Merge branch 'master' into zhg_image_update
diff --git a/.travis.yml b/.travis.yml
index 2d6137c..67a8720 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -32,6 +32,7 @@
- if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv nlp-ner-engine-env ; fi
- if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv sms-spam-engine-env ; fi
- if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv iris-species-engine-env ; fi
+ - if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv image-classification-engine-env ; fi
- if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv product-classifier-engine-env ; fi
- if [[ "$TRAVIS_OS_NAME" == "osx" ]]; then mkvirtualenv mnist-keras-engine-env ; fi
@@ -48,14 +49,14 @@
- make clean marvin
- marvin test
- cd ..
+ - cd image-classification-engine
+ - make clean marvin
+ - marvin test
+ - cd ..
- cd mnist-keras-engine
- make clean marvin
- marvin test
- cd ..
- cd product-classifier-engine
- make clean marvin
- - marvin test
- - cd ..
- - cd mnist-keras-engine
- - make clean marvin
- marvin test
\ No newline at end of file
diff --git a/image-classification-engine/coverage.xml b/image-classification-engine/coverage.xml
new file mode 100644
index 0000000..503fc62
--- /dev/null
+++ b/image-classification-engine/coverage.xml
@@ -0,0 +1,352 @@
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+ <!-- Based on https://raw.githubusercontent.com/cobertura/web/master/htdocs/xml/coverage-04.dtd -->
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new file mode 100644
index 0000000..f6f5de2
--- /dev/null
+++ b/image-classification-engine/htmlcov/coverage_html.js
@@ -0,0 +1,584 @@
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+// For details: https://bitbucket.org/ned/coveragepy/src/default/NOTICE.txt
+
+// Coverage.py HTML report browser code.
+/*jslint browser: true, sloppy: true, vars: true, plusplus: true, maxerr: 50, indent: 4 */
+/*global coverage: true, document, window, $ */
+
+coverage = {};
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+ });
+ }
+ });
+ });
+};
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+coverage.wire_up_help_panel = function () {
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+ var poff = $("#panel_icon").position();
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+ left: koff.left-poff.left
+ });
+ });
+ $("#panel_icon").click(function () {
+ $(".help_panel").hide();
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+};
+
+// Create the events for the filter box.
+coverage.wire_up_filter = function () {
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+ var table = $("table.index");
+ var table_rows = table.find("tbody tr");
+ var table_row_names = table_rows.find("td.name a");
+ var no_rows = $("#no_rows");
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+ // Create a duplicate table footer that we can modify with dynamic summed values.
+ var table_footer = $("table.index tfoot tr");
+ var table_dynamic_footer = table_footer.clone();
+ table_dynamic_footer.attr('class', 'total_dynamic hidden');
+ table_footer.after(table_dynamic_footer);
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+ // Observe filter keyevents.
+ $("#filter").on("keyup change", $.debounce(150, function (event) {
+ var filter_value = $(this).val();
+
+ if (filter_value === "") {
+ // Filter box is empty, remove all filtering.
+ table_rows.removeClass("hidden");
+
+ // Show standard footer, hide dynamic footer.
+ table_footer.removeClass("hidden");
+ table_dynamic_footer.addClass("hidden");
+
+ // Hide placeholder, show table.
+ if (no_rows.length > 0) {
+ no_rows.hide();
+ }
+ table.show();
+
+ }
+ else {
+ // Filter table items by value.
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+ var shown = 0;
+
+ // Hide / show elements.
+ $.each(table_row_names, function () {
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+ if ($(this).text().indexOf(filter_value) === -1) {
+ // hide
+ element.addClass("hidden");
+ hidden++;
+ }
+ else {
+ // show
+ element.removeClass("hidden");
+ shown++;
+ }
+ });
+
+ // Show placeholder if no rows will be displayed.
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+ if (shown === 0) {
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+ no_rows.show();
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+ }
+ else {
+ // Hide placeholder, show table.
+ no_rows.hide();
+ table.show();
+ }
+ }
+
+ // Manage dynamic header:
+ if (hidden > 0) {
+ // Calculate new dynamic sum values based on visible rows.
+ for (var column = 2; column < 20; column++) {
+ // Calculate summed value.
+ var cells = table_rows.find('td:nth-child(' + column + ')');
+ if (!cells.length) {
+ // No more columns...!
+ break;
+ }
+
+ var sum = 0, numer = 0, denom = 0;
+ $.each(cells.filter(':visible'), function () {
+ var ratio = $(this).data("ratio");
+ if (ratio) {
+ var splitted = ratio.split(" ");
+ numer += parseInt(splitted[0], 10);
+ denom += parseInt(splitted[1], 10);
+ }
+ else {
+ sum += parseInt(this.innerHTML, 10);
+ }
+ });
+
+ // Get footer cell element.
+ var footer_cell = table_dynamic_footer.find('td:nth-child(' + column + ')');
+
+ // Set value into dynamic footer cell element.
+ if (cells[0].innerHTML.indexOf('%') > -1) {
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+ // and adapt to the number of decimal places.
+ var match = /\.([0-9]+)/.exec(cells[0].innerHTML);
+ var places = 0;
+ if (match) {
+ places = match[1].length;
+ }
+ var pct = numer * 100 / denom;
+ footer_cell.text(pct.toFixed(places) + '%');
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+ footer_cell.text(sum);
+ }
+ }
+
+ // Hide standard footer, show dynamic footer.
+ table_footer.addClass("hidden");
+ table_dynamic_footer.removeClass("hidden");
+ }
+ else {
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+ }
+ }));
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+ var i;
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+ // This almost makes it worth installing the jQuery cookie plugin:
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+ var cookies = document.cookie.split(";");
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+
+ if ($.trim(parts[0]) === cookie_name && parts[1]) {
+ sort_list = eval("[[" + parts[1] + "]]");
+ break;
+ }
+ }
+ }
+
+ // Create a new widget which exists only to save and restore
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+ $.tablesorter.addWidget({
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+
+ // Format is called by the widget before displaying:
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+ if (table.config.sortList.length === 0 && sort_list.length > 0) {
+ // This table hasn't been sorted before - we'll use
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+ $(table).trigger('sorton', [sort_list]);
+ }
+ else {
+ // This is not the first load - something has
+ // already defined sorting so we'll just update
+ // our stored value to match:
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+ }
+ }
+ });
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+ // Configure our tablesorter to handle the variable number of
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+ var col_count = $("table.index > thead > tr > th").length;
+
+ headers[0] = { sorter: 'text' };
+ for (i = 1; i < col_count-1; i++) {
+ headers[i] = { sorter: 'digit' };
+ }
+ headers[col_count-1] = { sorter: 'percent' };
+
+ // Enable the table sorter:
+ $("table.index").tablesorter({
+ widgets: ['persistentSort'],
+ headers: headers
+ });
+
+ coverage.assign_shortkeys();
+ coverage.wire_up_help_panel();
+ coverage.wire_up_filter();
+
+ // Watch for page unload events so we can save the final sort settings:
+ $(window).unload(function () {
+ document.cookie = cookie_name + "=" + sort_list.toString() + "; path=/";
+ });
+};
+
+// -- pyfile stuff --
+
+coverage.pyfile_ready = function ($) {
+ // If we're directed to a particular line number, highlight the line.
+ var frag = location.hash;
+ if (frag.length > 2 && frag[1] === 'n') {
+ $(frag).addClass('highlight');
+ coverage.set_sel(parseInt(frag.substr(2), 10));
+ }
+ else {
+ coverage.set_sel(0);
+ }
+
+ $(document)
+ .bind('keydown', 'j', coverage.to_next_chunk_nicely)
+ .bind('keydown', 'k', coverage.to_prev_chunk_nicely)
+ .bind('keydown', '0', coverage.to_top)
+ .bind('keydown', '1', coverage.to_first_chunk)
+ ;
+
+ $(".button_toggle_run").click(function (evt) {coverage.toggle_lines(evt.target, "run");});
+ $(".button_toggle_exc").click(function (evt) {coverage.toggle_lines(evt.target, "exc");});
+ $(".button_toggle_mis").click(function (evt) {coverage.toggle_lines(evt.target, "mis");});
+ $(".button_toggle_par").click(function (evt) {coverage.toggle_lines(evt.target, "par");});
+
+ coverage.assign_shortkeys();
+ coverage.wire_up_help_panel();
+
+ coverage.init_scroll_markers();
+
+ // Rebuild scroll markers after window high changing
+ $(window).resize(coverage.resize_scroll_markers);
+};
+
+coverage.toggle_lines = function (btn, cls) {
+ btn = $(btn);
+ var hide = "hide_"+cls;
+ if (btn.hasClass(hide)) {
+ $("#source ."+cls).removeClass(hide);
+ btn.removeClass(hide);
+ }
+ else {
+ $("#source ."+cls).addClass(hide);
+ btn.addClass(hide);
+ }
+};
+
+// Return the nth line div.
+coverage.line_elt = function (n) {
+ return $("#t" + n);
+};
+
+// Return the nth line number div.
+coverage.num_elt = function (n) {
+ return $("#n" + n);
+};
+
+// Return the container of all the code.
+coverage.code_container = function () {
+ return $(".linenos");
+};
+
+// Set the selection. b and e are line numbers.
+coverage.set_sel = function (b, e) {
+ // The first line selected.
+ coverage.sel_begin = b;
+ // The next line not selected.
+ coverage.sel_end = (e === undefined) ? b+1 : e;
+};
+
+coverage.to_top = function () {
+ coverage.set_sel(0, 1);
+ coverage.scroll_window(0);
+};
+
+coverage.to_first_chunk = function () {
+ coverage.set_sel(0, 1);
+ coverage.to_next_chunk();
+};
+
+coverage.is_transparent = function (color) {
+ // Different browsers return different colors for "none".
+ return color === "transparent" || color === "rgba(0, 0, 0, 0)";
+};
+
+coverage.to_next_chunk = function () {
+ var c = coverage;
+
+ // Find the start of the next colored chunk.
+ var probe = c.sel_end;
+ var color, probe_line;
+ while (true) {
+ probe_line = c.line_elt(probe);
+ if (probe_line.length === 0) {
+ return;
+ }
+ color = probe_line.css("background-color");
+ if (!c.is_transparent(color)) {
+ break;
+ }
+ probe++;
+ }
+
+ // There's a next chunk, `probe` points to it.
+ var begin = probe;
+
+ // Find the end of this chunk.
+ var next_color = color;
+ while (next_color === color) {
+ probe++;
+ probe_line = c.line_elt(probe);
+ next_color = probe_line.css("background-color");
+ }
+ c.set_sel(begin, probe);
+ c.show_selection();
+};
+
+coverage.to_prev_chunk = function () {
+ var c = coverage;
+
+ // Find the end of the prev colored chunk.
+ var probe = c.sel_begin-1;
+ var probe_line = c.line_elt(probe);
+ if (probe_line.length === 0) {
+ return;
+ }
+ var color = probe_line.css("background-color");
+ while (probe > 0 && c.is_transparent(color)) {
+ probe--;
+ probe_line = c.line_elt(probe);
+ if (probe_line.length === 0) {
+ return;
+ }
+ color = probe_line.css("background-color");
+ }
+
+ // There's a prev chunk, `probe` points to its last line.
+ var end = probe+1;
+
+ // Find the beginning of this chunk.
+ var prev_color = color;
+ while (prev_color === color) {
+ probe--;
+ probe_line = c.line_elt(probe);
+ prev_color = probe_line.css("background-color");
+ }
+ c.set_sel(probe+1, end);
+ c.show_selection();
+};
+
+// Return the line number of the line nearest pixel position pos
+coverage.line_at_pos = function (pos) {
+ var l1 = coverage.line_elt(1),
+ l2 = coverage.line_elt(2),
+ result;
+ if (l1.length && l2.length) {
+ var l1_top = l1.offset().top,
+ line_height = l2.offset().top - l1_top,
+ nlines = (pos - l1_top) / line_height;
+ if (nlines < 1) {
+ result = 1;
+ }
+ else {
+ result = Math.ceil(nlines);
+ }
+ }
+ else {
+ result = 1;
+ }
+ return result;
+};
+
+// Returns 0, 1, or 2: how many of the two ends of the selection are on
+// the screen right now?
+coverage.selection_ends_on_screen = function () {
+ if (coverage.sel_begin === 0) {
+ return 0;
+ }
+
+ var top = coverage.line_elt(coverage.sel_begin);
+ var next = coverage.line_elt(coverage.sel_end-1);
+
+ return (
+ (top.isOnScreen() ? 1 : 0) +
+ (next.isOnScreen() ? 1 : 0)
+ );
+};
+
+coverage.to_next_chunk_nicely = function () {
+ coverage.finish_scrolling();
+ if (coverage.selection_ends_on_screen() === 0) {
+ // The selection is entirely off the screen: select the top line on
+ // the screen.
+ var win = $(window);
+ coverage.select_line_or_chunk(coverage.line_at_pos(win.scrollTop()));
+ }
+ coverage.to_next_chunk();
+};
+
+coverage.to_prev_chunk_nicely = function () {
+ coverage.finish_scrolling();
+ if (coverage.selection_ends_on_screen() === 0) {
+ var win = $(window);
+ coverage.select_line_or_chunk(coverage.line_at_pos(win.scrollTop() + win.height()));
+ }
+ coverage.to_prev_chunk();
+};
+
+// Select line number lineno, or if it is in a colored chunk, select the
+// entire chunk
+coverage.select_line_or_chunk = function (lineno) {
+ var c = coverage;
+ var probe_line = c.line_elt(lineno);
+ if (probe_line.length === 0) {
+ return;
+ }
+ var the_color = probe_line.css("background-color");
+ if (!c.is_transparent(the_color)) {
+ // The line is in a highlighted chunk.
+ // Search backward for the first line.
+ var probe = lineno;
+ var color = the_color;
+ while (probe > 0 && color === the_color) {
+ probe--;
+ probe_line = c.line_elt(probe);
+ if (probe_line.length === 0) {
+ break;
+ }
+ color = probe_line.css("background-color");
+ }
+ var begin = probe + 1;
+
+ // Search forward for the last line.
+ probe = lineno;
+ color = the_color;
+ while (color === the_color) {
+ probe++;
+ probe_line = c.line_elt(probe);
+ color = probe_line.css("background-color");
+ }
+
+ coverage.set_sel(begin, probe);
+ }
+ else {
+ coverage.set_sel(lineno);
+ }
+};
+
+coverage.show_selection = function () {
+ var c = coverage;
+
+ // Highlight the lines in the chunk
+ c.code_container().find(".highlight").removeClass("highlight");
+ for (var probe = c.sel_begin; probe > 0 && probe < c.sel_end; probe++) {
+ c.num_elt(probe).addClass("highlight");
+ }
+
+ c.scroll_to_selection();
+};
+
+coverage.scroll_to_selection = function () {
+ // Scroll the page if the chunk isn't fully visible.
+ if (coverage.selection_ends_on_screen() < 2) {
+ // Need to move the page. The html,body trick makes it scroll in all
+ // browsers, got it from http://stackoverflow.com/questions/3042651
+ var top = coverage.line_elt(coverage.sel_begin);
+ var top_pos = parseInt(top.offset().top, 10);
+ coverage.scroll_window(top_pos - 30);
+ }
+};
+
+coverage.scroll_window = function (to_pos) {
+ $("html,body").animate({scrollTop: to_pos}, 200);
+};
+
+coverage.finish_scrolling = function () {
+ $("html,body").stop(true, true);
+};
+
+coverage.init_scroll_markers = function () {
+ var c = coverage;
+ // Init some variables
+ c.lines_len = $('td.text p').length;
+ c.body_h = $('body').height();
+ c.header_h = $('div#header').height();
+ c.missed_lines = $('td.text p.mis, td.text p.par');
+
+ // Build html
+ c.resize_scroll_markers();
+};
+
+coverage.resize_scroll_markers = function () {
+ var c = coverage,
+ min_line_height = 3,
+ max_line_height = 10,
+ visible_window_h = $(window).height();
+
+ $('#scroll_marker').remove();
+ // Don't build markers if the window has no scroll bar.
+ if (c.body_h <= visible_window_h) {
+ return;
+ }
+
+ $("body").append("<div id='scroll_marker'> </div>");
+ var scroll_marker = $('#scroll_marker'),
+ marker_scale = scroll_marker.height() / c.body_h,
+ line_height = scroll_marker.height() / c.lines_len;
+
+ // Line height must be between the extremes.
+ if (line_height > min_line_height) {
+ if (line_height > max_line_height) {
+ line_height = max_line_height;
+ }
+ }
+ else {
+ line_height = min_line_height;
+ }
+
+ var previous_line = -99,
+ last_mark,
+ last_top;
+
+ c.missed_lines.each(function () {
+ var line_top = Math.round($(this).offset().top * marker_scale),
+ id_name = $(this).attr('id'),
+ line_number = parseInt(id_name.substring(1, id_name.length));
+
+ if (line_number === previous_line + 1) {
+ // If this solid missed block just make previous mark higher.
+ last_mark.css({
+ 'height': line_top + line_height - last_top
+ });
+ }
+ else {
+ // Add colored line in scroll_marker block.
