CythonGuide_webNavigable.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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    <b>Cython</b>
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    A quick reference for its usage
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    Alberto Ibarrondo
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    06/04/2018
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<h1 id="Compiling-&amp;-Running-Cython">Compiling &amp; Running Cython<a class="anchor-link" href="#Compiling-&amp;-Running-Cython">&#182;</a></h1>
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<h2 id="Distutils">Distutils<a class="anchor-link" href="#Distutils">&#182;</a></h2><p>This is the standard way, using a setup.py file with:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">distutils.core</span> <span class="k">import</span> <span class="n">setup</span>
<span class="kn">from</span> <span class="nn">Cython.Build</span> <span class="k">import</span> <span class="n">cythonize</span>
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<p>Then you compile using:</p>
<p><code>python setup.py build_ext</code></p>
<p><code>python setup.py build_ext --compiler=msvc</code> if Windows and Visual Studio C++</p>
<p>In order to automatically include it with pip, do:</p>
<p><code>pip install --upgrade setup.py</code></p>
<p>If anything went wrong, you can always delete it:</p>
<p><code>pip uninstall PACKAGENAME</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">fib</span>
<span class="n">fib</span><span class="o">.</span><span class="n">fib</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
<span class="c1">#Int size condiitons the result!</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fib</span><span class="o">.</span><span class="n">fib</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span>
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<h2 id="IPython-magic">IPython magic<a class="anchor-link" href="#IPython-magic">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> Cython
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">-</span><span class="n">n</span> <span class="n">fib2</span> <span class="o">-</span><span class="n">a</span>
<span class="k">def</span> <span class="nf">fib_magic</span><span class="p">(</span><span class="nb">long</span> <span class="n">n</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">long</span> <span class="nf">i</span>
    <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">a</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">b</span><span class="o">=</span><span class="mf">1.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
        <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="o">=</span> <span class="n">a</span><span class="o">+</span><span class="n">b</span><span class="p">,</span> <span class="n">a</span>
    <span class="k">return</span> <span class="n">a</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fib_magic</span>
</pre></div>

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<pre>&lt;function fib2.fib_magic&gt;</pre>
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<h2 id="Automatic-import-pyximport">Automatic import pyximport<a class="anchor-link" href="#Automatic-import-pyximport">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pyximport</span>
<span class="n">pyximport</span><span class="o">.</span><span class="n">install</span><span class="p">()</span>
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<pre>(None, &lt;pyximport.pyximport.PyxImporter at 0x2a922cabbe0&gt;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">cython_particle</span>   <span class="c1"># cython_particle.pyx</span>
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<h1 id="Cython-in-Depth">Cython in Depth<a class="anchor-link" href="#Cython-in-Depth">&#182;</a></h1>
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<h2 id="Static-type-declaration-with-cdef">Static type declaration with cdef<a class="anchor-link" href="#Static-type-declaration-with-cdef">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> 
<span class="k">def</span> <span class="nf">myFun</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">int</span> <span class="nf">i</span><span class="o">=</span><span class="mf">1</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">l</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">float</span> <span class="n">p</span> <span class="o">=</span> <span class="mf">3.3</span>
        <span class="nb">long</span> <span class="nb">int</span> <span class="n">j</span> <span class="o">=</span> <span class="mf">2</span>
    <span class="k">return</span> <span class="n">a</span><span class="o">*</span><span class="n">i</span><span class="o">+</span><span class="n">b</span><span class="o">*</span><span class="n">j</span><span class="o">+</span><span class="n">p</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">myFun</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
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<pre>8.299999952316284</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> 
<span class="k">def</span> <span class="nf">cdefExamples</span><span class="p">():</span>
    <span class="c"># Pointers</span>
    <span class="k">cdef</span> <span class="kt">int</span> *<span class="nf">p</span>     <span class="c"># Single dereference</span>
    <span class="k">cdef</span> <span class="kt">void</span> **<span class="nf">buf</span> <span class="c"># Double dereference, e.g.: char* a[] == char** a</span>
                    <span class="c">#  Pointer to pointer, pointer to array,</span>
                    <span class="c">#  array of pointers, array of arrays</span>
    
    <span class="c"># Stack allocated C arrays</span>
    <span class="k">cdef</span> <span class="kt">int</span> <span class="kt">arr</span>[10]
    <span class="k">cdef</span> <span class="kt">double</span> <span class="kt">points</span>[20][30]
    <span class="c"># typedef - new stuff</span>
    <span class="k">cdef</span> <span class="kt">size_t</span> <span class="nf">len</span>
    <span class="c"># Structs and Unions</span>
    <span class="c">#cdef tm time_struct</span>
    <span class="c">#cdef int_short_union_t hi_lo_bytes</span>
    <span class="c"># Function pointers</span>
    <span class="k">cdef</span> <span class="nf">void</span> <span class="p">(</span><span class="o">*</span><span class="n">f</span><span class="p">)(</span><span class="nb">int</span><span class="p">,</span> <span class="n">double</span><span class="p">)</span>
    <span class="k">return</span> <span class="bp">None</span>
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<p><img alt="Picture1" width="291" height="418" 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"></p>

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<h2 id="C-Pointers-in-Cython">C Pointers in Cython<a class="anchor-link" href="#C-Pointers-in-Cython">&#182;</a></h2><p>Defining C pointers is like in C, but accessing them is done like an array</p>

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<span class="k">cdef</span> <span class="kt">int</span> *<span class="nf">p_int</span>
<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">a</span><span class="o">=</span><span class="mf">123</span>
<span class="n">p_int</span><span class="o">=&amp;</span><span class="n">a</span>
<span class="n">p_int</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span><span class="o">=</span><span class="mf">3</span>
<span class="k">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
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<pre>3
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<p>Accessing structs is done using dot instead of arrow</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> 
<span class="k">cdef</span> <span class="k">struct</span> <span class="nf">st_t</span><span class="p">:</span>
    <span class="nb">int</span> <span class="n">a</span>

<span class="k">cdef</span> <span class="kt">st_t</span> <span class="nf">ss</span> <span class="o">=</span> <span class="n">st_t</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="mf">2</span><span class="p">)</span>
<span class="k">cdef</span> <span class="kt">st_t</span> *<span class="nf">p_st</span> <span class="o">=</span> <span class="o">&amp;</span><span class="n">ss</span>
<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">a_doubled</span> <span class="o">=</span> <span class="n">p_st</span><span class="o">.</span><span class="n">a</span> <span class="o">+</span> <span class="n">p_st</span><span class="o">.</span><span class="n">a</span>
<span class="k">print</span><span class="p">(</span><span class="n">a_doubled</span><span class="p">)</span>
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<pre>4
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<h2 id="Functions-in-Cython">Functions in Cython<a class="anchor-link" href="#Functions-in-Cython">&#182;</a></h2><p>There are three ways to define functions:</p>
<ol>
<li><code>def</code> statement, allowing both python objects and c objects to be called</li>
<li><code>cdef</code> using a c-only version that will not be called outside the Python code. Requires python wrappers. Can be called by both inside Python and C</li>
<li><code>cpdef</code> hybrid between the two. Can be called by outside Python, requires arguments and return types to be compatible with C and Python. All Python objects are included, but void, C pointers or C arrays are not possible. Check table.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Pure python</span>
<span class="k">def</span> <span class="nf">py_fact</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">n</span><span class="o">&lt;=</span><span class="mi">1</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">1</span>
    <span class="k">return</span> <span class="n">n</span> <span class="o">*</span> <span class="n">py_fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
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<span class="c"># Statically typed variable, but still python function and objects</span>
<span class="k">def</span> <span class="nf">typed_fact</span><span class="p">(</span><span class="nb">long</span> <span class="n">n</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">n</span><span class="o">&lt;=</span><span class="mf">1</span><span class="p">:</span>
        <span class="k">return</span> <span class="mf">1</span>
    <span class="k">return</span> <span class="n">n</span> <span class="o">*</span> <span class="n">typed_fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mf">1</span><span class="p">)</span>
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<span class="c"># C function in Cython. It could use inline</span>
<span class="k">cdef</span> <span class="kt">long</span> <span class="nf">c_fact</span><span class="p">(</span><span class="nb">long</span> <span class="n">n</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">n</span><span class="o">&lt;=</span><span class="mf">1</span><span class="p">:</span>
        <span class="k">return</span> <span class="mf">1</span>
    <span class="k">return</span> <span class="n">n</span> <span class="o">*</span> <span class="n">c_fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mf">1</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">wrap_c_fact</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">c_fact</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
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<span class="c"># Callable C function in Python</span>
<span class="c"># INLINE suggests the compiler to replace the function calls by the code</span>
<span class="k">cpdef</span> <span class="kr">inline</span> <span class="kt">long</span> <span class="nf">cp_fact</span><span class="p">(</span><span class="nb">long</span> <span class="n">n</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">n</span><span class="o">&lt;=</span><span class="mf">1</span><span class="p">:</span>
        <span class="k">return</span> <span class="mf">1</span>
    <span class="k">return</span> <span class="n">n</span> <span class="o">*</span> <span class="n">cp_fact</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="mf">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">timeit</span> py_fact(20)
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<pre>2.56 µs ± 29.2 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
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<pre>1.05 µs ± 15.4 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)
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<pre>91.5 ns ± 0.657 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">timeit</span> cp_fact(20)
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<pre>89.3 ns ± 0.866 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)
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<h3 id="Exceptions">Exceptions<a class="anchor-link" href="#Exceptions">&#182;</a></h3>
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<span class="c"># Question mark is used if value could be generated without Exception.</span>
<span class="c">#   Value must be in range of type</span>
<span class="c"># except* would always check for exception, but has overhead.</span>
<span class="k">cpdef</span> <span class="kt">double</span> <span class="nf">divide_ints</span><span class="p">(</span><span class="n">double</span> <span class="n">i</span><span class="p">,</span> <span class="n">double</span> <span class="n">j</span><span class="p">)</span> <span class="k">except</span><span class="o">?</span> <span class="o">-</span><span class="mf">1</span><span class="p">:</span>
    <span class="k">return</span> <span class="n">i</span> <span class="o">/</span> <span class="n">j</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">divide_ints</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">ZeroDivisionError</span>                         Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-51-03f2fc301bee&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-intense-fg ansi-bold">()</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 1</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>divide_ints<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-cyan-intense-fg ansi-bold">1</span><span class="ansi-yellow-intense-fg ansi-bold">,</span> <span class="ansi-cyan-intense-fg ansi-bold">0</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>

<span class="ansi-green-intense-fg ansi-bold">_cython_magic_ca2de1f4c70e769d7dba2c811a789b3c.pyx</span> in <span class="ansi-cyan-fg">_cython_magic_ca2de1f4c70e769d7dba2c811a789b3c.divide_ints</span><span class="ansi-blue-intense-fg ansi-bold">()</span>

<span class="ansi-green-intense-fg ansi-bold">_cython_magic_ca2de1f4c70e769d7dba2c811a789b3c.pyx</span> in <span class="ansi-cyan-fg">_cython_magic_ca2de1f4c70e769d7dba2c811a789b3c.divide_ints</span><span class="ansi-blue-intense-fg ansi-bold">()</span>

<span class="ansi-red-intense-fg ansi-bold">ZeroDivisionError</span>: float division</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">py_fact</span><span class="err">?</span> <span class="c1"># Check info on that object</span>
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<h2 id="Type-Casting">Type Casting<a class="anchor-link" href="#Type-Casting">&#182;</a></h2><p>Instead of the C parentehses, Cython uses &lt;&gt; for Explicit casting.</p>

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<span class="n">a</span> <span class="o">=</span> <span class="mf">3</span>
<span class="k">cdef</span> <span class="kt">list</span> <span class="nf">cast_list</span> <span class="o">=</span> <span class="p">&lt;</span><span class="kt">list</span><span class="p">&gt;</span><span class="n">a</span> <span class="c"># If we are certain of the casting</span>
<span class="k">cdef</span> <span class="kt">list</span> <span class="nf">cast_list2</span> <span class="o">=</span> <span class="p">&lt;</span><span class="kt">list?</span><span class="p">&gt;</span><span class="n">a</span> <span class="c"># If we are uncertain of the casting</span>
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<h2 id="Structs,-Unions-and-Enums">Structs, Unions and Enums<a class="anchor-link" href="#Structs,-Unions-and-Enums">&#182;</a></h2>
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<h3 id="Declaration">Declaration<a class="anchor-link" href="#Declaration">&#182;</a></h3>
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<span class="c"># Seamless creation</span>
<span class="k">cdef</span> <span class="k">struct</span> <span class="nf">mycpx</span><span class="p">:</span>
    <span class="nb">float</span> <span class="n">real</span>
    <span class="nb">float</span> <span class="n">imag</span>
<span class="k">cdef</span> <span class="k">union</span> <span class="nf">uu</span><span class="p">:</span>
    <span class="nb">int</span> <span class="n">a</span>
    <span class="n">short</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span>    
<span class="k">cdef</span> <span class="k">enum</span> <span class="nf">PRIMARIES</span><span class="p">:</span>
    <span class="n">RED</span> <span class="o">=</span> <span class="mf">1</span>
    <span class="n">YELLOW</span> <span class="o">=</span> <span class="mf">3</span>
    <span class="n">BLUE</span> <span class="o">=</span> <span class="mf">5</span>
    
<span class="c"># Creating also a new type alias</span>
<span class="k">ctypedef</span> <span class="k">struct</span> <span class="nc">mycpx</span><span class="p">:</span>
    <span class="nb">float</span> <span class="n">real</span>
    <span class="nb">float</span> <span class="n">imag</span>
<span class="k">ctypedef</span> <span class="n">union</span> <span class="n">uu</span><span class="p">:</span>
    <span class="nb">int</span> <span class="n">a</span>
    <span class="n">short</span> <span class="n">b</span><span class="p">,</span> <span class="n">c</span>
<span class="k">ctypedef</span> <span class="n">enum</span> <span class="n">SECONDARIES</span><span class="p">:</span>
    <span class="n">ORANGE</span><span class="p">,</span> <span class="n">GREEN</span><span class="p">,</span> <span class="n">PURPLE</span>
    
<span class="c"># Anonymous stucts and unions are not supported, but anonymous enums are:</span>
<span class="k">cdef</span> <span class="k">enum</span><span class="p">:</span>
    <span class="n">GLOBAL_SEED</span> <span class="o">=</span> <span class="mf">37</span>
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<h3 id="Initialization">Initialization<a class="anchor-link" href="#Initialization">&#182;</a></h3>
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<span class="c"># Struct Literals</span>
<span class="k">cdef</span> <span class="kt">mycpx</span> <span class="nf">a</span> <span class="o">=</span> <span class="n">mycpx</span><span class="p">(</span><span class="mf">3.1415</span><span class="p">,</span> <span class="o">-</span><span class="mf">1.0</span><span class="p">)</span>
<span class="k">cdef</span> <span class="kt">mycpx</span> <span class="nf">b</span> <span class="o">=</span> <span class="n">mycpx</span><span class="p">(</span><span class="n">real</span><span class="o">=</span><span class="mf">2.718</span><span class="p">,</span> <span class="n">imag</span><span class="o">=</span><span class="mf">1.618034</span><span class="p">)</span>
<span class="c"># By inidvidual names</span>
<span class="k">cdef</span> <span class="kt">mycpx</span> <span class="nf">zz</span>
<span class="n">zz</span><span class="o">.</span><span class="n">real</span> <span class="o">=</span> <span class="mf">3.1415</span>
<span class="n">zz</span><span class="o">.</span><span class="n">imag</span> <span class="o">=</span> <span class="o">-</span><span class="mf">1.0</span>
<span class="c"># Form a Python dictionary (more Python overhead)</span>
<span class="k">cdef</span> <span class="kt">mycpx</span> <span class="nf">zz</span> <span class="o">=</span> <span class="p">{</span><span class="s">&#39;real&#39;</span><span class="p">:</span> <span class="mf">3.1415</span><span class="p">,</span> <span class="s">&#39;imag&#39;</span><span class="p">:</span> <span class="o">-</span><span class="mf">1.0</span><span class="p">}</span>
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<p>Nested Structs/unions are not supported. You need to unnest. (page 58 manual)</p>

