Central Government'.format(pos,neu,neg),data_hn=HN,data_ip=IP)
92 |
93 | if __name__ == '__main__':
94 | app.run(host='0.0.0.0',port = 5000, debug=True)
95 |
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/ConfigureFlask - Chef/chef-repo/.gitignore:
--------------------------------------------------------------------------------
1 | # Chef
2 | .chef/*.pem
3 | .chef/encrypted_data_bag_secret
4 |
5 | # Ruby
6 | .rake_test_cache
7 | .rvmrc
8 | .rbenv-version
9 |
10 | # Emacs
11 | *~
12 | \#*\#
13 | /.emacs.desktop
14 | /.emacs.desktop.lock
15 | .elc
16 | auto-save-list
17 | tramp
18 | .\#*
19 |
20 | # Emacs org-mode
21 | .org-id-locations
22 | *_archive
23 |
24 | # SublimeText
25 | *.sublime-workspace
26 |
27 | # TextMate
28 | *.tmproj
29 | *.tmproject
30 | tmtags
31 |
32 | # Vim
33 | .*.s[a-w][a-z]
34 | *.un~
35 | Session.vim
36 | .netrwhist
37 | *~
38 |
39 | # OS X
40 | .DS_Store
41 | .AppleDouble
42 | .LSOverride
43 | Icon
44 | ._*
45 | .Spotlight-V100
46 | .Trashes
47 |
48 | # Windows
49 | Thumbs.db
50 | ehthumbs.db
51 | Desktop.ini
52 | $RECYCLE.BIN/
53 |
--------------------------------------------------------------------------------
/ConfigureFlask - Chef/chef-repo/=2.3:
--------------------------------------------------------------------------------
1 | Loaded plugins: fastestmirror
2 | Loading mirror speeds from cached hostfile
3 | * base: mirrors.vcea.wsu.edu
4 | * extras: mirror.oss.ou.edu
5 | * updates: centos.mirror.lstn.net
6 | Package ruby-2.0.0.648-36.el7.x86_64 already installed and latest version
7 | Nothing to do
8 |
--------------------------------------------------------------------------------
/ConfigureFlask - Chef/chef-repo/README.md:
--------------------------------------------------------------------------------
1 | The chef-repo
2 | ===============
3 | All installations require a central workspace known as the chef-repo. This is a place where primitive objects--cookbooks, roles, environments, data bags, and chef-repo configuration files--are stored and managed.
4 |
5 | The chef-repo should be kept under version control, such as [git](http://git-scm.org), and then managed as if it were source code.
6 |
7 | Knife Configuration
8 | -------------------
9 | Knife is the [command line interface](https://docs.chef.io/knife.html) for Chef. The chef-repo contains a .chef directory (which is a hidden directory by default) in which the Knife configuration file (knife.rb) is located. This file contains configuration settings for the chef-repo.
10 |
11 | The knife.rb file is automatically created by the starter kit. This file can be customized to support configuration settings used by [cloud provider options](https://docs.chef.io/plugin_knife.html) and custom [knife plugins](https://docs.chef.io/plugin_knife_custom.html).
12 |
13 | Also located inside the .chef directory are .pem files, which contain private keys used to authenticate requests made to the Chef server. The USERNAME.pem file contains a private key unique to the user (and should never be shared with anyone). The ORGANIZATION-validator.pem file contains a private key that is global to the entire organization (and is used by all nodes and workstations that send requests to the Chef server).
14 |
15 | More information about knife.rb configuration options can be found in [the documentation for knife](https://docs.chef.io/config_rb_knife.html).
16 |
17 | Cookbooks
18 | ---------
19 | A cookbook is the fundamental unit of configuration and policy distribution. A sample cookbook can be found in `cookbooks/starter`. After making changes to any cookbook, you must upload it to the Chef server using knife:
20 |
21 | $ knife upload cookbooks/starter
22 |
23 | For more information about cookbooks, see the example files in the `starter` cookbook.
24 |
25 | Roles
26 | -----
27 | Roles provide logical grouping of cookbooks and other roles. A sample role can be found at `roles/starter.rb`.
28 |
29 | Getting Started
30 | -------------------------
31 | Now that you have the chef-repo ready to go, check out [Learn Chef](https://learn.chef.io/) to proceed with your workstation setup. If you have any questions about Chef you can always ask [our support team](https://www.chef.io/support/) for a helping hand.
32 |
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/ConfigureFlask - Chef/chef-repo/cookbooks/chefignore:
--------------------------------------------------------------------------------
1 | # Chef
2 | .chef/*.pem
3 | .chef/encrypted_data_bag_secret
4 |
5 | # Ruby
6 | .rake_test_cache
7 | .rvmrc
8 | .rbenv-version
9 |
10 | # Emacs
11 | *~
12 | \#*\#
13 | /.emacs.desktop
14 | /.emacs.desktop.lock
15 | .elc
16 | auto-save-list
17 | tramp
18 | .\#*
19 |
20 | # Emacs org-mode
21 | .org-id-locations
22 | *_archive
23 |
24 | # SublimeText
25 | *.sublime-workspace
26 |
27 | # TextMate
28 | *.tmproj
29 | *.tmproject
30 | tmtags
31 |
32 | # Vim
33 | .*.s[a-w][a-z]
34 | *.un~
35 | Session.vim
36 | .netrwhist
37 | *~
38 |
39 | # OS X
40 | .DS_Store
41 | .AppleDouble
42 | .LSOverride
43 | Icon
44 | ._*
45 | .Spotlight-V100
46 | .Trashes
47 |
48 | # Windows
49 | Thumbs.db
50 | ehthumbs.db
51 | Desktop.ini
52 | $RECYCLE.BIN/
53 |
54 | # Git
55 | .git/
56 | .gitignore
57 | .gitmodules
58 |
59 | # Subversion
60 | .svn/
61 |
62 | # Mercurial
63 | .hg/*
64 | */.hg/*
65 | .hgignore
66 |
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/ConfigureFlask - Chef/chef-repo/cookbooks/feedback cookbook/Berksfile:
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1 | source 'https://supermarket.chef.io'
2 |
3 | metadata
4 |
--------------------------------------------------------------------------------
/ConfigureFlask - Chef/chef-repo/cookbooks/feedback cookbook/README.md:
--------------------------------------------------------------------------------
1 | # Covid19 Feedback Application
2 |
3 | A simple application is developed to get feedback from a user and analysing the text to predict the sentiment.
4 |
--------------------------------------------------------------------------------
/ConfigureFlask - Chef/chef-repo/cookbooks/feedback cookbook/chefignore:
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1 | # Put files/directories that should be ignored in this file when uploading
2 | # to a chef-server or supermarket.
3 | # Lines that start with '# ' are comments.
4 |
5 | # OS generated files #
6 | ######################
7 | .DS_Store
8 | Icon?
9 | nohup.out
10 | ehthumbs.db
11 | Thumbs.db
12 |
13 | # SASS #
14 | ########
15 | .sass-cache
16 |
17 | # EDITORS #
18 | ###########
19 | \#*
20 | .#*
21 | *~
22 | *.sw[a-z]
23 | *.bak
24 | REVISION
25 | TAGS*
26 | tmtags
27 | *_flymake.*
28 | *_flymake
29 | *.tmproj
30 | .project
31 | .settings
32 | mkmf.log
33 |
34 | ## COMPILED ##
35 | ##############
36 | a.out
37 | *.o
38 | *.pyc
39 | *.so
40 | *.com
41 | *.class
42 | *.dll
43 | *.exe
44 | */rdoc/
45 |
46 | # Testing #
47 | ###########
48 | .watchr
49 | .rspec
50 | spec/*
51 | spec/fixtures/*
52 | test/*
53 | features/*
54 | examples/*
55 | Guardfile
56 | Procfile
57 | .kitchen*
58 | .rubocop.yml
59 | spec/*
60 | Rakefile
61 | .travis.yml
62 | .foodcritic
63 | .codeclimate.yml
64 |
65 | # SCM #
66 | #######
67 | .git
68 | */.git
69 | .gitignore
70 | .gitmodules
71 | .gitconfig
72 | .gitattributes
73 | .svn
74 | */.bzr/*
75 | */.hg/*
76 | */.svn/*
77 |
78 | # Berkshelf #
79 | #############
80 | Berksfile
81 | Berksfile.lock
82 | cookbooks/*
83 | tmp
84 |
85 | # Policyfile #
86 | ##############
87 | Policyfile.rb
88 | Policyfile.lock.json
89 |
90 | # Cookbooks #
91 | #############
92 | CONTRIBUTING*
93 | CHANGELOG*
94 | TESTING*
95 | MAINTAINERS.toml
96 |
97 | # Strainer #
98 | ############
99 | Colanderfile
100 | Strainerfile
101 | .colander
102 | .strainer
103 |
104 | # Vagrant #
105 | ###########
106 | .vagrant
107 | Vagrantfile
108 |
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/ConfigureFlask - Chef/chef-repo/cookbooks/feedback cookbook/metadata.rb:
--------------------------------------------------------------------------------
1 | name 'feedback'
2 | maintainer 'ritheesh'
3 | maintainer_email 'bunnyrb4@gmail.com'
4 | license 'all_rights'
5 | description 'Installs/Configures feedback'
6 | long_description 'Installs/Configures feedback'
7 | version '0.1.0'
8 |
9 | # If you upload to Supermarket you should set this so your cookbook
10 | # gets a `View Issues` link
11 | # issues_url 'https://github.com/
57 | Covid19 Feedback Application
58 |59 |
60 |
84 |
61 |
62 | 68 |
69 | 75 |
76 |
79 | 62 | 68 |
69 | 75 |
76 |
RESULT: {{ prediction_text }}
77 | 78 |
80 | 
81 |
82 |
83 |
81 | 86 |
Note: This is not any official site.
Please, do not enter any confidential data.
{{data_hn}}
88 |{{data_ip}}
89 | 90 | -------------------------------------------------------------------------------- /Deploy-As-Service-Using-AWS-EC2/Images/Ec2Medium.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/Deploy-As-Service-Using-AWS-EC2/Images/Ec2Medium.png -------------------------------------------------------------------------------- /Deploy-As-Service-Using-AWS-EC2/Readme.md: -------------------------------------------------------------------------------- 1 |Deploying Machine Learning Models as a service using AWS EC2
2 | 3 | > Benefits of Deploying as a service on EC2 4 | * We can Create Custom storage and store the Data (which can’t be done while we deploy our model as Web Application using PAAS. 5 | 6 | * Performance (we can autoscale the instances whenever required) 7 | * Security (we can control who can use service by adding security groups and VPC) 8 | 9 | Check out our article for complete information on 10 | 11 | Deploying Machine Learning Models as a service using AWS EC2 12 | 13 | Check out Deployed Application Here 14 | 15 |
16 |
17 |
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/Deploy-As-Service-Using-AWS-EC2/app.py:
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1 | import numpy as np
2 | import pandas as pd
3 | from flask import Flask, request, jsonify, render_template
4 | import pickle
5 |
6 | app = Flask(__name__,template_folder='templates')
7 | model = pickle.load(open('model.pkl', 'rb'))
8 |
9 | @app.route('/')
10 | def home():
11 | return render_template('index.html')
12 |
13 | @app.route('/predict',methods=['POST'])
14 | def predict():
15 | '''
16 | For rendering results on HTML GUI
17 | '''
18 | features = [x for x in request.form.values()]
19 | final_features = [np.array(features)]
20 | column_names=['R&DSpend','Administration','MarketingSpend','State']
21 | final_features=pd.DataFrame(final_features,columns=column_names)
22 | prediction= model.predict(final_features)
23 | temp=0.0
24 | for i in prediction:
25 | for j in i:
26 | temp=j
27 | return render_template('index.html', prediction_text='${}'.format(temp))
28 |
29 |
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/Deploy-As-Service-Using-AWS-EC2/model.pkl:
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https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/Deploy-As-Service-Using-AWS-EC2/model.pkl
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/Deploy-As-Service-Using-AWS-EC2/requirements.txt:
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1 | Flask==2.3.2
2 | seaborn==0.9.0
3 | numpy==1.22.0
4 | pandas==0.25.1
5 | matplotlib==3.0.3
6 | scikit_learn==0.23.1
7 |
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/Deploy-As-Service-Using-AWS-EC2/static/css/scss-files.txt:
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1 | The scss source files are available in the pro version.
2 |
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/Deploy-As-Service-Using-AWS-EC2/static/img/home.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/intro-carousel/1.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/intro-carousel/2.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/intro-carousel/3.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/intro-carousel/4.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/intro-carousel/5.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/pop.jpg:
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/Deploy-As-Service-Using-AWS-EC2/static/img/preloader.gif:
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/Deploy-As-Service-Using-AWS-EC2/static/js/main.js:
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1 | jQuery(document).ready(function ($) {
2 |
3 | // Back to top button
4 | $(window).scroll(function () {
5 | if ($(this).scrollTop() > 100) {
6 | $('.back-to-top').fadeIn('slow');
7 | } else {
8 | $('.back-to-top').fadeOut('slow');
9 | }
10 | });
11 | $('.back-to-top').click(function () {
12 | $('html, body').animate({
13 | scrollTop: 0
14 | }, 1500, 'easeInOutExpo');
15 | return false;
16 | });
17 |
18 | // Stick the header at top on scroll
19 | $("#header").sticky({
20 | topSpacing: 0,
21 | zIndex: '50'
22 | });
23 |
24 | // Intro background carousel
25 | $("#intro-carousel").owlCarousel({
26 | autoplay: true,
27 | dots: false,
28 | loop: true,
29 | animateOut: 'fadeOut',
30 | items: 1
31 | });
32 |
33 | // Initiate the wowjs animation library
34 | new WOW().init();
35 |
36 | // Initiate superfish on nav menu
37 | $('.nav-menu').superfish({
38 | animation: {
39 | opacity: 'show'
40 | },
41 | speed: 400
42 | });
43 |
44 | // Mobile Navigation
45 | if ($('#nav-menu-container').length) {
46 | var $mobile_nav = $('#nav-menu-container').clone().prop({
47 | id: 'mobile-nav'
48 | });
49 | $mobile_nav.find('> ul').attr({
50 | 'class': '',
51 | 'id': ''
52 | });
53 | $('body').append($mobile_nav);
54 | $('body').prepend('');
55 | $('body').append('');
56 | $('#mobile-nav').find('.menu-has-children').prepend('');
57 |
58 | $(document).on('click', '.menu-has-children i', function (e) {
59 | $(this).next().toggleClass('menu-item-active');
60 | $(this).nextAll('ul').eq(0).slideToggle();
61 | $(this).toggleClass("fa-chevron-up fa-chevron-down");
62 | });
63 |
64 | $(document).on('click', '#mobile-nav-toggle', function (e) {
65 | $('body').toggleClass('mobile-nav-active');
66 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars');
67 | $('#mobile-body-overly').toggle();
68 | });
69 |
70 | $(document).click(function (e) {
71 | var container = $("#mobile-nav, #mobile-nav-toggle");
72 | if (!container.is(e.target) && container.has(e.target).length === 0) {
73 | if ($('body').hasClass('mobile-nav-active')) {
74 | $('body').removeClass('mobile-nav-active');
75 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars');
76 | $('#mobile-body-overly').fadeOut();
77 | }
78 | }
79 | });
80 | } else if ($("#mobile-nav, #mobile-nav-toggle").length) {
81 | $("#mobile-nav, #mobile-nav-toggle").hide();
82 | }
83 |
84 | // Smooth scroll for the menu and links with .scrollto classes
85 | $('.nav-menu a, #mobile-nav a, .scrollto').on('click', function () {
86 | if (location.pathname.replace(/^\//, '') == this.pathname.replace(/^\//, '') && location.hostname == this.hostname) {
87 | var target = $(this.hash);
88 | if (target.length) {
89 | var top_space = 0;
90 |
91 | if ($('#header').length) {
92 | top_space = $('#header').outerHeight();
93 |
94 | if (!$('#header').hasClass('header-fixed')) {
95 | top_space = top_space - 20;
96 | }
97 | }
98 |
99 | $('html, body').animate({
100 | scrollTop: target.offset().top - top_space
101 | }, 1500, 'easeInOutExpo');
102 |
103 | if ($(this).parents('.nav-menu').length) {
104 | $('.nav-menu .menu-active').removeClass('menu-active');
105 | $(this).closest('li').addClass('menu-active');
106 | }
107 |
108 | if ($('body').hasClass('mobile-nav-active')) {
109 | $('body').removeClass('mobile-nav-active');
110 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars');
111 | $('#mobile-body-overly').fadeOut();
112 | }
113 | return false;
114 | }
115 | }
116 | });
117 |
118 |
119 | // Porfolio - uses the magnific popup jQuery plugin
120 | $('.portfolio-popup').magnificPopup({
121 | type: 'image',
122 | removalDelay: 300,
123 | mainClass: 'mfp-fade',
124 | gallery: {
125 | enabled: true
126 | },
127 | zoom: {
128 | enabled: true,
129 | duration: 300,
130 | easing: 'ease-in-out',
131 | opener: function (openerElement) {
132 | return openerElement.is('img') ? openerElement : openerElement.find('img');
133 | }
134 | }
135 | });
136 |
137 | // Testimonials carousel (uses the Owl Carousel library)
138 | $(".testimonials-carousel").owlCarousel({
139 | autoplay: true,
140 | dots: true,
141 | loop: true,
142 | responsive: {
143 | 0: {
144 | items: 1
145 | },
146 | 768: {
147 | items: 2
148 | },
149 | 900: {
150 | items: 3
151 | }
152 | }
153 | });
154 |
155 | // Clients carousel (uses the Owl Carousel library)
156 | $(".clients-carousel").owlCarousel({
157 | autoplay: true,
158 | dots: true,
159 | loop: true,
160 | responsive: {
161 | 0: {
162 | items: 2
163 | },
164 | 768: {
165 | items: 4
166 | },
167 | 900: {
168 | items: 6
169 | }
170 | }
171 | });
172 |
173 |
174 | });
175 |
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/Deploy-As-Service-Using-AWS-EC2/static/lib/easing/easing.js:
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1 | /*
2 | * jQuery Easing v1.4.1 - http://gsgd.co.uk/sandbox/jquery/easing/
3 | * Open source under the BSD License.