+ scroll_marker.append('<div id="m' + line_number + '" class="marker"></div>');
+ last_mark = $('#m' + line_number);
+ last_mark.css({
+ 'height': line_height,
+ 'top': line_top
+ });
+ last_top = line_top;
+ }
+
+ previous_line = line_number;
+ });
+};
diff --git a/image-classification-engine/htmlcov/index.html b/image-classification-engine/htmlcov/index.html
new file mode 100644
index 0000000..bd5fcb6
--- /dev/null
+++ b/image-classification-engine/htmlcov/index.html
@@ -0,0 +1,221 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+ <title>Coverage report</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.ba-throttle-debounce.min.js"></script>
+ <script type="text/javascript" src="jquery.tablesorter.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.index_ready);
+ </script>
+</head>
+<body class="indexfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage report:
+ <span class="pc_cov">91%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <form id="filter_container">
+ <input id="filter" type="text" value="" placeholder="filter..." />
+ </form>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">n</span>
+ <span class="key">s</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+
+ <span class="key">c</span> change column sorting
+ </p>
+ </div>
+</div>
+
+<div id="index">
+ <table class="index">
+ <thead>
+
+ <tr class="tablehead" title="Click to sort">
+ <th class="name left headerSortDown shortkey_n">Module</th>
+ <th class="shortkey_s">statements</th>
+ <th class="shortkey_m">missing</th>
+ <th class="shortkey_x">excluded</th>
+
+ <th class="right shortkey_c">coverage</th>
+ </tr>
+ </thead>
+
+ <tfoot>
+ <tr class="total">
+ <td class="name left">Total</td>
+ <td>256</td>
+ <td>22</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="234 256">91%</td>
+ </tr>
+ </tfoot>
+ <tbody>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine___init___py.html">marvin_image_classification_engine/__init__.py</a></td>
+ <td>6</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="6 6">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine__compatibility_py.html">marvin_image_classification_engine/_compatibility.py</a></td>
+ <td>7</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="7 7">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine__logging_py.html">marvin_image_classification_engine/_logging.py</a></td>
+ <td>37</td>
+ <td>5</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="32 37">86%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_data_handler___init___py.html">marvin_image_classification_engine/data_handler/__init__.py</a></td>
+ <td>2</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="2 2">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_data_handler_acquisitor_and_cleaner_py.html">marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py</a></td>
+ <td>30</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="30 30">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_data_handler_training_preparator_py.html">marvin_image_classification_engine/data_handler/training_preparator.py</a></td>
+ <td>36</td>
+ <td>3</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="33 36">92%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_model_serializer_py.html">marvin_image_classification_engine/model_serializer.py</a></td>
+ <td>11</td>
+ <td>6</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="5 11">45%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_prediction___init___py.html">marvin_image_classification_engine/prediction/__init__.py</a></td>
+ <td>3</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="3 3">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_prediction_feedback_py.html">marvin_image_classification_engine/prediction/feedback.py</a></td>
+ <td>11</td>
+ <td>2</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="9 11">82%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_prediction_prediction_preparator_py.html">marvin_image_classification_engine/prediction/prediction_preparator.py</a></td>
+ <td>19</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="19 19">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_prediction_predictor_py.html">marvin_image_classification_engine/prediction/predictor.py</a></td>
+ <td>12</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="12 12">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_training___init___py.html">marvin_image_classification_engine/training/__init__.py</a></td>
+ <td>2</td>
+ <td>0</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="2 2">100%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_training_metrics_evaluator_py.html">marvin_image_classification_engine/training/metrics_evaluator.py</a></td>
+ <td>30</td>
+ <td>1</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="29 30">97%</td>
+ </tr>
+
+ <tr class="file">
+ <td class="name left"><a href="marvin_image_classification_engine_training_trainer_py.html">marvin_image_classification_engine/training/trainer.py</a></td>
+ <td>50</td>
+ <td>5</td>
+ <td>0</td>
+
+ <td class="right" data-ratio="45 50">90%</td>
+ </tr>
+
+ </tbody>
+ </table>
+
+ <p id="no_rows">
+ No items found using the specified filter.
+ </p>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/jquery.ba-throttle-debounce.min.js b/image-classification-engine/htmlcov/jquery.ba-throttle-debounce.min.js
new file mode 100644
index 0000000..648fe5d
--- /dev/null
+++ b/image-classification-engine/htmlcov/jquery.ba-throttle-debounce.min.js
@@ -0,0 +1,9 @@
+/*
+ * jQuery throttle / debounce - v1.1 - 3/7/2010
+ * http://benalman.com/projects/jquery-throttle-debounce-plugin/
+ *
+ * Copyright (c) 2010 "Cowboy" Ben Alman
+ * Dual licensed under the MIT and GPL licenses.
+ * http://benalman.com/about/license/
+ */
+(function(b,c){var $=b.jQuery||b.Cowboy||(b.Cowboy={}),a;$.throttle=a=function(e,f,j,i){var h,d=0;if(typeof f!=="boolean"){i=j;j=f;f=c}function g(){var o=this,m=+new Date()-d,n=arguments;function l(){d=+new Date();j.apply(o,n)}function k(){h=c}if(i&&!h){l()}h&&clearTimeout(h);if(i===c&&m>e){l()}else{if(f!==true){h=setTimeout(i?k:l,i===c?e-m:e)}}}if($.guid){g.guid=j.guid=j.guid||$.guid++}return g};$.debounce=function(d,e,f){return f===c?a(d,e,false):a(d,f,e!==false)}})(this);
diff --git a/image-classification-engine/htmlcov/jquery.hotkeys.js b/image-classification-engine/htmlcov/jquery.hotkeys.js
new file mode 100644
index 0000000..09b21e0
--- /dev/null
+++ b/image-classification-engine/htmlcov/jquery.hotkeys.js
@@ -0,0 +1,99 @@
+/*
+ * jQuery Hotkeys Plugin
+ * Copyright 2010, John Resig
+ * Dual licensed under the MIT or GPL Version 2 licenses.
+ *
+ * Based upon the plugin by Tzury Bar Yochay:
+ * http://github.com/tzuryby/hotkeys
+ *
+ * Original idea by:
+ * Binny V A, http://www.openjs.com/scripts/events/keyboard_shortcuts/
+*/
+
+(function(jQuery){
+
+ jQuery.hotkeys = {
+ version: "0.8",
+
+ specialKeys: {
+ 8: "backspace", 9: "tab", 13: "return", 16: "shift", 17: "ctrl", 18: "alt", 19: "pause",
+ 20: "capslock", 27: "esc", 32: "space", 33: "pageup", 34: "pagedown", 35: "end", 36: "home",
+ 37: "left", 38: "up", 39: "right", 40: "down", 45: "insert", 46: "del",
+ 96: "0", 97: "1", 98: "2", 99: "3", 100: "4", 101: "5", 102: "6", 103: "7",
+ 104: "8", 105: "9", 106: "*", 107: "+", 109: "-", 110: ".", 111 : "/",
+ 112: "f1", 113: "f2", 114: "f3", 115: "f4", 116: "f5", 117: "f6", 118: "f7", 119: "f8",
+ 120: "f9", 121: "f10", 122: "f11", 123: "f12", 144: "numlock", 145: "scroll", 191: "/", 224: "meta"
+ },
+
+ shiftNums: {
+ "`": "~", "1": "!", "2": "@", "3": "#", "4": "$", "5": "%", "6": "^", "7": "&",
+ "8": "*", "9": "(", "0": ")", "-": "_", "=": "+", ";": ": ", "'": "\"", ",": "<",
+ ".": ">", "/": "?", "\\": "|"
+ }
+ };
+
+ function keyHandler( handleObj ) {
+ // Only care when a possible input has been specified
+ if ( typeof handleObj.data !== "string" ) {
+ return;
+ }
+
+ var origHandler = handleObj.handler,
+ keys = handleObj.data.toLowerCase().split(" ");
+
+ handleObj.handler = function( event ) {
+ // Don't fire in text-accepting inputs that we didn't directly bind to
+ if ( this !== event.target && (/textarea|select/i.test( event.target.nodeName ) ||
+ event.target.type === "text") ) {
+ return;
+ }
+
+ // Keypress represents characters, not special keys
+ var special = event.type !== "keypress" && jQuery.hotkeys.specialKeys[ event.which ],
+ character = String.fromCharCode( event.which ).toLowerCase(),
+ key, modif = "", possible = {};
+
+ // check combinations (alt|ctrl|shift+anything)
+ if ( event.altKey && special !== "alt" ) {
+ modif += "alt+";
+ }
+
+ if ( event.ctrlKey && special !== "ctrl" ) {
+ modif += "ctrl+";
+ }
+
+ // TODO: Need to make sure this works consistently across platforms
+ if ( event.metaKey && !event.ctrlKey && special !== "meta" ) {
+ modif += "meta+";
+ }
+
+ if ( event.shiftKey && special !== "shift" ) {
+ modif += "shift+";
+ }
+
+ if ( special ) {
+ possible[ modif + special ] = true;
+
+ } else {
+ possible[ modif + character ] = true;
+ possible[ modif + jQuery.hotkeys.shiftNums[ character ] ] = true;
+
+ // "$" can be triggered as "Shift+4" or "Shift+$" or just "$"
+ if ( modif === "shift+" ) {
+ possible[ jQuery.hotkeys.shiftNums[ character ] ] = true;
+ }
+ }
+
+ for ( var i = 0, l = keys.length; i < l; i++ ) {
+ if ( possible[ keys[i] ] ) {
+ return origHandler.apply( this, arguments );
+ }
+ }
+ };
+ }
+
+ jQuery.each([ "keydown", "keyup", "keypress" ], function() {
+ jQuery.event.special[ this ] = { add: keyHandler };
+ });
+
+})( jQuery );
diff --git a/image-classification-engine/htmlcov/jquery.isonscreen.js b/image-classification-engine/htmlcov/jquery.isonscreen.js
new file mode 100644
index 0000000..0182ebd
--- /dev/null
+++ b/image-classification-engine/htmlcov/jquery.isonscreen.js
@@ -0,0 +1,53 @@
+/* Copyright (c) 2010
+ * @author Laurence Wheway
+ * Dual licensed under the MIT (http://www.opensource.org/licenses/mit-license.php)
+ * and GPL (http://www.opensource.org/licenses/gpl-license.php) licenses.
+ *
+ * @version 1.2.0
+ */
+(function($) {
+ jQuery.extend({
+ isOnScreen: function(box, container) {
+ //ensure numbers come in as intgers (not strings) and remove 'px' is it's there
+ for(var i in box){box[i] = parseFloat(box[i])};
+ for(var i in container){container[i] = parseFloat(container[i])};
+
+ if(!container){
+ container = {
+ left: $(window).scrollLeft(),
+ top: $(window).scrollTop(),
+ width: $(window).width(),
+ height: $(window).height()
+ }
+ }
+
+ if( box.left+box.width-container.left > 0 &&
+ box.left < container.width+container.left &&
+ box.top+box.height-container.top > 0 &&
+ box.top < container.height+container.top
+ ) return true;
+ return false;
+ }
+ })
+
+
+ jQuery.fn.isOnScreen = function (container) {
+ for(var i in container){container[i] = parseFloat(container[i])};
+
+ if(!container){
+ container = {
+ left: $(window).scrollLeft(),
+ top: $(window).scrollTop(),
+ width: $(window).width(),
+ height: $(window).height()
+ }
+ }
+
+ if( $(this).offset().left+$(this).width()-container.left > 0 &&
+ $(this).offset().left < container.width+container.left &&
+ $(this).offset().top+$(this).height()-container.top > 0 &&
+ $(this).offset().top < container.height+container.top
+ ) return true;
+ return false;
+ }
+})(jQuery);
diff --git a/image-classification-engine/htmlcov/jquery.min.js b/image-classification-engine/htmlcov/jquery.min.js
new file mode 100644
index 0000000..0363dfe
--- /dev/null
+++ b/image-classification-engine/htmlcov/jquery.min.js
@@ -0,0 +1,5 @@
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match.slice(0,4)},CHILD:function(match){match[1]=match[1].toLowerCase();if(match[1].slice(0,3)==="nth"){if(!match[3]){Sizzle.error(match[0])}match[4]=+(match[4]?match[5]+(match[6]||1):2*(match[3]==="even"||match[3]==="odd"));match[5]=+(match[7]+match[8]||match[3]==="odd")}else if(match[3]){Sizzle.error(match[0])}return match},PSEUDO:function(match){var excess,unquoted=!match[6]&&match[2];if(matchExpr["CHILD"].test(match[0])){return null}if(match[3]){match[2]=match[4]||match[5]||""}else if(unquoted&&rpseudo.test(unquoted)&&(excess=tokenize(unquoted,true))&&(excess=unquoted.indexOf(")",unquoted.length-excess)-unquoted.length)){match[0]=match[0].slice(0,excess);match[2]=unquoted.slice(0,excess)}return match.slice(0,3)}},filter:{TAG:function(nodeNameSelector){var nodeName=nodeNameSelector.replace(runescape,funescape).toLowerCase();return nodeNameSelector==="*"?function(){return true}:function(elem){return elem.nodeName&&elem.nodeName.toLowerCase()===nodeName}},CLASS:function(className){var 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first===1&&last===0?function(elem){return!!elem.parentNode}:function(elem,context,xml){var cache,outerCache,node,diff,nodeIndex,start,dir=simple!==forward?"nextSibling":"previousSibling",parent=elem.parentNode,name=ofType&&elem.nodeName.toLowerCase(),useCache=!xml&&!ofType;if(parent){if(simple){while(dir){node=elem;while(node=node[dir]){if(ofType?node.nodeName.toLowerCase()===name:node.nodeType===1){return false}}start=dir=type==="only"&&!start&&"nextSibling"}return true}start=[forward?parent.firstChild:parent.lastChild];if(forward&&useCache){outerCache=parent[expando]||(parent[expando]={});cache=outerCache[type]||[];nodeIndex=cache[0]===dirruns&&cache[1];diff=cache[0]===dirruns&&cache[2];node=nodeIndex&&parent.childNodes[nodeIndex];while(node=++nodeIndex&&node&&node[dir]||(diff=nodeIndex=0)||start.pop()){if(node.nodeType===1&&++diff&&node===elem){outerCache[type]=[dirruns,nodeIndex,diff];break}}}else if(useCache&&(cache=(elem[expando]||(elem[expando]={}))[type])&&cache[0]===dirruns){diff=cache[1]}else{while(node=++nodeIndex&&node&&node[dir]||(diff=nodeIndex=0)||start.pop()){if((ofType?node.nodeName.toLowerCase()===name:node.nodeType===1)&&++diff){if(useCache){(node[expando]||(node[expando]={}))[type]=[dirruns,diff]}if(node===elem){break}}}}diff-=last;return diff===first||diff%first===0&&diff/first>=0}}},PSEUDO:function(pseudo,argument){var args,fn=Expr.pseudos[pseudo]||Expr.setFilters[pseudo.toLowerCase()]||Sizzle.error("unsupported pseudo: "+pseudo);if(fn[expando]){return fn(argument)}if(fn.length>1){args=[pseudo,pseudo,"",argument];return Expr.setFilters.hasOwnProperty(pseudo.toLowerCase())?markFunction(function(seed,matches){var idx,matched=fn(seed,argument),i=matched.length;while(i--){idx=indexOf(seed,matched[i]);seed[idx]=!(matches[idx]=matched[i])}}):function(elem){return fn(elem,0,args)}}return fn}},pseudos:{not:markFunction(function(selector){var input=[],results=[],matcher=compile(selector.replace(rtrim,"$1"));return matcher[expando]?markFunction(function(seed,matches,context,xml){var elem,unmatched=matcher(seed,null,xml,[]),i=seed.length;while(i--){if(elem=unmatched[i]){seed[i]=!(matches[i]=elem)}}}):function(elem,context,xml){input[0]=elem;matcher(input,null,xml,results);input[0]=null;return!results.pop()}}),has:markFunction(function(selector){return function(elem){return Sizzle(selector,elem).length>0}}),contains:markFunction(function(text){text=text.replace(runescape,funescape);return function(elem){return(elem.textContent||elem.innerText||getText(elem)).indexOf(text)>-1}}),lang:markFunction(function(lang){if(!ridentifier.test(lang||"")){Sizzle.error("unsupported lang: "+lang)}lang=lang.replace(runescape,funescape).toLowerCase();return function(elem){var elemLang;do{if(elemLang=documentIsHTML?elem.lang:elem.getAttribute("xml:lang")||elem.getAttribute("lang")){elemLang=elemLang.toLowerCase();return elemLang===lang||elemLang.indexOf(lang+"-")===0}}while((elem=elem.parentNode)&&elem.nodeType===1);return false}}),target:function(elem){var hash=window.location&&window.location.hash;return hash&&hash.slice(1)===elem.id},root:function(elem){return elem===docElem},focus:function(elem){return elem===document.activeElement&&(!document.hasFocus||document.hasFocus())&&!!(elem.type||elem.href||~elem.tabIndex)},enabled:function(elem){return elem.disabled===false},disabled:function(elem){return elem.disabled===true},checked:function(elem){var nodeName=elem.nodeName.toLowerCase();return nodeName==="input"&&!!elem.checked||nodeName==="option"&&!!elem.selected},selected:function(elem){if(elem.parentNode){elem.parentNode.selectedIndex}return elem.selected===true},empty:function(elem){for(elem=elem.firstChild;elem;elem=elem.nextSibling){if(elem.nodeType<6){return false}}return true},parent:function(elem){return!Expr.pseudos["empty"](elem)},header:function(elem){return rheader.test(elem.nodeName)},input:function(elem){return rinputs.test(elem.nodeName)},button:function(elem){var name=elem.nodeName.toLowerCase();return name==="input"&&elem.type==="button"||name==="button"},text:function(elem){var attr;return elem.nodeName.toLowerCase()==="input"&&elem.type==="text"&&((attr=elem.getAttribute("type"))==null||attr.toLowerCase()==="text")},first:createPositionalPseudo(function(){return[0]}),last:createPositionalPseudo(function(matchIndexes,length){return[length-1]}),eq:createPositionalPseudo(function(matchIndexes,length,argument){return[argument<0?argument+length:argument]}),even:createPositionalPseudo(function(matchIndexes,length){var i=0;for(;i<length;i+=2){matchIndexes.push(i)}return matchIndexes}),odd:createPositionalPseudo(function(matchIndexes,length){var i=1;for(;i<length;i+=2){matchIndexes.push(i)}return matchIndexes}),lt:createPositionalPseudo(function(matchIndexes,length,argument){var i=argument<0?argument+length:argument;for(;--i>=0;){matchIndexes.push(i)}return matchIndexes}),gt:createPositionalPseudo(function(matchIndexes,length,argument){var i=argument<0?argument+length:argument;for(;++i<length;){matchIndexes.push(i)}return matchIndexes})}};Expr.pseudos["nth"]=Expr.pseudos["eq"];for(i in{radio:true,checkbox:true,file:true,password:true,image:true}){Expr.pseudos[i]=createInputPseudo(i)}for(i in{submit:true,reset:true}){Expr.pseudos[i]=createButtonPseudo(i)}function setFilters(){}setFilters.prototype=Expr.filters=Expr.pseudos;Expr.setFilters=new setFilters;tokenize=Sizzle.tokenize=function(selector,parseOnly){var matched,match,tokens,type,soFar,groups,preFilters,cached=tokenCache[selector+" "];if(cached){return parseOnly?0:cached.slice(0)}soFar=selector;groups=[];preFilters=Expr.preFilter;while(soFar){if(!matched||(match=rcomma.exec(soFar))){if(match){soFar=soFar.slice(match[0].length)||soFar}groups.push(tokens=[])}matched=false;if(match=rcombinators.exec(soFar)){matched=match.shift();tokens.push({value:matched,type:match[0].replace(rtrim," ")});soFar=soFar.slice(matched.length)}for(type in Expr.filter){if((match=matchExpr[type].exec(soFar))&&(!preFilters[type]||(match=preFilters[type](match)))){matched=match.shift();tokens.push({value:matched,type:type,matches:match});soFar=soFar.slice(matched.length)}}if(!matched){break}}return parseOnly?soFar.length:soFar?Sizzle.error(selector):tokenCache(selector,groups).slice(0)};function toSelector(tokens){var i=0,len=tokens.length,selector="";for(;i<len;i++){selector+=tokens[i].value}return selector}function addCombinator(matcher,combinator,base){var dir=combinator.dir,checkNonElements=base&&dir==="parentNode",doneName=done++;return combinator.first?function(elem,context,xml){while(elem=elem[dir]){if(elem.nodeType===1||checkNonElements){return matcher(elem,context,xml)}}}:function(elem,context,xml){var oldCache,outerCache,newCache=[dirruns,doneName];if(xml){while(elem=elem[dir]){if(elem.nodeType===1||checkNonElements){if(matcher(elem,context,xml)){return true}}}}else{while(elem=elem[dir]){if(elem.nodeType===1||checkNonElements){outerCache=elem[expando]||(elem[expando]={});if((oldCache=outerCache[dir])&&oldCache[0]===dirruns&&oldCache[1]===doneName){return newCache[2]=oldCache[2]}else{outerCache[dir]=newCache;if(newCache[2]=matcher(elem,context,xml)){return true}}}}}}}function elementMatcher(matchers){return matchers.length>1?function(elem,context,xml){var i=matchers.length;while(i--){if(!matchers[i](elem,context,xml)){return false}}return true}:matchers[0]}function multipleContexts(selector,contexts,results){var i=0,len=contexts.length;for(;i<len;i++){Sizzle(selector,contexts[i],results)}return results}function condense(unmatched,map,filter,context,xml){var elem,newUnmatched=[],i=0,len=unmatched.length,mapped=map!=null;for(;i<len;i++){if(elem=unmatched[i]){if(!filter||filter(elem,context,xml)){newUnmatched.push(elem);if(mapped){map.push(i)}}}}return newUnmatched}function setMatcher(preFilter,selector,matcher,postFilter,postFinder,postSelector){if(postFilter&&!postFilter[expando]){postFilter=setMatcher(postFilter)}if(postFinder&&!postFinder[expando]){postFinder=setMatcher(postFinder,postSelector)}return markFunction(function(seed,results,context,xml){var temp,i,elem,preMap=[],postMap=[],preexisting=results.length,elems=seed||multipleContexts(selector||"*",context.nodeType?[context]:context,[]),matcherIn=preFilter&&(seed||!selector)?condense(elems,preMap,preFilter,context,xml):elems,matcherOut=matcher?postFinder||(seed?preFilter:preexisting||postFilter)?[]:results:matcherIn;if(matcher){matcher(matcherIn,matcherOut,context,xml)}if(postFilter){temp=condense(matcherOut,postMap);postFilter(temp,[],context,xml);i=temp.length;while(i--){if(elem=temp[i]){matcherOut[postMap[i]]=!(matcherIn[postMap[i]]=elem)}}}if(seed){if(postFinder||preFilter){if(postFinder){temp=[];i=matcherOut.length;while(i--){if(elem=matcherOut[i]){temp.push(matcherIn[i]=elem)}}postFinder(null,matcherOut=[],temp,xml)}i=matcherOut.length;while(i--){if((elem=matcherOut[i])&&(temp=postFinder?indexOf(seed,elem):preMap[i])>-1){seed[temp]=!(results[temp]=elem)}}}}else{matcherOut=condense(matcherOut===results?matcherOut.splice(preexisting,matcherOut.length):matcherOut);if(postFinder){postFinder(null,results,matcherOut,xml)}else{push.apply(results,matcherOut)}}})}function matcherFromTokens(tokens){var checkContext,matcher,j,len=tokens.length,leadingRelative=Expr.relative[tokens[0].type],implicitRelative=leadingRelative||Expr.relative[" "],i=leadingRelative?1:0,matchContext=addCombinator(function(elem){return elem===checkContext},implicitRelative,true),matchAnyContext=addCombinator(function(elem){return indexOf(checkContext,elem)>-1},implicitRelative,true),matchers=[function(elem,context,xml){var ret=!leadingRelative&&(xml||context!==outermostContext)||((checkContext=context).nodeType?matchContext(elem,context,xml):matchAnyContext(elem,context,xml));checkContext=null;return ret}];for(;i<len;i++){if(matcher=Expr.relative[tokens[i].type]){matchers=[addCombinator(elementMatcher(matchers),matcher)]