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<h2 id="Type-Aliasing-with-ctypedef">Type Aliasing with ctypedef<a class="anchor-link" href="#Type-Aliasing-with-ctypedef">&#182;</a></h2><p>Used to generate new types based on current types.</p>

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<span class="k">ctypedef</span> <span class="n">double</span> <span class="n">real</span>
<span class="k">ctypedef</span> <span class="nb">long</span> <span class="n">integral</span>

<span class="k">def</span> <span class="nf">displacement</span><span class="p">(</span><span class="n">real</span> <span class="n">d0</span><span class="p">,</span> <span class="n">real</span> <span class="n">v0</span><span class="p">,</span> <span class="n">real</span> <span class="n">a</span><span class="p">,</span> <span class="n">real</span> <span class="n">t</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Calculates displacement in constant acceleration.&quot;&quot;&quot;</span>
    <span class="k">cdef</span> <span class="kt">real</span> <span class="nf">d</span> <span class="o">=</span> <span class="n">d0</span> <span class="o">+</span> <span class="p">(</span><span class="n">v0</span> <span class="o">*</span> <span class="n">t</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="mf">0.5</span> <span class="o">*</span> <span class="n">a</span> <span class="o">*</span> <span class="n">t</span><span class="o">**</span><span class="mf">2</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">d</span>
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<h3 id="Fused-Types">Fused Types<a class="anchor-link" href="#Fused-Types">&#182;</a></h3>
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<p>They allow several types on one, generating replicas of functions for each type. <code>integral</code>, <code>floating</code> and <code>numeric</code>.</p>

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<span class="k">from</span> <span class="nn">cython</span> <span class="k">cimport</span> <span class="n">integral</span>
<span class="k">cpdef</span> <span class="kt">integral</span> <span class="nf">integral_max</span><span class="p">(</span><span class="n">integral</span> <span class="n">a</span><span class="p">,</span> <span class="n">integral</span> <span class="n">b</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span> <span class="k">if</span> <span class="n">a</span> <span class="o">&gt;=</span> <span class="n">b</span> <span class="k">else</span> <span class="n">b</span>
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<span class="c"># we can also create our own fused type</span>
<span class="k">cimport</span> <span class="nn">cython</span>
<span class="k">ctypedef</span> <span class="k">fused</span> <span class="n">integral_or_floating</span><span class="p">:</span>
    <span class="n">cython</span><span class="o">.</span><span class="n">short</span>
    <span class="n">cython</span><span class="o">.</span><span class="n">int</span>
    <span class="n">cython</span><span class="o">.</span><span class="n">long</span>
    <span class="n">cython</span><span class="o">.</span><span class="n">float</span>
    <span class="n">cython</span><span class="o">.</span><span class="n">double</span>
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<h2 id="For-&amp;-While-Loops">For &amp; While Loops<a class="anchor-link" href="#For-&amp;-While-Loops">&#182;</a></h2>
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<p>When looping over a range, type the range argument and the index as C types (best as integers) to obtain a speed boost.</p>

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<span class="k">cdef</span> <span class="kt">unsigned</span> <span class="kt">int</span> <span class="nf">i</span><span class="p">,</span> <span class="nf">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> <span class="o">-</span> <span class="mf">1</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mf">1</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
    <span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mf">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mf">1</span><span class="p">])</span> <span class="o">/</span> <span class="mf">3.0</span>
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<h2 id="Preprocessor:-#define">Preprocessor: #define<a class="anchor-link" href="#Preprocessor:-#define">&#182;</a></h2>
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<span class="cp">DEF</span> <span class="n">E</span> <span class="o">=</span> <span class="mf">2.718281828459045</span>
<span class="cp">DEF</span> <span class="n">PI</span> <span class="o">=</span> <span class="mf">3.141592653589793</span>
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<p>The DEF declaration must evaluate on int, float or string.</p>
<p>IF - ELIF - ELSE compile-time statements are also allowed</p>

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<span class="cp">IF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Windows&quot;</span><span class="p">:</span>
<span class="c"># ...Windows-specific code...</span>
<span class="cp">ELIF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Darwin&quot;</span><span class="p">:</span>
<span class="c"># ...Mac-specific code...</span>
<span class="cp">ELIF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Linux&quot;</span><span class="p">:</span>
<span class="c"># ...Linux-specific code...</span>
<span class="cp">ELSE</span><span class="p">:</span>
<span class="c"># ...other OS...</span>
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<h3 id="Strings">Strings<a class="anchor-link" href="#Strings">&#182;</a></h3>
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<p>There are 3 types fo Python strings, different depending of the Python version. <code>bytes</code> is pure ascii, <code>unicode</code> is pure utf-8, and <code>str</code> is variable. Use statically typed <code>bytes</code> if no accents, and <code>unicode</code> if accents or other stuff.</p>

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<h1 id="Classes-&amp;-Python-to-Cython">Classes &amp; Python to Cython<a class="anchor-link" href="#Classes-&amp;-Python-to-Cython">&#182;</a></h1>
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<p>PROFILING: allows us to determine where the code spends its time (section 7) cProfile module or %run -p</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">run</span> -p nbody.py 500000
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<pre>-0.169075164
-0.169096567
 </pre>
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<ul>
<li>Inspect hotspots, convert to Cython. </li>
<li>Create converters if necessary.</li>
<li>Convert hotspots to C-level data structures and remove Python from loops. </li>
<li>Ensure static typing.</li>
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<p>Generally, only a small fraction of the code needs to be converted. The rest SHOULD NOT.</p>

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<h2 id="Classes/Extension-modules-and-Attributes">Classes/Extension modules and Attributes<a class="anchor-link" href="#Classes/Extension-modules-and-Attributes">&#182;</a></h2>
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<p>Unlike Python, cython classes cannot accept dynamically typed attributes. The reason is because attributes use a C struct instead of a Python dict.</p>
<p>By typing attributes, we obtain a way to access and modify them:</p>

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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">Particle</span><span class="p">:</span>
    <span class="sd">&quot;&quot;&quot;Simple Particle extension type.&quot;&quot;&quot;</span>
    <span class="k">cdef</span> <span class="kr">public</span> <span class="kt">double</span> <span class="nf">mass</span>
    <span class="k">cdef</span> <span class="kr">readonly</span> <span class="kt">double</span> <span class="nf">position</span>
    <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">velocity</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">m</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">mass</span> <span class="o">=</span> <span class="n">m</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">position</span> <span class="o">=</span> <span class="n">p</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span> <span class="o">=</span> <span class="n">v</span>
    <span class="k">def</span> <span class="nf">get_momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mass</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">par</span> <span class="o">=</span> <span class="n">Particle</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">,</span> <span class="mf">3.0</span><span class="p">)</span>
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<pre>1.0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">par</span><span class="o">.</span><span class="n">position</span>
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<pre>2.0</pre>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">AttributeError</span>                            Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-23-2caafad4b363&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-intense-fg ansi-bold">()</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 1</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>par<span class="ansi-yellow-intense-fg ansi-bold">.</span>velocity

<span class="ansi-red-intense-fg ansi-bold">AttributeError</span>: &#39;_cython_magic_58cc2f0438a7d23ff238bc79c7ff766e.Par&#39; object has no attribute &#39;velocity&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">par</span><span class="o">.</span><span class="n">mass</span> <span class="o">=</span> <span class="mi">4</span>
<span class="n">par</span><span class="o">.</span><span class="n">position</span> <span class="o">=</span> <span class="mi">4</span>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">AttributeError</span>                            Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-25-61f7813b597b&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-intense-fg ansi-bold">()</span>
<span class="ansi-green-fg">      1</span> par<span class="ansi-yellow-intense-fg ansi-bold">.</span>mass <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">4</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 2</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>par<span class="ansi-yellow-intense-fg ansi-bold">.</span>position <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">4</span>

<span class="ansi-red-intense-fg ansi-bold">AttributeError</span>: attribute &#39;position&#39; of &#39;_cython_magic_58cc2f0438a7d23ff238bc79c7ff766e.Particle&#39; objects is not writable</pre>
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<h2 id="__cinit__"><code>__cinit__</code><a class="anchor-link" href="#__cinit__">&#182;</a></h2>
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<p>In order to initialize things like a dinamically allocated C array, we use <code>__cinit__</code></p>

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<span class="k">from</span> <span class="nn">libc.stdlib</span> <span class="k">cimport</span> <span class="n">malloc</span><span class="p">,</span> <span class="n">free</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">Matrix</span><span class="p">:</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">unsigned</span> <span class="nb">int</span> <span class="n">nrows</span><span class="p">,</span> <span class="n">ncols</span>
        <span class="n">double</span> <span class="o">*</span><span class="n">_matrix</span>
    <span class="k">def</span> <span class="nf">__cinit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">nr</span><span class="p">,</span> <span class="n">nc</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">nrows</span> <span class="o">=</span> <span class="n">nr</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">ncols</span> <span class="o">=</span> <span class="n">nc</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">_matrix</span> <span class="o">=</span> <span class="o">&lt;</span><span class="n">double</span><span class="o">*&gt;</span><span class="n">malloc</span><span class="p">(</span><span class="n">nr</span> <span class="o">*</span> <span class="n">nc</span> <span class="o">*</span> <span class="n">sizeof</span><span class="p">(</span><span class="n">double</span><span class="p">))</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_matrix</span> <span class="o">==</span> <span class="bp">NULL</span><span class="p">:</span>
            <span class="k">raise</span> <span class="ne">MemoryError</span><span class="p">()</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_matrix</span> <span class="o">!=</span> <span class="bp">NULL</span><span class="p">:</span>
            <span class="n">free</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_matrix</span><span class="p">)</span>
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<h2 id="Inheritance-and-subclassing">Inheritance and subclassing<a class="anchor-link" href="#Inheritance-and-subclassing">&#182;</a></h2>
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<p>This way we can establish inherited attributes and methods. cdef VS cpdef is a bit faster (doesn't cross boundaries) but not callable in python, only Cython.</p>

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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">CParticle</span><span class="p">(</span><span class="n">Particle</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">momentum</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">m</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">CParticle</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="n">m</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">momentum</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mass</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span>
    <span class="k">cpdef</span> <span class="kt">double</span> <span class="nf">get_momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">momentum</span>
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<p>Casting from a python object to a static cython class avoids the search in the dictionary and python overhead:</p>

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<span class="k">cdef</span> <span class="kt">Particle</span> <span class="nf">static_p</span> <span class="o">=</span> <span class="n">p</span>
<span class="k">print</span> <span class="n">static_p</span><span class="o">.</span><span class="n">get_momentum</span><span class="p">()</span>
<span class="k">print</span> <span class="n">static_p</span><span class="o">.</span><span class="n">velocity</span>
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<p>Same thing is achieved with the casting operator (using ? if unsafe to avoid segmentation fault):</p>

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<span class="k">print</span> <span class="p">(&lt;</span><span class="kt">Particle</span><span class="p">&gt;</span><span class="n">p</span><span class="p">)</span><span class="o">.</span><span class="n">get_momentum</span><span class="p">()</span>
<span class="k">print</span> <span class="p">(&lt;</span><span class="kt">Particle?</span><span class="p">&gt;</span><span class="n">p</span><span class="p">)</span><span class="o">.</span><span class="n">velocity</span>
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<h3 id="None-checking">None checking<a class="anchor-link" href="#None-checking">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">dispatch</span><span class="p">(</span><span class="n">Particle</span> <span class="n">p</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">):</span>
    <span class="nb">print</span> <span class="n">p</span><span class="o">.</span><span class="n">get_momentum</span><span class="p">()</span>
    <span class="nb">print</span> <span class="n">p</span><span class="o">.</span><span class="n">velocity</span>
    
<span class="c1"># is equivalent to</span>

<span class="k">def</span> <span class="nf">dispatch</span><span class="p">(</span><span class="n">Particle</span> <span class="n">p</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">p</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;...&quot;</span><span class="p">)</span>
    <span class="nb">print</span> <span class="n">p</span><span class="o">.</span><span class="n">get_momentum</span><span class="p">()</span>
    <span class="nb">print</span> <span class="n">p</span><span class="o">.</span><span class="n">velocity</span>
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<h2 id="Extension-Type-Properties">Extension Type Properties<a class="anchor-link" href="#Extension-Type-Properties">&#182;</a></h2>
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<p>Declaring attributes can be done using Python properties</p>

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<span class="c"># Python version</span>
<span class="k">class</span> <span class="nc">Particle</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="c"># ...</span>
    <span class="k">def</span> <span class="nf">_get_momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mass</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span>
    <span class="n">momentum</span> <span class="o">=</span> <span class="nb">property</span><span class="p">(</span><span class="n">_get_momentum</span><span class="p">)</span>
    
<span class="c"># Cython version</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">Particle</span><span class="p">:</span>
    <span class="sd">&quot;&quot;&quot;Simple Particle extension type.&quot;&quot;&quot;</span>
    <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">mass</span><span class="p">,</span> <span class="nf">position</span><span class="p">,</span> <span class="nf">velocity</span>
    <span class="c"># ...</span>
    <span class="k">property</span> <span class="nf">momentum</span><span class="p">:</span>
        <span class="sd">&quot;&quot;&quot;The momentum Particle property.&quot;&quot;&quot;</span>
        <span class="k">def</span> <span class="nf">__get__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
            <span class="sd">&quot;&quot;&quot;momentum&#39;s getter&quot;&quot;&quot;</span>
            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mass</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span>
        <span class="k">def</span> <span class="nf">__set__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">m</span><span class="p">):</span>
            <span class="sd">&quot;&quot;&quot;momentum&#39;s setter&quot;&quot;&quot;</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">velocity</span> <span class="o">=</span> <span class="n">m</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">mass</span>
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<h2 id="Special-Methods">Special Methods<a class="anchor-link" href="#Special-Methods">&#182;</a></h2>
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<h3 id="Math-operators">Math operators<a class="anchor-link" href="#Math-operators">&#182;</a></h3>
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<p>To support the in-place + operator for a pure-Python class C, we define an
<code>__add__(self, other)</code> method. The operation c + d is transformed into
<code>C.__add__(c, d)</code> when c is an instance of the C class</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cdef</span> <span class="k">class</span> <span class="nc">E</span><span class="p">:</span>
    <span class="sd">&quot;&quot;&quot;Extension type that supports addition.&quot;&quot;&quot;</span>
    <span class="n">cdef</span> <span class="nb">int</span> <span class="n">data</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">d</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="n">d</span>
    <span class="k">def</span> <span class="nf">__add__</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
        <span class="c1"># Regular __add__ behavior</span>
        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">E</span><span class="p">):</span>
            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
                <span class="k">return</span> <span class="p">(</span><span class="o">&lt;</span><span class="n">E</span><span class="o">&gt;</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">data</span> <span class="o">+</span> <span class="n">y</span>   <span class="c1"># CASTING IS MANDATORY</span>
        <span class="c1"># __radd__ behavior</span>
        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">E</span><span class="p">):</span>
            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
                <span class="k">return</span> <span class="p">(</span><span class="o">&lt;</span><span class="n">E</span><span class="o">&gt;</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">data</span> <span class="o">+</span> <span class="n">x</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">return</span> <span class="bp">NotImplemented</span>
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<p>It is necessary to check both types, because either of them could hold the type</p>