4 | * Copyright © 2008 George McGinley Smith
5 | * All rights reserved.
6 | * https://raw.github.com/gdsmith/jquery-easing/master/LICENSE
7 | */
8 |
9 | (function (factory) {
10 | if (typeof define === "function" && define.amd) {
11 | define(['jquery'], function ($) {
12 | return factory($);
13 | });
14 | } else if (typeof module === "object" && typeof module.exports === "object") {
15 | exports = factory(require('jquery'));
16 | } else {
17 | factory(jQuery);
18 | }
19 | })(function($){
20 |
21 | // Preserve the original jQuery "swing" easing as "jswing"
22 | if (typeof $.easing !== 'undefined') {
23 | $.easing['jswing'] = $.easing['swing'];
24 | }
25 |
26 | var pow = Math.pow,
27 | sqrt = Math.sqrt,
28 | sin = Math.sin,
29 | cos = Math.cos,
30 | PI = Math.PI,
31 | c1 = 1.70158,
32 | c2 = c1 * 1.525,
33 | c3 = c1 + 1,
34 | c4 = ( 2 * PI ) / 3,
35 | c5 = ( 2 * PI ) / 4.5;
36 |
37 | // x is the fraction of animation progress, in the range 0..1
38 | function bounceOut(x) {
39 | var n1 = 7.5625,
40 | d1 = 2.75;
41 | if ( x < 1/d1 ) {
42 | return n1*x*x;
43 | } else if ( x < 2/d1 ) {
44 | return n1*(x-=(1.5/d1))*x + .75;
45 | } else if ( x < 2.5/d1 ) {
46 | return n1*(x-=(2.25/d1))*x + .9375;
47 | } else {
48 | return n1*(x-=(2.625/d1))*x + .984375;
49 | }
50 | }
51 |
52 | $.extend( $.easing,
53 | {
54 | def: 'easeOutQuad',
55 | swing: function (x) {
56 | return $.easing[$.easing.def](x);
57 | },
58 | easeInQuad: function (x) {
59 | return x * x;
60 | },
61 | easeOutQuad: function (x) {
62 | return 1 - ( 1 - x ) * ( 1 - x );
63 | },
64 | easeInOutQuad: function (x) {
65 | return x < 0.5 ?
66 | 2 * x * x :
67 | 1 - pow( -2 * x + 2, 2 ) / 2;
68 | },
69 | easeInCubic: function (x) {
70 | return x * x * x;
71 | },
72 | easeOutCubic: function (x) {
73 | return 1 - pow( 1 - x, 3 );
74 | },
75 | easeInOutCubic: function (x) {
76 | return x < 0.5 ?
77 | 4 * x * x * x :
78 | 1 - pow( -2 * x + 2, 3 ) / 2;
79 | },
80 | easeInQuart: function (x) {
81 | return x * x * x * x;
82 | },
83 | easeOutQuart: function (x) {
84 | return 1 - pow( 1 - x, 4 );
85 | },
86 | easeInOutQuart: function (x) {
87 | return x < 0.5 ?
88 | 8 * x * x * x * x :
89 | 1 - pow( -2 * x + 2, 4 ) / 2;
90 | },
91 | easeInQuint: function (x) {
92 | return x * x * x * x * x;
93 | },
94 | easeOutQuint: function (x) {
95 | return 1 - pow( 1 - x, 5 );
96 | },
97 | easeInOutQuint: function (x) {
98 | return x < 0.5 ?
99 | 16 * x * x * x * x * x :
100 | 1 - pow( -2 * x + 2, 5 ) / 2;
101 | },
102 | easeInSine: function (x) {
103 | return 1 - cos( x * PI/2 );
104 | },
105 | easeOutSine: function (x) {
106 | return sin( x * PI/2 );
107 | },
108 | easeInOutSine: function (x) {
109 | return -( cos( PI * x ) - 1 ) / 2;
110 | },
111 | easeInExpo: function (x) {
112 | return x === 0 ? 0 : pow( 2, 10 * x - 10 );
113 | },
114 | easeOutExpo: function (x) {
115 | return x === 1 ? 1 : 1 - pow( 2, -10 * x );
116 | },
117 | easeInOutExpo: function (x) {
118 | return x === 0 ? 0 : x === 1 ? 1 : x < 0.5 ?
119 | pow( 2, 20 * x - 10 ) / 2 :
120 | ( 2 - pow( 2, -20 * x + 10 ) ) / 2;
121 | },
122 | easeInCirc: function (x) {
123 | return 1 - sqrt( 1 - pow( x, 2 ) );
124 | },
125 | easeOutCirc: function (x) {
126 | return sqrt( 1 - pow( x - 1, 2 ) );
127 | },
128 | easeInOutCirc: function (x) {
129 | return x < 0.5 ?
130 | ( 1 - sqrt( 1 - pow( 2 * x, 2 ) ) ) / 2 :
131 | ( sqrt( 1 - pow( -2 * x + 2, 2 ) ) + 1 ) / 2;
132 | },
133 | easeInElastic: function (x) {
134 | return x === 0 ? 0 : x === 1 ? 1 :
135 | -pow( 2, 10 * x - 10 ) * sin( ( x * 10 - 10.75 ) * c4 );
136 | },
137 | easeOutElastic: function (x) {
138 | return x === 0 ? 0 : x === 1 ? 1 :
139 | pow( 2, -10 * x ) * sin( ( x * 10 - 0.75 ) * c4 ) + 1;
140 | },
141 | easeInOutElastic: function (x) {
142 | return x === 0 ? 0 : x === 1 ? 1 : x < 0.5 ?
143 | -( pow( 2, 20 * x - 10 ) * sin( ( 20 * x - 11.125 ) * c5 )) / 2 :
144 | pow( 2, -20 * x + 10 ) * sin( ( 20 * x - 11.125 ) * c5 ) / 2 + 1;
145 | },
146 | easeInBack: function (x) {
147 | return c3 * x * x * x - c1 * x * x;
148 | },
149 | easeOutBack: function (x) {
150 | return 1 + c3 * pow( x - 1, 3 ) + c1 * pow( x - 1, 2 );
151 | },
152 | easeInOutBack: function (x) {
153 | return x < 0.5 ?
154 | ( pow( 2 * x, 2 ) * ( ( c2 + 1 ) * 2 * x - c2 ) ) / 2 :
155 | ( pow( 2 * x - 2, 2 ) *( ( c2 + 1 ) * ( x * 2 - 2 ) + c2 ) + 2 ) / 2;
156 | },
157 | easeInBounce: function (x) {
158 | return 1 - bounceOut( 1 - x );
159 | },
160 | easeOutBounce: bounceOut,
161 | easeInOutBounce: function (x) {
162 | return x < 0.5 ?
163 | ( 1 - bounceOut( 1 - 2 * x ) ) / 2 :
164 | ( 1 + bounceOut( 2 * x - 1 ) ) / 2;
165 | }
166 | });
167 |
168 | });
169 |
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/Deploy-As-Service-Using-AWS-EC2/static/lib/easing/easing.min.js:
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1 | !function(n){"function"==typeof define&&define.amd?define(["jquery"],function(e){return n(e)}):"object"==typeof module&&"object"==typeof module.exports?exports=n(require("jquery")):n(jQuery)}(function(n){function e(n){var e=7.5625,t=2.75;return n<1/t?e*n*n:n<2/t?e*(n-=1.5/t)*n+.75:n<2.5/t?e*(n-=2.25/t)*n+.9375:e*(n-=2.625/t)*n+.984375}void 0!==n.easing&&(n.easing.jswing=n.easing.swing);var t=Math.pow,u=Math.sqrt,r=Math.sin,i=Math.cos,a=Math.PI,c=1.70158,o=1.525*c,s=2*a/3,f=2*a/4.5;n.extend(n.easing,{def:"easeOutQuad",swing:function(e){return n.easing[n.easing.def](e)},easeInQuad:function(n){return n*n},easeOutQuad:function(n){return 1-(1-n)*(1-n)},easeInOutQuad:function(n){return n<.5?2*n*n:1-t(-2*n+2,2)/2},easeInCubic:function(n){return n*n*n},easeOutCubic:function(n){return 1-t(1-n,3)},easeInOutCubic:function(n){return n<.5?4*n*n*n:1-t(-2*n+2,3)/2},easeInQuart:function(n){return n*n*n*n},easeOutQuart:function(n){return 1-t(1-n,4)},easeInOutQuart:function(n){return n<.5?8*n*n*n*n:1-t(-2*n+2,4)/2},easeInQuint:function(n){return n*n*n*n*n},easeOutQuint:function(n){return 1-t(1-n,5)},easeInOutQuint:function(n){return n<.5?16*n*n*n*n*n:1-t(-2*n+2,5)/2},easeInSine:function(n){return 1-i(n*a/2)},easeOutSine:function(n){return r(n*a/2)},easeInOutSine:function(n){return-(i(a*n)-1)/2},easeInExpo:function(n){return 0===n?0:t(2,10*n-10)},easeOutExpo:function(n){return 1===n?1:1-t(2,-10*n)},easeInOutExpo:function(n){return 0===n?0:1===n?1:n<.5?t(2,20*n-10)/2:(2-t(2,-20*n+10))/2},easeInCirc:function(n){return 1-u(1-t(n,2))},easeOutCirc:function(n){return u(1-t(n-1,2))},easeInOutCirc:function(n){return n<.5?(1-u(1-t(2*n,2)))/2:(u(1-t(-2*n+2,2))+1)/2},easeInElastic:function(n){return 0===n?0:1===n?1:-t(2,10*n-10)*r((10*n-10.75)*s)},easeOutElastic:function(n){return 0===n?0:1===n?1:t(2,-10*n)*r((10*n-.75)*s)+1},easeInOutElastic:function(n){return 0===n?0:1===n?1:n<.5?-(t(2,20*n-10)*r((20*n-11.125)*f))/2:t(2,-20*n+10)*r((20*n-11.125)*f)/2+1},easeInBack:function(n){return(c+1)*n*n*n-c*n*n},easeOutBack:function(n){return 1+(c+1)*t(n-1,3)+c*t(n-1,2)},easeInOutBack:function(n){return n<.5?t(2*n,2)*(7.189819*n-o)/2:(t(2*n-2,2)*((o+1)*(2*n-2)+o)+2)/2},easeInBounce:function(n){return 1-e(1-n)},easeOutBounce:e,easeInOutBounce:function(n){return n<.5?(1-e(1-2*n))/2:(1+e(2*n-1))/2}})});
2 |
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/Deploy-As-Service-Using-AWS-EC2/static/lib/jquery/jquery-migrate.min.js:
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1 | /*! jQuery Migrate v3.0.0 | (c) jQuery Foundation and other contributors | jquery.org/license */
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/Deploy-As-Service-Using-AWS-EC2/static/lib/owlcarousel/LICENSE:
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1 | Copyright (c) 2014 Owl
2 | Modified work Copyright 2016-2018 David Deutsch
3 |
4 | Permission is hereby granted, free of charge, to any person
5 | obtaining a copy of this software and associated documentation
6 | files (the "Software"), to deal in the Software without
7 | restriction, including without limitation the rights to use,
8 | copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the
10 | Software is furnished to do so, subject to the following
11 | conditions:
12 |
13 | The above copyright notice and this permission notice shall be
14 | included in all copies or substantial portions of the Software.
15 |
16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
17 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
18 | OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
19 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
20 | HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
21 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
22 | FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
23 | OTHER DEALINGS IN THE SOFTWARE.
24 |
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/Deploy-As-Service-Using-AWS-EC2/static/lib/owlcarousel/README.md:
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1 | # Owl Carousel 2
2 |
3 | Touch enabled [jQuery](https://jquery.com/) plugin that lets you create a beautiful, responsive carousel slider. **To get started, check out https://owlcarousel2.github.io/OwlCarousel2/.**
4 |
5 | ## Quick start
6 |
7 | ### Install
8 |
9 | This package can be installed with:
10 |
11 | - [npm](https://www.npmjs.com/package/owl.carousel): `npm install --save owl.carousel` or `yarn add owl.carousel jquery`
12 | - [bower](http://bower.io/search/?q=owl.carousel): `bower install --save owl.carousel`
13 |
14 | Or download the [latest release](https://github.com/OwlCarousel2/OwlCarousel2/releases).
15 |
16 | ### Load
17 |
18 | #### Webpack
19 |
20 | Add jQuery via the "webpack.ProvidePlugin" to your webpack configuration:
21 |
22 | const webpack = require('webpack');
23 |
24 | //...
25 | plugins: [
26 | new webpack.ProvidePlugin({
27 | $: 'jquery',
28 | jQuery: 'jquery',
29 | 'window.jQuery': 'jquery'
30 | }),
31 | ],
32 | //...