+}else{matcher=Expr.filter[tokens[i].type].apply(null,tokens[i].matches);if(matcher[expando]){j=++i;for(;j<len;j++){if(Expr.relative[tokens[j].type]){break}}return setMatcher(i>1&&elementMatcher(matchers),i>1&&toSelector(tokens.slice(0,i-1).concat({value:tokens[i-2].type===" "?"*":""})).replace(rtrim,"$1"),matcher,i<j&&matcherFromTokens(tokens.slice(i,j)),j<len&&matcherFromTokens(tokens=tokens.slice(j)),j<len&&toSelector(tokens))}matchers.push(matcher)}}return elementMatcher(matchers)}function matcherFromGroupMatchers(elementMatchers,setMatchers){var bySet=setMatchers.length>0,byElement=elementMatchers.length>0,superMatcher=function(seed,context,xml,results,outermost){var elem,j,matcher,matchedCount=0,i="0",unmatched=seed&&[],setMatched=[],contextBackup=outermostContext,elems=seed||byElement&&Expr.find["TAG"]("*",outermost),dirrunsUnique=dirruns+=contextBackup==null?1:Math.random()||.1,len=elems.length;if(outermost){outermostContext=context!==document&&context}for(;i!==len&&(elem=elems[i])!=null;i++){if(byElement&&elem){j=0;while(matcher=elementMatchers[j++]){if(matcher(elem,context,xml)){results.push(elem);break}}if(outermost){dirruns=dirrunsUnique}}if(bySet){if(elem=!matcher&&elem){matchedCount--}if(seed){unmatched.push(elem)}}}matchedCount+=i;if(bySet&&i!==matchedCount){j=0;while(matcher=setMatchers[j++]){matcher(unmatched,setMatched,context,xml)}if(seed){if(matchedCount>0){while(i--){if(!(unmatched[i]||setMatched[i])){setMatched[i]=pop.call(results)}}}setMatched=condense(setMatched)}push.apply(results,setMatched);if(outermost&&!seed&&setMatched.length>0&&matchedCount+setMatchers.length>1){Sizzle.uniqueSort(results)}}if(outermost){dirruns=dirrunsUnique;outermostContext=contextBackup}return unmatched};return bySet?markFunction(superMatcher):superMatcher}compile=Sizzle.compile=function(selector,match){var i,setMatchers=[],elementMatchers=[],cached=compilerCache[selector+" "];if(!cached){if(!match){match=tokenize(selector)}i=match.length;while(i--){cached=matcherFromTokens(match[i]);if(cached[expando]){setMatchers.push(cached)}else{elementMatchers.push(cached)}}cached=compilerCache(selector,matcherFromGroupMatchers(elementMatchers,setMatchers));cached.selector=selector}return cached};select=Sizzle.select=function(selector,context,results,seed){var i,tokens,token,type,find,compiled=typeof selector==="function"&&selector,match=!seed&&tokenize(selector=compiled.selector||selector);results=results||[];if(match.length===1){tokens=match[0]=match[0].slice(0);if(tokens.length>2&&(token=tokens[0]).type==="ID"&&support.getById&&context.nodeType===9&&documentIsHTML&&Expr.relative[tokens[1].type]){context=(Expr.find["ID"](token.matches[0].replace(runescape,funescape),context)||[])[0];if(!context){return results}else if(compiled){context=context.parentNode}selector=selector.slice(tokens.shift().value.length)}i=matchExpr["needsContext"].test(selector)?0:tokens.length;while(i--){token=tokens[i];if(Expr.relative[type=token.type]){break}if(find=Expr.find[type]){if(seed=find(token.matches[0].replace(runescape,funescape),rsibling.test(tokens[0].type)&&testContext(context.parentNode)||context)){tokens.splice(i,1);selector=seed.length&&toSelector(tokens);if(!selector){push.apply(results,seed);return results}break}}}}(compiled||compile(selector,match))(seed,context,!documentIsHTML,results,rsibling.test(selector)&&testContext(context.parentNode)||context);return results};support.sortStable=expando.split("").sort(sortOrder).join("")===expando;support.detectDuplicates=!!hasDuplicate;setDocument();support.sortDetached=assert(function(div1){return div1.compareDocumentPosition(document.createElement("div"))&1});if(!assert(function(div){div.innerHTML="<a href='#'></a>";return div.firstChild.getAttribute("href")==="#"})){addHandle("type|href|height|width",function(elem,name,isXML){if(!isXML){return elem.getAttribute(name,name.toLowerCase()==="type"?1:2)}})}if(!support.attributes||!assert(function(div){div.innerHTML="<input/>";div.firstChild.setAttribute("value","");return div.firstChild.getAttribute("value")===""})){addHandle("value",function(elem,name,isXML){if(!isXML&&elem.nodeName.toLowerCase()==="input"){return elem.defaultValue}})}if(!assert(function(div){return 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jQuery.grep(elements,function(elem){return jQuery.inArray(elem,qualifier)>=0!==not})}jQuery.filter=function(expr,elems,not){var elem=elems[0];if(not){expr=":not("+expr+")"}return elems.length===1&&elem.nodeType===1?jQuery.find.matchesSelector(elem,expr)?[elem]:[]:jQuery.find.matches(expr,jQuery.grep(elems,function(elem){return elem.nodeType===1}))};jQuery.fn.extend({find:function(selector){var i,ret=[],self=this,len=self.length;if(typeof selector!=="string"){return this.pushStack(jQuery(selector).filter(function(){for(i=0;i<len;i++){if(jQuery.contains(self[i],this)){return true}}}))}for(i=0;i<len;i++){jQuery.find(selector,self[i],ret)}ret=this.pushStack(len>1?jQuery.unique(ret):ret);ret.selector=this.selector?this.selector+" "+selector:selector;return ret},filter:function(selector){return this.pushStack(winnow(this,selector||[],false))},not:function(selector){return this.pushStack(winnow(this,selector||[],true))},is:function(selector){return!!winnow(this,typeof selector==="string"&&rneedsContext.test(selector)?jQuery(selector):selector||[],false).length}});var rootjQuery,document=window.document,rquickExpr=/^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]*))$/,init=jQuery.fn.init=function(selector,context){var match,elem;if(!selector){return this}if(typeof selector==="string"){if(selector.charAt(0)==="<"&&selector.charAt(selector.length-1)===">"&&selector.length>=3){match=[null,selector,null]}else{match=rquickExpr.exec(selector)}if(match&&(match[1]||!context)){if(match[1]){context=context instanceof jQuery?context[0]:context;jQuery.merge(this,jQuery.parseHTML(match[1],context&&context.nodeType?context.ownerDocument||context:document,true));if(rsingleTag.test(match[1])&&jQuery.isPlainObject(context)){for(match in context){if(jQuery.isFunction(this[match])){this[match](context[match])}else{this.attr(match,context[match])}}}return this}else{elem=document.getElementById(match[2]);if(elem&&elem.parentNode){if(elem.id!==match[2]){return rootjQuery.find(selector)}this.length=1;this[0]=elem}this.context=document;this.selector=selector;return this}}else if(!context||context.jquery){return(context||rootjQuery).find(selector)}else{return this.constructor(context).find(selector)}}else if(selector.nodeType){this.context=this[0]=selector;this.length=1;return this}else if(jQuery.isFunction(selector)){return typeof rootjQuery.ready!=="undefined"?rootjQuery.ready(selector):selector(jQuery)}if(selector.selector!==undefined){this.selector=selector.selector;this.context=selector.context}return jQuery.makeArray(selector,this)};init.prototype=jQuery.fn;rootjQuery=jQuery(document);var rparentsprev=/^(?:parents|prev(?:Until|All))/,guaranteedUnique={children:true,contents:true,next:true,prev:true};jQuery.extend({dir:function(elem,dir,until){var matched=[],cur=elem[dir];while(cur&&cur.nodeType!==9&&(until===undefined||cur.nodeType!==1||!jQuery(cur).is(until))){if(cur.nodeType===1){matched.push(cur)}cur=cur[dir]}return matched},sibling:function(n,elem){var r=[];for(;n;n=n.nextSibling){if(n.nodeType===1&&n!==elem){r.push(n)}}return r}});jQuery.fn.extend({has:function(target){var i,targets=jQuery(target,this),len=targets.length;return this.filter(function(){for(i=0;i<len;i++){if(jQuery.contains(this,targets[i])){return true}}})},closest:function(selectors,context){var cur,i=0,l=this.length,matched=[],pos=rneedsContext.test(selectors)||typeof selectors!=="string"?jQuery(selectors,context||this.context):0;for(;i<l;i++){for(cur=this[i];cur&&cur!==context;cur=cur.parentNode){if(cur.nodeType<11&&(pos?pos.index(cur)>-1:cur.nodeType===1&&jQuery.find.matchesSelector(cur,selectors))){matched.push(cur);break}}}return this.pushStack(matched.length>1?jQuery.unique(matched):matched)},index:function(elem){if(!elem){return this[0]&&this[0].parentNode?this.first().prevAll().length:-1}if(typeof elem==="string"){return jQuery.inArray(this[0],jQuery(elem))}return jQuery.inArray(elem.jquery?elem[0]:elem,this)},add:function(selector,context){return this.pushStack(jQuery.unique(jQuery.merge(this.get(),jQuery(selector,context))))},addBack:function(selector){return this.add(selector==null?this.prevObject:this.prevObject.filter(selector))}});function sibling(cur,dir){do{cur=cur[dir]}while(cur&&cur.nodeType!==1);return cur}jQuery.each({parent:function(elem){var parent=elem.parentNode;return parent&&parent.nodeType!==11?parent:null},parents:function(elem){return jQuery.dir(elem,"parentNode")},parentsUntil:function(elem,i,until){return jQuery.dir(elem,"parentNode",until)},next:function(elem){return sibling(elem,"nextSibling")},prev:function(elem){return sibling(elem,"previousSibling")},nextAll:function(elem){return jQuery.dir(elem,"nextSibling")},prevAll:function(elem){return jQuery.dir(elem,"previousSibling")},nextUntil:function(elem,i,until){return jQuery.dir(elem,"nextSibling",until)},prevUntil:function(elem,i,until){return 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div,body,container,contents;body=document.getElementsByTagName("body")[0];if(!body||!body.style){return}div=document.createElement("div");container=document.createElement("div");container.style.cssText="position:absolute;border:0;width:0;height:0;top:0;left:-9999px";body.appendChild(container).appendChild(div);div.style.cssText="-webkit-box-sizing:border-box;-moz-box-sizing:border-box;"+"box-sizing:border-box;display:block;margin-top:1%;top:1%;"+"border:1px;padding:1px;width:4px;position:absolute";pixelPositionVal=boxSizingReliableVal=false;reliableMarginRightVal=true;if(window.getComputedStyle){pixelPositionVal=(window.getComputedStyle(div,null)||{}).top!=="1%";boxSizingReliableVal=(window.getComputedStyle(div,null)||{width:"4px"}).width==="4px";contents=div.appendChild(document.createElement("div"));contents.style.cssText=div.style.cssText="-webkit-box-sizing:content-box;-moz-box-sizing:content-box;"+"box-sizing:content-box;display:block;margin:0;border:0;padding:0";contents.style.marginRight=contents.style.width="0";div.style.width="1px";reliableMarginRightVal=!parseFloat((window.getComputedStyle(contents,null)||{}).marginRight);div.removeChild(contents)}div.innerHTML="<table><tr><td></td><td>t</td></tr></table>";contents=div.getElementsByTagName("td");contents[0].style.cssText="margin:0;border:0;padding:0;display:none";reliableHiddenOffsetsVal=contents[0].offsetHeight===0;if(reliableHiddenOffsetsVal){contents[0].style.display="";contents[1].style.display="none";reliableHiddenOffsetsVal=contents[0].offsetHeight===0}body.removeChild(container)}})();jQuery.swap=function(elem,options,callback,args){var ret,name,old={};for(name in options){old[name]=elem.style[name];elem.style[name]=options[name]}ret=callback.apply(elem,args||[]);for(name in options){elem.style[name]=old[name]}return ret};var ralpha=/alpha\([^)]*\)/i,ropacity=/opacity\s*=\s*([^)]*)/,rdisplayswap=/^(none|table(?!-c[ea]).+)/,rnumsplit=new RegExp("^("+pnum+")(.*)$","i"),rrelNum=new RegExp("^([+-])=("+pnum+")","i"),cssShow={position:"absolute",visibility:"hidden",display:"block"},cssNormalTransform={letterSpacing:"0",fontWeight:"400"},cssPrefixes=["Webkit","O","Moz","ms"];function vendorPropName(style,name){if(name in style){return name}var capName=name.charAt(0).toUpperCase()+name.slice(1),origName=name,i=cssPrefixes.length;while(i--){name=cssPrefixes[i]+capName;if(name in style){return name}}return origName}function showHide(elements,show){var display,elem,hidden,values=[],index=0,length=elements.length;for(;index<length;index++){elem=elements[index];if(!elem.style){continue}values[index]=jQuery._data(elem,"olddisplay");display=elem.style.display;if(show){if(!values[index]&&display==="none"){elem.style.display=""}if(elem.style.display===""&&isHidden(elem)){values[index]=jQuery._data(elem,"olddisplay",defaultDisplay(elem.nodeName))}}else{hidden=isHidden(elem);if(display&&display!=="none"||!hidden){jQuery._data(elem,"olddisplay",hidden?display:jQuery.css(elem,"display"))}}}for(index=0;index<length;index++){elem=elements[index];if(!elem.style){continue}if(!show||elem.style.display==="none"||elem.style.display===""){elem.style.display=show?values[index]||"":"none"}}return elements}function setPositiveNumber(elem,value,subtract){var matches=rnumsplit.exec(value);return matches?Math.max(0,matches[1]-(subtract||0))+(matches[2]||"px"):value}function augmentWidthOrHeight(elem,name,extra,isBorderBox,styles){var i=extra===(isBorderBox?"border":"content")?4:name==="width"?1:0,val=0;for(;i<4;i+=2){if(extra==="margin"){val+=jQuery.css(elem,extra+cssExpand[i],true,styles)}if(isBorderBox){if(extra==="content"){val-=jQuery.css(elem,"padding"+cssExpand[i],true,styles)}if(extra!=="margin"){val-=jQuery.css(elem,"border"+cssExpand[i]+"Width",true,styles)}}else{val+=jQuery.css(elem,"padding"+cssExpand[i],true,styles);if(extra!=="padding"){val+=jQuery.css(elem,"border"+cssExpand[i]+"Width",true,styles)}}}return val}function getWidthOrHeight(elem,name,extra){var valueIsBorderBox=true,val=name==="width"?elem.offsetWidth:elem.offsetHeight,styles=getStyles(elem),isBorderBox=support.boxSizing&&jQuery.css(elem,"boxSizing",false,styles)==="border-box";if(val<=0||val==null){val=curCSS(elem,name,styles);if(val<0||val==null){val=elem.style[name]}if(rnumnonpx.test(val)){return val}valueIsBorderBox=isBorderBox&&(support.boxSizingReliable()||val===elem.style[name]);val=parseFloat(val)||0}return val+augmentWidthOrHeight(elem,name,extra||(isBorderBox?"border":"content"),valueIsBorderBox,styles)+"px"}jQuery.extend({cssHooks:{opacity:{get:function(elem,computed){if(computed){var ret=curCSS(elem,"opacity");return ret===""?"1":ret}}}},cssNumber:{columnCount:true,fillOpacity:true,flexGrow:true,flexShrink:true,fontWeight:true,lineHeight:true,opacity:true,order:true,orphans:true,widows:true,zIndex:true,zoom:true},cssProps:{"float":support.cssFloat?"cssFloat":"styleFloat"},style:function(elem,name,value,extra){if(!elem||elem.nodeType===3||elem.nodeType===8||!elem.style){return}var ret,type,hooks,origName=jQuery.camelCase(name),style=elem.style;name=jQuery.cssProps[origName]||(jQuery.cssProps[origName]=vendorPropName(style,origName));hooks=jQuery.cssHooks[name]||jQuery.cssHooks[origName];if(value!==undefined){type=typeof 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cssNormalTransform){val=cssNormalTransform[name]}if(extra===""||extra){num=parseFloat(val);
+return extra===true||jQuery.isNumeric(num)?num||0:val}return val}});jQuery.each(["height","width"],function(i,name){jQuery.cssHooks[name]={get:function(elem,computed,extra){if(computed){return rdisplayswap.test(jQuery.css(elem,"display"))&&elem.offsetWidth===0?jQuery.swap(elem,cssShow,function(){return getWidthOrHeight(elem,name,extra)}):getWidthOrHeight(elem,name,extra)}},set:function(elem,value,extra){var styles=extra&&getStyles(elem);return setPositiveNumber(elem,value,extra?augmentWidthOrHeight(elem,name,extra,support.boxSizing&&jQuery.css(elem,"boxSizing",false,styles)==="border-box",styles):0)}}});if(!support.opacity){jQuery.cssHooks.opacity={get:function(elem,computed){return ropacity.test((computed&&elem.currentStyle?elem.currentStyle.filter:elem.style.filter)||"")?.01*parseFloat(RegExp.$1)+"":computed?"1":""},set:function(elem,value){var style=elem.style,currentStyle=elem.currentStyle,opacity=jQuery.isNumeric(value)?"alpha(opacity="+value*100+")":"",filter=currentStyle&¤tStyle.filter||style.filter||"";style.zoom=1;if((value>=1||value==="")&&jQuery.trim(filter.replace(ralpha,""))===""&&style.removeAttribute){style.removeAttribute("filter");if(value===""||currentStyle&&!currentStyle.filter){return}}style.filter=ralpha.test(filter)?filter.replace(ralpha,opacity):filter+" "+opacity}}}jQuery.cssHooks.marginRight=addGetHookIf(support.reliableMarginRight,function(elem,computed){if(computed){return jQuery.swap(elem,{display:"inline-block"},curCSS,[elem,"marginRight"])}});jQuery.each({margin:"",padding:"",border:"Width"},function(prefix,suffix){jQuery.cssHooks[prefix+suffix]={expand:function(value){var i=0,expanded={},parts=typeof value==="string"?value.split(" "):[value];for(;i<4;i++){expanded[prefix+cssExpand[i]+suffix]=parts[i]||parts[i-2]||parts[0]}return expanded}};if(!rmargin.test(prefix)){jQuery.cssHooks[prefix+suffix].set=setPositiveNumber}});jQuery.fn.extend({css:function(name,value){return access(this,function(elem,name,value){var styles,len,map={},i=0;if(jQuery.isArray(name)){styles=getStyles(elem);len=name.length;for(;i<len;i++){map[name[i]]=jQuery.css(elem,name[i],false,styles)}return map}return value!==undefined?jQuery.style(elem,name,value):jQuery.css(elem,name)},name,value,arguments.length>1)},show:function(){return showHide(this,true)},hide:function(){return showHide(this)},toggle:function(state){if(typeof state==="boolean"){return state?this.show():this.hide()}return this.each(function(){if(isHidden(this)){jQuery(this).show()}else{jQuery(this).hide()}})}});function Tween(elem,options,prop,end,easing){return new Tween.prototype.init(elem,options,prop,end,easing)}jQuery.Tween=Tween;Tween.prototype={constructor:Tween,init:function(elem,options,prop,end,easing,unit){this.elem=elem;this.prop=prop;this.easing=easing||"swing";this.options=options;this.start=this.now=this.cur();this.end=end;this.unit=unit||(jQuery.cssNumber[prop]?"":"px")},cur:function(){var hooks=Tween.propHooks[this.prop];return hooks&&hooks.get?hooks.get(this):Tween.propHooks._default.get(this)},run:function(percent){var eased,hooks=Tween.propHooks[this.prop];if(this.options.duration){this.pos=eased=jQuery.easing[this.easing](percent,this.options.duration*percent,0,1,this.options.duration)}else{this.pos=eased=percent}this.now=(this.end-this.start)*eased+this.start;if(this.options.step){this.options.step.call(this.elem,this.now,this)}if(hooks&&hooks.set){hooks.set(this)}else{Tween.propHooks._default.set(this)}return this}};Tween.prototype.init.prototype=Tween.prototype;Tween.propHooks={_default:{get:function(tween){var result;if(tween.elem[tween.prop]!=null&&(!tween.elem.style||tween.elem.style[tween.prop]==null)){return tween.elem[tween.prop]}result=jQuery.css(tween.elem,tween.prop,"");return!result||result==="auto"?0:result},set:function(tween){if(jQuery.fx.step[tween.prop]){jQuery.fx.step[tween.prop](tween)}else if(tween.elem.style&&(tween.elem.style[jQuery.cssProps[tween.prop]]!=null||jQuery.cssHooks[tween.prop])){jQuery.style(tween.elem,tween.prop,tween.now+tween.unit)}else{tween.elem[tween.prop]=tween.now}}}};Tween.propHooks.scrollTop=Tween.propHooks.scrollLeft={set:function(tween){if(tween.elem.nodeType&&tween.elem.parentNode){tween.elem[tween.prop]=tween.now}}};jQuery.easing={linear:function(p){return p},swing:function(p){return.5-Math.cos(p*Math.PI)/2}};jQuery.fx=Tween.prototype.init;jQuery.fx.step={};var fxNow,timerId,rfxtypes=/^(?:toggle|show|hide)$/,rfxnum=new RegExp("^(?:([+-])=|)("+pnum+")([a-z%]*)$","i"),rrun=/queueHooks$/,animationPrefilters=[defaultPrefilter],tweeners={"*":[function(prop,value){var tween=this.createTween(prop,value),target=tween.cur(),parts=rfxnum.exec(value),unit=parts&&parts[3]||(jQuery.cssNumber[prop]?"":"px"),start=(jQuery.cssNumber[prop]||unit!=="px"&&+target)&&rfxnum.exec(jQuery.css(tween.elem,prop)),scale=1,maxIterations=20;if(start&&start[3]!==unit){unit=unit||start[3];parts=parts||[];start=+target||1;do{scale=scale||".5";start=start/scale;jQuery.style(tween.elem,prop,start+unit)}while(scale!==(scale=tween.cur()/target)&&scale!