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<h3 id="Rich-Comparisons">Rich Comparisons<a class="anchor-link" href="#Rich-Comparisons">&#182;</a></h3>
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<p><code>__richcmp__(x, y, op)</code> performs all kinds of comparisons. Op is an <code>int</code>, which can be:</p>
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<thead><tr>
<th>Integer argument</th>
<th style="text-align:center">Comparison</th>
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<td>Py_LT</td>
<td style="text-align:center">&lt;</td>
</tr>
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<td>Py_LE</td>
<td style="text-align:center">&lt;=</td>
</tr>
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<td>Py_EQ</td>
<td style="text-align:center">==</td>
</tr>
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<td>Py_NE</td>
<td style="text-align:center">!=</td>
</tr>
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<td>Py_GT</td>
<td style="text-align:center">&gt;</td>
</tr>
<tr>
<td>Py_GE</td>
<td style="text-align:center">&gt;=</td>
</tr>
</tbody>
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<span class="k">from</span> <span class="nn">cpython.object</span> <span class="k">cimport</span> <span class="n">Py_LT</span><span class="p">,</span> <span class="n">Py_LE</span><span class="p">,</span> <span class="n">Py_EQ</span><span class="p">,</span> <span class="n">Py_GE</span><span class="p">,</span> <span class="n">Py_GT</span><span class="p">,</span> <span class="n">Py_NE</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">R</span><span class="p">:</span>
    <span class="sd">&quot;&quot;&quot;Extension type that supports rich comparisons.&quot;&quot;&quot;</span>
    <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">data</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">d</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="n">d</span>
    <span class="k">def</span> <span class="nf">__richcmp__</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="nb">int</span> <span class="n">op</span><span class="p">):</span>
        <span class="k">cdef</span><span class="p">:</span>
            <span class="n">R</span> <span class="n">r</span>
            <span class="n">double</span> <span class="n">data</span>
    <span class="c"># Make r always refer to the R instance.</span>
    <span class="n">r</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">R</span><span class="p">)</span> <span class="k">else</span> <span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">data</span>
    <span class="k">if</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_LT</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">&lt;</span> <span class="n">y</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_LE</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">&lt;=</span> <span class="n">y</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_EQ</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">==</span> <span class="n">y</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_NE</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">!=</span> <span class="n">y</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_GT</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">&gt;</span> <span class="n">y</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="n">Py_GE</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">data</span> <span class="o">&gt;=</span> <span class="n">y</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">assert</span> <span class="bp">False</span>
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<h3 id="Iterator">Iterator<a class="anchor-link" href="#Iterator">&#182;</a></h3>
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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">I</span><span class="p">:</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">list</span> <span class="n">data</span>
        <span class="nb">int</span> <span class="n">i</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mf">100</span><span class="p">))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">i</span> <span class="o">=</span> <span class="mf">0</span>
    <span class="k">def</span> <span class="nf">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span>
    <span class="k">def</span> <span class="nf">__next__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">i</span> <span class="o">&gt;=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">):</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">i</span> <span class="o">=</span> <span class="mf">0</span>
            <span class="k">raise</span> <span class="ne">StopIteration</span><span class="p">()</span>
        <span class="n">ret</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">i</span><span class="p">]</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">i</span> <span class="o">+=</span> <span class="mf">1</span>
        <span class="k">return</span> <span class="n">ret</span>
<span class="n">i</span> <span class="o">=</span> <span class="n">I</span><span class="p">()</span>
<span class="n">it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">I</span><span class="p">())</span>
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<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
    <span class="n">s</span><span class="o">+=</span><span class="n">x</span>
<span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
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<pre>4950
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">next</span><span class="p">(</span><span class="n">it</span><span class="p">)</span>
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<pre>17</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="mi">4</span>
<span class="k">raise</span> <span class="ne">Exception</span><span class="p">()</span>
<span class="n">b</span> <span class="o">=</span> <span class="mi">3</span>
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">Exception</span>                                 Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-9-b8fcc5ae680b&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-intense-fg ansi-bold">()</span>
<span class="ansi-green-fg">      1</span> a <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">4</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 2</span><span class="ansi-yellow-intense-fg ansi-bold"> </span><span class="ansi-green-intense-fg ansi-bold">raise</span> Exception<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">      3</span> b <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">3</span>

<span class="ansi-red-intense-fg ansi-bold">Exception</span>: </pre>
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<pre>&gt; <span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-9-b8fcc5ae680b&gt;</span>(2)<span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-intense-fg ansi-bold">()</span>
<span class="ansi-green-intense-fg ansi-bold">      1 </span>a <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">4</span>
<span class="ansi-green-intense-fg ansi-bold">----&gt; 2 </span><span class="ansi-green-intense-fg ansi-bold">raise</span> Exception<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-intense-fg ansi-bold">      3 </span>b <span class="ansi-yellow-intense-fg ansi-bold">=</span> <span class="ansi-cyan-intense-fg ansi-bold">3</span>

ipdb&gt; a
ipdb&gt; print(a)
4
ipdb&gt; print(b)
*** NameError: name &#39;b&#39; is not defined
ipdb&gt; exit
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<h1 id="Organizing-Cython-Code">Organizing Cython Code<a class="anchor-link" href="#Organizing-Cython-Code">&#182;</a></h1>
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<ul>
<li><code>.pyx</code> are <em>implementation</em> files.</li>
<li><code>.pxd</code> are <em>definition</em> files.</li>
<li><code>.pxi</code> are <em>include</em> files.</li>
<li><code>cimport</code> accesses at compilaiton time the C-level stuff, declarations in .pxd. </li>
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<h2 id=".pxd-Files-for-definition"><code>.pxd</code> Files for definition<a class="anchor-link" href="#.pxd-Files-for-definition">&#182;</a></h2>
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<p>They contain:</p>
<ul>
<li>C type declarations—ctypedef, struct, union, or enum (Chapter 7)</li>
<li>Declarations for external C or C++ libraries (i.e., cdef extern blocks—Chapters 7
and 8)</li>
<li>Declarations for cdef and cpdef module-level functions</li>
<li>Declarations for cdef class extension types</li>
<li>The cdef attributes of extension types</li>
<li>Declarations for cdef and cpdef methods</li>
<li>The implementation of C-level inline functions and methods</li>
</ul>
<p>A definition file cannot contain:</p>
<ul>
<li>Implementations of Python or non-inline C functions or methods</li>
<li>Python class definitions (i.e., regular classes)</li>
<li>Executable Python code outside of IF or DEF macros</li>
</ul>

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<p>Example of a <code>.pxd</code> file, only with the C-Level <strong>declarations</strong> in it (no colon ':')</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">ctypedef</span> <span class="n">double</span> <span class="n">real_t</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">State</span><span class="p">:</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">unsigned</span> <span class="nb">int</span> <span class="n">n_particles</span>
        <span class="n">real_t</span> <span class="o">*</span><span class="n">x</span>
        <span class="n">real_t</span> <span class="o">*</span><span class="n">vx</span>
    <span class="k">cpdef</span> <span class="kt">real_t</span> <span class="nf">momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
<span class="k">cpdef</span> <span class="nf">run</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">)</span>
<span class="k">cpdef</span> <span class="kt">int</span> <span class="nf">step</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">,</span> <span class="n">real_t</span> <span class="n">timestep</span><span class="p">)</span>
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<p>Example of a <code>.pyx</code> file, with the Python &amp; Cython <strong>definitions</strong> in it (with colon ':'):</p>

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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">State</span><span class="p">:</span>
    <span class="k">def</span> <span class="nf">__cinit__</span><span class="p">(</span><span class="o">...</span><span class="p">):</span>
        <span class="c"># ...</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="o">...</span><span class="p">):</span>
        <span class="c"># ...</span>
    <span class="k">cpdef</span> <span class="kt">real_t</span> <span class="nf">momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c"># ...</span>
<span class="k">def</span> <span class="nf">setup</span><span class="p">(</span><span class="n">input_fname</span><span class="p">):</span>
    <span class="c"># ...</span>
<span class="k">cpdef</span> <span class="nf">run</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">):</span>
    <span class="c"># ...calls step function repeatedly...</span>
<span class="k">cpdef</span> <span class="kt">int</span> <span class="nf">step</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">,</span> <span class="n">real_t</span> <span class="n">timestep</span><span class="p">):</span>
    <span class="c"># ...advance st one time step...</span>
<span class="k">def</span> <span class="nf">output</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">):</span>
    <span class="c"># ...</span>
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<h2 id="cimport-Statement"><code>cimport</code> Statement<a class="anchor-link" href="#cimport-Statement">&#182;</a></h2>
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<p>For those C-level elements defined in <code>.pxd</code> files, <code>cimport</code> allows them to be imported.</p>

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<span class="k">from</span> <span class="nn">simulator</span> <span class="k">cimport</span> <span class="n">State</span> <span class="k">as</span> <span class="n">sim_state</span><span class="p">,</span> <span class="n">step</span>
<span class="k">from</span> <span class="nn">simulator</span> <span class="k">import</span> <span class="n">setup</span> <span class="k">as</span> <span class="n">sim_setup</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">NewState</span><span class="p">(</span><span class="n">sim_state</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="c"># ...extra attributes...</span>
    <span class="k">def</span> <span class="nf">__cinit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">...</span><span class="p">):</span>
        <span class="c"># ...</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="c"># ...</span>
<span class="k">def</span> <span class="nf">setup</span><span class="p">(</span><span class="n">fname</span><span class="p">):</span>
    <span class="c"># ...call sim_setup and tweak things...</span>
<span class="k">cpdef</span> <span class="nf">run</span><span class="p">(</span><span class="n">sim_state</span> <span class="n">st</span><span class="p">):</span>
    <span class="c"># ...improved run with simulator.step...</span>
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<p>It is a compileError to either import Python with <code>cimport</code> or to import C with <code>import</code>. Using definition files allows architecture to be modular.</p>

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<h3 id="Predefined-Definiton-files">Predefined Definiton files<a class="anchor-link" href="#Predefined-Definiton-files">&#182;</a></h3>
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<ul>
<li><code>libc</code>: all basic C, including <code>stdlib</code>, <code>stdio</code>, <code>math</code> and <code>string</code>.</li>
<li><code>libcpp</code>: for C++, <code>string</code>, <code>vector</code>, <code>list</code>, <code>map</code>, <code>pair</code>, and <code>set</code>.</li>
<li><code>cpython</code>: all Python/C API functions.</li>
<li><code>numpy</code>.</li>
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<h3 id="Cimporting-examples">Cimporting examples<a class="anchor-link" href="#Cimporting-examples">&#182;</a></h3>
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<span class="c"># Cimport normally</span>
<span class="k">from</span> <span class="nn">libc</span> <span class="k">cimport</span> <span class="n">math</span>

<span class="c"># Import object with dotted module name</span>
<span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span>

<span class="c"># Multiple Named imports</span>
<span class="k">from</span> <span class="nn">libc.stdlib</span> <span class="k">cimport</span> <span class="n">rand</span><span class="p">,</span> <span class="n">srand</span><span class="p">,</span> <span class="n">qsort</span><span class="p">,</span> <span class="n">malloc</span><span class="p">,</span> <span class="n">free</span>
<span class="k">cdef</span> <span class="kt">int</span> *<span class="nf">a</span> <span class="o">=</span> <span class="o">&lt;</span><span class="nb">int</span><span class="o">*&gt;</span><span class="n">malloc</span><span class="p">(</span><span class="mf">10</span> <span class="o">*</span> <span class="n">sizeof</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span>

<span class="c"># Import with alias</span>
<span class="k">from</span> <span class="nn">libc.string</span> <span class="k">cimport</span> <span class="n">memcpy</span> <span class="k">as</span> <span class="n">c_memcpy</span>

<span class="c"># C++ STL template classes</span>
<span class="k">from</span> <span class="nn">libcpp.vector</span> <span class="k">cimport</span> <span class="n">vector</span>
<span class="k">cdef</span> <span class="kt">vector</span>[<span class="kt">int</span>] *<span class="nf">vi</span> <span class="o">=</span> <span class="n">new</span> <span class="n">vector</span><span class="p">[</span><span class="nb">int</span><span class="p">](</span><span class="mf">10</span><span class="p">)</span>
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<h2 id=".pxi-include-Files"><code>.pxi</code> include Files<a class="anchor-link" href="#.pxi-include-Files">&#182;</a></h2>
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<p>These filles allow some degree of customization depending on the OS and platform. Multiple includes cannot lead to duplicated definitions or implementations. We obtain source-level inclusion. There is no need to use them in most cases.</p>

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<span class="c"># Contents of .pxi file</span>
<span class="cp">IF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Linux&quot;</span><span class="p">:</span><span class="o">.</span>
    <span class="k">include</span> <span class="s">&quot;linux.pxi&quot;</span>
<span class="cp">ELIF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Darwin&quot;</span><span class="p">:</span>
    <span class="k">include</span> <span class="s">&quot;darwin.pxi&quot;</span>
<span class="cp">ELIF</span> <span class="n">UNAME_SYSNAME</span> <span class="o">==</span> <span class="s">&quot;Windows&quot;</span><span class="p">:</span>
    <span class="k">include</span> <span class="s">&quot;windows.pxi&quot;</span>
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<h2 id="Example:-organizing-simulator">Example: organizing simulator<a class="anchor-link" href="#Example:-organizing-simulator">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pysimulator</span>
<span class="err">├──</span> <span class="fm">__init__</span><span class="o">.</span><span class="n">py</span>
<span class="err">├──</span> <span class="n">main</span><span class="o">.</span><span class="n">py</span>
<span class="err">├──</span> <span class="n">core</span>
<span class="err">│</span> <span class="err">├──</span> <span class="fm">__init__</span><span class="o">.</span><span class="n">py</span>
<span class="err">│</span> <span class="err">├──</span> <span class="n">core</span><span class="o">.</span><span class="n">py</span>
<span class="err">│</span> <span class="err">└──</span> <span class="n">sim_state</span><span class="o">.</span><span class="n">py</span>
<span class="err">├──</span> <span class="n">plugins</span>
<span class="err">│</span> <span class="err">├──</span> <span class="fm">__init__</span><span class="o">.</span><span class="n">py</span>
<span class="err">│</span> <span class="err">├──</span> <span class="n">plugin0</span><span class="o">.</span><span class="n">py</span>
<span class="err">│</span> <span class="err">└──</span> <span class="n">plugin1</span><span class="o">.</span><span class="n">py</span>
<span class="err">├──</span> <span class="n">utils</span>
<span class="err">├──</span> <span class="fm">__init__</span><span class="o">.</span><span class="n">py</span>
<span class="err">├──</span> <span class="n">config</span><span class="o">.</span><span class="n">py</span>
<span class="err">└──</span> <span class="n">output</span><span class="o">.</span><span class="n">py</span>
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<p>Suppose we want <em>core.py</em>, <em>sim_state.py</em> and <em>plugin0.py</em> to be converted into Cython. <em>sim_state</em> contains <em>State</em> class, to be converted into extension type. <em>core.py</em> contains <em>run</em> and <em>step</em> to be converted into cpdef functions.</p>

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<p>1) Convert .py modules into implementation files and extract public declarations into declaration files <code>.pxd</code>.</p>

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<span class="c">#sim_state.pxd</span>
<span class="k">ctypedef</span> <span class="n">double</span> <span class="n">real_t</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">State</span><span class="p">:</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">unsigned</span> <span class="nb">int</span> <span class="n">n_particles</span>
        <span class="n">real_t</span> <span class="o">*</span><span class="n">x</span>
        <span class="n">real_t</span> <span class="o">*</span><span class="n">vx</span>
    <span class="k">cpdef</span> <span class="kt">real_t</span> <span class="nf">momentum</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
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<p>2) The <code>cpdef</code> functions are using <em>State</em> instances, they need C-level access, and thus importing it will be carried out using <code>cimport</code> using ABSOLUTE PATHS.</p>