33 |
34 | Load the required stylesheet and JS:
35 |
36 | ```js
37 | import 'owl.carousel/dist/assets/owl.carousel.css';
38 | import 'owl.carousel';
39 | ```
40 |
41 | #### Static HTML
42 |
43 | Put the required stylesheet at the [top](https://developer.yahoo.com/performance/rules.html#css_top) of your markup:
44 |
45 | ```html
46 |
47 | ```
48 |
49 | ```html
50 |
51 | ```
52 |
53 | **NOTE:** If you want to use the default navigation styles, you will also need to include `owl.theme.default.css`.
54 |
55 |
56 | Put the script at the [bottom](https://developer.yahoo.com/performance/rules.html#js_bottom) of your markup right after jQuery:
57 |
58 | ```html
59 |
60 |
61 | ```
62 |
63 | ```html
64 |
65 |
66 | ```
67 |
68 | ### Usage
69 |
70 | Wrap your items (`div`, `a`, `img`, `span`, `li` etc.) with a container element (`div`, `ul` etc.). Only the class `owl-carousel` is mandatory to apply proper styles:
71 |
72 | ```html
73 |
74 |
82 | ```
83 | **NOTE:** The `owl-theme` class is optional, but without it, you will need to style navigation features on your own.
84 |
85 |
86 | Call the [plugin](https://learn.jquery.com/plugins/) function and your carousel is ready.
87 |
88 | ```javascript
89 | $(document).ready(function(){
90 | $('.owl-carousel').owlCarousel();
91 | });
92 | ```
93 |
94 | ## Documentation
95 |
96 | The documentation, included in this repo in the root directory, is built with [Assemble](http://assemble.io/) and publicly available at https://owlcarousel2.github.io/OwlCarousel2/. The documentation may also be run locally.
97 |
98 | ## Building
99 |
100 | This package comes with [Grunt](http://gruntjs.com/) and [Bower](http://bower.io/). The following tasks are available:
101 |
102 | * `default` compiles the CSS and JS into `/dist` and builds the doc.
103 | * `dist` compiles the CSS and JS into `/dist` only.
104 | * `watch` watches source files and builds them automatically whenever you save.
105 | * `test` runs [JSHint](http://www.jshint.com/) and [QUnit](http://qunitjs.com/) tests headlessly in [PhantomJS](http://phantomjs.org/).
106 |
107 | To define which plugins are build into the distribution just edit `/_config.json` to fit your needs.
108 |
109 | ## Contributing
110 |
111 | Please read [CONTRIBUTING.md](CONTRIBUTING.md).
112 |
113 | ## Roadmap
114 |
115 | Please make sure to check out our [Roadmap Discussion](https://github.com/OwlCarousel2/OwlCarousel2/issues/1756).
116 |
117 |
118 | ## License
119 |
120 | The code and the documentation are released under the [MIT License](LICENSE).
121 |
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Owl Carousel - Core
8 | */
9 | .owl-carousel {
10 | display: none;
11 | width: 100%;
12 | -webkit-tap-highlight-color: transparent;
13 | /* position relative and z-index fix webkit rendering fonts issue */
14 | position: relative;
15 | z-index: 1; }
16 | .owl-carousel .owl-stage {
17 | position: relative;
18 | -ms-touch-action: pan-Y;
19 | touch-action: manipulation;
20 | -moz-backface-visibility: hidden;
21 | /* fix firefox animation glitch */ }
22 | .owl-carousel .owl-stage:after {
23 | content: ".";
24 | display: block;
25 | clear: both;
26 | visibility: hidden;
27 | line-height: 0;
28 | height: 0; }
29 | .owl-carousel .owl-stage-outer {
30 | position: relative;
31 | overflow: hidden;
32 | /* fix for flashing background */
33 | -webkit-transform: translate3d(0px, 0px, 0px); }
34 | .owl-carousel .owl-wrapper,
35 | .owl-carousel .owl-item {
36 | -webkit-backface-visibility: hidden;
37 | -moz-backface-visibility: hidden;
38 | -ms-backface-visibility: hidden;
39 | -webkit-transform: translate3d(0, 0, 0);
40 | -moz-transform: translate3d(0, 0, 0);
41 | -ms-transform: translate3d(0, 0, 0); }
42 | .owl-carousel .owl-item {
43 | position: relative;
44 | min-height: 1px;
45 | float: left;
46 | -webkit-backface-visibility: hidden;
47 | -webkit-tap-highlight-color: transparent;
48 | -webkit-touch-callout: none; }
49 | .owl-carousel .owl-item img {
50 | display: block;
51 | width: 100%; }
52 | .owl-carousel .owl-nav.disabled,
53 | .owl-carousel .owl-dots.disabled {
54 | display: none; }
55 | .owl-carousel .owl-nav .owl-prev,
56 | .owl-carousel .owl-nav .owl-next,
57 | .owl-carousel .owl-dot {
58 | cursor: pointer;
59 | cursor: hand;
60 | -webkit-user-select: none;
61 | -khtml-user-select: none;
62 | -moz-user-select: none;
63 | -ms-user-select: none;
64 | user-select: none; }
65 | .owl-carousel .owl-nav button.owl-prev,
66 | .owl-carousel .owl-nav button.owl-next,
67 | .owl-carousel button.owl-dot {
68 | background: none;
69 | color: inherit;
70 | border: none;
71 | padding: 0 !important;
72 | font: inherit; }
73 | .owl-carousel.owl-loaded {
74 | display: block; }
75 | .owl-carousel.owl-loading {
76 | opacity: 0;
77 | display: block; }
78 | .owl-carousel.owl-hidden {
79 | opacity: 0; }
80 | .owl-carousel.owl-refresh .owl-item {
81 | visibility: hidden; }
82 | .owl-carousel.owl-drag .owl-item {
83 | -ms-touch-action: none;
84 | touch-action: none;
85 | -webkit-user-select: none;
86 | -moz-user-select: none;
87 | -ms-user-select: none;
88 | user-select: none; }
89 | .owl-carousel.owl-grab {
90 | cursor: move;
91 | cursor: grab; }
92 | .owl-carousel.owl-rtl {
93 | direction: rtl; }
94 | .owl-carousel.owl-rtl .owl-item {
95 | float: right; }
96 |
97 | /* No Js */
98 | .no-js .owl-carousel {
99 | display: block; }
100 |
101 | /*
102 | * Owl Carousel - Animate Plugin
103 | */
104 | .owl-carousel .animated {
105 | animation-duration: 1000ms;
106 | animation-fill-mode: both; }
107 |
108 | .owl-carousel .owl-animated-in {
109 | z-index: 0; }
110 |
111 | .owl-carousel .owl-animated-out {
112 | z-index: 1; }
113 |
114 | .owl-carousel .fadeOut {
115 | animation-name: fadeOut; }
116 |
117 | @keyframes fadeOut {
118 | 0% {
119 | opacity: 1; }
120 | 100% {
121 | opacity: 0; } }
122 |
123 | /*
124 | * Owl Carousel - Auto Height Plugin
125 | */
126 | .owl-height {
127 | transition: height 500ms ease-in-out; }
128 |
129 | /*
130 | * Owl Carousel - Lazy Load Plugin
131 | */
132 | .owl-carousel .owl-item .owl-lazy {
133 | opacity: 0;
134 | transition: opacity 400ms ease; }
135 |
136 | .owl-carousel .owl-item img.owl-lazy {
137 | transform-style: preserve-3d; }
138 |
139 | /*
140 | * Owl Carousel - Video Plugin
141 | */
142 | .owl-carousel .owl-video-wrapper {
143 | position: relative;
144 | height: 100%;
145 | background: #000; }
146 |
147 | .owl-carousel .owl-video-play-icon {
148 | position: absolute;
149 | height: 80px;
150 | width: 80px;
151 | left: 50%;
152 | top: 50%;
153 | margin-left: -40px;
154 | margin-top: -40px;
155 | background: url("owl.video.play.png") no-repeat;
156 | cursor: pointer;
157 | z-index: 1;
158 | -webkit-backface-visibility: hidden;
159 | transition: transform 100ms ease; }
160 |
161 | .owl-carousel .owl-video-play-icon:hover {
162 | -ms-transform: scale(1.3, 1.3);
163 | transform: scale(1.3, 1.3); }
164 |
165 | .owl-carousel .owl-video-playing .owl-video-tn,
166 | .owl-carousel .owl-video-playing .owl-video-play-icon {
167 | display: none; }
168 |
169 | .owl-carousel .owl-video-tn {
170 | opacity: 0;
171 | height: 100%;
172 | background-position: center center;
173 | background-repeat: no-repeat;
174 | background-size: contain;
175 | transition: opacity 400ms ease; }
176 |
177 | .owl-carousel .owl-video-frame {
178 | position: relative;
179 | z-index: 1;
180 | height: 100%;
181 | width: 100%; }
182 |
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-carousel,.owl-carousel .owl-item{-webkit-tap-highlight-color:transparent;position:relative}.owl-carousel{display:none;width:100%;z-index:1}.owl-carousel .owl-stage{position:relative;-ms-touch-action:pan-Y;touch-action:manipulation;-moz-backface-visibility:hidden}.owl-carousel .owl-stage:after{content:".";display:block;clear:both;visibility:hidden;line-height:0;height:0}.owl-carousel .owl-stage-outer{position:relative;overflow:hidden;-webkit-transform:translate3d(0,0,0)}.owl-carousel .owl-item,.owl-carousel .owl-wrapper{-webkit-backface-visibility:hidden;-moz-backface-visibility:hidden;-ms-backface-visibility:hidden;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0)}.owl-carousel .owl-item{min-height:1px;float:left;-webkit-backface-visibility:hidden;-webkit-touch-callout:none}.owl-carousel .owl-item img{display:block;width:100%}.owl-carousel .owl-dots.disabled,.owl-carousel .owl-nav.disabled{display:none}.no-js .owl-carousel,.owl-carousel.owl-loaded{display:block}.owl-carousel .owl-dot,.owl-carousel .owl-nav .owl-next,.owl-carousel .owl-nav .owl-prev{cursor:pointer;cursor:hand;-webkit-user-select:none;-khtml-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.owl-carousel .owl-nav button.owl-next,.owl-carousel .owl-nav button.owl-prev,.owl-carousel button.owl-dot{background:0 0;color:inherit;border:none;padding:0!important;font:inherit}.owl-carousel.owl-loading{opacity:0;display:block}.owl-carousel.owl-hidden{opacity:0}.owl-carousel.owl-refresh .owl-item{visibility:hidden}.owl-carousel.owl-drag .owl-item{-ms-touch-action:none;touch-action:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.owl-carousel.owl-grab{cursor:move;cursor:grab}.owl-carousel.owl-rtl{direction:rtl}.owl-carousel.owl-rtl .owl-item{float:right}.owl-carousel .animated{animation-duration:1s;animation-fill-mode:both}.owl-carousel .owl-animated-in{z-index:0}.owl-carousel .owl-animated-out{z-index:1}.owl-carousel .fadeOut{animation-name:fadeOut}@keyframes fadeOut{0%{opacity:1}100%{opacity:0}}.owl-height{transition:height .5s ease-in-out}.owl-carousel .owl-item .owl-lazy{opacity:0;transition:opacity .4s ease}.owl-carousel .owl-item img.owl-lazy{transform-style:preserve-3d}.owl-carousel .owl-video-wrapper{position:relative;height:100%;background:#000}.owl-carousel .owl-video-play-icon{position:absolute;height:80px;width:80px;left:50%;top:50%;margin-left:-40px;margin-top:-40px;background:url(owl.video.play.png) no-repeat;cursor:pointer;z-index:1;-webkit-backface-visibility:hidden;transition:transform .1s ease}.owl-carousel .owl-video-play-icon:hover{-ms-transform:scale(1.3,1.3);transform:scale(1.3,1.3)}.owl-carousel .owl-video-playing .owl-video-play-icon,.owl-carousel .owl-video-playing .owl-video-tn{display:none}.owl-carousel .owl-video-tn{opacity:0;height:100%;background-position:center center;background-repeat:no-repeat;background-size:contain;transition:opacity .4s ease}.owl-carousel .owl-video-frame{position:relative;z-index:1;height:100%;width:100%}
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/Deploy-As-Service-Using-AWS-EC2/static/lib/owlcarousel/assets/owl.theme.default.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Default theme - Owl Carousel CSS File
8 | */
9 | .owl-theme .owl-nav {
10 | margin-top: 10px;
11 | text-align: center;
12 | -webkit-tap-highlight-color: transparent; }
13 | .owl-theme .owl-nav [class*='owl-'] {
14 | color: #FFF;
15 | font-size: 14px;
16 | margin: 5px;
17 | padding: 4px 7px;
18 | background: #D6D6D6;
19 | display: inline-block;
20 | cursor: pointer;
21 | border-radius: 3px; }
22 | .owl-theme .owl-nav [class*='owl-']:hover {
23 | background: #869791;
24 | color: #FFF;
25 | text-decoration: none; }
26 | .owl-theme .owl-nav .disabled {
27 | opacity: 0.5;
28 | cursor: default; }
29 |
30 | .owl-theme .owl-nav.disabled + .owl-dots {
31 | margin-top: 10px; }
32 |
33 | .owl-theme .owl-dots {
34 | text-align: center;
35 | -webkit-tap-highlight-color: transparent; }
36 | .owl-theme .owl-dots .owl-dot {
37 | display: inline-block;
38 | zoom: 1;
39 | *display: inline; }
40 | .owl-theme .owl-dots .owl-dot span {
41 | width: 10px;
42 | height: 10px;
43 | margin: 5px 7px;
44 | background: #D6D6D6;
45 | display: block;
46 | -webkit-backface-visibility: visible;
47 | transition: opacity 200ms ease;
48 | border-radius: 30px; }
49 | .owl-theme .owl-dots .owl-dot.active span, .owl-theme .owl-dots .owl-dot:hover span {
50 | background: #869791; }
51 |
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-theme .owl-dots,.owl-theme .owl-nav{text-align:center;-webkit-tap-highlight-color:transparent}.owl-theme .owl-nav{margin-top:10px}.owl-theme .owl-nav [class*=owl-]{color:#FFF;font-size:14px;margin:5px;padding:4px 7px;background:#D6D6D6;display:inline-block;cursor:pointer;border-radius:3px}.owl-theme .owl-nav [class*=owl-]:hover{background:#869791;color:#FFF;text-decoration:none}.owl-theme .owl-nav .disabled{opacity:.5;cursor:default}.owl-theme .owl-nav.disabled+.owl-dots{margin-top:10px}.owl-theme .owl-dots .owl-dot{display:inline-block;zoom:1}.owl-theme .owl-dots .owl-dot span{width:10px;height:10px;margin:5px 7px;background:#D6D6D6;display:block;-webkit-backface-visibility:visible;transition:opacity .2s ease;border-radius:30px}.owl-theme .owl-dots .owl-dot.active span,.owl-theme .owl-dots .owl-dot:hover span{background:#869791}
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/Deploy-As-Service-Using-AWS-EC2/static/lib/owlcarousel/assets/owl.theme.green.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Green theme - Owl Carousel CSS File
8 | */
9 | .owl-theme .owl-nav {
10 | margin-top: 10px;
11 | text-align: center;
12 | -webkit-tap-highlight-color: transparent; }
13 | .owl-theme .owl-nav [class*='owl-'] {
14 | color: #FFF;
15 | font-size: 14px;
16 | margin: 5px;
17 | padding: 4px 7px;
18 | background: #D6D6D6;
19 | display: inline-block;
20 | cursor: pointer;
21 | border-radius: 3px; }
22 | .owl-theme .owl-nav [class*='owl-']:hover {
23 | background: #4DC7A0;
24 | color: #FFF;
25 | text-decoration: none; }
26 | .owl-theme .owl-nav .disabled {
27 | opacity: 0.5;
28 | cursor: default; }
29 |
30 | .owl-theme .owl-nav.disabled + .owl-dots {
31 | margin-top: 10px; }
32 |
33 | .owl-theme .owl-dots {
34 | text-align: center;
35 | -webkit-tap-highlight-color: transparent; }
36 | .owl-theme .owl-dots .owl-dot {
37 | display: inline-block;
38 | zoom: 1;
39 | *display: inline; }
40 | .owl-theme .owl-dots .owl-dot span {
41 | width: 10px;
42 | height: 10px;
43 | margin: 5px 7px;
44 | background: #D6D6D6;
45 | display: block;
46 | -webkit-backface-visibility: visible;
47 | transition: opacity 200ms ease;
48 | border-radius: 30px; }
49 | .owl-theme .owl-dots .owl-dot.active span, .owl-theme .owl-dots .owl-dot:hover span {
50 | background: #4DC7A0; }
51 |
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/Deploy-As-Service-Using-AWS-EC2/static/lib/owlcarousel/assets/owl.theme.green.min.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-theme .owl-dots,.owl-theme .owl-nav{text-align:center;-webkit-tap-highlight-color:transparent}.owl-theme .owl-nav{margin-top:10px}.owl-theme .owl-nav [class*=owl-]{color:#FFF;font-size:14px;margin:5px;padding:4px 7px;background:#D6D6D6;display:inline-block;cursor:pointer;border-radius:3px}.owl-theme .owl-nav [class*=owl-]:hover{background:#4DC7A0;color:#FFF;text-decoration:none}.owl-theme .owl-nav .disabled{opacity:.5;cursor:default}.owl-theme .owl-nav.disabled+.owl-dots{margin-top:10px}.owl-theme .owl-dots .owl-dot{display:inline-block;zoom:1}.owl-theme .owl-dots .owl-dot span{width:10px;height:10px;margin:5px 7px;background:#D6D6D6;display:block;-webkit-backface-visibility:visible;transition:opacity .2s ease;border-radius:30px}.owl-theme .owl-dots .owl-dot.active span,.owl-theme .owl-dots .owl-dot:hover span{background:#4DC7A0}
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/Deploy-As-Service-Using-AWS-EC2/static/lib/superfish/hoverIntent.js:
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1 | /*!