==1&&--maxIterations)}if(parts){start=tween.start=+start||+target||0;tween.unit=unit;tween.end=parts[1]?start+(parts[1]+1)*parts[2]:+parts[2]}return tween}]};function createFxNow(){setTimeout(function(){fxNow=undefined});return fxNow=jQuery.now()}function genFx(type,includeWidth){var which,attrs={height:type},i=0;includeWidth=includeWidth?1:0;for(;i<4;i+=2-includeWidth){which=cssExpand[i];attrs["margin"+which]=attrs["padding"+which]=type}if(includeWidth){attrs.opacity=attrs.width=type}return attrs}function createTween(value,prop,animation){var tween,collection=(tweeners[prop]||[]).concat(tweeners["*"]),index=0,length=collection.length;for(;index<length;index++){if(tween=collection[index].call(animation,prop,value)){return tween}}}function defaultPrefilter(elem,props,opts){var prop,value,toggle,tween,hooks,oldfire,display,checkDisplay,anim=this,orig={},style=elem.style,hidden=elem.nodeType&&isHidden(elem),dataShow=jQuery._data(elem,"fxshow");if(!opts.queue){hooks=jQuery._queueHooks(elem,"fx");if(hooks.unqueued==null){hooks.unqueued=0;oldfire=hooks.empty.fire;hooks.empty.fire=function(){if(!hooks.unqueued){oldfire()}}}hooks.unqueued++;anim.always(function(){anim.always(function(){hooks.unqueued--;if(!jQuery.queue(elem,"fx").length){hooks.empty.fire()}})})}if(elem.nodeType===1&&("height"in props||"width"in props)){opts.overflow=[style.overflow,style.overflowX,style.overflowY];display=jQuery.css(elem,"display");checkDisplay=display==="none"?jQuery._data(elem,"olddisplay")||defaultDisplay(elem.nodeName):display;if(checkDisplay==="inline"&&jQuery.css(elem,"float")==="none"){if(!support.inlineBlockNeedsLayout||defaultDisplay(elem.nodeName)==="inline"){style.display="inline-block"}else{style.zoom=1}}}if(opts.overflow){style.overflow="hidden";if(!support.shrinkWrapBlocks()){anim.always(function(){style.overflow=opts.overflow[0];style.overflowX=opts.overflow[1];style.overflowY=opts.overflow[2]})}}for(prop in props){value=props[prop];if(rfxtypes.exec(value)){delete props[prop];toggle=toggle||value==="toggle";if(value===(hidden?"hide":"show")){if(value==="show"&&dataShow&&dataShow[prop]!==undefined){hidden=true}else{continue}}orig[prop]=dataShow&&dataShow[prop]||jQuery.style(elem,prop)}else{display=undefined}}if(!jQuery.isEmptyObject(orig)){if(dataShow){if("hidden"in dataShow){hidden=dataShow.hidden}}else{dataShow=jQuery._data(elem,"fxshow",{})}if(toggle){dataShow.hidden=!hidden}if(hidden){jQuery(elem).show()}else{anim.done(function(){jQuery(elem).hide()})}anim.done(function(){var prop;jQuery._removeData(elem,"fxshow");for(prop in orig){jQuery.style(elem,prop,orig[prop])}});for(prop in orig){tween=createTween(hidden?dataShow[prop]:0,prop,anim);if(!(prop in dataShow)){dataShow[prop]=tween.start;if(hidden){tween.end=tween.start;tween.start=prop==="width"||prop==="height"?1:0}}}}else if((display==="none"?defaultDisplay(elem.nodeName):display)==="inline"){style.display=display}}function propFilter(props,specialEasing){var index,name,easing,value,hooks;for(index in props){name=jQuery.camelCase(index);easing=specialEasing[name];value=props[index];if(jQuery.isArray(value)){easing=value[1];value=props[index]=value[0]}if(index!==name){props[name]=value;delete props[index]}hooks=jQuery.cssHooks[name];if(hooks&&"expand"in hooks){value=hooks.expand(value);delete props[name];for(index in value){if(!(index in props)){props[index]=value[index];specialEasing[index]=easing}}}else{specialEasing[name]=easing}}}function Animation(elem,properties,options){var result,stopped,index=0,length=animationPrefilters.length,deferred=jQuery.Deferred().always(function(){delete tick.elem}),tick=function(){if(stopped){return false}var currentTime=fxNow||createFxNow(),remaining=Math.max(0,animation.startTime+animation.duration-currentTime),temp=remaining/animation.duration||0,percent=1-temp,index=0,length=animation.tweens.length;for(;index<length;index++){animation.tweens[index].run(percent)}deferred.notifyWith(elem,[animation,percent,remaining]);if(percent<1&&length){return remaining}else{deferred.resolveWith(elem,[animation]);return false}},animation=deferred.promise({elem:elem,props:jQuery.extend({},properties),opts:jQuery.extend(true,{specialEasing:{}},options),originalProperties:properties,originalOptions:options,startTime:fxNow||createFxNow(),duration:options.duration,tweens:[],createTween:function(prop,end){var tween=jQuery.Tween(elem,animation.opts,prop,end,animation.opts.specialEasing[prop]||animation.opts.easing);animation.tweens.push(tween);return tween},stop:function(gotoEnd){var index=0,length=gotoEnd?animation.tweens.length:0;if(stopped){return this}stopped=true;for(;index<length;index++){animation.tweens[index].run(1)}if(gotoEnd){deferred.resolveWith(elem,[animation,gotoEnd])}else{deferred.rejectWith(elem,[animation,gotoEnd])}return this}}),props=animation.props;propFilter(props,animation.opts.specialEasing);for(;index<length;index++){result=animationPrefilters[index].call(animation,elem,props,animation.opts);if(result){return result}}jQuery.map(props,createTween,animation);if(jQuery.isFunction(animation.opts.start)){animation.opts.start.call(elem,animation)}jQuery.fx.timer(jQuery.extend(tick,{elem:elem,anim:animation,queue:animation.opts.queue}));return animation.progress(animation.opts.progress).done(animation.opts.done,animation.opts.complete).fail(animation.opts.fail).always(animation.opts.always)}jQuery.Animation=jQuery.extend(Animation,{tweener:function(props,callback){if(jQuery.isFunction(props)){callback=props;props=["*"]}else{props=props.split(" ")}var prop,index=0,length=props.length;for(;index<length;index++){prop=props[index];tweeners[prop]=tweeners[prop]||[];tweeners[prop].unshift(callback)}},prefilter:function(callback,prepend){if(prepend){animationPrefilters.unshift(callback)}else{animationPrefilters.push(callback)}}});jQuery.speed=function(speed,easing,fn){var opt=speed&&typeof speed==="object"?jQuery.extend({},speed):{complete:fn||!fn&&easing||jQuery.isFunction(speed)&&speed,duration:speed,easing:fn&&easing||easing&&!jQuery.isFunction(easing)&&easing};opt.duration=jQuery.fx.off?0:typeof opt.duration==="number"?opt.duration:opt.duration in jQuery.fx.speeds?jQuery.fx.speeds[opt.duration]:jQuery.fx.speeds._default;if(opt.queue==null||opt.queue===true){opt.queue="fx"}opt.old=opt.complete;opt.complete=function(){if(jQuery.isFunction(opt.old)){opt.old.call(this)}if(opt.queue){jQuery.dequeue(this,opt.queue)}};return opt};jQuery.fn.extend({fadeTo:function(speed,to,easing,callback){return this.filter(isHidden).css("opacity",0).show().end().animate({opacity:to},speed,easing,callback)},animate:function(prop,speed,easing,callback){var empty=jQuery.isEmptyObject(prop),optall=jQuery.speed(speed,easing,callback),doAnimation=function(){var anim=Animation(this,jQuery.extend({},prop),optall);if(empty||jQuery._data(this,"finish")){anim.stop(true)}};doAnimation.finish=doAnimation;return empty||optall.queue===false?this.each(doAnimation):this.queue(optall.queue,doAnimation)},stop:function(type,clearQueue,gotoEnd){var stopQueue=function(hooks){var stop=hooks.stop;delete hooks.stop;stop(gotoEnd)};if(typeof type!=="string"){gotoEnd=clearQueue;clearQueue=type;type=undefined}if(clearQueue&&type!==false){this.queue(type||"fx",[])}return this.each(function(){var dequeue=true,index=type!=null&&type+"queueHooks",timers=jQuery.timers,data=jQuery._data(this);if(index){if(data[index]&&data[index].stop){stopQueue(data[index])}}else{for(index in data){if(data[index]&&data[index].stop&&rrun.test(index)){stopQueue(data[index])}}}for(index=timers.length;index--;){if(timers[index].elem===this&&(type==null||timers[index].queue===type)){timers[index].anim.stop(gotoEnd);dequeue=false;timers.splice(index,1)}}if(dequeue||!gotoEnd){jQuery.dequeue(this,type)}})},finish:function(type){if(type!==false){type=type||"fx"}return this.each(function(){var index,data=jQuery._data(this),queue=data[type+"queue"],hooks=data[type+"queueHooks"],timers=jQuery.timers,length=queue?queue.length:0;data.finish=true;jQuery.queue(this,type,[]);if(hooks&&hooks.stop){hooks.stop.call(this,true)}for(index=timers.length;index--;){if(timers[index].elem===this&&timers[index].queue===type){timers[index].anim.stop(true);timers.splice(index,1)}}for(index=0;index<length;index++){if(queue[index]&&queue[index].finish){queue[index].finish.call(this)}}delete data.finish})}});jQuery.each(["toggle","show","hide"],function(i,name){var cssFn=jQuery.fn[name];jQuery.fn[name]=function(speed,easing,callback){return speed==null||typeof speed==="boolean"?cssFn.apply(this,arguments):this.animate(genFx(name,true),speed,easing,callback)}});jQuery.each({slideDown:genFx("show"),slideUp:genFx("hide"),slideToggle:genFx("toggle"),fadeIn:{opacity:"show"},fadeOut:{opacity:"hide"},fadeToggle:{opacity:"toggle"}},function(name,props){jQuery.fn[name]=function(speed,easing,callback){return this.animate(props,speed,easing,callback)}});jQuery.timers=[];jQuery.fx.tick=function(){var 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diff --git a/image-classification-engine/htmlcov/jquery.tablesorter.min.js b/image-classification-engine/htmlcov/jquery.tablesorter.min.js
new file mode 100644
index 0000000..64c7007
--- /dev/null
+++ b/image-classification-engine/htmlcov/jquery.tablesorter.min.js
@@ -0,0 +1,2 @@
+
+(function($){$.extend({tablesorter:new function(){var parsers=[],widgets=[];this.defaults={cssHeader:"header",cssAsc:"headerSortUp",cssDesc:"headerSortDown",sortInitialOrder:"asc",sortMultiSortKey:"shiftKey",sortForce:null,sortAppend:null,textExtraction:"simple",parsers:{},widgets:[],widgetZebra:{css:["even","odd"]},headers:{},widthFixed:false,cancelSelection:true,sortList:[],headerList:[],dateFormat:"us",decimal:'.',debug:false};function benchmark(s,d){log(s+","+(new Date().getTime()-d.getTime())+"ms");}this.benchmark=benchmark;function log(s){if(typeof console!="undefined"&&typeof console.debug!="undefined"){console.log(s);}else{alert(s);}}function buildParserCache(table,$headers){if(table.config.debug){var parsersDebug="";}var rows=table.tBodies[0].rows;if(table.tBodies[0].rows[0]){var list=[],cells=rows[0].cells,l=cells.length;for(var i=0;i<l;i++){var 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totalRows=(table.tBodies[0]&&table.tBodies[0].rows.length)||0,totalCells=(table.tBodies[0].rows[0]&&table.tBodies[0].rows[0].cells.length)||0,parsers=table.config.parsers,cache={row:[],normalized:[]};for(var i=0;i<totalRows;++i){var c=table.tBodies[0].rows[i],cols=[];cache.row.push($(c));for(var j=0;j<totalCells;++j){cols.push(parsers[j].format(getElementText(table.config,c.cells[j]),table,c.cells[j]));}cols.push(i);cache.normalized.push(cols);cols=null;};if(table.config.debug){benchmark("Building cache for "+totalRows+" rows:",cacheTime);}return cache;};function getElementText(config,node){if(!node)return"";var t="";if(config.textExtraction=="simple"){if(node.childNodes[0]&&node.childNodes[0].hasChildNodes()){t=node.childNodes[0].innerHTML;}else{t=node.innerHTML;}}else{if(typeof(config.textExtraction)=="function"){t=config.textExtraction(node);}else{t=$(node).text();}}return t;}function appendToTable(table,cache){if(table.config.debug){var appendTime=new Date()}var c=cache,r=c.row,n=c.normalized,totalRows=n.length,checkCell=(n[0].length-1),tableBody=$(table.tBodies[0]),rows=[];for(var i=0;i<totalRows;i++){rows.push(r[n[i][checkCell]]);if(!table.config.appender){var o=r[n[i][checkCell]];var l=o.length;for(var j=0;j<l;j++){tableBody[0].appendChild(o[j]);}}}if(table.config.appender){table.config.appender(table,rows);}rows=null;if(table.config.debug){benchmark("Rebuilt table:",appendTime);}applyWidget(table);setTimeout(function(){$(table).trigger("sortEnd");},0);};function buildHeaders(table){if(table.config.debug){var time=new Date();}var meta=($.metadata)?true:false,tableHeadersRows=[];for(var i=0;i<table.tHead.rows.length;i++){tableHeadersRows[i]=0;};$tableHeaders=$("thead th",table);$tableHeaders.each(function(index){this.count=0;this.column=index;this.order=formatSortingOrder(table.config.sortInitialOrder);if(checkHeaderMetadata(this)||checkHeaderOptions(table,index))this.sortDisabled=true;if(!this.sortDisabled){$(this).addClass(table.config.cssHeader);}table.config.headerList[index]=this;});if(table.config.debug){benchmark("Built headers:",time);log($tableHeaders);}return $tableHeaders;};function checkCellColSpan(table,rows,row){var arr=[],r=table.tHead.rows,c=r[row].cells;for(var i=0;i<c.length;i++){var cell=c[i];if(cell.colSpan>1){arr=arr.concat(checkCellColSpan(table,headerArr,row++));}else{if(table.tHead.length==1||(cell.rowSpan>1||!r[row+1])){arr.push(cell);}}}return arr;};function checkHeaderMetadata(cell){if(($.metadata)&&($(cell).metadata().sorter===false)){return true;};return false;}function checkHeaderOptions(table,i){if((table.config.headers[i])&&(table.config.headers[i].sorter===false)){return true;};return false;}function 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td",table.tBodies[0]).each(function(){colgroup.append($('<col>').css('width',$(this).width()));});$(table).prepend(colgroup);};}function updateHeaderSortCount(table,sortList){var c=table.config,l=sortList.length;for(var i=0;i<l;i++){var s=sortList[i],o=c.headerList[s[0]];o.count=s[1];o.count++;}}function multisort(table,sortList,cache){if(table.config.debug){var sortTime=new Date();}var dynamicExp="var sortWrapper = function(a,b) {",l=sortList.length;for(var i=0;i<l;i++){var c=sortList[i][0];var order=sortList[i][1];var s=(getCachedSortType(table.config.parsers,c)=="text")?((order==0)?"sortText":"sortTextDesc"):((order==0)?"sortNumeric":"sortNumericDesc");var e="e"+i;dynamicExp+="var "+e+" = "+s+"(a["+c+"],b["+c+"]); ";dynamicExp+="if("+e+") { return "+e+"; } ";dynamicExp+="else { ";}var orgOrderCol=cache.normalized[0].length-1;dynamicExp+="return a["+orgOrderCol+"]-b["+orgOrderCol+"];";for(var i=0;i<l;i++){dynamicExp+="}; ";}dynamicExp+="return 0; ";dynamicExp+="}; 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$.trim(s.toLowerCase());},type:"text"});ts.addParser({id:"digit",is:function(s,table){var c=table.config;return $.tablesorter.isDigit(s,c);},format:function(s){return $.tablesorter.formatFloat(s);},type:"numeric"});ts.addParser({id:"currency",is:function(s){return/^[£$€?.]/.test(s);},format:function(s){return $.tablesorter.formatFloat(s.replace(new RegExp(/[^0-9.]/g),""));},type:"numeric"});ts.addParser({id:"ipAddress",is:function(s){return/^\d{2,3}[\.]\d{2,3}[\.]\d{2,3}[\.]\d{2,3}$/.test(s);},format:function(s){var a=s.split("."),r="",l=a.length;for(var i=0;i<l;i++){var item=a[i];if(item.length==2){r+="0"+item;}else{r+=item;}}return $.tablesorter.formatFloat(r);},type:"numeric"});ts.addParser({id:"url",is:function(s){return/^(https?|ftp|file):\/\/$/.test(s);},format:function(s){return jQuery.trim(s.replace(new RegExp(/(https?|ftp|file):\/\//),''));},type:"text"});ts.addParser({id:"isoDate",is:function(s){return/^\d{4}[\/-]\d{1,2}[\/-]\d{1,2}$/.test(s);},format:function(s){return 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\ No newline at end of file
diff --git a/image-classification-engine/htmlcov/keybd_closed.png b/image-classification-engine/htmlcov/keybd_closed.png
new file mode 100644
index 0000000..db11402
--- /dev/null
+++ b/image-classification-engine/htmlcov/keybd_closed.png
Binary files differ
diff --git a/image-classification-engine/htmlcov/keybd_open.png b/image-classification-engine/htmlcov/keybd_open.png
new file mode 100644
index 0000000..db11402
--- /dev/null
+++ b/image-classification-engine/htmlcov/keybd_open.png
Binary files differ
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine___init___py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine___init___py.html
new file mode 100644
index 0000000..6496783
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine___init___py.html
@@ -0,0 +1,115 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/__init__.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/__init__.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 6 statements
+ <span class="run hide_run shortkey_r button_toggle_run">6 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="stm run hide_run"><a href="#n6">6</a></p>
+<p id="n7" class="stm run hide_run"><a href="#n7">7</a></p>
+<p id="n8" class="stm run hide_run"><a href="#n8">8</a></p>
+<p id="n9" class="pln"><a href="#n9">9</a></p>
+<p id="n10" class="pln"><a href="#n10">10</a></p>
+<p id="n11" class="pln"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="stm run hide_run"><a href="#n13">13</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">data_handler</span> <span class="key">import</span> <span class="op">*</span><span class="strut"> </span></p>
+<p id="t7" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">prediction</span> <span class="key">import</span> <span class="op">*</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">training</span> <span class="key">import</span> <span class="op">*</span><span class="strut"> </span></p>
+<p id="t9" class="pln"><span class="strut"> </span></p>
+<p id="t10" class="pln"><span class="strut"> </span></p>
+<p id="t11" class="pln"><span class="com"># Get package version number from "VERSION" file</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">dirname</span><span class="op">(</span><span class="nam">__file__</span><span class="op">)</span><span class="op">,</span> <span class="str">'VERSION'</span><span class="op">)</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">f</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"> <span class="nam">__version__</span> <span class="op">=</span> <span class="nam">f</span><span class="op">.</span><span class="nam">read</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">decode</span><span class="op">(</span><span class="str">'ascii'</span><span class="op">)</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine__compatibility_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine__compatibility_py.html
new file mode 100644
index 0000000..0599275
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine__compatibility_py.html
@@ -0,0 +1,125 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/_compatibility.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/_compatibility.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 7 statements
+ <span class="run hide_run shortkey_r button_toggle_run">7 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="pln"><a href="#n8">8</a></p>
+<p id="n9" class="stm run hide_run"><a href="#n9">9</a></p>
+<p id="n10" class="stm run hide_run"><a href="#n10">10</a></p>
+<p id="n11" class="stm run hide_run"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="pln"><a href="#n13">13</a></p>
+<p id="n14" class="stm run hide_run"><a href="#n14">14</a></p>
+<p id="n15" class="pln"><a href="#n15">15</a></p>
+<p id="n16" class="stm run hide_run"><a href="#n16">16</a></p>
+<p id="n17" class="pln"><a href="#n17">17</a></p>
+<p id="n18" class="pln"><a href="#n18">18</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""Compatibility module.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Import this module to help to write code compatible with Python 2 and 3.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="pln"><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">print_function</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">division</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">absolute_import</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="nam">__future__</span> <span class="key">import</span> <span class="nam">unicode_literals</span><span class="strut"> </span></p>
+<p id="t13" class="pln"><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="strut"> </span></p>
+<p id="t16" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'six'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t17" class="pln"><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="com"># Add here any code that have to differentiate between python 2 and 3.</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine__logging_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine__logging_py.html
new file mode 100644
index 0000000..1077c21
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine__logging_py.html
@@ -0,0 +1,243 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/_logging.py: 86%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/_logging.py</b> :
+ <span class="pc_cov">86%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 37 statements
+ <span class="run hide_run shortkey_r button_toggle_run">32 run</span>
+ <span class="mis shortkey_m button_toggle_mis">5 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
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+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""Custom logging module.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">This module is responsible to manage log messages and log file.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="pln"><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">sys</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">import</span> <span class="nam">logging</span><span class="strut"> </span></p>
+<p id="t13" class="pln"><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="nam">DEFAULT_LOG_LEVEL</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">WARNING</span><span class="strut"> </span></p>
+<p id="t15" class="stm run hide_run"><span class="nam">DEFAULT_LOG_DIR</span> <span class="op">=</span> <span class="str">'/tmp'</span><span class="strut"> </span></p>
+<p id="t16" class="pln"><span class="strut"> </span></p>