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<span class="c">#core.pxd</span>
<span class="k">from</span> <span class="nn">simulator.core.sim_state</span> <span class="k">cimport</span> <span class="n">State</span><span class="p">,</span> <span class="n">real_t</span>
<span class="k">cpdef</span> <span class="kt">int</span> <span class="nf">run</span><span class="p">(</span><span class="n">State</span><span class="p">,</span> <span class="nb">list</span> <span class="n">plugins</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
<span class="k">cpdef</span> <span class="nf">step</span><span class="p">(</span><span class="n">State</span> <span class="n">st</span><span class="p">,</span> <span class="n">real_t</span> <span class="n">dt</span><span class="p">)</span>
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<p>3) <em>main.py</em> (still pure Python) pulls everything together, and remains unchanged with Cython.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#main.py</span>
<span class="kn">from</span> <span class="nn">simulator.utils.config</span> <span class="k">import</span> <span class="n">setup_params</span>
<span class="kn">from</span> <span class="nn">simulator.utils.output</span> <span class="k">import</span> <span class="n">output_state</span>
<span class="kn">from</span> <span class="nn">simulator.core.sim_state</span> <span class="k">import</span> <span class="n">State</span>
<span class="kn">from</span> <span class="nn">simulator.core.core</span> <span class="k">import</span> <span class="n">run</span>
<span class="kn">from</span> <span class="nn">simulator.plugins</span> <span class="k">import</span> <span class="n">plugin0</span>
<span class="k">def</span> <span class="nf">main</span><span class="p">(</span><span class="n">fname</span><span class="p">):</span>
    <span class="n">params</span> <span class="o">=</span> <span class="n">setup_params</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span>
    <span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="p">(</span><span class="n">params</span><span class="p">)</span>
    <span class="n">output_state</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
    <span class="n">run</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">plugins</span><span class="o">=</span><span class="p">[</span><span class="n">plugin0</span><span class="o">.</span><span class="n">run</span><span class="p">])</span>
    <span class="n">output_state</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
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<p>4) In development, to compile on the fly, it is common to use pyximport. Distributing the SW involves creating a <code>distutils</code> script.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Using pyximport to run code</span>
<span class="kn">import</span> <span class="nn">pyximport</span><span class="p">;</span> <span class="n">pyximport</span><span class="o">.</span><span class="n">install</span><span class="p">()</span>
<span class="kn">from</span> <span class="nn">simulator.main</span> <span class="k">import</span> <span class="n">main</span>
<span class="n">mainin</span><span class="p">(</span><span class="s2">&quot;params.txt&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Using cythonize &amp; distutils with glob pattern for all pyx.</span>
<span class="kn">from</span> <span class="nn">distutils.core</span> <span class="k">import</span> <span class="n">setup</span>
<span class="kn">from</span> <span class="nn">Cython.Build</span> <span class="k">import</span> <span class="n">cythonize</span>
<span class="n">setup</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;simulator&quot;</span><span class="p">,</span>
    <span class="n">packages</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;simulator&quot;</span><span class="p">,</span> <span class="s2">&quot;simulator.core&quot;</span><span class="p">,</span>
        <span class="s2">&quot;simulator.utils&quot;</span><span class="p">,</span> <span class="s2">&quot;simulator.plugins&quot;</span><span class="p">],</span>
    <span class="n">ext_modules</span><span class="o">=</span><span class="n">cythonize</span><span class="p">(</span><span class="s2">&quot;**/*.pyx&quot;</span><span class="p">),</span>
    <span class="p">)</span>
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<h1 id="Wrapping-C-libraries">Wrapping C libraries<a class="anchor-link" href="#Wrapping-C-libraries">&#182;</a></h1>
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<h2 id="Declaring-external-C-code-in-Cython">Declaring external C code in Cython<a class="anchor-link" href="#Declaring-external-C-code-in-Cython">&#182;</a></h2>
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<p>The declarations inside the extern block have a straightforward C-like syntax for variables
and functions. They use the Cython-specific syntax for declaring structs and
unions covered briefly in section 2.5. <strong>Extern blocks are only used for type correctness</strong>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;header_name&quot;</span><span class="p">:</span>
    <span class="c"># indented declarations from header file</span>
    <span class="k">pass</span>
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<p>Modifications for functions and typedefs tipically include:</p>
<ul>
<li>change typedef to ctypedef;</li>
<li>remove unnecessary and unsupported keywords such as restrict and volatile;</li>
<li>ensure the function’s return type and name are declared on a single line;</li>
<li>remove line-terminating semicolons.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># EXAMPLE OF header.h</span>

<span class="c1">#define M_PI 3.1415926</span>
<span class="c1">#define MAX(a, b) ((a) &gt;= (b) ? (a) : (b))</span>
<span class="n">double</span> <span class="n">hypot</span><span class="p">(</span><span class="n">double</span><span class="p">,</span> <span class="n">double</span><span class="p">);</span>
<span class="n">typedef</span> <span class="nb">int</span> <span class="n">integral</span><span class="p">;</span>
<span class="n">typedef</span> <span class="n">double</span> <span class="n">real</span><span class="p">;</span>
<span class="n">void</span> <span class="n">func</span><span class="p">(</span><span class="n">integral</span><span class="p">,</span> <span class="n">integral</span><span class="p">,</span> <span class="n">real</span><span class="p">);</span>
<span class="n">real</span> <span class="o">*</span><span class="n">func_arrays</span><span class="p">(</span><span class="n">integral</span><span class="p">[],</span> <span class="n">integral</span><span class="p">[][</span><span class="mi">10</span><span class="p">],</span> <span class="n">real</span> <span class="o">**</span><span class="p">);</span>
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<span class="c"># EXAMPLE of extern block:</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;header.h&quot;</span><span class="p">:</span>
    <span class="n">double</span> <span class="n">M_PI</span>
    <span class="nb">float</span> <span class="n">MAX</span><span class="p">(</span><span class="nb">float</span> <span class="n">a</span><span class="p">,</span> <span class="nb">float</span> <span class="n">b</span><span class="p">)</span>
    <span class="n">double</span> <span class="n">hypot</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">,</span> <span class="n">double</span> <span class="n">y</span><span class="p">)</span>
    <span class="k">ctypedef</span> <span class="nb">int</span> <span class="n">integral</span>
    <span class="k">ctypedef</span> <span class="n">double</span> <span class="n">real</span>
    <span class="n">void</span> <span class="n">func</span><span class="p">(</span><span class="n">integral</span> <span class="n">a</span><span class="p">,</span> <span class="n">integral</span> <span class="n">b</span><span class="p">,</span> <span class="n">real</span> <span class="n">c</span><span class="p">)</span>
    <span class="n">real</span> <span class="o">*</span><span class="n">func_arrays</span><span class="p">(</span><span class="n">integral</span><span class="p">[]</span> <span class="n">i</span><span class="p">,</span> <span class="n">integral</span><span class="p">[][</span><span class="mf">10</span><span class="p">]</span> <span class="n">j</span><span class="p">,</span> <span class="n">real</span> <span class="o">**</span><span class="n">k</span><span class="p">)</span>
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<p>As an example of a more complicated declaration that Cython handles without difficulty,
consider a header file, header.h, containing a function named signal that takes a function
pointer and returns a function pointer. The extern block would look like:</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;header.h&quot;</span><span class="p">:</span>
    <span class="n">void</span> <span class="p">(</span><span class="o">*</span><span class="n">signal</span><span class="p">(</span><span class="n">void</span><span class="p">(</span><span class="o">*</span><span class="p">)(</span><span class="nb">int</span><span class="p">)))(</span><span class="nb">int</span><span class="p">)</span>
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<p>We can use ctypedef to make it easier to understand.</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;header.h&quot;</span><span class="p">:</span>
    <span class="k">ctypedef</span> <span class="n">void</span> <span class="p">(</span><span class="o">*</span><span class="n">void_int_fptr</span><span class="p">)(</span><span class="nb">int</span><span class="p">)</span>
    <span class="n">void_int_fptr</span> <span class="n">signal</span><span class="p">(</span><span class="n">void_int_fptr</span><span class="p">)</span>
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<h2 id="Declare-&amp;-Wrap-struct,-union,-enum">Declare &amp; Wrap struct, union, enum<a class="anchor-link" href="#Declare-&amp;-Wrap-struct,-union,-enum">&#182;</a></h2>
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<p>Check section 2.5, but without <code>cdef</code>.</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;header_name&quot;</span><span class="p">:</span>
    <span class="k">struct</span> <span class="nc">struct_name</span><span class="p">:</span>
        <span class="n">struct_members</span>
    <span class="n">union</span> <span class="n">union_name</span><span class="p">:</span>
        <span class="n">union_members</span>
    <span class="n">enum</span> <span class="n">enum_name</span><span class="p">:</span>
        <span class="n">enum_members</span>
    <span class="k">ctypedef</span> <span class="k">struct</span> <span class="nc">struct_alias</span><span class="p">:</span>
        <span class="n">struct_members</span>
    <span class="c">#...</span>
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<p>ONLY USED FIELDS SHOULD BE INCLUDED IN CYTHON. For opaque uses, just declare empty cells (<code>pass</code> statement).</p>

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<h2 id="Wrapping-C-functions">Wrapping C functions<a class="anchor-link" href="#Wrapping-C-functions">&#182;</a></h2>
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<p>Acter declaring the functions we need to wrap them with <code>def</code>/<code>cpdef</code> function or <code>cdef</code> class</p>

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<p>The improved API first forward-declares a struct typedef in the header file:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># header.h form API</span>
<span class="n">typedef</span> <span class="n">struct</span> <span class="n">_mt_state</span> <span class="n">mt_state</span><span class="p">;</span>
<span class="n">mt_state</span> <span class="o">*</span><span class="n">make_mt</span><span class="p">(</span><span class="n">unsigned</span> <span class="n">long</span> <span class="n">s</span><span class="p">);</span>
<span class="n">void</span> <span class="n">free_mt</span><span class="p">(</span><span class="n">mt_state</span> <span class="o">*</span><span class="n">state</span><span class="p">);</span>
<span class="n">double</span> <span class="n">genrand_real1</span><span class="p">(</span><span class="n">mt_state</span> <span class="o">*</span><span class="n">state</span><span class="p">);</span>
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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;mt19937ar-struct.h&quot;</span><span class="p">:</span>
    <span class="k">ctypedef</span> <span class="k">struct</span> <span class="nc">mt_state</span>
    <span class="n">mt_state</span> <span class="o">*</span><span class="n">make_mt</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">)</span>
    <span class="n">void</span> <span class="n">free_mt</span><span class="p">(</span><span class="n">mt_state</span> <span class="o">*</span><span class="n">state</span><span class="p">)</span>
    <span class="n">double</span> <span class="n">genrand_real1</span><span class="p">(</span><span class="n">mt_state</span> <span class="o">*</span><span class="n">state</span><span class="p">)</span>
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<p>Because the mt_state struct is opaque and Cython does not need to access any of its
internal fields, the preceding ctypedef declaration is sufficient. Essentially, mt_state is
a named placeholder. The whole class would look like this:</p>

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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">MT</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">mt_state</span> *<span class="nf">_thisptr</span>
    <span class="k">def</span> <span class="nf">__cdinit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">=</span> <span class="n">make_mt</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">==</span> <span class="bp">NULL</span><span class="p">:</span>
                <span class="n">msg</span> <span class="o">=</span> <span class="s">&quot;Insufficient memory.&quot;</span>
                <span class="k">raise</span> <span class="ne">MemoryError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">!=</span> <span class="bp">NULL</span><span class="p">:</span>
            <span class="n">free_mt</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span><span class="p">)</span>

    <span class="k">cpdef</span> <span class="kt">double</span> <span class="nf">rand</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">genrand_real1</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span><span class="p">)</span>
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<p>For wrapping C structs in Cython, the pattern used in this example is common and
recommended. The internal struct pointer is kept private and used only internally. The
struct is allocated and initialized in <strong>cinit</strong> and automatically deallocated in
<strong>dealloc</strong>. Declaring methods cpdef when possible allows them to be called by external
Python code, and efficiently from other Cython code. It also allows these methods
to be overridden in Python subclasses.</p>

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<p>In order to avoid collisions in names, one can use aliases:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;printer.h&quot;</span><span class="p">:</span>
    <span class="n">void</span> <span class="n">_print</span> <span class="s">&quot;print&quot;</span><span class="p">(</span><span class="n">fmt_str</span><span class="p">,</span> <span class="n">arg</span><span class="p">)</span>
    
<span class="c"># typedef void * class</span>
<span class="k">ctypedef</span> <span class="n">void</span> <span class="o">*</span> <span class="n">klass</span> <span class="s">&quot;class&quot;</span>

<span class="c"># int finally(void) function</span>
<span class="nb">int</span> <span class="n">_finally</span> <span class="s">&quot;finally&quot;</span><span class="p">()</span>

<span class="c"># struct del { int a, b; };</span>
<span class="k">struct</span> <span class="nc">_del</span> <span class="s">&quot;del&quot;</span><span class="p">:</span>
    <span class="nb">int</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span>
    
<span class="c"># enum yield { ALOT; SOME; ALITTLE; };</span>
<span class="n">enum</span> <span class="n">_yield</span> <span class="s">&quot;yield&quot;</span><span class="p">:</span>
    <span class="n">ALOT</span>
    <span class="n">SOME</span>
    <span class="n">ALITTLE</span>
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<p>It is also possible to Expose Cython to C, namely using <code>public</code> in variables or functions, or using <code>api</code> in functions and extension types.</p>

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<h2 id="Callbacks">Callbacks<a class="anchor-link" href="#Callbacks">&#182;</a></h2>
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<p>Callbacks give the programmer the capability to mix C functions with runtime Python functions. Let's put an example:</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;stdlib.h&quot;</span><span class="p">:</span>
    <span class="n">void</span> <span class="n">qsort</span><span class="p">(</span><span class="n">void</span> <span class="o">*</span><span class="n">array</span><span class="p">,</span> <span class="n">size_t</span> <span class="n">count</span><span class="p">,</span> <span class="n">size_t</span> <span class="n">size</span><span class="p">,</span>
        <span class="nb">int</span> <span class="p">(</span><span class="o">*</span><span class="n">compare</span><span class="p">)(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="p">))</span>
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<p>The last argument of the function is a function pointer, and using it is what <em>Callback</em> means.</p>
<p>So as to use it in Python, you need to:</p>
<ol>
<li>Allocate a C array of integers of the proper size.</li>
<li>Convert the list of Python integers into the C int array.</li>
<li>Call qsort with the proper compare function.</li>
<li>Convert the sorted values back to Python and return.</li>
</ol>

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<p>Compare functions can be cdef functions with pure Cython, or even with Python functions inside. For these Python functions we can declare a <code>cdef object</code>/<code>global</code>that will contain the function at runtime. Example in page 133.</p>

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<p>To make it exception friendly we must use <code>except</code>:</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;stdlib.h&quot;</span><span class="p">:</span>
    <span class="n">void</span> <span class="n">qsort</span><span class="p">(</span><span class="n">void</span> <span class="o">*</span><span class="n">array</span><span class="p">,</span> <span class="n">size_t</span> <span class="n">count</span><span class="p">,</span> <span class="n">size_t</span> <span class="n">size</span><span class="p">,</span>
        <span class="nb">int</span> <span class="p">(</span><span class="o">*</span><span class="n">compare</span><span class="p">)(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="p">)</span> <span class="k">except</span> <span class="o">*</span><span class="p">)</span>
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<p>And in the definition of the callback functions, we will also include it. There is some overhead:</p>

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<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">int_cmp</span><span class="p">(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">*</span><span class="p">:</span>
<span class="c"># ...</span>
<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">rev_int_cmp</span><span class="p">(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">*</span><span class="p">:</span>
<span class="c"># ...</span>
<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">py_cmp_wra</span><span class="p">(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">*</span><span class="p">:</span>
<span class="c"># ...</span>
<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">rev_py_cmp_wr</span><span class="p">(</span><span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">void</span> <span class="o">*</span><span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">*</span><span class="p">:</span>
<span class="c"># ...</span>
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<h1 id="Wrapping-C++">Wrapping C++<a class="anchor-link" href="#Wrapping-C++">&#182;</a></h1>
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<h2 id="Generic-Example">Generic Example<a class="anchor-link" href="#Generic-Example">&#182;</a></h2>
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<h3 id="cdef-extern-block"><code>cdef extern</code> block<a class="anchor-link" href="#cdef-extern-block">&#182;</a></h3>
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<p>To declare a wrap similar to the case with C RNG class, we use an <code>extend</code> block as before, and additionally:</p>
<ul>
<li>Declaring the C++ namespace with the Cython namespace clause</li>
<li>Using the cppclass keyword to declare a C++ class interface block</li>
<li>Declaring the class’s interface in this block</li>
</ul>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;mt19937.h&quot;</span> <span class="n">namespace</span> <span class="s">&quot;nspace1::nspace2&quot;</span><span class="p">:</span>
    <span class="nb">unsigned</span> <span class="nb">int</span> <span class="n">N</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
        <span class="n">MT_RNG</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">)</span>
        <span class="n">MT_RNG</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">init_key</span><span class="p">[],</span> <span class="nb">int</span> <span class="n">key_length</span><span class="p">)</span>
        <span class="n">void</span> <span class="n">init_genrand</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">)</span>
        <span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">genrand_int32</span><span class="p">()</span>
        <span class="n">double</span> <span class="n">genrand_real1</span><span class="p">()</span>
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<p>There can be only one namespace per cdef extern block.</p>