2 | * hoverIntent v1.8.1 // 2014.08.11 // jQuery v1.9.1+
3 | * http://briancherne.github.io/jquery-hoverIntent/
4 | *
5 | * You may use hoverIntent under the terms of the MIT license. Basically that
6 | * means you are free to use hoverIntent as long as this header is left intact.
7 | * Copyright 2007, 2014 Brian Cherne
8 | */
9 |
10 | /* hoverIntent is similar to jQuery's built-in "hover" method except that
11 | * instead of firing the handlerIn function immediately, hoverIntent checks
12 | * to see if the user's mouse has slowed down (beneath the sensitivity
13 | * threshold) before firing the event. The handlerOut function is only
14 | * called after a matching handlerIn.
15 | *
16 | * // basic usage ... just like .hover()
17 | * .hoverIntent( handlerIn, handlerOut )
18 | * .hoverIntent( handlerInOut )
19 | *
20 | * // basic usage ... with event delegation!
21 | * .hoverIntent( handlerIn, handlerOut, selector )
22 | * .hoverIntent( handlerInOut, selector )
23 | *
24 | * // using a basic configuration object
25 | * .hoverIntent( config )
26 | *
27 | * @param handlerIn function OR configuration object
28 | * @param handlerOut function OR selector for delegation OR undefined
29 | * @param selector selector OR undefined
30 | * @author Brian Cherne Your Content
75 | Your Content
76 | Your Content
77 | Your Content
78 | Your Content
79 | Your Content
80 | Your Content
81 | Deploying Machine Learning Models as API using AWS
2 | 3 | > As a machine learning practitioner, I used to build models. But just building models is never sufficient for real-time products. ML models need to be integrated with web or mobile applications. One of the best ways to solve this problem is by deploying the model as API and inferencing the results whenever required. 4 | 5 |Architecture
6 |
7 |
8 | Workflow : The client sends a request to the API. API trigger is added to the Lambda function which results in invoking the SageMaker endpoint and returning predictions back to the client through API.
9 | 10 | > Check out our article for detailed explanation. 11 | 12 | Deploying Machine Learning Models as API using AWS 14 | 15 | 16 |Thank You
17 | -------------------------------------------------------------------------------- /Deploy-as-API-using-AWS/iris.csv: -------------------------------------------------------------------------------- 1 | "sepal.length","sepal.width","petal.length","petal.width","variety" 2 | 5.1,3.5,1.4,.2,"Setosa" 3 | 4.9,3,1.4,.2,"Setosa" 4 | 4.7,3.2,1.3,.2,"Setosa" 5 | 4.6,3.1,1.5,.2,"Setosa" 6 | 5,3.6,1.4,.2,"Setosa" 7 | 5.4,3.9,1.7,.4,"Setosa" 8 | 4.6,3.4,1.4,.3,"Setosa" 9 | 5,3.4,1.5,.2,"Setosa" 10 | 4.4,2.9,1.4,.2,"Setosa" 11 | 4.9,3.1,1.5,.1,"Setosa" 12 | 5.4,3.7,1.5,.2,"Setosa" 13 | 4.8,3.4,1.6,.2,"Setosa" 14 | 4.8,3,1.4,.1,"Setosa" 15 | 4.3,3,1.1,.1,"Setosa" 16 | 5.8,4,1.2,.2,"Setosa" 17 | 5.7,4.4,1.5,.4,"Setosa" 18 | 5.4,3.9,1.3,.4,"Setosa" 19 | 5.1,3.5,1.4,.3,"Setosa" 20 | 5.7,3.8,1.7,.3,"Setosa" 21 | 5.1,3.8,1.5,.3,"Setosa" 22 | 5.4,3.4,1.7,.2,"Setosa" 23 | 5.1,3.7,1.5,.4,"Setosa" 24 | 4.6,3.6,1,.2,"Setosa" 25 | 5.1,3.3,1.7,.5,"Setosa" 26 | 4.8,3.4,1.9,.2,"Setosa" 27 | 5,3,1.6,.2,"Setosa" 28 | 5,3.4,1.6,.4,"Setosa" 29 | 5.2,3.5,1.5,.2,"Setosa" 30 | 5.2,3.4,1.4,.2,"Setosa" 31 | 4.7,3.2,1.6,.2,"Setosa" 32 | 4.8,3.1,1.6,.2,"Setosa" 33 | 5.4,3.4,1.5,.4,"Setosa" 34 | 5.2,4.1,1.5,.1,"Setosa" 35 | 5.5,4.2,1.4,.2,"Setosa" 36 | 4.9,3.1,1.5,.2,"Setosa" 37 | 5,3.2,1.2,.2,"Setosa" 38 | 5.5,3.5,1.3,.2,"Setosa" 39 | 4.9,3.6,1.4,.1,"Setosa" 40 | 4.4,3,1.3,.2,"Setosa" 41 | 5.1,3.4,1.5,.2,"Setosa" 42 | 5,3.5,1.3,.3,"Setosa" 43 | 4.5,2.3,1.3,.3,"Setosa" 44 | 4.4,3.2,1.3,.2,"Setosa" 45 | 5,3.5,1.6,.6,"Setosa" 46 | 5.1,3.8,1.9,.4,"Setosa" 47 | 4.8,3,1.4,.3,"Setosa" 48 | 5.1,3.8,1.6,.2,"Setosa" 49 | 4.6,3.2,1.4,.2,"Setosa" 50 | 5.3,3.7,1.5,.2,"Setosa" 51 | 5,3.3,1.4,.2,"Setosa" 52 | 7,3.2,4.7,1.4,"Versicolor" 53 | 6.4,3.2,4.5,1.5,"Versicolor" 54 | 6.9,3.1,4.9,1.5,"Versicolor" 55 | 5.5,2.3,4,1.3,"Versicolor" 56 | 6.5,2.8,4.6,1.5,"Versicolor" 57 | 5.7,2.8,4.5,1.3,"Versicolor" 58 | 6.3,3.3,4.7,1.6,"Versicolor" 59 | 4.9,2.4,3.3,1,"Versicolor" 60 | 6.6,2.9,4.6,1.3,"Versicolor" 61 | 5.2,2.7,3.9,1.4,"Versicolor" 62 | 5,2,3.5,1,"Versicolor" 63 | 5.9,3,4.2,1.5,"Versicolor" 64 | 6,2.2,4,1,"Versicolor" 65 | 6.1,2.9,4.7,1.4,"Versicolor" 66 | 5.6,2.9,3.6,1.3,"Versicolor" 67 | 6.7,3.1,4.4,1.4,"Versicolor" 68 | 5.6,3,4.5,1.5,"Versicolor" 69 | 5.8,2.7,4.1,1,"Versicolor" 70 | 6.2,2.2,4.5,1.5,"Versicolor" 71 | 5.6,2.5,3.9,1.1,"Versicolor" 72 | 5.9,3.2,4.8,1.8,"Versicolor" 73 | 6.1,2.8,4,1.3,"Versicolor" 74 | 6.3,2.5,4.9,1.5,"Versicolor" 75 | 6.1,2.8,4.7,1.2,"Versicolor" 76 | 6.4,2.9,4.3,1.3,"Versicolor" 77 | 6.6,3,4.4,1.4,"Versicolor" 78 | 6.8,2.8,4.8,1.4,"Versicolor" 79 | 6.7,3,5,1.7,"Versicolor" 80 | 6,2.9,4.5,1.5,"Versicolor" 81 | 5.7,2.6,3.5,1,"Versicolor" 82 | 5.5,2.4,3.8,1.1,"Versicolor" 83 | 5.5,2.4,3.7,1,"Versicolor" 84 | 5.8,2.7,3.9,1.2,"Versicolor" 85 | 6,2.7,5.1,1.6,"Versicolor" 86 | 5.4,3,4.5,1.5,"Versicolor" 87 | 6,3.4,4.5,1.6,"Versicolor" 88 | 6.7,3.1,4.7,1.5,"Versicolor" 89 | 6.3,2.3,4.4,1.3,"Versicolor" 90 | 5.6,3,4.1,1.3,"Versicolor" 91 | 5.5,2.5,4,1.3,"Versicolor" 92 | 5.5,2.6,4.4,1.2,"Versicolor" 93 | 6.1,3,4.6,1.4,"Versicolor" 94 | 5.8,2.6,4,1.2,"Versicolor" 95 | 5,2.3,3.3,1,"Versicolor" 96 | 5.6,2.7,4.2,1.3,"Versicolor" 97 | 5.7,3,4.2,1.2,"Versicolor" 98 | 5.7,2.9,4.2,1.3,"Versicolor" 99 | 6.2,2.9,4.3,1.3,"Versicolor" 100 | 5.1,2.5,3,1.1,"Versicolor" 101 | 5.7,2.8,4.1,1.3,"Versicolor" 102 | 6.3,3.3,6,2.5,"Virginica" 103 | 5.8,2.7,5.1,1.9,"Virginica" 104 | 7.1,3,5.9,2.1,"Virginica" 105 | 6.3,2.9,5.6,1.8,"Virginica" 106 | 6.5,3,5.8,2.2,"Virginica" 107 | 7.6,3,6.6,2.1,"Virginica" 108 | 4.9,2.5,4.5,1.7,"Virginica" 109 | 7.3,2.9,6.3,1.8,"Virginica" 110 | 6.7,2.5,5.8,1.8,"Virginica" 111 | 7.2,3.6,6.1,2.5,"Virginica" 112 | 6.5,3.2,5.1,2,"Virginica" 113 | 6.4,2.7,5.3,1.9,"Virginica" 114 | 6.8,3,5.5,2.1,"Virginica" 115 | 5.7,2.5,5,2,"Virginica" 116 | 5.8,2.8,5.1,2.4,"Virginica" 117 | 6.4,3.2,5.3,2.3,"Virginica" 118 | 6.5,3,5.5,1.8,"Virginica" 119 | 7.7,3.8,6.7,2.2,"Virginica" 120 | 7.7,2.6,6.9,2.3,"Virginica" 121 | 6,2.2,5,1.5,"Virginica" 122 | 6.9,3.2,5.7,2.3,"Virginica" 123 | 5.6,2.8,4.9,2,"Virginica" 124 | 7.7,2.8,6.7,2,"Virginica" 125 | 6.3,2.7,4.9,1.8,"Virginica" 126 | 6.7,3.3,5.7,2.1,"Virginica" 127 | 7.2,3.2,6,1.8,"Virginica" 128 | 6.2,2.8,4.8,1.8,"Virginica" 129 | 6.1,3,4.9,1.8,"Virginica" 130 | 6.4,2.8,5.6,2.1,"Virginica" 131 | 7.2,3,5.8,1.6,"Virginica" 132 | 7.4,2.8,6.1,1.9,"Virginica" 133 | 7.9,3.8,6.4,2,"Virginica" 134 | 6.4,2.8,5.6,2.2,"Virginica" 135 | 6.3,2.8,5.1,1.5,"Virginica" 136 | 6.1,2.6,5.6,1.4,"Virginica" 137 | 7.7,3,6.1,2.3,"Virginica" 138 | 6.3,3.4,5.6,2.4,"Virginica" 139 | 6.4,3.1,5.5,1.8,"Virginica" 140 | 6,3,4.8,1.8,"Virginica" 141 | 6.9,3.1,5.4,2.1,"Virginica" 142 | 6.7,3.1,5.6,2.4,"Virginica" 143 | 6.9,3.1,5.1,2.3,"Virginica" 144 | 5.8,2.7,5.1,1.9,"Virginica" 145 | 6.8,3.2,5.9,2.3,"Virginica" 146 | 6.7,3.3,5.7,2.5,"Virginica" 147 | 6.7,3,5.2,2.3,"Virginica" 148 | 6.3,2.5,5,1.9,"Virginica" 149 | 6.5,3,5.2,2,"Virginica" 150 | 6.2,3.4,5.4,2.3,"Virginica" 151 | 5.9,3,5.1,1.8,"Virginica" -------------------------------------------------------------------------------- /Deploy-as-API-using-AWS/lambda_function.py: -------------------------------------------------------------------------------- 1 | import os 2 | import io 3 | import boto3 4 | import json 5 | import csv 6 | 7 | # grab environment variables 8 | ENDPOINT_NAME = os.environ['ENDPOINT_NAME'] 9 | runtime= boto3.client('runtime.sagemaker') 10 | 11 | def lambda_handler(event, context): 12 | print("Received event: " + json.dumps(event, indent=2)) 13 | 14 | data = json.loads(json.dumps(event)) 15 | payload = data['data'] 16 | print(payload) 17 | response = runtime.invoke_endpoint(EndpointName=ENDPOINT_NAME, 18 | ContentType='text/csv',Body=payload) 19 | result = json.loads(response['Body'].read().decode()) 20 | if(result==0): 21 | result="Setosa" 22 | elif(result=="1"): 23 | result="Versicolor" 24 | else: 25 | result="Virginica" 26 | return result 27 | 28 | 29 | -------------------------------------------------------------------------------- /DeployDockerimage - GitHub Actions/Dockerfile: -------------------------------------------------------------------------------- 1 | FROM python:3.7-slim 2 | 3 | WORKDIR /app 4 | 5 | ADD . /app 6 | 7 | RUN pip install --trusted-host pypi.python.org -r requirements.txt 8 | 9 | EXPOSE 8080 10 | 11 | # execute the Flask app 12 | ENTRYPOINT ["python"] 13 | HEALTHCHECK CMD curl --fail http://localhost:8080/ || exit 1 14 | CMD ["/app/app.py"] 15 | -------------------------------------------------------------------------------- /DeployDockerimage - GitHub Actions/README.md: -------------------------------------------------------------------------------- 1 | # GitHub Actions — Makes "One Click To Deploy" Feasible For ML CI/CD Pipeline 2 | 3 | Status of the worflow:  4 | 5 | What if I told you “You can automate the process of building, testing, delivering, or deploying your Machine Learning models into production”?6 | The world’s most popular hosted repository service, GitHub is providing an integrated way to design and develop our workflows by automating the tasks through GitHub Actions. With Actions, the events that take place in our GitHub repository like pushes, pull requests, releases, etc. are used as triggers to kick-off the workflows.