+<p id="t17" class="pln"><span class="strut"> </span></p>
+<p id="t18" class="stm run hide_run"><span class="key">class</span> <span class="nam">Logger</span><span class="op">(</span><span class="nam">logging</span><span class="op">.</span><span class="nam">getLoggerClass</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t19" class="pln"> <span class="str">"""Custom logger class.</span><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="str"> Use this class to customize the logger behavior or to intercept the</span><span class="strut"> </span></p>
+<p id="t22" class="pln"><span class="str"> messages.</span><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="str"> """</span><span class="strut"> </span></p>
+<p id="t24" class="stm run hide_run"> <span class="key">def</span> <span class="nam">error</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t25" class="pln"> <span class="com"># Add here code to intercept the project error messages</span><span class="strut"> </span></p>
+<p id="t26" class="stm mis"> <span class="nam">super</span><span class="op">(</span><span class="nam">Logger</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="nam">msg</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t27" class="pln"><span class="strut"> </span></p>
+<p id="t28" class="stm run hide_run"> <span class="key">def</span> <span class="nam">critical</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">msg</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t29" class="pln"> <span class="com"># Add here code to intercept the project critical messages</span><span class="strut"> </span></p>
+<p id="t30" class="stm mis"> <span class="nam">super</span><span class="op">(</span><span class="nam">Logger</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">critical</span><span class="op">(</span><span class="nam">msg</span><span class="op">,</span> <span class="op">*</span><span class="nam">args</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t31" class="pln"><span class="strut"> </span></p>
+<p id="t32" class="pln"><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"><span class="nam">logging</span><span class="op">.</span><span class="nam">setLoggerClass</span><span class="op">(</span><span class="nam">Logger</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t34" class="pln"><span class="strut"> </span></p>
+<p id="t35" class="pln"><span class="strut"> </span></p>
+<p id="t36" class="stm run hide_run"><span class="key">def</span> <span class="nam">get_logger</span><span class="op">(</span><span class="nam">name</span><span class="op">,</span> <span class="nam">namespace</span><span class="op">=</span><span class="str">'marvin_image_classification_engine'</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t37" class="pln"> <span class="nam">log_level</span><span class="op">=</span><span class="nam">DEFAULT_LOG_LEVEL</span><span class="op">,</span> <span class="nam">log_dir</span><span class="op">=</span><span class="nam">DEFAULT_LOG_DIR</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t38" class="pln"> <span class="str">"""Build a logger that outputs to a file and to the console,"""</span><span class="strut"> </span></p>
+<p id="t39" class="pln"><span class="strut"> </span></p>
+<p id="t40" class="stm run hide_run"> <span class="nam">log_level</span> <span class="op">=</span> <span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">getenv</span><span class="op">(</span><span class="str">'{}_LOG_LEVEL'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">namespace</span><span class="op">.</span><span class="nam">upper</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="key">or</span><span class="strut"> </span></p>
+<p id="t41" class="pln"> <span class="nam">os</span><span class="op">.</span><span class="nam">getenv</span><span class="op">(</span><span class="str">'LOG_LEVEL'</span><span class="op">,</span> <span class="nam">log_level</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t42" class="stm run hide_run"> <span class="nam">log_dir</span> <span class="op">=</span> <span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">getenv</span><span class="op">(</span><span class="str">'{}_LOG_DIR'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">namespace</span><span class="op">.</span><span class="nam">upper</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">)</span> <span class="key">or</span><span class="strut"> </span></p>
+<p id="t43" class="pln"> <span class="nam">os</span><span class="op">.</span><span class="nam">getenv</span><span class="op">(</span><span class="str">'LOG_DIR'</span><span class="op">,</span> <span class="nam">log_dir</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t44" class="pln"><span class="strut"> </span></p>
+<p id="t45" class="stm run hide_run"> <span class="nam">logger</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">getLogger</span><span class="op">(</span><span class="str">'{}.{}'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">namespace</span><span class="op">,</span> <span class="nam">name</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t46" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="nam">log_level</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t47" class="pln"><span class="strut"> </span></p>
+<p id="t48" class="stm run hide_run"> <span class="nam">formatter</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">Formatter</span><span class="op">(</span><span class="strut"> </span></p>
+<p id="t49" class="pln"> <span class="str">'%(asctime)s - %(name)s - %(levelname)s - %(message)s'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t50" class="pln"><span class="strut"> </span></p>
+<p id="t51" class="pln"> <span class="com"># Create a console stream handler</span><span class="strut"> </span></p>
+<p id="t52" class="stm run hide_run"> <span class="nam">console_handler</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">StreamHandler</span><span class="op">(</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t53" class="stm run hide_run"> <span class="nam">console_handler</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="nam">log_level</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t54" class="stm run hide_run"> <span class="nam">console_handler</span><span class="op">.</span><span class="nam">setFormatter</span><span class="op">(</span><span class="nam">formatter</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t55" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">addHandler</span><span class="op">(</span><span class="nam">console_handler</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t56" class="pln"><span class="strut"> </span></p>
+<p id="t57" class="stm run hide_run"> <span class="key">try</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t58" class="stm run hide_run"> <span class="key">if</span> <span class="nam">log_dir</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t59" class="stm run hide_run"> <span class="nam">log_path</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">abspath</span><span class="op">(</span><span class="nam">log_dir</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t60" class="stm run hide_run"> <span class="nam">log_filename</span> <span class="op">=</span> <span class="str">'{name}.{pid}.log'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="strut"> </span></p>
+<p id="t61" class="pln"> <span class="nam">name</span><span class="op">=</span><span class="nam">namespace</span><span class="op">,</span> <span class="nam">pid</span><span class="op">=</span><span class="nam">os</span><span class="op">.</span><span class="nam">getpid</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t62" class="pln"><span class="strut"> </span></p>
+<p id="t63" class="stm run hide_run"> <span class="nam">file_path</span> <span class="op">=</span> <span class="nam">str</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">log_path</span><span class="op">,</span> <span class="nam">log_filename</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t64" class="pln"><span class="strut"> </span></p>
+<p id="t65" class="stm run hide_run"> <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">log_path</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t66" class="stm mis"> <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">log_path</span><span class="op">,</span> <span class="nam">mode</span><span class="op">=</span><span class="num">774</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t67" class="pln"><span class="strut"> </span></p>
+<p id="t68" class="pln"> <span class="com"># Create a file handler</span><span class="strut"> </span></p>
+<p id="t69" class="stm run hide_run"> <span class="nam">file_handler</span> <span class="op">=</span> <span class="nam">logging</span><span class="op">.</span><span class="nam">FileHandler</span><span class="op">(</span><span class="nam">file_path</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t70" class="stm run hide_run"> <span class="nam">file_handler</span><span class="op">.</span><span class="nam">setLevel</span><span class="op">(</span><span class="nam">log_level</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t71" class="stm run hide_run"> <span class="nam">file_handler</span><span class="op">.</span><span class="nam">setFormatter</span><span class="op">(</span><span class="nam">formatter</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t72" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">addHandler</span><span class="op">(</span><span class="nam">file_handler</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t73" class="stm mis"> <span class="key">except</span> <span class="nam">OSError</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t74" class="stm mis"> <span class="nam">logger</span><span class="op">.</span><span class="nam">error</span><span class="op">(</span><span class="str">'Could not create log file {file}: {error}'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="strut"> </span></p>
+<p id="t75" class="pln"> <span class="nam">file</span><span class="op">=</span><span class="nam">file_path</span><span class="op">,</span> <span class="nam">error</span><span class="op">=</span><span class="nam">e</span><span class="op">.</span><span class="nam">strerror</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t76" class="pln"><span class="strut"> </span></p>
+<p id="t77" class="stm run hide_run"> <span class="key">return</span> <span class="nam">logger</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler___init___py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler___init___py.html
new file mode 100644
index 0000000..872853d
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler___init___py.html
@@ -0,0 +1,99 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/data_handler/__init__.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/data_handler/__init__.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 2 statements
+ <span class="run hide_run shortkey_r button_toggle_run">2 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="stm run hide_run"><a href="#n5">5</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">acquisitor_and_cleaner</span> <span class="key">import</span> <span class="nam">AcquisitorAndCleaner</span><span class="strut"> </span></p>
+<p id="t5" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">training_preparator</span> <span class="key">import</span> <span class="nam">TrainingPreparator</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler_acquisitor_and_cleaner_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler_acquisitor_and_cleaner_py.html
new file mode 100644
index 0000000..e043c6c
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler_acquisitor_and_cleaner_py.html
@@ -0,0 +1,181 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 30 statements
+ <span class="run hide_run shortkey_r button_toggle_run">30 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="stm run hide_run"><a href="#n8">8</a></p>
+<p id="n9" class="stm run hide_run"><a href="#n9">9</a></p>
+<p id="n10" class="stm run hide_run"><a href="#n10">10</a></p>
+<p id="n11" class="stm run hide_run"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="pln"><a href="#n13">13</a></p>
+<p id="n14" class="stm run hide_run"><a href="#n14">14</a></p>
+<p id="n15" class="stm run hide_run"><a href="#n15">15</a></p>
+<p id="n16" class="pln"><a href="#n16">16</a></p>
+<p id="n17" class="stm run hide_run"><a href="#n17">17</a></p>
+<p id="n18" class="pln"><a href="#n18">18</a></p>
+<p id="n19" class="pln"><a href="#n19">19</a></p>
+<p id="n20" class="stm run hide_run"><a href="#n20">20</a></p>
+<p id="n21" class="pln"><a href="#n21">21</a></p>
+<p id="n22" class="stm run hide_run"><a href="#n22">22</a></p>
+<p id="n23" class="pln"><a href="#n23">23</a></p>
+<p id="n24" class="pln"><a href="#n24">24</a></p>
+<p id="n25" class="stm run hide_run"><a href="#n25">25</a></p>
+<p id="n26" class="pln"><a href="#n26">26</a></p>
+<p id="n27" class="stm run hide_run"><a href="#n27">27</a></p>
+<p id="n28" class="stm run hide_run"><a href="#n28">28</a></p>
+<p id="n29" class="pln"><a href="#n29">29</a></p>
+<p id="n30" class="stm run hide_run"><a href="#n30">30</a></p>
+<p id="n31" class="stm run hide_run"><a href="#n31">31</a></p>
+<p id="n32" class="stm run hide_run"><a href="#n32">32</a></p>
+<p id="n33" class="stm run hide_run"><a href="#n33">33</a></p>
+<p id="n34" class="stm run hide_run"><a href="#n34">34</a></p>
+<p id="n35" class="pln"><a href="#n35">35</a></p>
+<p id="n36" class="stm run hide_run"><a href="#n36">36</a></p>
+<p id="n37" class="stm run hide_run"><a href="#n37">37</a></p>
+<p id="n38" class="stm run hide_run"><a href="#n38">38</a></p>
+<p id="n39" class="stm run hide_run"><a href="#n39">39</a></p>
+<p id="n40" class="stm run hide_run"><a href="#n40">40</a></p>
+<p id="n41" class="stm run hide_run"><a href="#n41">41</a></p>
+<p id="n42" class="stm run hide_run"><a href="#n42">42</a></p>
+<p id="n43" class="stm run hide_run"><a href="#n43">43</a></p>
+<p id="n44" class="stm run hide_run"><a href="#n44">44</a></p>
+<p id="n45" class="stm run hide_run"><a href="#n45">45</a></p>
+<p id="n46" class="stm run hide_run"><a href="#n46">46</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""AcquisitorAndCleaner engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">random</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">from</span> <span class="nam">random</span> <span class="key">import</span> <span class="nam">shuffle</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t13" class="pln"><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBaseDataHandler</span><span class="strut"> </span></p>
+<p id="t15" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">common</span><span class="op">.</span><span class="nam">data</span> <span class="key">import</span> <span class="nam">MarvinData</span><span class="strut"> </span></p>
+<p id="t16" class="pln"><span class="strut"> </span></p>
+<p id="t17" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'AcquisitorAndCleaner'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="strut"> </span></p>
+<p id="t19" class="pln"><span class="strut"> </span></p>
+<p id="t20" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'acquisitor_and_cleaner'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="strut"> </span></p>
+<p id="t22" class="stm run hide_run"><span class="nam">random</span><span class="op">.</span><span class="nam">seed</span><span class="op">(</span><span class="num">123</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="strut"> </span></p>
+<p id="t24" class="pln"><span class="strut"> </span></p>
+<p id="t25" class="stm run hide_run"><span class="key">class</span> <span class="nam">AcquisitorAndCleaner</span><span class="op">(</span><span class="nam">EngineBaseDataHandler</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t26" class="pln"><span class="strut"> </span></p>
+<p id="t27" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t28" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">AcquisitorAndCleaner</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t29" class="pln"><span class="strut"> </span></p>
+<p id="t30" class="stm run hide_run"> <span class="key">def</span> <span class="nam">read_samples</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">filename</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t31" class="stm run hide_run"> <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">filename</span><span class="op">,</span> <span class="str">'r'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">fp</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t32" class="stm run hide_run"> <span class="nam">samples</span> <span class="op">=</span> <span class="op">[</span><span class="nam">line</span><span class="op">.</span><span class="nam">strip</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="op">)</span> <span class="key">for</span> <span class="nam">line</span> <span class="key">in</span> <span class="nam">fp</span><span class="op">.</span><span class="nam">readlines</span><span class="op">(</span><span class="op">)</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"> <span class="nam">shuffle</span><span class="op">(</span><span class="nam">samples</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t34" class="stm run hide_run"> <span class="key">return</span> <span class="nam">samples</span><span class="strut"> </span></p>
+<p id="t35" class="pln"><span class="strut"> </span></p>
+<p id="t36" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t37" class="stm run hide_run"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">basename</span><span class="op">(</span><span class="nam">params</span><span class="op">[</span><span class="str">'DATA'</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t38" class="stm run hide_run"> <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">data</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t39" class="stm run hide_run"> <span class="key">print</span><span class="op">(</span><span class="str">"Downloading..."</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t40" class="stm run hide_run"> <span class="nam">data</span> <span class="op">=</span> <span class="nam">MarvinData</span><span class="op">.</span><span class="nam">download_file</span><span class="op">(</span><span class="nam">url</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">"DATA"</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t41" class="stm run hide_run"> <span class="key">print</span><span class="op">(</span><span class="str">"Extracting..."</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t42" class="stm run hide_run"> <span class="nam">os</span><span class="op">.</span><span class="nam">system</span><span class="op">(</span><span class="str">'tar xvf {} --directory {}'</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t43" class="stm run hide_run"> <span class="key">print</span><span class="op">(</span><span class="str">"Done."</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t44" class="stm run hide_run"> <span class="nam">train</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">read_samples</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="nam">params</span><span class="op">[</span><span class="str">'TRAIN'</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t45" class="stm run hide_run"> <span class="nam">val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">read_samples</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="nam">params</span><span class="op">[</span><span class="str">'VALID'</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t46" class="stm run hide_run"> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_initial_dataset</span> <span class="op">=</span> <span class="op">(</span><span class="op">(</span><span class="nam">train</span><span class="op">,</span> <span class="nam">val</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler_training_preparator_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_data_handler_training_preparator_py.html
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+
+
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+<!DOCTYPE html>
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+ <title>Coverage for marvin_image_classification_engine/data_handler/training_preparator.py: 92%</title>
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+ <h1>Coverage for <b>marvin_image_classification_engine/data_handler/training_preparator.py</b> :
+ <span class="pc_cov">92%</span>
+ </h1>
+
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+
+ <h2 class="stats">
+ 36 statements
+ <span class="run hide_run shortkey_r button_toggle_run">33 run</span>
+ <span class="mis shortkey_m button_toggle_mis">3 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
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+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