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<h3 id="Wrapper-Extension-type">Wrapper Extension type<a class="anchor-link" href="#Wrapper-Extension-type">&#182;</a></h3>
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<p>Tipically this is the traditional way to wrap a C++ class in Cython, including a pointer to a heap-allocated instance of the C++ class. The pointer can alternatively lead to a stack-allocated object if the C++ class provides a no-argument constructor.</p>
<p>As usual, we need to create and initialize the valid C++ object in <code>__cinit__</code>.</p>
<p>Because every call to <strong>new</strong> must be matched by a call to delete <strong>del</strong>, we need a <code>__dealloc__</code>
method.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="c"># RNG.pyx</span>
<span class="k">cdef</span> <span class="k">class</span> <span class="nf">RNG</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">MT_RNG</span> *<span class="nf">_thisptr</span>
    <span class="k">def</span> <span class="nf">__cinit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">=</span> <span class="n">new</span> <span class="n">MT_RNG</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">!=</span> <span class="bp">NULL</span><span class="p">:</span>
            <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span>
    <span class="k">cpdef</span> <span class="kt">unsigned</span> <span class="kt">long</span> <span class="nf">randint</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span><span class="o">.</span><span class="n">genrand_int32</span><span class="p">()</span>
    <span class="k">cpdef</span> <span class="kt">double</span> <span class="nf">rand</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span><span class="o">.</span><span class="n">genrand_real1</span><span class="p">()</span>
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<h3 id="distutils-script-for-compilation"><code>distutils</code> script for compilation<a class="anchor-link" href="#distutils-script-for-compilation">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#setup.py</span>
<span class="kn">from</span> <span class="nn">distutils.core</span> <span class="k">import</span> <span class="n">setup</span><span class="p">,</span> <span class="n">Extension</span>
<span class="kn">from</span> <span class="nn">Cython.Build</span> <span class="k">import</span> <span class="n">cythonize</span>
<span class="n">ext</span> <span class="o">=</span> <span class="n">Extension</span><span class="p">(</span><span class="s2">&quot;RNG&quot;</span><span class="p">,</span>
        <span class="n">sources</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;RNG.pyx&quot;</span><span class="p">,</span> <span class="s2">&quot;mt19937.cpp&quot;</span><span class="p">],</span>
        <span class="n">language</span><span class="o">=</span><span class="s2">&quot;c++&quot;</span><span class="p">)</span>
<span class="n">setup</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;RNG&quot;</span><span class="p">,</span>
      <span class="n">ext_modules</span><span class="o">=</span><span class="n">cythonize</span><span class="p">(</span><span class="n">ext</span><span class="p">))</span>
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<p>Using compiler directive son top of RNG.pyx we can simplify the script:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#RNG.pyx</span>
<span class="c1"># distutils: language = c++</span>
<span class="c1"># distutils: sources = mt19937.cpp</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#setup.py</span>
<span class="kn">from</span> <span class="nn">distutils.core</span> <span class="k">import</span> <span class="n">setup</span>
<span class="kn">from</span> <span class="nn">Cython.Build</span> <span class="k">import</span> <span class="n">cythonize</span>

<span class="n">setup</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;RNG&quot;</span><span class="p">,</span> <span class="n">ext_modules</span><span class="o">=</span><span class="n">cythonize</span><span class="p">(</span><span class="s2">&quot;RNG.pyx&quot;</span><span class="p">))</span>
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<h2 id="Overloaded-Methods-&amp;-Functions">Overloaded Methods &amp; Functions<a class="anchor-link" href="#Overloaded-Methods-&amp;-Functions">&#182;</a></h2>
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<p>Given an alternate creator using a C array, we can use the CPython C array and modify the <code>__cinit__</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">from</span> <span class="nn">cpython.array</span> <span class="k">cimport</span> <span class="n">array</span>

<span class="c"># ...</span>
    <span class="k">def</span> <span class="nf">__cinit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">seed_or_state</span><span class="p">):</span>
        <span class="k">cdef</span> <span class="kt">array</span> <span class="nf">state_arr</span>
        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">seed_or_state</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">=</span> <span class="n">new</span> <span class="n">MT_RNG</span><span class="p">(</span><span class="n">seed_or_state</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="c"># Convert into Python array of unsigned long</span>
            <span class="n">state_arr</span> <span class="o">=</span> <span class="n">array</span><span class="p">(</span><span class="s">&quot;L&quot;</span><span class="p">,</span> <span class="n">seed_or_state</span><span class="p">)</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span> <span class="o">=</span> <span class="n">new</span> <span class="n">MT_RNG</span><span class="p">(</span><span class="n">state_arr</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">as_ulongs</span><span class="p">,</span>
                                       <span class="nb">len</span><span class="p">(</span><span class="n">state_arr</span><span class="p">))</span>
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<p>Generically speaking, to wrap overloaded C++ functions we will use a similar pattern, where we can provide
several differently named functions in Python, each calling a different version of the
overloaded C++ function, or we can provide a single Python function that does the
dispatching, as we did with <strong>cinit</strong>.</p>

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<h3 id="Operator-Overloading">Operator Overloading<a class="anchor-link" href="#Operator-Overloading">&#182;</a></h3>
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<p><img src="attachment:picture2.PNG" alt="picture2.PNG"></p>

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<p>We only have to add a single declaration to our cppclass block for MT_RNG</p>

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<span class="c"># ...</span>
<span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
    <span class="c"># ...</span>
    <span class="n">double</span> <span class="n">operator</span><span class="p">()()</span>
    <span class="c"># ...</span>
    <span class="n">double</span> <span class="n">operator</span><span class="o">&lt;&lt;</span><span class="p">()</span>
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<p>In Python we need to use pythonic overriding. E.g.: operator() becomes <code>__call__</code></p>

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<span class="k">cdef</span> <span class="k">class</span> <span class="nf">RNG</span><span class="p">:</span>
    <span class="c"># ...</span>
    <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_thisptr</span><span class="p">[</span><span class="mf">0</span><span class="p">]()</span>
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<table>
<thead><tr>
<th style="text-align:left">Operator</th>
<th style="text-align:left">Function</th>
<th style="text-align:left">Method Description</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left">+</td>
<td style="text-align:left"><strong>add</strong>(self, other)</td>
<td style="text-align:left">Addition</td>
</tr>
<tr>
<td style="text-align:left">*</td>
<td style="text-align:left"><strong>mul</strong>(self, other)</td>
<td style="text-align:left">Multiplication</td>
</tr>
<tr>
<td style="text-align:left">-</td>
<td style="text-align:left"><strong>sub</strong>(self, other)</td>
<td style="text-align:left">Subtraction</td>
</tr>
<tr>
<td style="text-align:left">%</td>
<td style="text-align:left"><strong>mod</strong>(self, other)</td>
<td style="text-align:left">Remainder</td>
</tr>
<tr>
<td style="text-align:left">/</td>
<td style="text-align:left"><strong>truediv</strong>(self, other)</td>
<td style="text-align:left">Division</td>
</tr>
<tr>
<td style="text-align:left">&lt;</td>
<td style="text-align:left"><strong>lt</strong>(self, other)</td>
<td style="text-align:left">Less than</td>
</tr>
<tr>
<td style="text-align:left">&lt;=</td>
<td style="text-align:left"><strong>le</strong>(self, other)</td>
<td style="text-align:left">Less than or equal to</td>
</tr>
<tr>
<td style="text-align:left">==</td>
<td style="text-align:left"><strong>eq</strong>(self, other)</td>
<td style="text-align:left">Equal to</td>
</tr>
<tr>
<td style="text-align:left">!=</td>
<td style="text-align:left"><strong>ne</strong>(self, other)</td>
<td style="text-align:left">Not equal to</td>
</tr>
<tr>
<td style="text-align:left">&gt;</td>
<td style="text-align:left"><strong>gt</strong>(self, other)</td>
<td style="text-align:left">Greater than</td>
</tr>
<tr>
<td style="text-align:left">&gt;=</td>
<td style="text-align:left"><strong>ge</strong>(self, other)</td>
<td style="text-align:left">Greater than or equal to</td>
</tr>
<tr>
<td style="text-align:left">[index]</td>
<td style="text-align:left"><strong>getitem</strong>(self, index)</td>
<td style="text-align:left">Index operator</td>
</tr>
<tr>
<td style="text-align:left">in</td>
<td style="text-align:left"><strong>contains</strong>(self, value)</td>
<td style="text-align:left">Check membership</td>
</tr>
<tr>
<td style="text-align:left">len</td>
<td style="text-align:left"><strong>len</strong>(self)</td>
<td style="text-align:left">The number of elements</td>
</tr>
<tr>
<td style="text-align:left">str</td>
<td style="text-align:left"><strong>str</strong>(self)</td>
<td style="text-align:left">The string representation</td>
</tr>
</tbody>
</table>

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<p>In case of nonmember functions, you can redefine it as a member method.</p>

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<h2 id="C++-Exceptions">C++ Exceptions<a class="anchor-link" href="#C++-Exceptions">&#182;</a></h2>
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<p>To detect automatic C++ exceptions you just use <code>except +</code> at the end of the functions.</p>

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<p><img src="attachment:picture3.png" alt="picture3.png"></p>

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<p>To raise a particular exception you can:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="c"># ...</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
        <span class="n">MT_RNG</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span><span class="ne">MemoryError</span>
        <span class="n">MT_RNG</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">init_key</span><span class="p">[],</span> <span class="nb">int</span> <span class="n">key_length</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span><span class="ne">MemoryError</span>
        <span class="c"># ...</span>
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<p>For a custom handler of exceptions, that must raise a Python exception, you can:</p>

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<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">handler</span><span class="p">():</span>
    <span class="c"># ...</span>
    
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;mt19937.h&quot;</span> <span class="n">namespace</span> <span class="s">&quot;mtrandom&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
        <span class="n">MT_RNG</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">init_key</span><span class="p">[],</span> <span class="nb">int</span> <span class="n">key_length</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span><span class="n">handler</span>
        <span class="c"># ...</span>
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<h2 id="Stack-&amp;-Heap-Allocation-of-C++-instances">Stack &amp; Heap Allocation of C++ instances<a class="anchor-link" href="#Stack-&amp;-Heap-Allocation-of-C++-instances">&#182;</a></h2>
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<p>To declare and use stack allocated C++ objects (using C++ to clean up the instance even in event of exception), we must deckare a default constructor in <code>cdef cppclass</code> block:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;mt19937.h&quot;</span> <span class="n">namespace</span> <span class="s">&quot;mtrandom&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
        <span class="n">MT_RNG</span><span class="p">()</span>
        <span class="n">void</span> <span class="n">init_genrand</span><span class="p">(</span><span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">s</span><span class="p">)</span>
        <span class="c"># ...</span>
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<p>We can now use an MT_RNG object inside a function:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">m_r_l</span><span class="p">(</span><span class="n">unsigned</span> <span class="n">long</span> <span class="n">seed</span><span class="p">,</span> <span class="n">unsigned</span> <span class="nb">int</span> <span class="nb">len</span><span class="p">):</span>
    <span class="n">cdef</span><span class="p">:</span>
        <span class="nb">list</span> <span class="n">randlist</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span>
        <span class="n">MT_RNG</span> <span class="n">rng</span> <span class="c1"># calls default constructor</span>
        <span class="n">unsigned</span> <span class="nb">int</span> <span class="n">i</span>
    <span class="n">rng</span><span class="o">.</span><span class="n">init_genrand</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">):</span>
        <span class="n">randlist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">rng</span><span class="o">.</span><span class="n">genrand_int32</span><span class="p">()</span>
    <span class="k">return</span> <span class="n">randlist</span>
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<p>Without the nullary constructor you cannot use stack allocated C++ objects. Instead you can use heap allocated ones. We need to ensure CALLING <code>del</code> on the object with a <code>try/finally</code> block:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">make_random_list</span><span class="p">(</span><span class="n">unsigned</span> <span class="n">long</span> <span class="n">seed</span><span class="p">,</span> <span class="n">unsigned</span> <span class="nb">int</span> <span class="nb">len</span><span class="p">):</span>
    <span class="n">cdef</span><span class="p">:</span>
        <span class="c1"># ...</span>
        <span class="n">MT_RNG</span> <span class="o">*</span><span class="n">rng</span>
    <span class="n">rng</span> <span class="o">=</span> <span class="n">new</span> <span class="n">MT_RNG</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="c1"># ...</span>
    <span class="k">finally</span><span class="p">:</span>
        <span class="k">del</span> <span class="n">rng</span>
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<h2 id="Class-Hierarchies-in-C++">Class Hierarchies in C++<a class="anchor-link" href="#Class-Hierarchies-in-C++">&#182;</a></h2>
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<p>Subclassing is not allowed in Cython. To handle nonoverriden inherited methods we can:</p>
<ul>
<li>redeclare the nonvirtual base class methods in the subclass</li>
</ul>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;mt19937.h&quot;</span> <span class="n">namespace</span> <span class="s">&quot;mtrandom&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNG</span><span class="p">:</span>
        <span class="c"># ...</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="nf">MT_RNGImproved</span><span class="p">:</span>
        <span class="n">MT_RNGImproved</span><span class="p">()</span>
        <span class="nb">unsigned</span> <span class="nb">long</span> <span class="n">genrand_int32</span><span class="p">()</span>
        <span class="n">double</span> <span class="n">genrand_real1</span><span class="p">()</span>
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<ul>
<li>Or we can explicitly cast a subclass pointer to the base class, thereby accessing the base class’s nonvirtual methods</li>
</ul>

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<span class="k">cdef</span> <span class="kt">MT_RNGImproved</span> *<span class="nf">rng</span> <span class="o">=</span> <span class="n">new</span> <span class="n">MT_RNGImproved</span><span class="p">()</span>
<span class="k">return</span> <span class="p">(</span><span class="o">&lt;</span><span class="n">MT_RNG</span><span class="o">*&gt;</span><span class="n">rng</span><span class="p">)</span><span class="o">.</span><span class="n">genrand_int32</span><span class="p">()</span>
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<h2 id="C++-Templates">C++ Templates<a class="anchor-link" href="#C++-Templates">&#182;</a></h2>
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<h3 id="Templated-Functions-and-Fused-types">Templated Functions and Fused types<a class="anchor-link" href="#Templated-Functions-and-Fused-types">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#C++ template in &lt;algorithm&gt; header</span>
<span class="n">template</span> <span class="o">&lt;</span><span class="k">class</span> <span class="nc">T</span><span class="o">&gt;</span>
<span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="nb">min</span><span class="p">(</span><span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="n">b</span><span class="p">);</span>
<span class="n">template</span> <span class="o">&lt;</span><span class="k">class</span> <span class="nc">T</span><span class="o">&gt;</span>
<span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="nb">max</span><span class="p">(</span><span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="n">a</span><span class="p">,</span> <span class="n">const</span> <span class="n">T</span><span class="o">&amp;</span> <span class="n">b</span><span class="p">);</span>
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<span class="c">#</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;&lt;algorithm&gt;&quot;</span> <span class="n">namespace</span> <span class="s">&quot;std&quot;</span><span class="p">:</span>
    <span class="n">const</span> <span class="n">T</span> <span class="nb">max</span><span class="p">[</span><span class="n">T</span><span class="p">](</span><span class="n">T</span> <span class="n">a</span><span class="p">,</span> <span class="n">T</span> <span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span>
    <span class="n">const</span> <span class="n">T</span> <span class="nb">min</span><span class="p">[</span><span class="n">T</span><span class="p">](</span><span class="n">T</span> <span class="n">a</span><span class="p">,</span> <span class="n">T</span> <span class="n">b</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span>
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<p>The cleanest way to wrap these functions is to declare the interface in a definition file. Also, fused types are ideal for wrapping templated functions.</p>