7 | Check out our article for complete information on [how to setup your workflows using GitHub Actions](https://towardsdatascience.com/github-actions-makes-one-click-to-deploy-feasible-for-ml-ci-cd-pipeline-61470ed3edbc?source=friends_link&sk=a90e087d2e25ce614973f1b1075a4439) 8 |
9 |
10 |
11 |
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/DeployDockerimage - GitHub Actions/app.py:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env python
2 | """
3 | A ML APPlication which predicts the profit of a StartUp based on certain features.
4 |
5 | """
6 | import pickle
7 | import numpy as np
8 | import pandas as pd
9 | from flask import Flask, request, render_template
10 |
11 |
12 | APP = Flask(__name__,template_folder='templates')
13 | MODEL = pickle.load(open('model.pkl', 'rb'))
14 |
15 |
16 | @APP.route('/')
17 | def home():
18 | '''
19 | Rendering Home Page
20 | '''
21 | return render_template('index.html')
22 |
23 |
24 | @APP.route('/predict',methods=['POST'])
25 | def predict():
26 | '''
27 | For rendering results on HTML GUI
28 | '''
29 | features = [x for x in request.form.values()]
30 | final_features = [np.array(features)]
31 | column_names = ['R&D Spend', 'Administration', 'Marketing Spend', 'State']
32 | final_features = pd.DataFrame(final_features,columns=column_names)
33 | prediction = MODEL.predict(final_features)
34 | temp = 0.0
35 | for i in prediction:
36 | for j in i:
37 | temp = j
38 | return render_template('index.html', prediction_text='${}'.format(temp))
39 |
40 |
41 | if __name__ == '__main__':
42 | APP.run(host='0.0.0.0',port=8080)
43 |
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/DeployDockerimage - GitHub Actions/model.pkl:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployDockerimage - GitHub Actions/model.pkl
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/DeployDockerimage - GitHub Actions/requirements.txt:
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1 | Flask
2 | numpy
3 | scipy
4 | scikit-learn
5 | pandas
6 | flake8
7 | pip
8 | pylint
9 | pytest
10 | pytest-flask
11 |
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/DeployDockerimage - GitHub Actions/templates/index.html:
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1 |
2 |
3 |
9 |
10 |
11 | 12 | 13 | 21 | 22 |
23 |
24 |
10 |
Predict Profit Of a StartUp
11 | 12 | 13 | 21 | 22 |
23 |
24 |
PROFIT: {{ prediction_text }}
25 | 26 | Deployment Of Flask App on Azure
2 | 
3 |
4 | >Azure Web Apps provides a platform to build an App in Azure without having to deploy, configure and maintain your own Azure VM's. You can build Web App using the ASP.NET, PHP, Node. js and Python. They also integrate common development environments which could be Visual Studio and GitHub.
5 |
6 | To Review the Implemented Deployment Please visit
7 | https://deploymodel.azurewebsites.net/
8 |
9 | STEPS TO FOLLOW
10 |
11 | 1. Create a Directory Containing FlaskApp, Index.html and requirements.txt .
12 |
STEPS TO FOLLOW
10 | 11 |1. Create a Directory Containing FlaskApp, Index.html and requirements.txt .
12 |NOTE : To generate requirements .txt , go to path in command prompt or Terminal and type pipreqs. 13 | 14 |
2. Create a Dockerfile.
15 | 16 | ``` 17 | FROM python:3.7-slim 18 | 19 | WORKDIR /app 20 | 21 | ADD . /app 22 | 23 | RUN pip install --trusted-host pypi.python.org -r requirements.txt 24 | 25 | EXPOSE 5000 26 | 27 | ENV NAME OpentoAll 28 | 29 | CMD ["python","app.py"] 30 | 31 | ``` 32 | 33 |3. Build Your Docker Image.
34 | 35 |docker buid -t imagename:tag 36 | 37 | ``` 38 | docker buid -t azuremlr:latest . 39 | ``` 40 |
For More details visit Dockerizing Flask App 41 | 42 |
4 . Tag your Docker Image and push to docker hub.
43 | 44 | ``` 45 | docker tag azuremlr tharun435/myrepo:1.0 46 | ``` 47 |NOTE : Please Create your account in Docker Hub if you don't have a one
48 | 49 |5 . Push your Image to Your Repositories in Docker Hub .
50 | 51 | ``` 52 | docker push tharun435/myrepo:1.0 53 | ``` 54 |6. Go to your Azure account , Web services , click add.
55 | 56 |
57 |
58 | * Create a new Resource group and select Docker Container to Publish . Click Next:Docker.
59 |
60 |
61 | 7. Select Image Source as Docker Hub and give your Image name you pushed to the docker hub in step 5 .
62 | 63 |
64 |
65 | 8. Click next Monitoring and go to tags, give port and value .
66 |
67 |
68 | 9. Click Review and create .
69 | 70 |
71 |
72 | Succesfully the Web app is created and a link will be generated like this. https://deploymodel.azurewebsites.net/ 73 |
74 | 75 |76 | 77 |
References
78 | 79 | - Dokerizing Flask APP 80 | - Azure Documentation 81 | 82 | - Creating Web Apps on Azure 83 | 84 |Thank You :D
85 |I have used many online resources while creating the application and I would like to thank them . Hope you found it insightful.If you have any queries you can mail me at : kumartharun435@gmail.com . I would love to hear feedback from you to improvise it and make it better!
86 | 87 | 88 | 89 | 90 | 91 | 92 | -------------------------------------------------------------------------------- /DeployFlaskAzure/app.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import pandas as pd 3 | from flask import Flask, request, jsonify, render_template 4 | import pickle 5 | 6 | app = Flask(__name__,template_folder='templates') 7 | model = pickle.load(open('model.pkl', 'rb')) 8 | 9 | @app.route('/') 10 | def home(): 11 | return render_template('index.html') 12 | 13 | @app.route('/predict',methods=['POST']) 14 | def predict(): 15 | ''' 16 | For rendering results on HTML GUI 17 | ''' 18 | features = [x for x in request.form.values()] 19 | final_features = [np.array(features)] 20 | column_names=['R&DSpend','Administration','MarketingSpend','State'] 21 | final_features=pd.DataFrame(final_features,columns=column_names) 22 | prediction= model.predict(final_features) 23 | temp=0.0 24 | for i in prediction: 25 | for j in i: 26 | temp=j 27 | return render_template('index.html', prediction_text='${}'.format(temp)) 28 | 29 | 30 | if __name__ == '__main__': 31 | app.run(host='0.0.0.0') 32 | -------------------------------------------------------------------------------- /DeployFlaskAzure/model.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/model.pkl -------------------------------------------------------------------------------- /DeployFlaskAzure/requirements.txt: -------------------------------------------------------------------------------- 1 | Flask==2.3.2 2 | seaborn==0.9.0 3 | numpy==1.22.0 4 | pandas==0.25.1 5 | matplotlib==3.0.3 6 | scikit_learn==0.23.1 7 | -------------------------------------------------------------------------------- /DeployFlaskAzure/static/css/scss-files.txt: -------------------------------------------------------------------------------- 1 | The scss source files are available in the pro version. 2 | -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/home.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/home.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/intro-carousel/1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/intro-carousel/1.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/intro-carousel/2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/intro-carousel/2.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/intro-carousel/3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/intro-carousel/3.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/intro-carousel/4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/intro-carousel/4.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/intro-carousel/5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/intro-carousel/5.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/pop.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/pop.jpg -------------------------------------------------------------------------------- /DeployFlaskAzure/static/img/preloader.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskAzure/static/img/preloader.gif -------------------------------------------------------------------------------- /DeployFlaskAzure/static/js/main.js: -------------------------------------------------------------------------------- 1 | jQuery(document).ready(function ($) { 2 | 3 | // Back to top button 4 | $(window).scroll(function () { 5 | if ($(this).scrollTop() > 100) { 6 | $('.back-to-top').fadeIn('slow'); 7 | } else { 8 | $('.back-to-top').fadeOut('slow'); 9 | } 10 | }); 11 | $('.back-to-top').click(function () { 12 | $('html, body').animate({ 13 | scrollTop: 0 14 | }, 1500, 'easeInOutExpo'); 15 | return false; 16 | }); 17 | 18 | // Stick the header at top on scroll 19 | $("#header").sticky({ 20 | topSpacing: 0, 21 | zIndex: '50' 22 | }); 23 | 24 | // Intro background carousel 25 | $("#intro-carousel").owlCarousel({ 26 | autoplay: true, 27 | dots: false, 28 | loop: true, 29 | animateOut: 'fadeOut', 30 | items: 1 31 | }); 32 | 33 | // Initiate the wowjs animation library 34 | new WOW().init(); 35 | 36 | // Initiate superfish on nav menu 37 | $('.nav-menu').superfish({ 38 | animation: { 39 | opacity: 'show' 40 | }, 41 | speed: 400 42 | }); 43 | 44 | // Mobile Navigation 45 | if ($('#nav-menu-container').length) { 46 | var $mobile_nav = $('#nav-menu-container').clone().prop({ 47 | id: 'mobile-nav' 48 | }); 49 | $mobile_nav.find('> ul').attr({ 50 | 'class': '', 51 | 'id': '' 52 | }); 53 | $('body').append($mobile_nav); 54 | $('body').prepend(''); 55 | $('body').append(''); 56 | $('#mobile-nav').find('.menu-has-children').prepend(''); 57 | 58 | $(document).on('click', '.menu-has-children i', function (e) { 59 | $(this).next().toggleClass('menu-item-active'); 60 | $(this).nextAll('ul').eq(0).slideToggle(); 61 | $(this).toggleClass("fa-chevron-up fa-chevron-down"); 62 | }); 63 | 64 | $(document).on('click', '#mobile-nav-toggle', function (e) { 65 | $('body').toggleClass('mobile-nav-active'); 66 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars'); 67 | $('#mobile-body-overly').toggle(); 68 | }); 69 | 70 | $(document).click(function (e) { 71 | var container = $("#mobile-nav, #mobile-nav-toggle"); 72 | if (!container.is(e.target) && container.has(e.target).length === 0) { 73 | if ($('body').hasClass('mobile-nav-active')) { 74 | $('body').removeClass('mobile-nav-active'); 75 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars'); 76 | $('#mobile-body-overly').fadeOut(); 77 | } 78 | } 79 | }); 80 | } else if ($("#mobile-nav, #mobile-nav-toggle").length) { 81 | $("#mobile-nav, #mobile-nav-toggle").hide(); 82 | } 83 | 84 | // Smooth scroll for the menu and links with .scrollto classes 85 | $('.nav-menu a, #mobile-nav a, .scrollto').on('click', function () { 86 | if (location.pathname.replace(/^\//, '') == this.pathname.replace(/^\//, '') && location.hostname == this.hostname) { 87 | var target = $(this.hash); 88 | if (target.length) { 89 | var top_space = 0; 90 | 91 | if ($('#header').length) { 92 | top_space = $('#header').outerHeight(); 93 | 94 | if (!$('#header').hasClass('header-fixed')) { 95 | top_space = top_space - 20; 96 | } 97 | } 98 | 99 | $('html, body').animate({ 100 | scrollTop: target.offset().top - top_space 101 | }, 1500, 'easeInOutExpo'); 102 | 103 | if ($(this).parents('.nav-menu').length) { 104 | $('.nav-menu .menu-active').removeClass('menu-active'); 105 | $(this).closest('li').addClass('menu-active'); 106 | } 107 | 108 | if ($('body').hasClass('mobile-nav-active')) { 109 | $('body').removeClass('mobile-nav-active'); 110 | $('#mobile-nav-toggle i').toggleClass('fa-times fa-bars'); 111 | $('#mobile-body-overly').fadeOut(); 112 | } 113 | return false; 114 | } 115 | } 116 | }); 117 | 118 | 119 | // Porfolio - uses the magnific popup jQuery plugin 120 | $('.portfolio-popup').magnificPopup({ 121 | type: 'image', 122 | removalDelay: 300, 123 | mainClass: 'mfp-fade', 124 | gallery: { 125 | enabled: true 126 | }, 127 | zoom: { 128 | enabled: true, 129 | duration: 300, 130 | easing: 'ease-in-out', 131 | opener: function (openerElement) { 132 | return openerElement.is('img') ? openerElement : openerElement.find('img'); 133 | } 134 | } 135 | }); 136 | 137 | // Testimonials carousel (uses the Owl Carousel library) 138 | $(".testimonials-carousel").owlCarousel({ 139 | autoplay: true, 140 | dots: true, 141 | loop: true, 142 | responsive: { 143 | 0: { 144 | items: 1 145 | }, 146 | 768: { 147 | items: 2 148 | }, 149 | 900: { 150 | items: 3 151 | } 152 | } 153 | }); 154 | 155 | // Clients carousel (uses the Owl Carousel library) 156 | $(".clients-carousel").owlCarousel({ 157 | autoplay: true, 158 | dots: true, 159 | loop: true, 160 | responsive: { 161 | 0: { 162 | items: 2 163 | }, 164 | 768: { 165 | items: 4 166 | }, 167 | 900: { 168 | items: 6 169 | } 170 | } 171 | }); 172 | 173 | 174 | }); 175 | -------------------------------------------------------------------------------- /DeployFlaskAzure/static/lib/easing/easing.js: -------------------------------------------------------------------------------- 1 | /* 2 | * jQuery Easing v1.4.1 - http://gsgd.co.uk/sandbox/jquery/easing/ 3 | * Open source under the BSD License. 4 | * Copyright © 2008 George McGinley Smith 5 | * All rights reserved. 6 | * https://raw.github.com/gdsmith/jquery-easing/master/LICENSE 7 | */ 8 | 9 | (function (factory) { 10 | if (typeof define === "function" && define.amd) { 11 | define(['jquery'], function ($) { 12 | return factory($); 13 | }); 14 | } else if (typeof module === "object" && typeof module.exports === "object") { 15 | exports = factory(require('jquery')); 16 | } else { 17 | factory(jQuery); 18 | } 19 | })(function($){ 20 | 21 | // Preserve the original jQuery "swing" easing as "jswing" 22 | if (typeof $.easing !== 'undefined') { 23 | $.easing['jswing'] = $.easing['swing']; 24 | } 25 | 26 | var pow = Math.pow, 27 | sqrt = Math.sqrt, 28 | sin = Math.sin, 29 | cos = Math.cos, 30 | PI = Math.PI, 31 | c1 = 1.70158, 32 | c2 = c1 * 1.525, 33 | c3 = c1 + 1, 34 | c4 = ( 2 * PI ) / 3, 35 | c5 = ( 2 * PI ) / 4.5; 36 | 37 | // x is the fraction of animation progress, in the range 0..1 38 | function bounceOut(x) { 39 | var n1 = 7.5625, 40 | d1 = 2.75; 41 | if ( x < 1/d1 ) { 42 | return n1*x*x; 43 | } else if ( x < 2/d1 ) { 44 | return n1*(x-=(1.5/d1))*x + .75; 45 | } else if ( x < 2.5/d1 ) { 46 | return n1*(x-=(2.25/d1))*x + .9375; 47 | } else { 48 | return n1*(x-=(2.625/d1))*x + .984375; 49 | } 50 | } 51 | 52 | $.extend( $.easing, 53 | { 54 | def: 'easeOutQuad', 55 | swing: function (x) { 56 | return $.easing[$.easing.def](x); 57 | }, 58 | easeInQuad: function (x) { 59 | return x * x; 60 | }, 61 | easeOutQuad: function (x) { 62 | return 1 - ( 1 - x ) * ( 1 - x ); 63 | }, 64 | easeInOutQuad: function (x) { 65 | return x < 0.5 ? 