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+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""TrainingPreparator engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">cv2</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">common</span><span class="op">.</span><span class="nam">data</span> <span class="key">import</span> <span class="nam">MarvinData</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBaseDataHandler</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t14" class="pln"><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="strut"> </span></p>
+<p id="t16" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'TrainingPreparator'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t17" class="pln"><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="strut"> </span></p>
+<p id="t19" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'training_preparator'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="strut"> </span></p>
+<p id="t22" class="stm run hide_run"><span class="key">class</span> <span class="nam">TrainingPreparator</span><span class="op">(</span><span class="nam">EngineBaseDataHandler</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="strut"> </span></p>
+<p id="t24" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t25" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">TrainingPreparator</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t26" class="stm run hide_run"> <span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="str">"Images"</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t27" class="stm run hide_run"> <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t28" class="stm mis"> <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t29" class="stm mis"> <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span><span class="op">,</span> <span class="str">'0'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t30" class="stm mis"> <span class="nam">os</span><span class="op">.</span><span class="nam">makedirs</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span><span class="op">,</span> <span class="str">'1'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t31" class="pln"><span class="strut"> </span></p>
+<p id="t32" class="stm run hide_run"> <span class="key">def</span> <span class="nam">convert_images</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">image_path</span><span class="op">,</span> <span class="nam">fnames</span><span class="op">,</span> <span class="nam">w</span><span class="op">=</span><span class="num">150</span><span class="op">,</span> <span class="nam">h</span><span class="op">=</span><span class="num">150</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"> <span class="nam">data</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t34" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"Resizing images."</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t35" class="pln"><span class="strut"> </span></p>
+<p id="t36" class="stm run hide_run"> <span class="key">for</span> <span class="nam">nn</span><span class="op">,</span> <span class="op">(</span><span class="nam">fname</span><span class="op">,</span> <span class="nam">label</span><span class="op">)</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">fnames</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t37" class="stm run hide_run"> <span class="key">if</span> <span class="nam">nn</span> <span class="op">%</span> <span class="num">100</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t38" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="str">"{}/{}"</span><span class="op">.</span><span class="nam">format</span><span class="op">(</span><span class="nam">nn</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">fnames</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t39" class="pln"><span class="strut"> </span></p>
+<p id="t40" class="stm run hide_run"> <span class="nam">label</span> <span class="op">=</span> <span class="num">0</span> <span class="key">if</span> <span class="nam">int</span><span class="op">(</span><span class="nam">label</span><span class="op">)</span> <span class="op">==</span> <span class="op">-</span><span class="num">1</span> <span class="key">else</span> <span class="num">1</span><span class="strut"> </span></p>
+<p id="t41" class="stm run hide_run"> <span class="nam">imname</span> <span class="op">=</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">image_path</span><span class="op">,</span> <span class="nam">str</span><span class="op">(</span><span class="nam">label</span><span class="op">)</span><span class="op">,</span> <span class="nam">fname</span> <span class="op">+</span> <span class="str">'.jpg'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t42" class="stm run hide_run"> <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">exists</span><span class="op">(</span><span class="nam">imname</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t43" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">imread</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="nam">image_path</span><span class="op">,</span> <span class="nam">fname</span> <span class="op">+</span> <span class="str">'.jpg'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t44" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">resize</span><span class="op">(</span><span class="nam">image</span><span class="op">,</span> <span class="op">(</span><span class="nam">w</span><span class="op">,</span> <span class="nam">h</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t45" class="stm run hide_run"> <span class="nam">cv2</span><span class="op">.</span><span class="nam">imwrite</span><span class="op">(</span><span class="nam">imname</span><span class="op">,</span> <span class="nam">image</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t46" class="stm run hide_run"> <span class="nam">data</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">(</span><span class="nam">imname</span><span class="op">,</span> <span class="nam">label</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t47" class="stm run hide_run"> <span class="key">return</span> <span class="nam">data</span><span class="strut"> </span></p>
+<p id="t48" class="pln"><span class="strut"> </span></p>
+<p id="t49" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t50" class="stm run hide_run"> <span class="nam">train</span><span class="op">,</span> <span class="nam">val</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_initial_dataset</span><span class="strut"> </span></p>
+<p id="t51" class="pln"><span class="strut"> </span></p>
+<p id="t52" class="stm run hide_run"> <span class="nam">training_data</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">convert_images</span><span class="op">(</span><span class="nam">params</span><span class="op">[</span><span class="str">'IMAGES'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t53" class="pln"> <span class="nam">train</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t54" class="pln"> <span class="nam">w</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'W'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t55" class="pln"> <span class="nam">h</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'H'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t56" class="pln"><span class="strut"> </span></p>
+<p id="t57" class="stm run hide_run"> <span class="nam">validation_data</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">convert_images</span><span class="op">(</span><span class="nam">params</span><span class="op">[</span><span class="str">'IMAGES'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t58" class="pln"> <span class="nam">val</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t59" class="pln"> <span class="nam">w</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'W'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t60" class="pln"> <span class="nam">h</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'H'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t61" class="pln"><span class="strut"> </span></p>
+<p id="t62" class="stm run hide_run"> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_dataset</span> <span class="op">=</span> <span class="op">{</span><span class="str">'train'</span><span class="op">:</span> <span class="nam">training_data</span><span class="op">,</span> <span class="str">'val'</span><span class="op">:</span> <span class="nam">validation_data</span><span class="op">}</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_model_serializer_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_model_serializer_py.html
new file mode 100644
index 0000000..aa34b31
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_model_serializer_py.html
@@ -0,0 +1,123 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/model_serializer.py: 45%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/model_serializer.py</b> :
+ <span class="pc_cov">45%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 11 statements
+ <span class="run hide_run shortkey_r button_toggle_run">5 run</span>
+ <span class="mis shortkey_m button_toggle_mis">6 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="stm run hide_run"><a href="#n1">1</a></p>
+<p id="n2" class="stm run hide_run"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="pln"><a href="#n4">4</a></p>
+<p id="n5" class="stm run hide_run"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="stm run hide_run"><a href="#n7">7</a></p>
+<p id="n8" class="stm mis"><a href="#n8">8</a></p>
+<p id="n9" class="stm mis"><a href="#n9">9</a></p>
+<p id="n10" class="pln"><a href="#n10">10</a></p>
+<p id="n11" class="stm mis"><a href="#n11">11</a></p>
+<p id="n12" class="pln"><a href="#n12">12</a></p>
+<p id="n13" class="stm run hide_run"><a href="#n13">13</a></p>
+<p id="n14" class="stm mis"><a href="#n14">14</a></p>
+<p id="n15" class="stm mis"><a href="#n15">15</a></p>
+<p id="n16" class="pln"><a href="#n16">16</a></p>
+<p id="n17" class="stm mis"><a href="#n17">17</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t2" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span><span class="op">.</span><span class="nam">models</span> <span class="key">import</span> <span class="nam">load_model</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="pln"><span class="strut"> </span></p>
+<p id="t5" class="stm run hide_run"><span class="key">class</span> <span class="nam">ModelSerializer</span><span class="op">(</span><span class="nam">object</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="strut"> </span></p>
+<p id="t7" class="stm run hide_run"> <span class="key">def</span> <span class="nam">_serializer_load</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">object_file_path</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t8" class="stm mis"> <span class="key">if</span> <span class="nam">object_file_path</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">sep</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'model'</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t9" class="stm mis"> <span class="key">return</span> <span class="nam">load_model</span><span class="op">(</span><span class="nam">object_file_path</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t10" class="pln"> <span class="key">else</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t11" class="stm mis"> <span class="key">return</span> <span class="nam">super</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">_serializer_load</span><span class="op">(</span><span class="nam">object_file_path</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t12" class="pln"><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"> <span class="key">def</span> <span class="nam">_serializer_dump</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">obj</span><span class="op">,</span> <span class="nam">object_file_path</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t14" class="stm mis"> <span class="key">if</span> <span class="nam">object_file_path</span><span class="op">.</span><span class="nam">split</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">sep</span><span class="op">)</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span> <span class="op">==</span> <span class="str">'model'</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t15" class="stm mis"> <span class="nam">obj</span><span class="op">.</span><span class="nam">save</span><span class="op">(</span><span class="nam">object_file_path</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t16" class="pln"> <span class="key">else</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t17" class="stm mis"> <span class="nam">super</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">_serializer_dump</span><span class="op">(</span><span class="nam">obj</span><span class="op">,</span> <span class="nam">object_file_path</span><span class="op">)</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction___init___py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction___init___py.html
new file mode 100644
index 0000000..b1258bf
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction___init___py.html
@@ -0,0 +1,101 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/prediction/__init__.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/prediction/__init__.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 3 statements
+ <span class="run hide_run shortkey_r button_toggle_run">3 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="stm run hide_run"><a href="#n5">5</a></p>
+<p id="n6" class="stm run hide_run"><a href="#n6">6</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">prediction_preparator</span> <span class="key">import</span> <span class="nam">PredictionPreparator</span><span class="strut"> </span></p>
+<p id="t5" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">predictor</span> <span class="key">import</span> <span class="nam">Predictor</span><span class="strut"> </span></p>
+<p id="t6" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">feedback</span> <span class="key">import</span> <span class="nam">Feedback</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_feedback_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_feedback_py.html
new file mode 100644
index 0000000..3cfd58a
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_feedback_py.html
@@ -0,0 +1,177 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/prediction/feedback.py: 82%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/prediction/feedback.py</b> :
+ <span class="pc_cov">82%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 11 statements
+ <span class="run hide_run shortkey_r button_toggle_run">9 run</span>
+ <span class="mis shortkey_m button_toggle_mis">2 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="pln"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="pln"><a href="#n8">8</a></p>
+<p id="n9" class="pln"><a href="#n9">9</a></p>
+<p id="n10" class="pln"><a href="#n10">10</a></p>
+<p id="n11" class="pln"><a href="#n11">11</a></p>
+<p id="n12" class="pln"><a href="#n12">12</a></p>
+<p id="n13" class="pln"><a href="#n13">13</a></p>
+<p id="n14" class="pln"><a href="#n14">14</a></p>
+<p id="n15" class="pln"><a href="#n15">15</a></p>
+<p id="n16" class="pln"><a href="#n16">16</a></p>
+<p id="n17" class="pln"><a href="#n17">17</a></p>
+<p id="n18" class="stm run hide_run"><a href="#n18">18</a></p>
+<p id="n19" class="pln"><a href="#n19">19</a></p>
+<p id="n20" class="pln"><a href="#n20">20</a></p>
+<p id="n21" class="pln"><a href="#n21">21</a></p>
+<p id="n22" class="pln"><a href="#n22">22</a></p>
+<p id="n23" class="stm run hide_run"><a href="#n23">23</a></p>
+<p id="n24" class="stm run hide_run"><a href="#n24">24</a></p>
+<p id="n25" class="pln"><a href="#n25">25</a></p>
+<p id="n26" class="stm run hide_run"><a href="#n26">26</a></p>
+<p id="n27" class="pln"><a href="#n27">27</a></p>
+<p id="n28" class="stm run hide_run"><a href="#n28">28</a></p>
+<p id="n29" class="pln"><a href="#n29">29</a></p>
+<p id="n30" class="pln"><a href="#n30">30</a></p>
+<p id="n31" class="stm run hide_run"><a href="#n31">31</a></p>
+<p id="n32" class="pln"><a href="#n32">32</a></p>
+<p id="n33" class="pln"><a href="#n33">33</a></p>
+<p id="n34" class="stm run hide_run"><a href="#n34">34</a></p>
+<p id="n35" class="pln"><a href="#n35">35</a></p>
+<p id="n36" class="stm run hide_run"><a href="#n36">36</a></p>
+<p id="n37" class="stm mis"><a href="#n37">37</a></p>
+<p id="n38" class="pln"><a href="#n38">38</a></p>
+<p id="n39" class="stm run hide_run"><a href="#n39">39</a></p>
+<p id="n40" class="pln"><a href="#n40">40</a></p>
+<p id="n41" class="pln"><a href="#n41">41</a></p>
+<p id="n42" class="pln"><a href="#n42">42</a></p>
+<p id="n43" class="pln"><a href="#n43">43</a></p>
+<p id="n44" class="stm mis"><a href="#n44">44</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="pln"><span class="com"># Copyright [2017] [B2W Digital]</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="com">#</span><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="com"># Licensed under the Apache License, Version 2.0 (the "License");</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="com"># you may not use this file except in compliance with the License.</span><span class="strut"> </span></p>
+<p id="t8" class="pln"><span class="com"># You may obtain a copy of the License at</span><span class="strut"> </span></p>
+<p id="t9" class="pln"><span class="com">#</span><span class="strut"> </span></p>
+<p id="t10" class="pln"><span class="com"># http://www.apache.org/licenses/LICENSE-2.0</span><span class="strut"> </span></p>
+<p id="t11" class="pln"><span class="com">#</span><span class="strut"> </span></p>
+<p id="t12" class="pln"><span class="com"># Unless required by applicable law or agreed to in writing, software</span><span class="strut"> </span></p>
+<p id="t13" class="pln"><span class="com"># distributed under the License is distributed on an "AS IS" BASIS,</span><span class="strut"> </span></p>
+<p id="t14" class="pln"><span class="com"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="com"># See the License for the specific language governing permissions and</span><span class="strut"> </span></p>
+<p id="t16" class="pln"><span class="com"># limitations under the License.</span><span class="strut"> </span></p>
+<p id="t17" class="pln"><span class="strut"> </span></p>
+<p id="t18" class="stm run hide_run"><span class="str">"""Feedback engine action.</span><span class="strut"> </span></p>
+<p id="t19" class="pln"><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t22" class="pln"><span class="strut"> </span></p>
+<p id="t23" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t24" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t25" class="pln"><span class="strut"> </span></p>
+<p id="t26" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBasePrediction</span><span class="strut"> </span></p>
+<p id="t27" class="pln"><span class="strut"> </span></p>
+<p id="t28" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Feedback'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t29" class="pln"><span class="strut"> </span></p>
+<p id="t30" class="pln"><span class="strut"> </span></p>
+<p id="t31" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'feedback'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t32" class="pln"><span class="strut"> </span></p>
+<p id="t33" class="pln"><span class="strut"> </span></p>
+<p id="t34" class="stm run hide_run"><span class="key">class</span> <span class="nam">Feedback</span><span class="op">(</span><span class="nam">EngineBasePrediction</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t35" class="pln"><span class="strut"> </span></p>
+<p id="t36" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t37" class="stm mis"> <span class="nam">super</span><span class="op">(</span><span class="nam">Feedback</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t38" class="pln"><span class="strut"> </span></p>
+<p id="t39" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">input_message</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t40" class="pln"> <span class="str">"""</span><span class="strut"> </span></p>
+<p id="t41" class="pln"><span class="str"> Receive feedback message, user can manipulate this message for any use.</span><span class="strut"> </span></p>
+<p id="t42" class="pln"><span class="str"> Return "Done" to signal that the message is received and processed.</span><span class="strut"> </span></p>
+<p id="t43" class="pln"><span class="str"> """</span><span class="strut"> </span></p>
+<p id="t44" class="stm mis"> <span class="key">return</span> <span class="op">{</span><span class="str">"message"</span><span class="op">:</span> <span class="str">"Done"</span><span class="op">}</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_prediction_preparator_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_prediction_preparator_py.html
new file mode 100644
index 0000000..52677cc
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_prediction_preparator_py.html
@@ -0,0 +1,155 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/prediction/prediction_preparator.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/prediction/prediction_preparator.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 19 statements