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<h3 id="Templated-Classes">Templated Classes<a class="anchor-link" href="#Templated-Classes">&#182;</a></h3>
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<p>To declare a templated class like <code>vector</code> we use <code>cdef extern</code> block with a <code>cppclass</code>, using the template in [] brackets after the class name.</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;&lt;vector&gt;&quot;</span> <span class="n">namespace</span> <span class="s">&quot;std&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="kt">vector</span>[<span class="kt">T</span>]<span class="p">:</span>
        <span class="n">vector</span><span class="p">()</span> <span class="k">except</span> <span class="o">+</span>
        <span class="n">vector</span><span class="p">(</span><span class="n">vector</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span>
        <span class="n">vector</span><span class="p">(</span><span class="n">size_t</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span>
        <span class="n">vector</span><span class="p">(</span><span class="n">size_t</span><span class="p">,</span> <span class="n">T</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">except</span> <span class="o">+</span>
        <span class="n">T</span><span class="o">&amp;</span> <span class="n">operator</span><span class="p">[](</span><span class="n">size_t</span><span class="p">)</span>
        <span class="n">void</span> <span class="n">clear</span><span class="p">()</span>
        <span class="n">void</span> <span class="n">push_back</span><span class="p">(</span><span class="n">T</span><span class="o">&amp;</span><span class="p">)</span>
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<p>Stack vs Heap:</p>

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<span class="k">def</span> <span class="nf">wrapper_func</span><span class="p">(</span><span class="n">elts</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">vector</span>[<span class="kt">int</span>] <span class="nf">v</span>
    <span class="k">for</span> <span class="n">elt</span> <span class="ow">in</span> <span class="n">elts</span><span class="p">:</span>
        <span class="n">v</span><span class="o">.</span><span class="n">push_back</span><span class="p">(</span><span class="n">elt</span><span class="p">)</span>
    <span class="c"># ...</span>
    
<span class="k">def</span> <span class="nf">wrapper_func</span><span class="p">(</span><span class="n">elts</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">vector</span>[<span class="kt">int</span>] *<span class="nf">v</span> <span class="o">=</span> <span class="n">new</span> <span class="n">vector</span><span class="p">[</span><span class="nb">int</span><span class="p">]()</span>
    <span class="c"># ... we need to call del on th evector!</span>
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<h3 id="Iterators-and-nested-classes">Iterators and nested classes<a class="anchor-link" href="#Iterators-and-nested-classes">&#182;</a></h3>
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<p>The C++ STL uses the iterator pattern everywhere, and vectors are no exception. To
use the vector’s iterator from Cython, we declare the vector’s internal iterator as an
internal cppclass</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;&lt;vector&gt;&quot;</span> <span class="n">namespace</span> <span class="s">&quot;std&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="kt">vector</span>[<span class="kt">T</span>]<span class="p">:</span>
        <span class="c"># ...</span>
        <span class="n">cppclass</span> <span class="n">iterator</span><span class="p">:</span>
            <span class="n">T</span><span class="o">&amp;</span> <span class="n">operator</span><span class="o">*</span><span class="p">()</span>
            <span class="n">iterator</span> <span class="n">operator</span><span class="o">++</span><span class="p">()</span>
            <span class="n">iterator</span> <span class="n">operator</span><span class="o">--</span><span class="p">()</span>
            <span class="n">iterator</span> <span class="n">operator</span><span class="o">+</span><span class="p">(</span><span class="n">size_t</span><span class="p">)</span>
            <span class="n">iterator</span> <span class="n">operator</span><span class="o">-</span><span class="p">(</span><span class="n">size_t</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">==</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">!=</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">&lt;</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">&gt;</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">&lt;=</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
            <span class="n">bint</span> <span class="n">operator</span><span class="o">&gt;=</span><span class="p">(</span><span class="n">iterator</span><span class="p">)</span>
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<p>Further details on an example of this can be found in page 150.</p>

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<h3 id="Included-STL-Container-Class-Declarations">Included STL Container Class Declarations<a class="anchor-link" href="#Included-STL-Container-Class-Declarations">&#182;</a></h3>
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<p><code>string, vector, map, set, pair, list, queue, priority_queue, dequeue, stack, unordered_map, unordered_set</code></p>

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<span class="k">from</span> <span class="nn">libcpp.vector</span> <span class="k">cimport</span> <span class="n">vector</span>
<span class="k">cdef</span> <span class="kt">vector</span>[<span class="kt">int</span>] *<span class="nf">vec_int</span> <span class="o">=</span> <span class="n">new</span> <span class="n">vector</span><span class="p">[</span><span class="nb">int</span><span class="p">](</span><span class="mf">10</span><span class="p">)</span>
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<p><img src="attachment:picture4.png" alt="picture4.png"></p>

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<p>Conversions are automatic! and for most containers, iterations in a loop can also happen automatically, provided that there is a <strong>begin</strong> and <strong>end</strong> methods in C++ returning an iterator.</p>
<p>For example, calling std::sort with the contents of a Python list is simple. First we
cimport from libcpp.vector and declare the std::sort templated function:</p>

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<span class="k">from</span> <span class="nn">libcpp.vector</span> <span class="k">cimport</span> <span class="n">vector</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;&lt;algorithm&gt;&quot;</span> <span class="n">namespace</span> <span class="s">&quot;std&quot;</span><span class="p">:</span>
    <span class="n">void</span> <span class="n">std_sort</span> <span class="s">&quot;std::sort&quot;</span> <span class="p">[</span><span class="nb">iter</span><span class="p">](</span><span class="nb">iter</span> <span class="n">first</span><span class="p">,</span> <span class="nb">iter</span> <span class="n">last</span><span class="p">)</span>
    
<span class="k">def</span> <span class="nf">sort_list</span><span class="p">(</span><span class="nb">list</span> <span class="n">ll</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">vector</span>[<span class="kt">int</span>] <span class="nf">vv</span> <span class="o">=</span> <span class="n">ll</span>
    <span class="n">std_sort</span><span class="p">[</span><span class="n">vector</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span><span class="o">.</span><span class="n">iterator</span><span class="p">](</span><span class="n">vv</span><span class="o">.</span><span class="n">begin</span><span class="p">(),</span> <span class="n">vv</span><span class="o">.</span><span class="n">end</span><span class="p">())</span>
    <span class="k">return</span> <span class="n">vv</span>
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<h2 id="Smart-Pointers">Smart Pointers<a class="anchor-link" href="#Smart-Pointers">&#182;</a></h2>
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<p>One well known case is the shared pointer <code>shared_ptr</code>. Smart pointers dont need to be allocated and deleted. It is done automaticlaly.</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;boost/smart_ptr/shared_ptr.hpp&quot;</span> <span class="n">namespace</span> <span class="s">&quot;boost&quot;</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">cppclass</span> <span class="kt">shared_ptr</span>[<span class="kt">T</span>]<span class="p">:</span>
        <span class="n">shared_ptr</span><span class="p">()</span>
        <span class="n">shared_ptr</span><span class="p">(</span><span class="n">T</span> <span class="o">*</span><span class="n">p</span><span class="p">)</span>
        <span class="n">shared_ptr</span><span class="p">(</span><span class="n">const</span> <span class="n">shared_ptr</span><span class="o">&amp;</span><span class="p">)</span>
        <span class="nb">long</span> <span class="n">use_count</span><span class="p">()</span>
        <span class="n">T</span> <span class="n">operator</span><span class="o">*</span><span class="p">()</span>
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<h1 id="Cython-Profiling-Tools">Cython Profiling Tools<a class="anchor-link" href="#Cython-Profiling-Tools">&#182;</a></h1>
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<h2 id="Runtime-Profiling">Runtime Profiling<a class="anchor-link" href="#Runtime-Profiling">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="mi">2000</span><span class="p">):</span>
    <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
    <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>


<span class="k">def</span> <span class="nf">sin2</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>


<span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
    <span class="n">a</span><span class="p">,</span> <span class="n">b</span> <span class="o">=</span> <span class="mf">0.0</span><span class="p">,</span> <span class="mf">2.0</span> <span class="o">*</span> <span class="n">pi</span>
    <span class="k">return</span> <span class="n">integrate</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">sin2</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="mi">400000</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">math</span> <span class="k">import</span> <span class="n">pi</span><span class="p">,</span> <span class="n">sin</span>
<span class="kn">import</span> <span class="nn">cProfile</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cProfile</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s1">&#39;main()&#39;</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">)</span>
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<pre>         800005 function calls in 0.234 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   400000    0.105    0.000    0.147    0.000 &lt;ipython-input-21-7fc2b3983865&gt;:9(sin2)
        1    0.087    0.087    0.234    0.234 &lt;ipython-input-21-7fc2b3983865&gt;:1(integrate)
   400000    0.041    0.000    0.041    0.000 {built-in method math.sin}
        1    0.000    0.000    0.234    0.234 {built-in method builtins.exec}
        1    0.000    0.000    0.234    0.234 &lt;ipython-input-21-7fc2b3983865&gt;:13(main)
        1    0.000    0.000    0.234    0.234 &lt;string&gt;:1(&lt;module&gt;)
        1    0.000    0.000    0.000    0.000 {method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects}


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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
    <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cProfile</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s1">&#39;main()&#39;</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">)</span>
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<pre>         800005 function calls in 0.226 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   400000    0.107    0.000    0.151    0.000 &lt;ipython-input-21-7fc2b3983865&gt;:9(sin2)
        1    0.075    0.075    0.226    0.226 {built-in method _cython_magic_845e6616c44c80920a476f0477483184.integrate}
   400000    0.043    0.000    0.043    0.000 {built-in method math.sin}
        1    0.000    0.000    0.226    0.226 {built-in method builtins.exec}
        1    0.000    0.000    0.226    0.226 &lt;ipython-input-21-7fc2b3983865&gt;:13(main)
        1    0.000    0.000    0.226    0.226 &lt;string&gt;:1(&lt;module&gt;)
        1    0.000    0.000    0.000    0.000 {method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects}


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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">int</span> <span class="n">i</span>
        <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cProfile</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s1">&#39;main()&#39;</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">)</span>
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<pre>         800005 function calls in 0.203 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   400000    0.109    0.000    0.152    0.000 &lt;ipython-input-21-7fc2b3983865&gt;:9(sin2)
        1    0.051    0.051    0.203    0.203 {built-in method _cython_magic_692b3fee438c8f0040b73d787ab4f6e9.integrate}
   400000    0.042    0.000    0.042    0.000 {built-in method math.sin}
        1    0.000    0.000    0.203    0.203 {built-in method builtins.exec}
        1    0.000    0.000    0.203    0.203 &lt;ipython-input-21-7fc2b3983865&gt;:13(main)
        1    0.000    0.000    0.203    0.203 &lt;string&gt;:1(&lt;module&gt;)
        1    0.000    0.000    0.000    0.000 {method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects}


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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="c"># cython: profile=True</span>
<span class="k">from</span> <span class="nn">math</span> <span class="k">import</span> <span class="n">sin</span>
<span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">int</span> <span class="n">i</span>
        <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>

<span class="k">def</span> <span class="nf">sin2</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="mf">2</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cProfile</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s1">&#39;main()&#39;</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">)</span>
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<pre>         400007 function calls in 0.183 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   400000    0.122    0.000    0.122    0.000 _cython_magic_c45f858da499413d49be08e81048ecd4.pyx:12(sin2)
        1    0.061    0.061    0.183    0.183 _cython_magic_c45f858da499413d49be08e81048ecd4.pyx:3(integrate)
        1    0.000    0.000    0.183    0.183 &lt;ipython-input-21-7fc2b3983865&gt;:13(main)
        1    0.000    0.000    0.183    0.183 {built-in method builtins.exec}
        1    0.000    0.000    0.183    0.183 {built-in method _cython_magic_c45f858da499413d49be08e81048ecd4.integrate}
        1    0.000    0.000    0.183    0.183 &lt;string&gt;:1(&lt;module&gt;)
        1    0.000    0.000    0.183    0.183 _cython_magic_c45f858da499413d49be08e81048ecd4.pyx:3(integrate (wrapper))
        1    0.000    0.000    0.000    0.000 {method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects}


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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span>
<span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">int</span> <span class="n">i</span>
        <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>

<span class="k">cpdef</span> <span class="nf">sin2</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">**</span><span class="mf">2</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cProfile</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="s1">&#39;main()&#39;</span><span class="p">,</span> <span class="n">sort</span><span class="o">=</span><span class="s1">&#39;time&#39;</span><span class="p">)</span>
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<pre>         5 function calls in 0.049 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
        1    0.048    0.048    0.048    0.048 {built-in method _cython_magic_97566448d1e5ef7e6577707a23b6415c.integrate}
        1    0.000    0.000    0.049    0.049 &lt;ipython-input-21-7fc2b3983865&gt;:13(main)
        1    0.000    0.000    0.049    0.049 {built-in method builtins.exec}
        1    0.000    0.000    0.049    0.049 &lt;string&gt;:1(&lt;module&gt;)
        1    0.000    0.000    0.000    0.000 {method &#39;disable&#39; of &#39;_lsprof.Profiler&#39; objects}


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<h2 id="Annotations">Annotations<a class="anchor-link" href="#Annotations">&#182;</a></h2>
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<p>To answer the question of why a given function is slow, Cython provides compile-time
annotations, the topic of this section. Runtime profiling and compile-time annotations
together provide complementary views of the performance of our Cython code.</p>

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<h3 id="Pure-Python">Pure Python<a class="anchor-link" href="#Pure-Python">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>

<span class="k">def</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
    <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
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<h3 id="Static-typing-of-variables">Static typing of variables<a class="anchor-link" href="#Static-typing-of-variables">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[72]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
<span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span>
<span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">int</span> <span class="n">i</span>
        <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
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</p>
<div class="cython"><pre class="cython line score-0">&#xA0;<span class="">1</span>: <span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span></pre>
<pre class="cython line score-73" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">2</span>: <span class="k">cpdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span></pre>
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</pre><pre class="cython line score-0">&#xA0;<span class="">3</span>:     <span class="k">cdef</span><span class="p">:</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">4</span>:         <span class="nb">int</span> <span class="n">i</span></pre>
<pre class="cython line score-5" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">5</span>:         <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span></pre>
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</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">6</span>:         <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span></pre>
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</pre><pre class="cython line score-6" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">9</span>:     <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span></pre>
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</pre></div></body></html>
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<h3 id="Static-Function-Pointer">Static Function Pointer<a class="anchor-link" href="#Static-Function-Pointer">&#182;</a></h3>
</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
<span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span>
<span class="k">ctypedef</span> <span class="n">double</span> <span class="p">(</span><span class="o">*</span><span class="n">doub_f</span><span class="p">)(</span><span class="n">double</span><span class="p">)</span>
<span class="k">cdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">doub_f</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="nb">int</span> <span class="n">i</span>
        <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span>
        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
</pre></div>

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<p><span style="border-bottom: solid 1px grey;">Generated by Cython 0.28.1</span></p>
<p>
    <span style="background-color: #FFFF00">Yellow lines</span> hint at Python interaction.<br />
    Click on a line that starts with a "<code>+</code>" to see the C code that Cython generated for it.
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<div class="cython"><pre class="cython line score-0">&#xA0;<span class="">01</span>: <span class="k">from</span> <span class="nn">libc.math</span> <span class="k">cimport</span> <span class="n">sin</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">02</span>: <span class="k">ctypedef</span> <span class="n">double</span> <span class="p">(</span><span class="o">*</span><span class="n">doub_f</span><span class="p">)(</span><span class="n">double</span><span class="p">)</span></pre>
<pre class='cython code score-0 '>typedef double (*__pyx_t_46_cython_magic_b3bdba6686071914318fb5a2d4503576_doub_f)(double);
</pre><pre class="cython line score-3" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">03</span>: <span class="k">cdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">doub_f</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span></pre>
<pre class='cython code score-3 '>static PyObject *__pyx_f_46_cython_magic_b3bdba6686071914318fb5a2d4503576_integrate(double __pyx_v_a, double __pyx_v_b, __pyx_t_46_cython_magic_b3bdba6686071914318fb5a2d4503576_doub_f __pyx_v_f, struct __pyx_opt_args_46_cython_magic_b3bdba6686071914318fb5a2d4503576_integrate *__pyx_optional_args) {
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</pre><pre class="cython line score-0">&#xA0;<span class="">04</span>:     <span class="k">cdef</span><span class="p">:</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">05</span>:         <span class="nb">int</span> <span class="n">i</span></pre>
<pre class="cython line score-5" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">06</span>:         <span class="n">double</span> <span class="n">dx</span> <span class="o">=</span> <span class="p">(</span><span class="n">b</span> <span class="o">-</span> <span class="n">a</span><span class="p">)</span> <span class="o">/</span> <span class="n">N</span></pre>
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<h3 id="cdivision-ocompiler-directive"><code>cdivision</code> ocompiler directive<a class="anchor-link" href="#cdivision-ocompiler-directive">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[71]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
<span class="k">cimport</span> <span class="nn">cython</span>
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<span class="k">ctypedef</span> <span class="n">double</span> <span class="p">(</span><span class="o">*</span><span class="n">doub_f</span><span class="p">)(</span><span class="n">double</span><span class="p">)</span>