66 | 2 * x * x : 67 | 1 - pow( -2 * x + 2, 2 ) / 2; 68 | }, 69 | easeInCubic: function (x) { 70 | return x * x * x; 71 | }, 72 | easeOutCubic: function (x) { 73 | return 1 - pow( 1 - x, 3 ); 74 | }, 75 | easeInOutCubic: function (x) { 76 | return x < 0.5 ? 77 | 4 * x * x * x : 78 | 1 - pow( -2 * x + 2, 3 ) / 2; 79 | }, 80 | easeInQuart: function (x) { 81 | return x * x * x * x; 82 | }, 83 | easeOutQuart: function (x) { 84 | return 1 - pow( 1 - x, 4 ); 85 | }, 86 | easeInOutQuart: function (x) { 87 | return x < 0.5 ? 88 | 8 * x * x * x * x : 89 | 1 - pow( -2 * x + 2, 4 ) / 2; 90 | }, 91 | easeInQuint: function (x) { 92 | return x * x * x * x * x; 93 | }, 94 | easeOutQuint: function (x) { 95 | return 1 - pow( 1 - x, 5 ); 96 | }, 97 | easeInOutQuint: function (x) { 98 | return x < 0.5 ? 99 | 16 * x * x * x * x * x : 100 | 1 - pow( -2 * x + 2, 5 ) / 2; 101 | }, 102 | easeInSine: function (x) { 103 | return 1 - cos( x * PI/2 ); 104 | }, 105 | easeOutSine: function (x) { 106 | return sin( x * PI/2 ); 107 | }, 108 | easeInOutSine: function (x) { 109 | return -( cos( PI * x ) - 1 ) / 2; 110 | }, 111 | easeInExpo: function (x) { 112 | return x === 0 ? 0 : pow( 2, 10 * x - 10 ); 113 | }, 114 | easeOutExpo: function (x) { 115 | return x === 1 ? 1 : 1 - pow( 2, -10 * x ); 116 | }, 117 | easeInOutExpo: function (x) { 118 | return x === 0 ? 0 : x === 1 ? 1 : x < 0.5 ? 119 | pow( 2, 20 * x - 10 ) / 2 : 120 | ( 2 - pow( 2, -20 * x + 10 ) ) / 2; 121 | }, 122 | easeInCirc: function (x) { 123 | return 1 - sqrt( 1 - pow( x, 2 ) ); 124 | }, 125 | easeOutCirc: function (x) { 126 | return sqrt( 1 - pow( x - 1, 2 ) ); 127 | }, 128 | easeInOutCirc: function (x) { 129 | return x < 0.5 ? 130 | ( 1 - sqrt( 1 - pow( 2 * x, 2 ) ) ) / 2 : 131 | ( sqrt( 1 - pow( -2 * x + 2, 2 ) ) + 1 ) / 2; 132 | }, 133 | easeInElastic: function (x) { 134 | return x === 0 ? 0 : x === 1 ? 1 : 135 | -pow( 2, 10 * x - 10 ) * sin( ( x * 10 - 10.75 ) * c4 ); 136 | }, 137 | easeOutElastic: function (x) { 138 | return x === 0 ? 0 : x === 1 ? 1 : 139 | pow( 2, -10 * x ) * sin( ( x * 10 - 0.75 ) * c4 ) + 1; 140 | }, 141 | easeInOutElastic: function (x) { 142 | return x === 0 ? 0 : x === 1 ? 1 : x < 0.5 ? 143 | -( pow( 2, 20 * x - 10 ) * sin( ( 20 * x - 11.125 ) * c5 )) / 2 : 144 | pow( 2, -20 * x + 10 ) * sin( ( 20 * x - 11.125 ) * c5 ) / 2 + 1; 145 | }, 146 | easeInBack: function (x) { 147 | return c3 * x * x * x - c1 * x * x; 148 | }, 149 | easeOutBack: function (x) { 150 | return 1 + c3 * pow( x - 1, 3 ) + c1 * pow( x - 1, 2 ); 151 | }, 152 | easeInOutBack: function (x) { 153 | return x < 0.5 ? 154 | ( pow( 2 * x, 2 ) * ( ( c2 + 1 ) * 2 * x - c2 ) ) / 2 : 155 | ( pow( 2 * x - 2, 2 ) *( ( c2 + 1 ) * ( x * 2 - 2 ) + c2 ) + 2 ) / 2; 156 | }, 157 | easeInBounce: function (x) { 158 | return 1 - bounceOut( 1 - x ); 159 | }, 160 | easeOutBounce: bounceOut, 161 | easeInOutBounce: function (x) { 162 | return x < 0.5 ? 163 | ( 1 - bounceOut( 1 - 2 * x ) ) / 2 : 164 | ( 1 + bounceOut( 2 * x 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0; 29 | top: 0; 30 | padding: 0 8px; 31 | box-sizing: border-box; } 32 | 33 | .mfp-container:before { 34 | content: ''; 35 | display: inline-block; 36 | height: 100%; 37 | vertical-align: middle; } 38 | 39 | .mfp-align-top .mfp-container:before { 40 | display: none; } 41 | 42 | .mfp-content { 43 | position: relative; 44 | display: inline-block; 45 | vertical-align: middle; 46 | margin: 0 auto; 47 | text-align: left; 48 | z-index: 1045; } 49 | 50 | .mfp-inline-holder .mfp-content, 51 | .mfp-ajax-holder .mfp-content { 52 | width: 100%; 53 | cursor: auto; } 54 | 55 | .mfp-ajax-cur { 56 | cursor: progress; } 57 | 58 | .mfp-zoom-out-cur, .mfp-zoom-out-cur .mfp-image-holder .mfp-close { 59 | cursor: -moz-zoom-out; 60 | cursor: -webkit-zoom-out; 61 | cursor: zoom-out; } 62 | 63 | .mfp-zoom { 64 | cursor: pointer; 65 | cursor: -webkit-zoom-in; 66 | cursor: -moz-zoom-in; 67 | cursor: zoom-in; } 68 | 69 | .mfp-auto-cursor .mfp-content { 70 | cursor: auto; } 71 | 72 | .mfp-close, 73 | .mfp-arrow, 74 | .mfp-preloader, 75 | .mfp-counter { 76 | -webkit-user-select: none; 77 | -moz-user-select: none; 78 | user-select: none; } 79 | 80 | .mfp-loading.mfp-figure { 81 | display: none; } 82 | 83 | .mfp-hide { 84 | display: none !important; } 85 | 86 | .mfp-preloader { 87 | color: #CCC; 88 | position: absolute; 89 | top: 50%; 90 | width: auto; 91 | text-align: center; 92 | margin-top: -0.8em; 93 | left: 8px; 94 | right: 8px; 95 | z-index: 1044; } 96 | .mfp-preloader a { 97 | color: #CCC; } 98 | .mfp-preloader a:hover { 99 | color: #FFF; } 100 | 101 | .mfp-s-ready .mfp-preloader { 102 | display: none; } 103 | 104 | .mfp-s-error .mfp-content { 105 | display: none; } 106 | 107 | button.mfp-close, 108 | button.mfp-arrow { 109 | overflow: visible; 110 | cursor: pointer; 111 | background: transparent; 112 | border: 0; 113 | -webkit-appearance: none; 114 | display: block; 115 | outline: none; 116 | padding: 0; 117 | z-index: 1046; 118 | box-shadow: none; 119 | touch-action: manipulation; } 120 | 121 | button::-moz-focus-inner { 122 | padding: 0; 123 | border: 0; } 124 | 125 | .mfp-close { 126 | width: 44px; 127 | height: 44px; 128 | line-height: 44px; 129 | position: absolute; 130 | right: 0; 131 | top: 0; 132 | text-decoration: none; 133 | text-align: center; 134 | opacity: 0.65; 135 | padding: 0 0 18px 10px; 136 | color: #FFF; 137 | font-style: normal; 138 | font-size: 28px; 139 | font-family: Arial, Baskerville, monospace; } 140 | .mfp-close:hover, 141 | .mfp-close:focus { 142 | opacity: 1; } 143 | .mfp-close:active { 144 | top: 1px; } 145 | 146 | .mfp-close-btn-in .mfp-close { 147 | color: #333; } 148 | 149 | .mfp-image-holder .mfp-close, 150 | .mfp-iframe-holder .mfp-close { 151 | color: #FFF; 152 | right: -6px; 153 | text-align: right; 154 | padding-right: 6px; 155 | width: 100%; } 156 | 157 | .mfp-counter { 158 | position: absolute; 159 | top: 0; 160 | right: 0; 161 | color: #CCC; 162 | font-size: 12px; 163 | line-height: 18px; 164 | white-space: nowrap; } 165 | 166 | .mfp-arrow { 167 | position: absolute; 168 | opacity: 0.65; 169 | margin: 0; 170 | top: 50%; 171 | margin-top: -55px; 172 | padding: 0; 173 | width: 90px; 174 | height: 110px; 175 | -webkit-tap-highlight-color: transparent; } 176 | .mfp-arrow:active { 177 | margin-top: -54px; } 178 | .mfp-arrow:hover, 179 | .mfp-arrow:focus { 180 | opacity: 1; } 181 | .mfp-arrow:before, 182 | .mfp-arrow:after { 183 | content: ''; 184 | display: block; 185 | width: 0; 186 | height: 0; 187 | position: absolute; 188 | left: 0; 189 | top: 0; 190 | margin-top: 35px; 191 | margin-left: 35px; 192 | border: medium inset transparent; } 193 | .mfp-arrow:after { 194 | border-top-width: 13px; 195 | border-bottom-width: 13px; 196 | top: 8px; } 197 | .mfp-arrow:before { 198 | border-top-width: 21px; 199 | border-bottom-width: 21px; 200 | opacity: 0.7; } 201 | 202 | .mfp-arrow-left { 203 | left: 0; } 204 | .mfp-arrow-left:after { 205 | border-right: 17px solid #FFF; 206 | margin-left: 31px; } 207 | .mfp-arrow-left:before { 208 | margin-left: 25px; 209 | border-right: 27px solid #3F3F3F; } 210 | 211 | .mfp-arrow-right { 212 | right: 0; } 213 | .mfp-arrow-right:after { 214 | border-left: 17px solid #FFF; 215 | margin-left: 39px; } 216 | .mfp-arrow-right:before { 217 | border-left: 27px solid #3F3F3F; } 218 | 219 | .mfp-iframe-holder { 220 | padding-top: 40px; 221 | padding-bottom: 40px; } 222 | .mfp-iframe-holder .mfp-content { 223 | line-height: 0; 224 | width: 100%; 225 | max-width: 900px; } 226 | .mfp-iframe-holder .mfp-close { 227 | top: -40px; } 228 | 229 | .mfp-iframe-scaler { 230 | width: 100%; 231 | height: 0; 232 | overflow: hidden; 233 | padding-top: 56.25%; } 234 | .mfp-iframe-scaler iframe { 235 | position: absolute; 236 | display: block; 237 | top: 0; 238 | left: 0; 239 | width: 100%; 240 | height: 100%; 241 | box-shadow: 0 0 8px rgba(0, 0, 0, 0.6); 242 | background: #000; } 243 | 244 | /* Main image in popup */ 245 | img.mfp-img { 246 | width: auto; 247 | max-width: 100%; 248 | height: auto; 249 | display: block; 250 | line-height: 0; 251 | box-sizing: border-box; 252 | padding: 40px 0 40px; 253 | margin: 0 auto; } 254 | 255 | /* The shadow behind the image */ 256 | .mfp-figure { 257 | line-height: 0; } 258 | .mfp-figure:after { 259 | content: ''; 260 | position: absolute; 261 | left: 0; 262 | top: 40px; 263 | bottom: 40px; 264 | display: block; 265 | right: 0; 266 | width: auto; 267 | height: auto; 268 | z-index: -1; 269 | box-shadow: 0 0 8px rgba(0, 0, 0, 0.6); 270 | background: #444; } 271 | .mfp-figure small { 272 | color: #BDBDBD; 273 | display: block; 274 | font-size: 12px; 275 | line-height: 14px; } 276 | .mfp-figure figure { 277 | margin: 0; } 278 | 279 | .mfp-bottom-bar { 280 | margin-top: -36px; 281 | position: absolute; 282 | top: 100%; 283 | left: 0; 284 | width: 100%; 285 | cursor: auto; } 286 | 287 | .mfp-title { 288 | text-align: left; 289 | line-height: 18px; 290 | color: #F3F3F3; 291 | word-wrap: break-word; 292 | padding-right: 36px; } 293 | 294 | .mfp-image-holder .mfp-content { 295 | max-width: 100%; } 296 | 297 | .mfp-gallery .mfp-image-holder .mfp-figure { 298 | cursor: pointer; } 299 | 300 | @media screen and (max-width: 800px) and (orientation: landscape), screen and (max-height: 300px) { 301 | /** 302 | * Remove all paddings around the image on small screen 303 | */ 304 | .mfp-img-mobile .mfp-image-holder { 305 | padding-left: 0; 306 | padding-right: 0; } 307 | .mfp-img-mobile img.mfp-img { 308 | padding: 0; } 309 | .mfp-img-mobile .mfp-figure:after { 310 | top: 0; 311 | bottom: 0; } 312 | .mfp-img-mobile .mfp-figure small { 313 | display: inline; 314 | margin-left: 5px; } 315 | .mfp-img-mobile .mfp-bottom-bar { 316 | background: rgba(0, 0, 0, 0.6); 317 | bottom: 0; 318 | margin: 0; 319 | top: auto; 320 | padding: 3px 5px; 321 | position: fixed; 322 | box-sizing: border-box; } 323 | .mfp-img-mobile .mfp-bottom-bar:empty { 324 | padding: 0; } 325 | .mfp-img-mobile .mfp-counter { 326 | right: 5px; 327 | top: 3px; } 328 | .mfp-img-mobile .mfp-close { 329 | top: 0; 330 | right: 0; 331 | width: 35px; 332 | height: 35px; 333 | line-height: 35px; 334 | background: rgba(0, 0, 0, 0.6); 335 | position: fixed; 336 | text-align: center; 337 | padding: 0; } } 338 | 339 | @media all and (max-width: 900px) { 340 | .mfp-arrow { 341 | -webkit-transform: scale(0.75); 342 | transform: scale(0.75); } 343 | .mfp-arrow-left { 344 | -webkit-transform-origin: 0; 345 | transform-origin: 0; } 346 | .mfp-arrow-right { 347 | -webkit-transform-origin: 100%; 348 | transform-origin: 100%; } 349 | .mfp-container { 350 | padding-left: 6px; 351 | padding-right: 6px; } } 352 | -------------------------------------------------------------------------------- /DeployFlaskAzure/static/lib/owlcarousel/LICENSE: -------------------------------------------------------------------------------- 1 | Copyright (c) 2014 Owl 2 | Modified work Copyright 2016-2018 David Deutsch 3 | 4 | Permission is hereby granted, free of charge, to any person 5 | obtaining a copy of this software and associated documentation 6 | files (the "Software"), to deal in the Software without 7 | restriction, including without limitation the rights to use, 8 | copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the 10 | Software is furnished to do so, subject to the following 11 | conditions: 12 | 13 | The above copyright notice and this permission notice shall be 14 | included in all copies or substantial portions of the Software. 15 | 16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, 17 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES 18 | OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND 19 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT 20 | HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, 21 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING 22 | FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 23 | OTHER DEALINGS IN THE SOFTWARE. 24 | -------------------------------------------------------------------------------- /DeployFlaskAzure/static/lib/owlcarousel/README.md: -------------------------------------------------------------------------------- 1 | # Owl Carousel 2 2 | 3 | Touch enabled [jQuery](https://jquery.com/) plugin that lets you create a beautiful, responsive carousel slider. **To get started, check out https://owlcarousel2.github.io/OwlCarousel2/.** 4 | 5 | ## Quick start 6 | 7 | ### Install 8 | 9 | This package can be installed with: 10 | 11 | - [npm](https://www.npmjs.com/package/owl.carousel): `npm install --save owl.carousel` or `yarn add owl.carousel jquery` 12 | - [bower](http://bower.io/search/?q=owl.carousel): `bower install --save owl.carousel` 13 | 14 | Or download the [latest release](https://github.com/OwlCarousel2/OwlCarousel2/releases). 15 | 16 | ### Load 17 | 18 | #### Webpack 19 | 20 | Add jQuery via the "webpack.ProvidePlugin" to your webpack configuration: 21 | 22 | const webpack = require('webpack'); 23 | 24 | //... 25 | plugins: [ 26 | new webpack.ProvidePlugin({ 27 | $: 'jquery', 28 | jQuery: 'jquery', 29 | 'window.jQuery': 'jquery' 30 | }), 31 | ], 32 | //... 33 | 34 | Load the required stylesheet and JS: 35 | 36 | ```js 37 | import 'owl.carousel/dist/assets/owl.carousel.css'; 38 | import 'owl.carousel'; 39 | ``` 40 | 41 | #### Static HTML 42 | 43 | Put the required stylesheet at the [top](https://developer.yahoo.com/performance/rules.html#css_top) of your markup: 44 | 45 | ```html 46 | 47 | ``` 48 | 49 | ```html 50 | 51 | ``` 52 | 53 | **NOTE:** If you want to use the default navigation styles, you will also need to include `owl.theme.default.css`. 54 | 55 | 56 | Put the script at the [bottom](https://developer.yahoo.com/performance/rules.html#js_bottom) of your markup right after jQuery: 57 | 58 | ```html 59 | 60 | 61 | ``` 62 | 63 | ```html 64 | 65 | 66 | ``` 67 | 68 | ### Usage 69 | 70 | Wrap your items (`div`, `a`, `img`, `span`, `li` etc.) with a container element (`div`, `ul` etc.). Only the class `owl-carousel` is mandatory to apply proper styles: 71 | 72 | ```html 73 |
74 |
82 | ```
83 | **NOTE:** The `owl-theme` class is optional, but without it, you will need to style navigation features on your own.