+ <span class="run hide_run shortkey_r button_toggle_run">19 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="stm run hide_run"><a href="#n8">8</a></p>
+<p id="n9" class="stm run hide_run"><a href="#n9">9</a></p>
+<p id="n10" class="stm run hide_run"><a href="#n10">10</a></p>
+<p id="n11" class="stm run hide_run"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="stm run hide_run"><a href="#n13">13</a></p>
+<p id="n14" class="stm run hide_run"><a href="#n14">14</a></p>
+<p id="n15" class="pln"><a href="#n15">15</a></p>
+<p id="n16" class="stm run hide_run"><a href="#n16">16</a></p>
+<p id="n17" class="pln"><a href="#n17">17</a></p>
+<p id="n18" class="stm run hide_run"><a href="#n18">18</a></p>
+<p id="n19" class="pln"><a href="#n19">19</a></p>
+<p id="n20" class="pln"><a href="#n20">20</a></p>
+<p id="n21" class="stm run hide_run"><a href="#n21">21</a></p>
+<p id="n22" class="pln"><a href="#n22">22</a></p>
+<p id="n23" class="pln"><a href="#n23">23</a></p>
+<p id="n24" class="stm run hide_run"><a href="#n24">24</a></p>
+<p id="n25" class="pln"><a href="#n25">25</a></p>
+<p id="n26" class="stm run hide_run"><a href="#n26">26</a></p>
+<p id="n27" class="stm run hide_run"><a href="#n27">27</a></p>
+<p id="n28" class="pln"><a href="#n28">28</a></p>
+<p id="n29" class="stm run hide_run"><a href="#n29">29</a></p>
+<p id="n30" class="stm run hide_run"><a href="#n30">30</a></p>
+<p id="n31" class="stm run hide_run"><a href="#n31">31</a></p>
+<p id="n32" class="stm run hide_run"><a href="#n32">32</a></p>
+<p id="n33" class="stm run hide_run"><a href="#n33">33</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""PredictionPreparator engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">cv2</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">common</span><span class="op">.</span><span class="nam">data</span> <span class="key">import</span> <span class="nam">MarvinData</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">model_serializer</span> <span class="key">import</span> <span class="nam">ModelSerializer</span><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="strut"> </span></p>
+<p id="t16" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBasePrediction</span><span class="strut"> </span></p>
+<p id="t17" class="pln"><span class="strut"> </span></p>
+<p id="t18" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'PredictionPreparator'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t19" class="pln"><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="strut"> </span></p>
+<p id="t21" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'prediction_preparator'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t22" class="pln"><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="strut"> </span></p>
+<p id="t24" class="stm run hide_run"><span class="key">class</span> <span class="nam">PredictionPreparator</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">EngineBasePrediction</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t25" class="pln"><span class="strut"> </span></p>
+<p id="t26" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t27" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">PredictionPreparator</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t28" class="pln"><span class="strut"> </span></p>
+<p id="t29" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">input_message</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t30" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">imread</span><span class="op">(</span><span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">MarvinData</span><span class="op">.</span><span class="nam">data_path</span><span class="op">,</span> <span class="nam">input_message</span><span class="op">[</span><span class="str">"message"</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t31" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">resize</span><span class="op">(</span><span class="nam">image</span><span class="op">,</span> <span class="op">(</span><span class="num">150</span><span class="op">,</span> <span class="num">150</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t32" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">image</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">newaxis</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"> <span class="key">return</span> <span class="nam">image</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_predictor_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_predictor_py.html
new file mode 100644
index 0000000..0bd58c1
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_prediction_predictor_py.html
@@ -0,0 +1,141 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/prediction/predictor.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/prediction/predictor.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 12 statements
+ <span class="run hide_run shortkey_r button_toggle_run">12 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="stm run hide_run"><a href="#n8">8</a></p>
+<p id="n9" class="stm run hide_run"><a href="#n9">9</a></p>
+<p id="n10" class="stm run hide_run"><a href="#n10">10</a></p>
+<p id="n11" class="pln"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="pln"><a href="#n13">13</a></p>
+<p id="n14" class="stm run hide_run"><a href="#n14">14</a></p>
+<p id="n15" class="pln"><a href="#n15">15</a></p>
+<p id="n16" class="pln"><a href="#n16">16</a></p>
+<p id="n17" class="stm run hide_run"><a href="#n17">17</a></p>
+<p id="n18" class="pln"><a href="#n18">18</a></p>
+<p id="n19" class="pln"><a href="#n19">19</a></p>
+<p id="n20" class="stm run hide_run"><a href="#n20">20</a></p>
+<p id="n21" class="pln"><a href="#n21">21</a></p>
+<p id="n22" class="stm run hide_run"><a href="#n22">22</a></p>
+<p id="n23" class="stm run hide_run"><a href="#n23">23</a></p>
+<p id="n24" class="pln"><a href="#n24">24</a></p>
+<p id="n25" class="stm run hide_run"><a href="#n25">25</a></p>
+<p id="n26" class="stm run hide_run"><a href="#n26">26</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""Predictor engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">model_serializer</span> <span class="key">import</span> <span class="nam">ModelSerializer</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t11" class="pln"><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBasePrediction</span><span class="strut"> </span></p>
+<p id="t13" class="pln"><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Predictor'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="strut"> </span></p>
+<p id="t16" class="pln"><span class="strut"> </span></p>
+<p id="t17" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'predictor'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="strut"> </span></p>
+<p id="t19" class="pln"><span class="strut"> </span></p>
+<p id="t20" class="stm run hide_run"><span class="key">class</span> <span class="nam">Predictor</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">EngineBasePrediction</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="strut"> </span></p>
+<p id="t22" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t23" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">Predictor</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t24" class="pln"><span class="strut"> </span></p>
+<p id="t25" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">input_message</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t26" class="stm run hide_run"> <span class="key">return</span> <span class="op">{</span><span class="str">"Contains airplane"</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_model</span><span class="op">.</span><span class="nam">predict</span><span class="op">(</span><span class="nam">input_message</span><span class="op">)</span><span class="op">.</span><span class="nam">squeeze</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">tolist</span><span class="op">(</span><span class="op">)</span><span class="op">}</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:48
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_training___init___py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_training___init___py.html
new file mode 100644
index 0000000..b77ef84
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_training___init___py.html
@@ -0,0 +1,99 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/training/__init__.py: 100%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/training/__init__.py</b> :
+ <span class="pc_cov">100%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 2 statements
+ <span class="run hide_run shortkey_r button_toggle_run">2 run</span>
+ <span class="mis shortkey_m button_toggle_mis">0 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="stm run hide_run"><a href="#n5">5</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">metrics_evaluator</span> <span class="key">import</span> <span class="nam">MetricsEvaluator</span><span class="strut"> </span></p>
+<p id="t5" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="nam">trainer</span> <span class="key">import</span> <span class="nam">Trainer</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:32
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_training_metrics_evaluator_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_training_metrics_evaluator_py.html
new file mode 100644
index 0000000..86013f9
--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_training_metrics_evaluator_py.html
@@ -0,0 +1,181 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/training/metrics_evaluator.py: 97%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
+ <script type="text/javascript" src="jquery.hotkeys.js"></script>
+ <script type="text/javascript" src="jquery.isonscreen.js"></script>
+ <script type="text/javascript" src="coverage_html.js"></script>
+ <script type="text/javascript">
+ jQuery(document).ready(coverage.pyfile_ready);
+ </script>
+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/training/metrics_evaluator.py</b> :
+ <span class="pc_cov">97%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 30 statements
+ <span class="run hide_run shortkey_r button_toggle_run">29 run</span>
+ <span class="mis shortkey_m button_toggle_mis">1 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
+ <p class="keyhelp">
+ <span class="key">r</span>
+ <span class="key">m</span>
+ <span class="key">x</span>
+ <span class="key">p</span> toggle line displays
+ </p>
+ <p class="keyhelp">
+ <span class="key">j</span>
+ <span class="key">k</span> next/prev highlighted chunk
+ </p>
+ <p class="keyhelp">
+ <span class="key">0</span> (zero) top of page
+ </p>
+ <p class="keyhelp">
+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
+<p id="n3" class="pln"><a href="#n3">3</a></p>
+<p id="n4" class="stm run hide_run"><a href="#n4">4</a></p>
+<p id="n5" class="pln"><a href="#n5">5</a></p>
+<p id="n6" class="pln"><a href="#n6">6</a></p>
+<p id="n7" class="pln"><a href="#n7">7</a></p>
+<p id="n8" class="stm run hide_run"><a href="#n8">8</a></p>
+<p id="n9" class="stm run hide_run"><a href="#n9">9</a></p>
+<p id="n10" class="stm run hide_run"><a href="#n10">10</a></p>
+<p id="n11" class="stm run hide_run"><a href="#n11">11</a></p>
+<p id="n12" class="stm run hide_run"><a href="#n12">12</a></p>
+<p id="n13" class="stm run hide_run"><a href="#n13">13</a></p>
+<p id="n14" class="stm run hide_run"><a href="#n14">14</a></p>
+<p id="n15" class="pln"><a href="#n15">15</a></p>
+<p id="n16" class="stm run hide_run"><a href="#n16">16</a></p>
+<p id="n17" class="stm run hide_run"><a href="#n17">17</a></p>
+<p id="n18" class="pln"><a href="#n18">18</a></p>
+<p id="n19" class="stm run hide_run"><a href="#n19">19</a></p>
+<p id="n20" class="pln"><a href="#n20">20</a></p>
+<p id="n21" class="pln"><a href="#n21">21</a></p>
+<p id="n22" class="stm run hide_run"><a href="#n22">22</a></p>
+<p id="n23" class="pln"><a href="#n23">23</a></p>
+<p id="n24" class="pln"><a href="#n24">24</a></p>
+<p id="n25" class="stm run hide_run"><a href="#n25">25</a></p>
+<p id="n26" class="pln"><a href="#n26">26</a></p>
+<p id="n27" class="stm run hide_run"><a href="#n27">27</a></p>
+<p id="n28" class="stm run hide_run"><a href="#n28">28</a></p>
+<p id="n29" class="pln"><a href="#n29">29</a></p>
+<p id="n30" class="stm run hide_run"><a href="#n30">30</a></p>
+<p id="n31" class="stm run hide_run"><a href="#n31">31</a></p>
+<p id="n32" class="stm run hide_run"><a href="#n32">32</a></p>
+<p id="n33" class="stm run hide_run"><a href="#n33">33</a></p>
+<p id="n34" class="stm run hide_run"><a href="#n34">34</a></p>
+<p id="n35" class="stm mis"><a href="#n35">35</a></p>
+<p id="n36" class="stm run hide_run"><a href="#n36">36</a></p>
+<p id="n37" class="stm run hide_run"><a href="#n37">37</a></p>
+<p id="n38" class="stm run hide_run"><a href="#n38">38</a></p>
+<p id="n39" class="stm run hide_run"><a href="#n39">39</a></p>
+<p id="n40" class="stm run hide_run"><a href="#n40">40</a></p>
+<p id="n41" class="pln"><a href="#n41">41</a></p>
+<p id="n42" class="stm run hide_run"><a href="#n42">42</a></p>
+<p id="n43" class="stm run hide_run"><a href="#n43">43</a></p>
+<p id="n44" class="stm run hide_run"><a href="#n44">44</a></p>
+<p id="n45" class="stm run hide_run"><a href="#n45">45</a></p>
+<p id="n46" class="pln"><a href="#n46">46</a></p>
+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""MetricsEvaluator engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">import</span> <span class="nam">cv2</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="nam">sklearn</span> <span class="key">import</span> <span class="nam">metrics</span> <span class="key">as</span> <span class="nam">sk_metrics</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span><span class="op">.</span><span class="nam">models</span> <span class="key">import</span> <span class="nam">load_model</span><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t15" class="pln"><span class="strut"> </span></p>
+<p id="t16" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">model_serializer</span> <span class="key">import</span> <span class="nam">ModelSerializer</span><span class="strut"> </span></p>
+<p id="t17" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBaseTraining</span><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="strut"> </span></p>
+<p id="t19" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'MetricsEvaluator'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="strut"> </span></p>
+<p id="t21" class="pln"><span class="strut"> </span></p>
+<p id="t22" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'metrics_evaluator'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="strut"> </span></p>
+<p id="t24" class="pln"><span class="strut"> </span></p>
+<p id="t25" class="stm run hide_run"><span class="key">class</span> <span class="nam">MetricsEvaluator</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">EngineBaseTraining</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t26" class="pln"><span class="strut"> </span></p>
+<p id="t27" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t28" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">MetricsEvaluator</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t29" class="pln"><span class="strut"> </span></p>
+<p id="t30" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t31" class="stm run hide_run"> <span class="nam">y_true</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t32" class="stm run hide_run"> <span class="nam">y_pred</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"> <span class="key">for</span> <span class="nam">indx</span><span class="op">,</span> <span class="op">(</span><span class="nam">fname</span><span class="op">,</span> <span class="nam">label</span><span class="op">)</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">marvin_dataset</span><span class="op">[</span><span class="str">'val'</span><span class="op">]</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t34" class="stm run hide_run"> <span class="key">if</span> <span class="nam">indx</span> <span class="op">==</span> <span class="nam">params</span><span class="op">[</span><span class="str">"TEST_STEPS"</span><span class="op">]</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t35" class="stm mis"> <span class="key">break</span><span class="strut"> </span></p>
+<p id="t36" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">imread</span><span class="op">(</span><span class="nam">fname</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t37" class="stm run hide_run"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">image</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">newaxis</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t38" class="stm run hide_run"> <span class="nam">predicted</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_model</span><span class="op">.</span><span class="nam">predict</span><span class="op">(</span><span class="nam">image</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t39" class="stm run hide_run"> <span class="nam">y_true</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">label</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t40" class="stm run hide_run"> <span class="nam">y_pred</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">predicted</span><span class="op">[</span><span class="num">0</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t41" class="pln"><span class="strut"> </span></p>
+<p id="t42" class="stm run hide_run"> <span class="nam">metrics</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span><span class="strut"> </span></p>
+<p id="t43" class="stm run hide_run"> <span class="nam">metrics</span><span class="op">[</span><span class="str">'accuracy'</span><span class="op">]</span> <span class="op">=</span> <span class="nam">sk_metrics</span><span class="op">.</span><span class="nam">accuracy_score</span><span class="op">(</span><span class="nam">y_true</span><span class="op">,</span> <span class="nam">y_pred</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t44" class="stm run hide_run"> <span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="nam">metrics</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t45" class="stm run hide_run"> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_metrics</span> <span class="op">=</span> <span class="nam">metrics</span><span class="strut"> </span></p>
+<p id="t46" class="pln"><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/marvin_image_classification_engine_training_trainer_py.html b/image-classification-engine/htmlcov/marvin_image_classification_engine_training_trainer_py.html
new file mode 100644
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--- /dev/null
+++ b/image-classification-engine/htmlcov/marvin_image_classification_engine_training_trainer_py.html
@@ -0,0 +1,247 @@
+
+
+
+<!DOCTYPE html>
+<html>
+<head>
+ <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+
+
+ <meta http-equiv="X-UA-Compatible" content="IE=emulateIE7" />
+ <title>Coverage for marvin_image_classification_engine/training/trainer.py: 90%</title>
+ <link rel="stylesheet" href="style.css" type="text/css">
+
+ <script type="text/javascript" src="jquery.min.js"></script>
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+</head>
+<body class="pyfile">
+
+<div id="header">
+ <div class="content">
+ <h1>Coverage for <b>marvin_image_classification_engine/training/trainer.py</b> :
+ <span class="pc_cov">90%</span>
+ </h1>
+
+ <img id="keyboard_icon" src="keybd_closed.png" alt="Show keyboard shortcuts" />
+
+ <h2 class="stats">
+ 50 statements
+ <span class="run hide_run shortkey_r button_toggle_run">45 run</span>
+ <span class="mis shortkey_m button_toggle_mis">5 missing</span>
+ <span class="exc shortkey_x button_toggle_exc">0 excluded</span>
+
+
+ </h2>
+ </div>
+</div>
+
+<div class="help_panel">
+ <img id="panel_icon" src="keybd_open.png" alt="Hide keyboard shortcuts" />
+ <p class="legend">Hot-keys on this page</p>
+ <div>
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+ <span class="key">1</span> (one) first highlighted chunk
+ </p>
+ </div>
+</div>
+
+<div id="source">
+ <table>
+ <tr>
+ <td class="linenos">
+<p id="n1" class="pln"><a href="#n1">1</a></p>
+<p id="n2" class="pln"><a href="#n2">2</a></p>
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+
+ </td>
+ <td class="text">
+<p id="t1" class="pln"><span class="com">#!/usr/bin/env python</span><span class="strut"> </span></p>
+<p id="t2" class="pln"><span class="com"># coding=utf-8</span><span class="strut"> </span></p>
+<p id="t3" class="pln"><span class="strut"> </span></p>
+<p id="t4" class="stm run hide_run"><span class="str">"""Trainer engine action.</span><span class="strut"> </span></p>
+<p id="t5" class="pln"><span class="strut"> </span></p>
+<p id="t6" class="pln"><span class="str">Use this module to add the project main code.</span><span class="strut"> </span></p>
+<p id="t7" class="pln"><span class="str">"""</span><span class="strut"> </span></p>
+<p id="t8" class="stm run hide_run"><span class="key">import</span> <span class="nam">os</span><span class="strut"> </span></p>