<span class="nd">@cython</span><span class="o">.</span><span class="n">cdivision</span><span class="p">(</span><span class="bp">True</span><span class="p">)</span>
<span class="k">cdef</span> <span class="nf">integrate</span><span class="p">(</span><span class="n">double</span> <span class="n">a</span><span class="p">,</span> <span class="n">double</span> <span class="n">b</span><span class="p">,</span> <span class="n">doub_f</span> <span class="n">f</span><span class="p">,</span> <span class="nb">int</span> <span class="n">N</span><span class="o">=</span><span class="mf">2000</span><span class="p">):</span>
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        <span class="n">double</span> <span class="n">s</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">s</span> <span class="o">+=</span> <span class="n">f</span><span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="n">dx</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">s</span> <span class="o">*</span> <span class="n">dx</span>
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<h1 id="Numpy-and-Typed-Memoryviews">Numpy and Typed Memoryviews<a class="anchor-link" href="#Numpy-and-Typed-Memoryviews">&#182;</a></h1>
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<p>Buffers (such as NumPy arrays) can be converted to <code>memoryview</code>. This way it exposes some properties:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.core.interactiveshell</span> <span class="k">import</span> <span class="n">InteractiveShell</span>
<span class="n">InteractiveShell</span><span class="o">.</span><span class="n">ast_node_interactivity</span> <span class="o">=</span> <span class="s2">&quot;all&quot;</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">mv</span> <span class="o">=</span> <span class="nb">memoryview</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span><span class="mi">20</span><span class="p">,</span><span class="mi">30</span><span class="p">)))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mv</span><span class="o">.</span><span class="n">ndim</span>      <span class="c1"># Dimensions</span>
<span class="n">mv</span><span class="o">.</span><span class="n">shape</span>     <span class="c1"># Size in each dimension</span>
<span class="n">mv</span><span class="o">.</span><span class="n">strides</span>   <span class="c1"># Jumps between data in each dimension</span>
<span class="n">mv</span><span class="o">.</span><span class="n">itemsize</span>  <span class="c1"># Bytes of each item</span>
<span class="n">mv</span><span class="o">.</span><span class="n">format</span>    <span class="c1"># Type of data, string (d f ...)</span>
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<pre>3</pre>
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<pre>(10, 20, 30)</pre>
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<pre>(4800, 240, 8)</pre>
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<pre>8</pre>
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<pre>&#39;d&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">([(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int8</span><span class="p">),</span> <span class="p">(</span><span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">complex128</span><span class="p">)])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">structured_mv</span> <span class="o">=</span> <span class="nb">memoryview</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mi">10</span><span class="p">,),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">structured_mv</span><span class="o">.</span><span class="n">format</span>
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<pre>&#39;T{b:a:=Zd:b:}&#39;</pre>
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<h2 id="Typed-memoryview">Typed memoryview<a class="anchor-link" href="#Typed-memoryview">&#182;</a></h2>
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<p>Typed memoryviews are C efficient, with minimal Python overhead. double[:] syntax declares it to be a memoryview of type double and a single colon meaning one-dimensional arrays. Inside it you can loop over its elements using the underlying C-level data buffer. They can be applied to:</p>
<ul>
<li>NumPy <code>ndarray</code> objects</li>
<li><code>array.array</code> objects</li>
<li><code>bytes</code> objects</li>
<li><code>bytearray</code> objects</li>
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<p>If a Cython function has a typed memoryview argument, it can be called with
either Python objects or C arrays as arguments.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
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        <span class="n">ss</span> <span class="o">+=</span> <span class="n">d</span>
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</pre><pre class="cython line score-0">&#xA0;<span class="">2</span>:     <span class="sd">&quot;&quot;&quot;Sums its argument&#39;s contents.&quot;&quot;&quot;</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">3</span>:     <span class="k">cdef</span> <span class="kt">double</span> <span class="nf">d</span><span class="p">,</span> <span class="nf">ss</span> <span class="o">=</span> <span class="mf">0.0</span></pre>
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<pre class='cython code score-0 '>    __pyx_v_ss = (__pyx_v_ss + __pyx_v_d);
</pre><pre class="cython line score-6" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">6</span>:     <span class="k">return</span> <span class="n">ss</span></pre>
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<p>This version is very slow because it is continously calling the Python API. To make it faster (bypass Python/C API) we have to access it by indexing:</p>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
<span class="k">def</span> <span class="nf">summer</span><span class="p">(</span><span class="n">double</span><span class="p">[:]</span> <span class="n">mv</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Sums its argument&#39;s contents.&quot;&quot;&quot;</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="n">double</span> <span class="n">ss</span> <span class="o">=</span> <span class="mf">0.0</span>
        <span class="nb">int</span> <span class="n">i</span><span class="p">,</span> <span class="n">N</span>
    <span class="n">N</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
        <span class="n">ss</span> <span class="o">+=</span> <span class="n">mv</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">ss</span>
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<p><span style="border-bottom: solid 1px grey;">Generated by Cython 0.28.1</span></p>
<p>
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<div class="cython"><pre class="cython line score-28" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">1</span>: <span class="k">def</span> <span class="nf">summer</span><span class="p">(</span><span class="n">double</span><span class="p">[:]</span> <span class="n">mv</span><span class="p">):</span></pre>
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</pre><pre class="cython line score-0">&#xA0;<span class="">2</span>:     <span class="sd">&quot;&quot;&quot;Sums its argument&#39;s contents.&quot;&quot;&quot;</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">3</span>:     <span class="k">cdef</span><span class="p">:</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">4</span>:         <span class="n">double</span> <span class="n">ss</span> <span class="o">=</span> <span class="mf">0.0</span></pre>
<pre class='cython code score-0 '>  __pyx_v_ss = 0.0;
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<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">6</span>:     <span class="n">N</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span></pre>
<pre class='cython code score-0 '>  __pyx_v_N = (__pyx_v_mv.shape[0]);
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</pre><pre class="cython line score-2" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">8</span>:         <span class="n">ss</span> <span class="o">+=</span> <span class="n">mv</span><span class="p">[</span><span class="n">i</span><span class="p">]</span></pre>
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</pre><pre class="cython line score-6" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">9</span>:     <span class="k">return</span> <span class="n">ss</span></pre>
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</pre></div></body></html>
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<p>There are still some Python checks for index error. If we're sure of what we're doing (or we'll get Segmentation Fault), we can disable them using Compiler Directives (either at file level <code>#cython</code>, at function level <code>@</code> or in a context manager in a <code>with</code> block):</p>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> <span class="o">--</span><span class="n">annotate</span>
<span class="c"># cython: boundscheck=False</span>
<span class="c"># cython: wraparound=False</span>

<span class="k">from</span> <span class="nn">cython</span> <span class="k">cimport</span> <span class="n">boundscheck</span><span class="p">,</span> <span class="n">wraparound</span>

<span class="nd">@boundscheck</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>
<span class="nd">@wraparound</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">summer</span><span class="p">(</span><span class="n">double</span><span class="p">[:]</span> <span class="n">mv</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Sums its argument&#39;s contents.&quot;&quot;&quot;</span>
    <span class="k">cdef</span><span class="p">:</span>
        <span class="n">double</span> <span class="n">ss</span> <span class="o">=</span> <span class="mf">0.0</span>
        <span class="nb">int</span> <span class="n">i</span><span class="p">,</span> <span class="n">N</span>
    <span class="n">N</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span>
    <span class="k">with</span> <span class="n">boundscheck</span><span class="p">(</span><span class="bp">False</span><span class="p">),</span> <span class="n">wraparound</span><span class="p">(</span><span class="bp">False</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
            <span class="n">ss</span> <span class="o">+=</span> <span class="n">mv</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="k">return</span> <span class="n">ss</span>
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</pre><pre class="cython line score-0">&#xA0;<span class="">03</span>:     <span class="sd">&quot;&quot;&quot;Sums its argument&#39;s contents.&quot;&quot;&quot;</span></pre>
<pre class="cython line score-0">&#xA0;<span class="">04</span>:     <span class="k">cdef</span><span class="p">:</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">05</span>:         <span class="n">double</span> <span class="n">ss</span> <span class="o">=</span> <span class="mf">0.0</span></pre>
<pre class='cython code score-0 '>  __pyx_v_ss = 0.0;
</pre><pre class="cython line score-0">&#xA0;<span class="">06</span>:         <span class="nb">int</span> <span class="n">i</span><span class="p">,</span> <span class="n">N</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">07</span>:     <span class="n">N</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">0</span><span class="p">]</span></pre>
<pre class='cython code score-0 '>  __pyx_v_N = (__pyx_v_mv.shape[0]);
</pre><pre class="cython line score-0">&#xA0;<span class="">08</span>:     <span class="k">with</span> <span class="n">boundscheck</span><span class="p">(</span><span class="bp">False</span><span class="p">),</span> <span class="n">wraparound</span><span class="p">(</span><span class="bp">False</span><span class="p">):</span></pre>
<pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">09</span>:         <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span></pre>
<pre class='cython code score-0 '>  __pyx_t_1 = __pyx_v_N;
  __pyx_t_2 = __pyx_t_1;
  for (__pyx_t_3 = 0; __pyx_t_3 &lt; __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;
</pre><pre class="cython line score-0" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">10</span>:             <span class="n">ss</span> <span class="o">+=</span> <span class="n">mv</span><span class="p">[</span><span class="n">i</span><span class="p">]</span></pre>
<pre class='cython code score-0 '>    __pyx_t_4 = __pyx_v_i;
    __pyx_v_ss = (__pyx_v_ss + (*((double *) ( /* dim=0 */ (__pyx_v_mv.data + __pyx_t_4 * __pyx_v_mv.strides[0]) ))));
  }
</pre><pre class="cython line score-6" onclick="(function(s){s.display=s.display==='block'?'none':'block'})(this.nextElementSibling.style)">+<span class="">11</span>:         <span class="k">return</span> <span class="n">ss</span></pre>
<pre class='cython code score-6 '>  <span class='pyx_macro_api'>__Pyx_XDECREF</span>(__pyx_r);
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<h3 id="Declaring-Typed-Memoryviews">Declaring Typed Memoryviews<a class="anchor-link" href="#Declaring-Typed-Memoryviews">&#182;</a></h3>
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<ul>
<li><em>Element type</em>: scalar (<code>int</code>, <code>float</code>, <code>double complex</code>...), ctypedef alias, or cdef struct. Fused types are in development.</li>
<li><em>Dimensionality</em>: up to seven dimensions. E.g.: 3D double is double[:,:,:].</li>
<li><em>Contiguous or strided data packing</em>. No strides allows faster data manipulation.</li>
<li><em>C (column, last dim) or Fortran (row, first dim) contiguity</em>. </li>
<li><em>Direct or indirect access</em>: direct is default, since NumPy doesn't have pointers to pieces of the array.</li>
</ul>
<p>Typed memoryviews with N dimensions can acquire buffers from objects of same dimensionality regardless of data packing.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="c"># Declare 3D strided MemoryView: most flexible and general.</span>
<span class="k">cdef</span> <span class="kt">int</span>[<span class="p">:,</span> <span class="p">:,</span> <span class="p">:]</span> <span class="n">mv</span>

<span class="c"># Acquire NumPy buffer</span>
<span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mf">10</span><span class="p">,</span> <span class="mf">20</span><span class="p">,</span> <span class="mf">30</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>

<span class="c"># Acquire Numpy buffer Fortran contiguous.</span>
<span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">10</span><span class="p">,</span> <span class="mf">20</span><span class="p">,</span> <span class="mf">30</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s">&#39;F&#39;</span><span class="p">)</span>

<span class="c"># Acquire buffer from fully strided array</span>
<span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">13</span><span class="p">,</span> <span class="mf">17</span><span class="p">,</span> <span class="mf">19</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>
<span class="n">mv</span> <span class="o">=</span> <span class="n">arr</span><span class="p">[</span><span class="mf">4</span><span class="p">:</span><span class="mf">10</span><span class="p">:</span><span class="mf">2</span><span class="p">,</span> <span class="p">::</span><span class="mf">3</span><span class="p">,</span> <span class="mf">5</span><span class="p">::</span><span class="o">-</span><span class="mf">2</span><span class="p">]</span>

<span class="c"># 2D C-contiguous typed memoryview</span>
<span class="k">cdef</span> <span class="kt">float</span>[<span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">c_contig_mv</span>

<span class="c"># Assign C-contiguous NumPy array (default for NumPy)</span>
<span class="n">c_contig_mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">3</span><span class="p">,</span> <span class="mf">4</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>

<span class="c"># Cannot assign Fortran or strided arrays</span>
<span class="n">c_contig_mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">3</span><span class="p">,</span> <span class="mf">4</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s">&#39;F&#39;</span><span class="p">)</span>
<span class="c">#=&gt; ValueError: ndarray is not C-contiguous</span>
<span class="n">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">3</span><span class="p">,</span> <span class="mf">4</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">c_contig_mv</span> <span class="o">=</span> <span class="n">arr</span><span class="p">[:,</span> <span class="p">::</span><span class="mf">2</span><span class="p">]</span>
<span class="c">#=&gt; ValueError: ndarray is not C-contiguous</span>

<span class="c"># 2D Fortran-contiguous declaration</span>
<span class="k">cdef</span> <span class="kt">double</span>[<span class="p">::</span><span class="mf">1</span><span class="p">,</span> <span class="p">:]</span> <span class="n">f_contig_mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">3</span><span class="p">,</span> <span class="mf">4</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s">&#39;F&#39;</span><span class="p">)</span>
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<pre>[3, 6, 3, 0, 0, 0, 0, 0]
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<p><strong>The recommended declaration is C-CONTIGUOUS</strong></p>
<p>NumPy provides the <code>ascontiguousarray</code> and <code>asfortranarray</code> conversion functions,
which take an array-like object as an argument and return a guaranteed C- or Fortrancontiguous
NumPy array, respectively.</p>
<p>Fully strided is advisable for ambiguous array layouts.</p>

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<h3 id="Operations-in-memoryviews">Operations in memoryviews<a class="anchor-link" href="#Operations-in-memoryviews">&#182;</a></h3>
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<p>Access and modify individual elements via indexing</p>

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<span class="k">cdef</span> <span class="kt">int</span>[<span class="p">:,</span> <span class="p">:]</span> <span class="n">mv</span> <span class="o">=</span> <span class="n">obj</span>
<span class="k">print</span><span class="p">(</span><span class="n">mv</span><span class="p">[</span><span class="mf">10</span><span class="p">,</span> <span class="o">-</span><span class="mf">20</span><span class="p">])</span> <span class="c"># access</span>
<span class="n">mv</span><span class="p">[</span><span class="mf">0</span><span class="p">,</span> <span class="o">-</span><span class="mf">1</span><span class="p">]</span> <span class="o">=</span> <span class="mf">3</span> <span class="c"># modify</span>
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<p>Efficient indexing</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">from</span> <span class="nn">cython</span> <span class="k">cimport</span> <span class="n">boundscheck</span><span class="p">,</span> <span class="n">wraparound</span>
<span class="k">def</span> <span class="nf">mv_sum</span><span class="p">(</span><span class="nb">int</span><span class="p">[:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">mv</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">int</span> <span class="nf">N</span><span class="p">,</span> <span class="nf">M</span><span class="p">,</span> <span class="nf">i</span><span class="p">,</span> <span class="nf">j</span>
    <span class="k">cdef</span> <span class="kt">long</span> <span class="nf">s</span><span class="o">=</span><span class="mf">0</span>
    <span class="n">N</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">0</span><span class="p">];</span> <span class="n">M</span> <span class="o">=</span> <span class="n">mv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mf">1</span><span class="p">]</span>
    <span class="k">with</span> <span class="n">boundscheck</span><span class="p">(</span><span class="bp">False</span><span class="p">),</span> <span class="n">wraparound</span><span class="p">(</span><span class="bp">False</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">N</span><span class="p">):</span>
            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">M</span><span class="p">):</span>
                <span class="n">s</span> <span class="o">+=</span> <span class="n">mv</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">s</span>
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<p>Data copying using slice assignments (we can also use the <code>copy</code> or <code>copy_fortran</code> to generate a contiguous copy of the memoryview's buffer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span> 
<span class="k">import</span> <span class="nn">math</span>
<span class="k">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="k">cdef</span> <span class="kt">double</span>[<span class="p">:,</span> <span class="p">:]</span> <span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mf">10</span><span class="p">,</span> <span class="mf">20</span><span class="p">))</span>
<span class="n">mv</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">math</span><span class="o">.</span><span class="n">pi</span>