84 |
85 |
86 | Call the [plugin](https://learn.jquery.com/plugins/) function and your carousel is ready.
87 |
88 | ```javascript
89 | $(document).ready(function(){
90 | $('.owl-carousel').owlCarousel();
91 | });
92 | ```
93 |
94 | ## Documentation
95 |
96 | The documentation, included in this repo in the root directory, is built with [Assemble](http://assemble.io/) and publicly available at https://owlcarousel2.github.io/OwlCarousel2/. The documentation may also be run locally.
97 |
98 | ## Building
99 |
100 | This package comes with [Grunt](http://gruntjs.com/) and [Bower](http://bower.io/). The following tasks are available:
101 |
102 | * `default` compiles the CSS and JS into `/dist` and builds the doc.
103 | * `dist` compiles the CSS and JS into `/dist` only.
104 | * `watch` watches source files and builds them automatically whenever you save.
105 | * `test` runs [JSHint](http://www.jshint.com/) and [QUnit](http://qunitjs.com/) tests headlessly in [PhantomJS](http://phantomjs.org/).
106 |
107 | To define which plugins are build into the distribution just edit `/_config.json` to fit your needs.
108 |
109 | ## Contributing
110 |
111 | Please read [CONTRIBUTING.md](CONTRIBUTING.md).
112 |
113 | ## Roadmap
114 |
115 | Please make sure to check out our [Roadmap Discussion](https://github.com/OwlCarousel2/OwlCarousel2/issues/1756).
116 |
117 |
118 | ## License
119 |
120 | The code and the documentation are released under the [MIT License](LICENSE).
121 |
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Owl Carousel - Core
8 | */
9 | .owl-carousel {
10 | display: none;
11 | width: 100%;
12 | -webkit-tap-highlight-color: transparent;
13 | /* position relative and z-index fix webkit rendering fonts issue */
14 | position: relative;
15 | z-index: 1; }
16 | .owl-carousel .owl-stage {
17 | position: relative;
18 | -ms-touch-action: pan-Y;
19 | touch-action: manipulation;
20 | -moz-backface-visibility: hidden;
21 | /* fix firefox animation glitch */ }
22 | .owl-carousel .owl-stage:after {
23 | content: ".";
24 | display: block;
25 | clear: both;
26 | visibility: hidden;
27 | line-height: 0;
28 | height: 0; }
29 | .owl-carousel .owl-stage-outer {
30 | position: relative;
31 | overflow: hidden;
32 | /* fix for flashing background */
33 | -webkit-transform: translate3d(0px, 0px, 0px); }
34 | .owl-carousel .owl-wrapper,
35 | .owl-carousel .owl-item {
36 | -webkit-backface-visibility: hidden;
37 | -moz-backface-visibility: hidden;
38 | -ms-backface-visibility: hidden;
39 | -webkit-transform: translate3d(0, 0, 0);
40 | -moz-transform: translate3d(0, 0, 0);
41 | -ms-transform: translate3d(0, 0, 0); }
42 | .owl-carousel .owl-item {
43 | position: relative;
44 | min-height: 1px;
45 | float: left;
46 | -webkit-backface-visibility: hidden;
47 | -webkit-tap-highlight-color: transparent;
48 | -webkit-touch-callout: none; }
49 | .owl-carousel .owl-item img {
50 | display: block;
51 | width: 100%; }
52 | .owl-carousel .owl-nav.disabled,
53 | .owl-carousel .owl-dots.disabled {
54 | display: none; }
55 | .owl-carousel .owl-nav .owl-prev,
56 | .owl-carousel .owl-nav .owl-next,
57 | .owl-carousel .owl-dot {
58 | cursor: pointer;
59 | cursor: hand;
60 | -webkit-user-select: none;
61 | -khtml-user-select: none;
62 | -moz-user-select: none;
63 | -ms-user-select: none;
64 | user-select: none; }
65 | .owl-carousel .owl-nav button.owl-prev,
66 | .owl-carousel .owl-nav button.owl-next,
67 | .owl-carousel button.owl-dot {
68 | background: none;
69 | color: inherit;
70 | border: none;
71 | padding: 0 !important;
72 | font: inherit; }
73 | .owl-carousel.owl-loaded {
74 | display: block; }
75 | .owl-carousel.owl-loading {
76 | opacity: 0;
77 | display: block; }
78 | .owl-carousel.owl-hidden {
79 | opacity: 0; }
80 | .owl-carousel.owl-refresh .owl-item {
81 | visibility: hidden; }
82 | .owl-carousel.owl-drag .owl-item {
83 | -ms-touch-action: none;
84 | touch-action: none;
85 | -webkit-user-select: none;
86 | -moz-user-select: none;
87 | -ms-user-select: none;
88 | user-select: none; }
89 | .owl-carousel.owl-grab {
90 | cursor: move;
91 | cursor: grab; }
92 | .owl-carousel.owl-rtl {
93 | direction: rtl; }
94 | .owl-carousel.owl-rtl .owl-item {
95 | float: right; }
96 |
97 | /* No Js */
98 | .no-js .owl-carousel {
99 | display: block; }
100 |
101 | /*
102 | * Owl Carousel - Animate Plugin
103 | */
104 | .owl-carousel .animated {
105 | animation-duration: 1000ms;
106 | animation-fill-mode: both; }
107 |
108 | .owl-carousel .owl-animated-in {
109 | z-index: 0; }
110 |
111 | .owl-carousel .owl-animated-out {
112 | z-index: 1; }
113 |
114 | .owl-carousel .fadeOut {
115 | animation-name: fadeOut; }
116 |
117 | @keyframes fadeOut {
118 | 0% {
119 | opacity: 1; }
120 | 100% {
121 | opacity: 0; } }
122 |
123 | /*
124 | * Owl Carousel - Auto Height Plugin
125 | */
126 | .owl-height {
127 | transition: height 500ms ease-in-out; }
128 |
129 | /*
130 | * Owl Carousel - Lazy Load Plugin
131 | */
132 | .owl-carousel .owl-item .owl-lazy {
133 | opacity: 0;
134 | transition: opacity 400ms ease; }
135 |
136 | .owl-carousel .owl-item img.owl-lazy {
137 | transform-style: preserve-3d; }
138 |
139 | /*
140 | * Owl Carousel - Video Plugin
141 | */
142 | .owl-carousel .owl-video-wrapper {
143 | position: relative;
144 | height: 100%;
145 | background: #000; }
146 |
147 | .owl-carousel .owl-video-play-icon {
148 | position: absolute;
149 | height: 80px;
150 | width: 80px;
151 | left: 50%;
152 | top: 50%;
153 | margin-left: -40px;
154 | margin-top: -40px;
155 | background: url("owl.video.play.png") no-repeat;
156 | cursor: pointer;
157 | z-index: 1;
158 | -webkit-backface-visibility: hidden;
159 | transition: transform 100ms ease; }
160 |
161 | .owl-carousel .owl-video-play-icon:hover {
162 | -ms-transform: scale(1.3, 1.3);
163 | transform: scale(1.3, 1.3); }
164 |
165 | .owl-carousel .owl-video-playing .owl-video-tn,
166 | .owl-carousel .owl-video-playing .owl-video-play-icon {
167 | display: none; }
168 |
169 | .owl-carousel .owl-video-tn {
170 | opacity: 0;
171 | height: 100%;
172 | background-position: center center;
173 | background-repeat: no-repeat;
174 | background-size: contain;
175 | transition: opacity 400ms ease; }
176 |
177 | .owl-carousel .owl-video-frame {
178 | position: relative;
179 | z-index: 1;
180 | height: 100%;
181 | width: 100%; }
182 |
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-carousel,.owl-carousel .owl-item{-webkit-tap-highlight-color:transparent;position:relative}.owl-carousel{display:none;width:100%;z-index:1}.owl-carousel .owl-stage{position:relative;-ms-touch-action:pan-Y;touch-action:manipulation;-moz-backface-visibility:hidden}.owl-carousel .owl-stage:after{content:".";display:block;clear:both;visibility:hidden;line-height:0;height:0}.owl-carousel .owl-stage-outer{position:relative;overflow:hidden;-webkit-transform:translate3d(0,0,0)}.owl-carousel .owl-item,.owl-carousel .owl-wrapper{-webkit-backface-visibility:hidden;-moz-backface-visibility:hidden;-ms-backface-visibility:hidden;-webkit-transform:translate3d(0,0,0);-moz-transform:translate3d(0,0,0);-ms-transform:translate3d(0,0,0)}.owl-carousel .owl-item{min-height:1px;float:left;-webkit-backface-visibility:hidden;-webkit-touch-callout:none}.owl-carousel .owl-item img{display:block;width:100%}.owl-carousel .owl-dots.disabled,.owl-carousel .owl-nav.disabled{display:none}.no-js .owl-carousel,.owl-carousel.owl-loaded{display:block}.owl-carousel .owl-dot,.owl-carousel .owl-nav .owl-next,.owl-carousel .owl-nav .owl-prev{cursor:pointer;cursor:hand;-webkit-user-select:none;-khtml-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.owl-carousel .owl-nav button.owl-next,.owl-carousel .owl-nav button.owl-prev,.owl-carousel button.owl-dot{background:0 0;color:inherit;border:none;padding:0!important;font:inherit}.owl-carousel.owl-loading{opacity:0;display:block}.owl-carousel.owl-hidden{opacity:0}.owl-carousel.owl-refresh .owl-item{visibility:hidden}.owl-carousel.owl-drag .owl-item{-ms-touch-action:none;touch-action:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.owl-carousel.owl-grab{cursor:move;cursor:grab}.owl-carousel.owl-rtl{direction:rtl}.owl-carousel.owl-rtl .owl-item{float:right}.owl-carousel .animated{animation-duration:1s;animation-fill-mode:both}.owl-carousel .owl-animated-in{z-index:0}.owl-carousel .owl-animated-out{z-index:1}.owl-carousel .fadeOut{animation-name:fadeOut}@keyframes fadeOut{0%{opacity:1}100%{opacity:0}}.owl-height{transition:height .5s ease-in-out}.owl-carousel .owl-item .owl-lazy{opacity:0;transition:opacity .4s ease}.owl-carousel .owl-item img.owl-lazy{transform-style:preserve-3d}.owl-carousel .owl-video-wrapper{position:relative;height:100%;background:#000}.owl-carousel .owl-video-play-icon{position:absolute;height:80px;width:80px;left:50%;top:50%;margin-left:-40px;margin-top:-40px;background:url(owl.video.play.png) no-repeat;cursor:pointer;z-index:1;-webkit-backface-visibility:hidden;transition:transform .1s ease}.owl-carousel .owl-video-play-icon:hover{-ms-transform:scale(1.3,1.3);transform:scale(1.3,1.3)}.owl-carousel .owl-video-playing .owl-video-play-icon,.owl-carousel .owl-video-playing .owl-video-tn{display:none}.owl-carousel .owl-video-tn{opacity:0;height:100%;background-position:center center;background-repeat:no-repeat;background-size:contain;transition:opacity .4s ease}.owl-carousel .owl-video-frame{position:relative;z-index:1;height:100%;width:100%}
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Default theme - Owl Carousel CSS File
8 | */
9 | .owl-theme .owl-nav {
10 | margin-top: 10px;
11 | text-align: center;
12 | -webkit-tap-highlight-color: transparent; }
13 | .owl-theme .owl-nav [class*='owl-'] {
14 | color: #FFF;
15 | font-size: 14px;
16 | margin: 5px;
17 | padding: 4px 7px;
18 | background: #D6D6D6;
19 | display: inline-block;
20 | cursor: pointer;
21 | border-radius: 3px; }
22 | .owl-theme .owl-nav [class*='owl-']:hover {
23 | background: #869791;
24 | color: #FFF;
25 | text-decoration: none; }
26 | .owl-theme .owl-nav .disabled {
27 | opacity: 0.5;
28 | cursor: default; }
29 |
30 | .owl-theme .owl-nav.disabled + .owl-dots {
31 | margin-top: 10px; }
32 |
33 | .owl-theme .owl-dots {
34 | text-align: center;
35 | -webkit-tap-highlight-color: transparent; }
36 | .owl-theme .owl-dots .owl-dot {
37 | display: inline-block;
38 | zoom: 1;
39 | *display: inline; }
40 | .owl-theme .owl-dots .owl-dot span {
41 | width: 10px;
42 | height: 10px;
43 | margin: 5px 7px;
44 | background: #D6D6D6;
45 | display: block;
46 | -webkit-backface-visibility: visible;
47 | transition: opacity 200ms ease;
48 | border-radius: 30px; }
49 | .owl-theme .owl-dots .owl-dot.active span, .owl-theme .owl-dots .owl-dot:hover span {
50 | background: #869791; }
51 |
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/DeployFlaskAzure/static/lib/owlcarousel/assets/owl.theme.default.min.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-theme .owl-dots,.owl-theme .owl-nav{text-align:center;-webkit-tap-highlight-color:transparent}.owl-theme .owl-nav{margin-top:10px}.owl-theme .owl-nav [class*=owl-]{color:#FFF;font-size:14px;margin:5px;padding:4px 7px;background:#D6D6D6;display:inline-block;cursor:pointer;border-radius:3px}.owl-theme .owl-nav [class*=owl-]:hover{background:#869791;color:#FFF;text-decoration:none}.owl-theme .owl-nav .disabled{opacity:.5;cursor:default}.owl-theme .owl-nav.disabled+.owl-dots{margin-top:10px}.owl-theme .owl-dots .owl-dot{display:inline-block;zoom:1}.owl-theme .owl-dots .owl-dot span{width:10px;height:10px;margin:5px 7px;background:#D6D6D6;display:block;-webkit-backface-visibility:visible;transition:opacity .2s ease;border-radius:30px}.owl-theme .owl-dots .owl-dot.active span,.owl-theme .owl-dots .owl-dot:hover span{background:#869791}
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/DeployFlaskAzure/static/lib/owlcarousel/assets/owl.theme.green.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | /*
7 | * Green theme - Owl Carousel CSS File
8 | */
9 | .owl-theme .owl-nav {
10 | margin-top: 10px;
11 | text-align: center;
12 | -webkit-tap-highlight-color: transparent; }
13 | .owl-theme .owl-nav [class*='owl-'] {
14 | color: #FFF;
15 | font-size: 14px;
16 | margin: 5px;
17 | padding: 4px 7px;
18 | background: #D6D6D6;
19 | display: inline-block;
20 | cursor: pointer;
21 | border-radius: 3px; }
22 | .owl-theme .owl-nav [class*='owl-']:hover {
23 | background: #4DC7A0;
24 | color: #FFF;
25 | text-decoration: none; }
26 | .owl-theme .owl-nav .disabled {
27 | opacity: 0.5;
28 | cursor: default; }
29 |
30 | .owl-theme .owl-nav.disabled + .owl-dots {
31 | margin-top: 10px; }
32 |
33 | .owl-theme .owl-dots {
34 | text-align: center;