<span class="c"># Slice assignment with same size</span>
<span class="k">cdef</span> <span class="kt">double</span>[<span class="p">:,</span> <span class="p">:]</span> <span class="n">mv1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mf">10</span><span class="p">,</span> <span class="mf">20</span><span class="p">))</span>
<span class="k">cdef</span> <span class="kt">double</span>[<span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">mv2</span> <span class="o">=</span> <span class="mf">2</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mf">20</span><span class="p">,</span> <span class="mf">40</span><span class="p">))</span>
<span class="n">mv1</span><span class="p">[::</span><span class="mf">2</span><span class="p">,</span> <span class="p">::</span><span class="mf">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">mv2</span><span class="p">[</span><span class="mf">1</span><span class="p">:</span><span class="mf">11</span><span class="p">:</span><span class="mf">2</span><span class="p">,</span> <span class="mf">10</span><span class="p">:</span><span class="mf">40</span><span class="p">:</span><span class="mf">3</span><span class="p">]</span>
<span class="k">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">mv1</span><span class="p">[::,::]))</span>
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<pre>[[2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0.]
 [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 [2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0.]
 [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 [2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0.]
 [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 [2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0.]
 [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]
 [2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0. 2. 0.]
 [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]
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<p>Slicing a buffer with a memoryview can be saved in a different memoryview (<strong>reduce dimensions</strong>)</p>

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<span class="n">cdef</span> <span class="nb">float</span><span class="p">[:,</span> <span class="p">:]</span> <span class="n">two_dee_mv</span> <span class="o">=</span> <span class="n">mv</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">,</span> <span class="p">:]</span>

<span class="c1"># Ussual start-stop-step arguments</span>
<span class="n">two_dee_mv</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">mv</span><span class="p">[</span><span class="mi">4</span><span class="p">:</span><span class="mi">10</span><span class="p">:</span><span class="mi">2</span><span class="p">,</span> <span class="p">::</span><span class="mi">3</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>

<span class="c1"># Partial indexing just like NumPy arrays</span>
<span class="n">cdef</span> <span class="nb">int</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:]</span> <span class="n">mv</span> <span class="o">=</span> <span class="n">obj</span>
<span class="k">assert</span> <span class="n">mv</span><span class="p">[</span><span class="mi">10</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">mv</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">mv</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="p">:,</span> <span class="p">:]</span><span class="o">.</span><span class="n">shape</span>
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<p>We can <strong>insert new dimensions</strong>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cdef</span> <span class="n">double</span><span class="p">[:]</span> <span class="n">mv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">50</span><span class="p">,))</span>
<span class="k">assert</span> <span class="n">mv</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="p">:]</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
<span class="k">assert</span> <span class="n">mv</span><span class="p">[:,</span> <span class="kc">None</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="p">(</span><span class="mi">50</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<p>Broadcasting operations: by efficiently making NumPy arrays (thanks to buffer protocol):</p>

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<span class="k">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="k">cdef</span> <span class="kt">float</span>[<span class="p">:]</span> <span class="n">rows</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mf">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="k">cdef</span> <span class="kt">float</span>[<span class="p">:]</span> <span class="n">cols</span> <span class="o">=</span> <span class="n">rows</span>

<span class="c"># broadcasting sum</span>
<span class="n">plane</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">rows</span><span class="p">[:,</span><span class="bp">None</span><span class="p">])</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">cols</span><span class="p">[</span><span class="bp">None</span><span class="p">,:])</span>
<span class="k">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">plane</span><span class="p">))</span>
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<pre>[[  0.   1.   2. ...  97.  98.  99.]
 [  1.   2.   3. ...  98.  99. 100.]
 [  2.   3.   4. ...  99. 100. 101.]
 ...
 [ 97.  98.  99. ... 194. 195. 196.]
 [ 98.  99. 100. ... 195. 196. 197.]
 [ 99. 100. 101. ... 196. 197. 198.]]
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<p>Transpose using .T just like in NumPy. C-contiguous &lt;-&gt; Fortran-contiguous.</p>

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<span class="k">cdef</span> <span class="kt">int</span>[<span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">c_contig</span> <span class="o">=</span> <span class="n">obj</span>
<span class="k">cdef</span> <span class="kt">int</span>[<span class="p">::</span><span class="mf">1</span><span class="p">,</span> <span class="p">:]</span> <span class="n">f_contig</span> <span class="o">=</span> <span class="n">c_contig</span><span class="o">.</span><span class="n">T</span>
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<h3 id="Beyond-Buffers:-C-arrays">Beyond Buffers: C arrays<a class="anchor-link" href="#Beyond-Buffers:-C-arrays">&#182;</a></h3>
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<p>We can convert a C array into a memoryview (always C-contiguous)</p>

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<span class="k">cdef</span> <span class="kt">int</span> <span class="kt">a</span>[3][5][7]
<span class="k">cdef</span> <span class="kt">int</span>[<span class="p">:,</span> <span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">mv</span> <span class="o">=</span> <span class="n">a</span>
<span class="n">mv</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0</span>
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<p>Even if our array was dynamically allocated, we could convert it, this time by casting it:</p>

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<span class="k">from</span> <span class="nn">libc.stdlib</span> <span class="k">cimport</span> <span class="n">malloc</span>
<span class="k">def</span> <span class="nf">dynamic</span><span class="p">(</span><span class="n">size_t</span> <span class="n">N</span><span class="p">,</span> <span class="n">size_t</span> <span class="n">M</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">long</span> *<span class="nf">arr</span> <span class="o">=</span> <span class="o">&lt;</span><span class="nb">long</span><span class="o">*&gt;</span><span class="n">malloc</span><span class="p">(</span><span class="n">N</span> <span class="o">*</span> <span class="n">M</span> <span class="o">*</span> <span class="n">sizeof</span><span class="p">(</span><span class="nb">long</span><span class="p">))</span>
    <span class="k">cdef</span> <span class="kt">long</span>[<span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">mv</span> <span class="o">=</span> <span class="o">&lt;</span><span class="nb">long</span><span class="p">[:</span><span class="n">N</span><span class="p">,</span> <span class="p">:</span><span class="n">M</span><span class="p">]</span><span class="o">&gt;</span><span class="n">arr</span>
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<h2 id="Wrapping-C-and-C++-arrays">Wrapping C and C++ arrays<a class="anchor-link" href="#Wrapping-C-and-C++-arrays">&#182;</a></h2>
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<p>C++ arrays are OK (dynamic memory management). To be able to handel deallocation of these memoryview objects when passing C arrays by reference, NumPy has a function pointer that you must fill:</p>

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<span class="k">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="k">cimport</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">cnp</span>
<span class="k">from</span> <span class="nn">libc.stdlib</span> <span class="k">cimport</span> <span class="n">free</span>

<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;matrix.h&quot;</span><span class="p">:</span>
    <span class="nb">float</span> <span class="o">*</span><span class="n">make_matrix_c</span><span class="p">(</span><span class="nb">int</span> <span class="n">nrows</span><span class="p">,</span> <span class="nb">int</span> <span class="n">ncols</span><span class="p">)</span>

<span class="k">cdef</span> <span class="k">class</span> <span class="nf">_finalizer</span><span class="p">:</span>
    <span class="k">cdef</span> <span class="kt">void</span> *<span class="nf">_data</span>
    <span class="k">def</span> <span class="nf">__dealloc__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">!=</span> <span class="bp">NULL</span><span class="p">:</span>
            <span class="n">free</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
            
<span class="k">cdef</span> <span class="kt">void</span> <span class="nf">set_base</span><span class="p">(</span><span class="n">cnp</span><span class="o">.</span><span class="n">ndarray</span> <span class="n">arr</span><span class="p">,</span> <span class="n">void</span> <span class="o">*</span><span class="n">carr</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">_finalizer</span> <span class="nf">f</span> <span class="o">=</span> <span class="n">_finalizer</span><span class="p">()</span>
    <span class="n">f</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="o">&lt;</span><span class="n">void</span><span class="o">*&gt;</span><span class="n">carr</span>
    <span class="n">cnp</span><span class="o">.</span><span class="n">set_array_base</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span>
            
<span class="k">def</span> <span class="nf">make_matrix</span><span class="p">(</span><span class="nb">int</span> <span class="n">nrows</span><span class="p">,</span> <span class="nb">int</span> <span class="n">ncols</span><span class="p">):</span>
    <span class="k">cdef</span> <span class="kt">float</span> *<span class="nf">mat</span> <span class="o">=</span> <span class="n">make_matrix_c</span><span class="p">(</span><span class="n">nrows</span><span class="p">,</span> <span class="n">ncols</span><span class="p">)</span>            
    <span class="k">cdef</span> <span class="kt">float</span>[<span class="p">:,</span> <span class="p">::</span><span class="mf">1</span><span class="p">]</span> <span class="n">mv</span> <span class="o">=</span> <span class="o">&lt;</span><span class="nb">float</span><span class="p">[:</span><span class="n">nrows</span><span class="p">,</span> <span class="p">:</span><span class="n">ncols</span><span class="p">]</span><span class="o">&gt;</span><span class="n">mat</span>
    <span class="k">cdef</span> <span class="kt">cnp</span>.<span class="kt">ndarray</span> <span class="nf">arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">mv</span><span class="p">)</span>
    <span class="n">set_base</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">mat</span><span class="p">)</span> <span class="c"># Defining the dealloc for the object</span>
    <span class="k">return</span> <span class="n">arr</span>
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<h1 id="Parallelizing-Programs">Parallelizing Programs<a class="anchor-link" href="#Parallelizing-Programs">&#182;</a></h1>
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<h2 id="Tampering-GIL">Tampering GIL<a class="anchor-link" href="#Tampering-GIL">&#182;</a></h2>
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<p>Since we're working with CPython, the Global Interpreter Lock (or GIL) is in place to ensure thread-safe execution. We need to allow functions and use context managers to disable it. To <strong>allow no gil</strong> we include it like this:</p>

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<span class="k">cdef</span> <span class="kt">int</span> <span class="nf">kernel</span><span class="p">(</span><span class="n">double</span> <span class="n">z</span><span class="p">,</span> <span class="n">double</span> <span class="n">z_max</span><span class="p">)</span> <span class="k">nogil</span><span class="p">:</span>
    <span class="c"># ..</span>
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<p>Inside the function we must not create or interact with Python objects. We can also declare extern C/C++ functions to be nogil as well:</p>

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<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;math.h&quot;</span><span class="p">:</span>
    <span class="n">double</span> <span class="n">sin</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span> <span class="k">nogil</span>
    <span class="n">double</span> <span class="n">cos</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span> <span class="k">nogil</span>
    <span class="n">double</span> <span class="n">tan</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span> <span class="k">nogil</span>
    <span class="c"># ...</span>
    
<span class="c"># It is easier if no interaction with Python objects</span>
<span class="k">cdef</span> <span class="kr">extern</span> <span class="k">from</span> <span class="s">&quot;math.h&quot;</span> <span class="k">nogil</span><span class="p">:</span>
    <span class="n">double</span> <span class="n">sin</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">double</span> <span class="n">cos</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">double</span> <span class="n">tan</span><span class="p">(</span><span class="n">double</span> <span class="n">x</span><span class="p">)</span>
    <span class="c"># ...</span>
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<p>Then, we need to <strong>release and recover</strong> the GIL, while leaving no Python objects inside it:</p>

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<span class="c"># ...declare and initialize C arguments...</span>

<span class="k">with</span> <span class="k">nogil</span><span class="p">:</span> <span class="c"># run without the GIL in place</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">z_max</span><span class="p">,</span> <span class="n">n_max</span><span class="p">)</span>
    
<span class="c"># GIL reacquired</span>
<span class="k">print</span> <span class="n">result</span>
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<p>If we needed to <strong>reacquire the GIL</strong> inside the nogil context manager, we would use another context manager:</p>

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<span class="c"># ...declare and initialize C arguments...</span>

<span class="k">with</span> <span class="k">nogil</span><span class="p">:</span> <span class="c"># run without the GIL in place</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">z_max</span><span class="p">,</span> <span class="n">n_max</span><span class="p">)</span>
    <span class="k">with</span> <span class="k">gil</span><span class="p">:</span> <span class="c"># GIL reacquired</span>
        <span class="k">print</span><span class="p">(</span><span class="s">&quot;here its safe!&quot;</span><span class="p">)</span>
            <span class="c"># run without the GIL in place</span>
            
            
<span class="c"># GIL reacquired</span>
<span class="k">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
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<p>Thread-based parallelism in external libraries can be encapsulated like this</p>

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<h2 id="prange"><code>prange</code><a class="anchor-link" href="#prange">&#182;</a></h2>
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<p>This is implemented using OpenMP, and this requires -fopenmp flag when compiling and linking our library.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="c"># distutils: extra_compile_args = -fopenmp</span>
<span class="c"># distutils: extra_link_args = -fopenmp</span>

<span class="k">from</span> <span class="nn">cython</span> <span class="k">cimport</span> <span class="n">boundscheck</span><span class="p">,</span> <span class="n">wraparound</span>
<span class="k">from</span> <span class="nn">cython.parallel</span> <span class="k">cimport</span> <span class="n">prange</span>

<span class="nd">@boundscheck</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>
<span class="nd">@wraparound</span><span class="p">(</span><span class="bp">False</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">parallelFunc</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prange</span><span class="p">(</span><span class="n">N</span> <span class="o">+</span> <span class="mf">1</span><span class="p">,</span> <span class="k">nogil</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
        <span class="c"># Thread-safe loop, using nogil functions</span>
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<p>To play with partitions, we can tweak some parameters:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">parallelFunc</span><span class="p">(</span><span class="o">...</span><span class="p">):</span>
    <span class="c1"># ...</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">prange</span><span class="p">(</span><span class="n">resolution</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">nogil</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                <span class="n">schedule</span><span class="o">=</span><span class="s1">&#39;static&#39;</span><span class="p">,</span> <span class="n">chunksize</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
        <span class="c1"># ...</span>
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<p>Schedule can be:</p>
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<li><strong>static</strong>: Iterations are assigned to threads in a fixed way at compile time. If chunksize is not given, the iterations are distributed in num_threads contiguous blocks, one block per thread. If chunksize is given, each chunk is assigned to threads in a roundrobin fashion. This is best when the work is evenly distributed and generally known ahead of time.</li>
<li><strong>dynamic</strong>: Threads ask the scheduler for the next chunk dynamically at runtime. The chunksize defaults to 1. A dynamic schedule is best when the workload is unevenly distributed and unknown ahead of time. </li>
<li><strong>guided</strong>: Chunks are distributed dynamically, like with dynamic. Unlike with dynamic, the chunksize is not fixed but rather is proportional to the remaining iterations divided by the number of threads.</li>
<li><strong>runtime</strong>: The schedule and chunksize are determined by either the openmp.openmp_set_schedule function or the OMP_SCHEDULE environment variable at runtime. This allows exploration of different schedules and chunksizes without recompiling, but may have poorer performance overall as no compile-time optimizations are possible.</li>
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<p>Typically static with a tuned chunksize is a good first approach;
dynamic and guided incur runtime overhead and are appropriate in
dynamically changing execution contexts. The runtime schedule provides
maximum flexibility among all other schedule types.</p>
<p>Prange has <code>start</code>, <code>stop</code> and <code>step</code> parameters.</p>

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<p>Since we have alreadu OpenMP, we can use its functions:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">cython</span>
<span class="k">cimport</span> <span class="nn">openmp</span>
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