35 | -webkit-tap-highlight-color: transparent; }
36 | .owl-theme .owl-dots .owl-dot {
37 | display: inline-block;
38 | zoom: 1;
39 | *display: inline; }
40 | .owl-theme .owl-dots .owl-dot span {
41 | width: 10px;
42 | height: 10px;
43 | margin: 5px 7px;
44 | background: #D6D6D6;
45 | display: block;
46 | -webkit-backface-visibility: visible;
47 | transition: opacity 200ms ease;
48 | border-radius: 30px; }
49 | .owl-theme .owl-dots .owl-dot.active span, .owl-theme .owl-dots .owl-dot:hover span {
50 | background: #4DC7A0; }
51 |
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/DeployFlaskAzure/static/lib/owlcarousel/assets/owl.theme.green.min.css:
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1 | /**
2 | * Owl Carousel v2.3.2
3 | * Copyright 2013-2018 David Deutsch
4 | * Licensed under: SEE LICENSE IN https://github.com/OwlCarousel2/OwlCarousel2/blob/master/LICENSE
5 | */
6 | .owl-theme .owl-dots,.owl-theme .owl-nav{text-align:center;-webkit-tap-highlight-color:transparent}.owl-theme .owl-nav{margin-top:10px}.owl-theme .owl-nav [class*=owl-]{color:#FFF;font-size:14px;margin:5px;padding:4px 7px;background:#D6D6D6;display:inline-block;cursor:pointer;border-radius:3px}.owl-theme .owl-nav [class*=owl-]:hover{background:#4DC7A0;color:#FFF;text-decoration:none}.owl-theme .owl-nav .disabled{opacity:.5;cursor:default}.owl-theme .owl-nav.disabled+.owl-dots{margin-top:10px}.owl-theme .owl-dots .owl-dot{display:inline-block;zoom:1}.owl-theme .owl-dots .owl-dot span{width:10px;height:10px;margin:5px 7px;background:#D6D6D6;display:block;-webkit-backface-visibility:visible;transition:opacity .2s ease;border-radius:30px}.owl-theme .owl-dots .owl-dot.active span,.owl-theme .owl-dots .owl-dot:hover span{background:#4DC7A0}
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/DeployFlaskAzure/static/lib/owlcarousel/assets/owl.video.play.png:
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/DeployFlaskAzure/static/lib/superfish/hoverIntent.js:
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1 | /*!
2 | * hoverIntent v1.8.1 // 2014.08.11 // jQuery v1.9.1+
3 | * http://briancherne.github.io/jquery-hoverIntent/
4 | *
5 | * You may use hoverIntent under the terms of the MIT license. Basically that
6 | * means you are free to use hoverIntent as long as this header is left intact.
7 | * Copyright 2007, 2014 Brian Cherne
8 | */
9 |
10 | /* hoverIntent is similar to jQuery's built-in "hover" method except that
11 | * instead of firing the handlerIn function immediately, hoverIntent checks
12 | * to see if the user's mouse has slowed down (beneath the sensitivity
13 | * threshold) before firing the event. The handlerOut function is only
14 | * called after a matching handlerIn.
15 | *
16 | * // basic usage ... just like .hover()
17 | * .hoverIntent( handlerIn, handlerOut )
18 | * .hoverIntent( handlerInOut )
19 | *
20 | * // basic usage ... with event delegation!
21 | * .hoverIntent( handlerIn, handlerOut, selector )
22 | * .hoverIntent( handlerInOut, selector )
23 | *
24 | * // using a basic configuration object
25 | * .hoverIntent( config )
26 | *
27 | * @param handlerIn function OR configuration object
28 | * @param handlerOut function OR selector for delegation OR undefined
29 | * @param selector selector OR undefined
30 | * @author Brian Cherne Your Content
75 | Your Content
76 | Your Content
77 | Your Content
78 | Your Content
79 | Your Content
80 | Your Content
81 | Deployment Of Flask App on Heroku
2 | 
3 |
4 | >Heroku is a platform as a service (PaaS) that enables developers to build, run, and operate applications entirely in the cloud. It is generally considered to be easy-to-use. But it’s most beneficial to businesses in specific situations. Heroku has a free service model for small projects, but tiered service packages exist for cases where more complex business needs must be addressed.
5 |
6 | > In this Repo I implemented Prediction of salary using Linear Regression and deployed to Heroku.
7 | To Review the Implemented Deployment Please visit
8 | https://tharun3.herokuapp.com
9 |
10 | STEPS TO FOLLOW
11 | 1. Create a Directory Containing FlaskApp, Index.html and requirements.txt
12 |
STEPS TO FOLLOW
11 |1. Create a Directory Containing FlaskApp, Index.html and requirements.txt
12 |NOTE : To generate requirements .txt , go to path in command prompt or Terminal and type pipreqs 13 | 14 | >Add These in your requirements.txt as these ensure proper deployment in Heroku cloud. 15 | 16 | ``` 17 | gunicorn==19.9.0 18 | itsdangerous==1.1.0 19 | Jinja2==2.10.1 20 | MarkupSafe==1.1.1 21 | Werkzeug==0.15.5 22 | ``` 23 | 24 |
2. Create a Procfile
25 | 26 | >A Procfile is a list of process types in an app. 27 | 28 | ``` 29 | web: gunicorn app:app 30 | ``` 31 | >The first app represents the name of the python file that runs your application or the name of the module it is in. The second app represents your app name. 32 | 33 |In My repo My python name is app.py and application name is app.
34 | 35 |Upload These Files in Git Repo
36 | 37 | ``` 38 | model.pkl 39 | app.py 40 | requirements.txt 41 | Procfile 42 | templates 43 | ``` 44 | 45 | 46 |3. Open Heroku clock create new and select app
47 |Give a name to your app and create
48 |4. Connect to github and select Your Repo.
49 |
50 |
51 | > * Make Sure Port is set to 5000 or any valid port value.
52 | > * If you have Images in your html page , they should be in static folder.
53 |
54 | Please Refer the Structure
55 |
56 |
57 | 4 . Click Deploy Branch
58 |
59 |
60 | A Link Will be Generated after sucessful Deployment like this https://tharun3.herokuapp.com
61 | 62 |63 | 64 |
References
65 | 66 | - Flask Documentation 67 | 68 | - Deploying Machine Learning models as flask app 69 | 70 | - Deploying Flask Application to Heroku 71 | 72 |Thank You :D
73 |Hope you found it insightful. I would love to hear feedback from you to improvise it and make it better!
74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | -------------------------------------------------------------------------------- /DeployFlaskHeroku/app.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import pandas as pd 3 | from flask import Flask, request, jsonify, render_template 4 | import pickle 5 | 6 | app = Flask(__name__,template_folder='templates') 7 | model = pickle.load(open('model.pkl', 'rb')) 8 | 9 | @app.route('/') 10 | def home(): 11 | return render_template('index.html') 12 | 13 | @app.route('/predict',methods=['POST']) 14 | def predict(): 15 | ''' 16 | For rendering results on HTML GUI 17 | ''' 18 | int_features = [float(x) for x in request.form.values()] 19 | final_features = [np.array(int_features)] 20 | prediction = model.predict(final_features) 21 | result=0.0 22 | for i in prediction: 23 | for j in i: 24 | result=j 25 | 26 | return render_template('index.html', prediction_text='Employee Salary should be $ {:.2f}'.format(result*100)) 27 | 28 | 29 | if __name__ == '__main__': 30 | app.run(port = 5000, debug=True) 31 | -------------------------------------------------------------------------------- /DeployFlaskHeroku/model.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/developers-cosmos/DeployMachineLearningModels/296a46a61b7e618fac750a580f68d2bda75621f5/DeployFlaskHeroku/model.pkl -------------------------------------------------------------------------------- /DeployFlaskHeroku/requirements.txt: -------------------------------------------------------------------------------- 1 | Flask==2.3.2 2 | gunicorn==19.9.0 3 | itsdangerous==1.1.0 4 | Jinja2==2.11.3 5 | MarkupSafe==1.1.1 6 | Werkzeug==2.2.3 7 | numpy>=1.9.2 8 | scipy>=0.15.1 9 | scikit-learn>=0.18 10 | matplotlib>=1.4.3 11 | pandas>=0.19 12 | 13 | -------------------------------------------------------------------------------- /DeployFlaskHeroku/slr.py: -------------------------------------------------------------------------------- 1 | # -*- coding: utf-8 -*- 2 | """ 3 | Created on Tue Dec 24 23:27:24 2019 4 | 5 | @author: kumar 6 | """ 7 | 8 | import pandas as pd 9 | import numpy as np 10 | import matplotlib.pyplot as plt 11 | import seaborn as sns 12 | import statsmodels.formula.api as smf 13 | import statistics as sts 14 | import pylab 15 | 16 | dataset=pd.read_csv("C:\\Users\\kumar\\PythonAssign\\Linear\\Linear\\Datasets\\Salary_Data.csv") 17 | dataset.columns 18 | import statsmodels.formula.api as smf 19 | model=smf.ols("Salary~YearsExperience",data=dataset).fit() 20 | pred=model.predict(dataset) 21 | dataset_binary = dataset[['YearsExperience', 'Salary']] 22 | X = np.array(dataset_binary['YearsExperience']).reshape(-1, 1) 23 | y = np.array(dataset_binary['Salary']).reshape(-1, 1) 24 | y=np.log(dataset_binary.Salary) 25 | y=np.array(y).reshape(-1,1) 26 | from sklearn.model_selection import train_test_split 27 | x_train, x_test, y_train, y_test = train_test_split(X,y, test_size=0.3, random_state=42) 28 | from sklearn import linear_model 29 | regressor= linear_model.LinearRegression() 30 | regressor.fit(x_train,y_train) 31 | import pickle 32 | pickle.dump(regressor, open('model.pkl', 'wb')) 33 | model=pickle.load(open('model.pkl','rb')) -------------------------------------------------------------------------------- /DeployFlaskHeroku/templates/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 |
8 |
18 |
19 | {{ prediction_text }} 20 | 21 |
22 |
23 |
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/Readme.md:
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1 | Predict Salary Analysis
9 | 10 | 11 | 16 | 17 |18 |
19 | {{ prediction_text }} 20 | 21 |
Deployment Of Machine Learning Models
2 | 3 |Imagine You built an Optimized Model and got an accuracy of x%. You stop the Process , Continue to next Model. But in Real Case Scenarios, Bringing Models into Production and Sharing Business insights is Important.
4 | 5 | >Don''t Know How to Deploy? 6 | 7 |
8 |
9 | > Don't worry . This Repo Contains Deployment of Machine Learning Models on Various cloud services like Azure, Heroku, AWS,GCP etc.
10 |
11 | Let's get Started
12 | 13 |Data scientists build Machine learning models in jupyter lab, google colab and the likes, Machine learning engineers take the built model into production. 14 | 15 | Deployment of an ML-model simply means the integration of the model into an existing production environment which can take in an input and return an output that can be used in making practical business decisions. 16 |
17 | 18 |General Architecture
19 | 20 | 21 |
22 |
23 |
24 |
25 | Deployment Types
26 | 27 |
28 |
29 | 1. Deploying Models in PAAS 30 | 31 | 32 | > Machine Learning Models can be Deployed on Paas like Heroku, AWS ElasticBeanStalk, Azure Web apps etc. 33 | 34 |
Platform-as-a-service provides a framework for developers to create their own applications. Essential, PaaS gives developers an online platform to create and manage software without worrying about maintaining everything else. Users manage the applications and data they create and store while the provider handles all the rest. PaaS offerings are built on virtualizations and often come with services to aid in testing and deploying applications.
35 | 36 |Pass Architectures
37 | 1 . GCP Architecture 
38 |
39 | 2 . Azure Architecture 
40 |
41 | 2. Deploying in IAAS 42 | 43 | 44 | >Machine Learning Models can be Deployed on Iaas like AWS EC2, GCP Virtual Machines etc. 45 | 46 |
Infrastructure-as-a-service offers the most management responsibilities for users. IaaS is a fully self-service model where the provider delivers infrastructure resources via virtualization technologies. IaaS comprises scalable computing, storage, and security capabilities accessed on an API or dashboard. Users manage the data infrastructure themselves without having to worry about physical installations. 47 | 48 | With IaaS, users have the most control over the resources provided to them. IaaS offers the systems needed to deploy applications and software without the need to maintain physical hardware. This means, though, that users need to ensure they handle the runtime and OS securely in order to avoid distributing harmful software. IaaS eliminates the physical aspect of owning and operating data centers while still requiring the same safety and security protocols.
49 | 50 |Conclusion
51 | 52 |
53 |
54 | Thank You :D
55 |I have used many online resources while creating the application and I would like to thank them . Hope you found it insightful.If you have any queries you can mail me at : kumartharun435@gmail.com . I would love to hear feedback from you to improvise it and make it better!
56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | --------------------------------------------------------------------------------