+<p id="t9" class="stm run hide_run"><span class="key">import</span> <span class="nam">numpy</span> <span class="key">as</span> <span class="nam">np</span><span class="strut"> </span></p>
+<p id="t10" class="stm run hide_run"><span class="key">import</span> <span class="nam">cv2</span><span class="strut"> </span></p>
+<p id="t11" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span><span class="op">.</span><span class="nam">layers</span> <span class="key">import</span> <span class="nam">Activation</span><span class="op">,</span> <span class="nam">Reshape</span><span class="op">,</span> <span class="nam">Dropout</span><span class="op">,</span> <span class="nam">Dense</span><span class="op">,</span> <span class="nam">Flatten</span><span class="strut"> </span></p>
+<p id="t12" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span><span class="op">.</span><span class="nam">layers</span> <span class="key">import</span> <span class="nam">AtrousConvolution2D</span><span class="op">,</span> <span class="nam">Conv2D</span><span class="op">,</span> <span class="nam">MaxPooling2D</span><span class="op">,</span> <span class="nam">Conv2DTranspose</span><span class="op">,</span> <span class="nam">UpSampling2D</span><span class="strut"> </span></p>
+<p id="t13" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span><span class="op">.</span><span class="nam">models</span> <span class="key">import</span> <span class="nam">Sequential</span><span class="strut"> </span></p>
+<p id="t14" class="stm run hide_run"><span class="key">from</span> <span class="nam">keras</span> <span class="key">import</span> <span class="nam">callbacks</span><span class="op">,</span> <span class="nam">optimizers</span><span class="strut"> </span></p>
+<p id="t15" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">model_serializer</span> <span class="key">import</span> <span class="nam">ModelSerializer</span><span class="strut"> </span></p>
+<p id="t16" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_compatibility</span> <span class="key">import</span> <span class="nam">six</span><span class="strut"> </span></p>
+<p id="t17" class="stm run hide_run"><span class="key">from</span> <span class="op">.</span><span class="op">.</span><span class="nam">_logging</span> <span class="key">import</span> <span class="nam">get_logger</span><span class="strut"> </span></p>
+<p id="t18" class="pln"><span class="strut"> </span></p>
+<p id="t19" class="stm run hide_run"><span class="key">from</span> <span class="nam">marvin_python_toolbox</span><span class="op">.</span><span class="nam">engine_base</span> <span class="key">import</span> <span class="nam">EngineBaseTraining</span><span class="strut"> </span></p>
+<p id="t20" class="pln"><span class="strut"> </span></p>
+<p id="t21" class="stm run hide_run"><span class="nam">__all__</span> <span class="op">=</span> <span class="op">[</span><span class="str">'Trainer'</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t22" class="pln"><span class="strut"> </span></p>
+<p id="t23" class="pln"><span class="strut"> </span></p>
+<p id="t24" class="stm run hide_run"><span class="nam">logger</span> <span class="op">=</span> <span class="nam">get_logger</span><span class="op">(</span><span class="str">'trainer'</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t25" class="pln"><span class="strut"> </span></p>
+<p id="t26" class="pln"><span class="strut"> </span></p>
+<p id="t27" class="stm run hide_run"><span class="key">class</span> <span class="nam">Trainer</span><span class="op">(</span><span class="nam">ModelSerializer</span><span class="op">,</span> <span class="nam">EngineBaseTraining</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t28" class="stm run hide_run"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t29" class="stm run hide_run"> <span class="nam">super</span><span class="op">(</span><span class="nam">Trainer</span><span class="op">,</span> <span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t30" class="pln"><span class="strut"> </span></p>
+<p id="t31" class="stm run hide_run"> <span class="key">def</span> <span class="nam">build_model</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">w</span><span class="op">=</span><span class="num">150</span><span class="op">,</span> <span class="nam">h</span><span class="op">=</span><span class="num">150</span><span class="op">,</span> <span class="nam">trainable</span><span class="op">=</span><span class="nam">True</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t32" class="stm run hide_run"> <span class="nam">model</span> <span class="op">=</span> <span class="nam">Sequential</span><span class="op">(</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t33" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Conv2D</span><span class="op">(</span><span class="num">32</span><span class="op">,</span> <span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">3</span><span class="op">)</span><span class="op">,</span> <span class="nam">input_shape</span><span class="op">=</span><span class="op">(</span><span class="nam">w</span><span class="op">,</span> <span class="nam">h</span><span class="op">,</span> <span class="num">3</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t34" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Activation</span><span class="op">(</span><span class="str">'relu'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t35" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">MaxPooling2D</span><span class="op">(</span><span class="nam">pool_size</span><span class="op">=</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t36" class="pln"><span class="strut"> </span></p>
+<p id="t37" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Conv2D</span><span class="op">(</span><span class="num">32</span><span class="op">,</span> <span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">3</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t38" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Activation</span><span class="op">(</span><span class="str">'relu'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t39" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">MaxPooling2D</span><span class="op">(</span><span class="nam">pool_size</span><span class="op">=</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t40" class="pln"><span class="strut"> </span></p>
+<p id="t41" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Conv2D</span><span class="op">(</span><span class="num">64</span><span class="op">,</span> <span class="op">(</span><span class="num">3</span><span class="op">,</span> <span class="num">3</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t42" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Activation</span><span class="op">(</span><span class="str">'relu'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t43" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">MaxPooling2D</span><span class="op">(</span><span class="nam">pool_size</span><span class="op">=</span><span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">2</span><span class="op">)</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t44" class="pln"><span class="strut"> </span></p>
+<p id="t45" class="stm run hide_run"> <span class="key">if</span> <span class="nam">trainable</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t46" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Flatten</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t47" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Dense</span><span class="op">(</span><span class="num">64</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t48" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Activation</span><span class="op">(</span><span class="str">'relu'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t49" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Dropout</span><span class="op">(</span><span class="num">0.5</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t50" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Dense</span><span class="op">(</span><span class="num">1</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t51" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">add</span><span class="op">(</span><span class="nam">Activation</span><span class="op">(</span><span class="str">'softmax'</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t52" class="pln"><span class="strut"> </span></p>
+<p id="t53" class="stm run hide_run"> <span class="key">print</span><span class="op">(</span><span class="nam">model</span><span class="op">.</span><span class="nam">summary</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t54" class="stm run hide_run"> <span class="key">return</span> <span class="nam">model</span><span class="strut"> </span></p>
+<p id="t55" class="pln"><span class="strut"> </span></p>
+<p id="t56" class="stm run hide_run"> <span class="key">def</span> <span class="nam">generate_samples</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">fnames</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t57" class="stm mis"> <span class="key">while</span> <span class="nam">True</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t58" class="stm mis"> <span class="key">for</span> <span class="nam">fname</span><span class="op">,</span> <span class="nam">label</span> <span class="key">in</span> <span class="nam">fnames</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t59" class="stm mis"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">cv2</span><span class="op">.</span><span class="nam">imread</span><span class="op">(</span><span class="nam">fname</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t60" class="stm mis"> <span class="nam">image</span> <span class="op">=</span> <span class="nam">image</span><span class="op">[</span><span class="nam">np</span><span class="op">.</span><span class="nam">newaxis</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">:</span><span class="op">,</span> <span class="op">(</span><span class="num">2</span><span class="op">,</span> <span class="num">1</span><span class="op">,</span> <span class="num">0</span><span class="op">)</span><span class="op">]</span><span class="strut"> </span></p>
+<p id="t61" class="stm mis"> <span class="key">yield</span> <span class="op">(</span><span class="nam">image</span><span class="op">,</span> <span class="nam">np</span><span class="op">.</span><span class="nam">array</span><span class="op">(</span><span class="op">[</span><span class="nam">int</span><span class="op">(</span><span class="nam">label</span><span class="op">)</span><span class="op">]</span><span class="op">)</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t62" class="pln"><span class="strut"> </span></p>
+<p id="t63" class="pln"><span class="strut"> </span></p>
+<p id="t64" class="stm run hide_run"> <span class="key">def</span> <span class="nam">execute</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span><span class="strut"> </span></p>
+<p id="t65" class="stm run hide_run"> <span class="nam">model</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">build_model</span><span class="op">(</span><span class="nam">trainable</span><span class="op">=</span><span class="nam">True</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t66" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">compile</span><span class="op">(</span><span class="nam">loss</span><span class="op">=</span><span class="str">'binary_crossentropy'</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t67" class="pln"> <span class="nam">optimizer</span><span class="op">=</span><span class="nam">optimizers</span><span class="op">.</span><span class="nam">SGD</span><span class="op">(</span><span class="nam">lr</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'LEARNING_RATE'</span><span class="op">]</span><span class="op">,</span> <span class="nam">momentum</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'MOMENTUM'</span><span class="op">]</span><span class="op">)</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t68" class="pln"> <span class="nam">metrics</span><span class="op">=</span><span class="op">[</span><span class="str">'accuracy'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t69" class="pln"><span class="strut"> </span></p>
+<p id="t70" class="stm run hide_run"> <span class="nam">training_data</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">generate_samples</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">marvin_dataset</span><span class="op">[</span><span class="str">'train'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t71" class="stm run hide_run"> <span class="nam">validation_data</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">generate_samples</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">marvin_dataset</span><span class="op">[</span><span class="str">'val'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t72" class="pln"><span class="strut"> </span></p>
+<p id="t73" class="stm run hide_run"> <span class="nam">model</span><span class="op">.</span><span class="nam">fit_generator</span><span class="op">(</span><span class="nam">training_data</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t74" class="pln"> <span class="nam">steps_per_epoch</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'STEPS'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t75" class="pln"> <span class="nam">epochs</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'EPOCHS'</span><span class="op">]</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t76" class="pln"> <span class="nam">validation_data</span><span class="op">=</span><span class="nam">validation_data</span><span class="op">,</span><span class="strut"> </span></p>
+<p id="t77" class="pln"> <span class="nam">validation_steps</span><span class="op">=</span><span class="nam">params</span><span class="op">[</span><span class="str">'VAL_STEPS'</span><span class="op">]</span><span class="op">)</span><span class="strut"> </span></p>
+<p id="t78" class="pln"><span class="strut"> </span></p>
+<p id="t79" class="stm run hide_run"> <span class="nam">self</span><span class="op">.</span><span class="nam">marvin_model</span> <span class="op">=</span> <span class="nam">model</span><span class="strut"> </span></p>
+
+ </td>
+ </tr>
+ </table>
+</div>
+
+<div id="footer">
+ <div class="content">
+ <p>
+ <a class="nav" href="index.html">« index</a> <a class="nav" href="https://coverage.readthedocs.io">coverage.py v4.5.1</a>,
+ created at 2018-06-27 11:51
+ </p>
+ </div>
+</div>
+
+</body>
+</html>
diff --git a/image-classification-engine/htmlcov/status.json b/image-classification-engine/htmlcov/status.json
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+
+/* CSS styles for coverage.py. */
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+#index td.left, #index th.left {
+ padding-left: 0;
+ }
+#index td.right, #index th.right {
+ padding-right: 0;
+ }
+#index th.headerSortDown, #index th.headerSortUp {
+ border-bottom: 1px solid #000;
+ white-space: nowrap;
+ background: #eee;
+ }
+#index th.headerSortDown:after {
+ content: " ↓";
+}
+#index th.headerSortUp:after {
+ content: " ↑";
+}
+#index td.name, #index th.name {
+ text-align: left;
+ width: auto;
+ }
+#index td.name a {
+ text-decoration: none;
+ color: #000;
+ }
+#index tr.total,
+#index tr.total_dynamic {
+ }
+#index tr.total td,
+#index tr.total_dynamic td {
+ font-weight: bold;
+ border-top: 1px solid #ccc;
+ border-bottom: none;
+ }
+#index tr.file:hover {
+ background: #eeeeee;
+ }
+#index tr.file:hover td.name {
+ text-decoration: underline;
+ color: #000;
+ }
+
+/* scroll marker styles */
+#scroll_marker {
+ position: fixed;
+ right: 0;
+ top: 0;
+ width: 16px;
+ height: 100%;
+ background: white;
+ border-left: 1px solid #eee;
+ }
+
+#scroll_marker .marker {
+ background: #eedddd;
+ position: absolute;
+ min-height: 3px;
+ width: 100%;
+ }
diff --git a/image-classification-engine/marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py b/image-classification-engine/marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py
index c41ee8d..86cbae9 100644
--- a/image-classification-engine/marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py
+++ b/image-classification-engine/marvin_image_classification_engine/data_handler/acquisitor_and_cleaner.py
@@ -33,14 +33,14 @@
shuffle(samples)
return samples
- def execute(self, **kwargs):
- data = os.path.join(MarvinData.data_path, os.path.basename(self.params['DATA']))
+ def execute(self, params, **kwargs):
+ data = os.path.join(MarvinData.data_path, os.path.basename(params['DATA']))
if not os.path.exists(data):
print("Downloading...")
- data = MarvinData.download_file(url=self.params["DATA"])
+ data = MarvinData.download_file(url=params["DATA"])
print("Extracting...")
os.system('tar xvf {} --directory {}'.format(data, MarvinData.data_path))
print("Done.")
- train = self.read_samples(os.path.join(MarvinData.data_path, self.params['TRAIN']))
- val = self.read_samples(os.path.join(MarvinData.data_path, self.params['VALID']))
- self.initial_dataset = ((train, val))
+ train = self.read_samples(os.path.join(MarvinData.data_path, params['TRAIN']))
+ val = self.read_samples(os.path.join(MarvinData.data_path, params['VALID']))
+ self.marvin_initial_dataset = ((train, val))
diff --git a/image-classification-engine/marvin_image_classification_engine/data_handler/training_preparator.py b/image-classification-engine/marvin_image_classification_engine/data_handler/training_preparator.py
index c25d2e0..6253874 100644
--- a/image-classification-engine/marvin_image_classification_engine/data_handler/training_preparator.py
+++ b/image-classification-engine/marvin_image_classification_engine/data_handler/training_preparator.py
@@ -23,7 +23,7 @@
def __init__(self, **kwargs):
super(TrainingPreparator, self).__init__(**kwargs)
- self.image_path = os.path.join(MarvinData.data_path, self.params['TRAIN_IMAGES'])
+ self.image_path = os.path.join(MarvinData.data_path, "Images")
if not os.path.exists(self.image_path):
os.makedirs(self.image_path)
os.makedirs(os.path.join(self.image_path, '0'))
@@ -46,17 +46,17 @@
data.append((imname, label))
return data
- def execute(self, **kwargs):
- train, val = self.initial_dataset
+ def execute(self, params, **kwargs):
+ train, val = self.marvin_initial_dataset
- training_data = self.convert_images(self.params['IMAGES'],
+ training_data = self.convert_images(params['IMAGES'],
train,
- w=self.params['W'],
- h=self.params['H'])
+ w=params['W'],
+ h=params['H'])
- validation_data = self.convert_images(self.params['IMAGES'],
+ validation_data = self.convert_images(params['IMAGES'],
val,
- w=self.params['W'],
- h=self.params['H'])
+ w=params['W'],
+ h=params['H'])
- self.dataset = {'train': training_data, 'val': validation_data}
+ self.marvin_dataset = {'train': training_data, 'val': validation_data}
diff --git a/image-classification-engine/marvin_image_classification_engine/prediction/prediction_preparator.py b/image-classification-engine/marvin_image_classification_engine/prediction/prediction_preparator.py
index 63ad91e..d1fef70 100644
--- a/image-classification-engine/marvin_image_classification_engine/prediction/prediction_preparator.py
+++ b/image-classification-engine/marvin_image_classification_engine/prediction/prediction_preparator.py
@@ -26,7 +26,7 @@
def __init__(self, **kwargs):
super(PredictionPreparator, self).__init__(**kwargs)
- def execute(self, input_message, **kwargs):
+ def execute(self, input_message, params, **kwargs):
image = cv2.imread(os.path.join(MarvinData.data_path, input_message["message"]))
image = cv2.resize(image, (150, 150))
image = image[np.newaxis, :, :, (2, 1, 0)]
diff --git a/image-classification-engine/marvin_image_classification_engine/prediction/predictor.py b/image-classification-engine/marvin_image_classification_engine/prediction/predictor.py
index 8eafd34..da1fa34 100644
--- a/image-classification-engine/marvin_image_classification_engine/prediction/predictor.py
+++ b/image-classification-engine/marvin_image_classification_engine/prediction/predictor.py
@@ -22,5 +22,5 @@
def __init__(self, **kwargs):
super(Predictor, self).__init__(**kwargs)
- def execute(self, input_message, **kwargs):
- return {"Contains airplane": self.model.predict(input_message).squeeze().tolist()}
\ No newline at end of file
+ def execute(self, input_message, params, **kwargs):
+ return {"Contains airplane": self.marvin_model.predict(input_message).squeeze().tolist()}
\ No newline at end of file
diff --git a/image-classification-engine/marvin_image_classification_engine/training/metrics_evaluator.py b/image-classification-engine/marvin_image_classification_engine/training/metrics_evaluator.py
index c5760ff..8eb8bac 100644
--- a/image-classification-engine/marvin_image_classification_engine/training/metrics_evaluator.py
+++ b/image-classification-engine/marvin_image_classification_engine/training/metrics_evaluator.py
@@ -27,20 +27,20 @@
def __init__(self, **kwargs):
super(MetricsEvaluator, self).__init__(**kwargs)
- def execute(self, **kwargs):
+ def execute(self, params, **kwargs):
y_true = []
y_pred = []
- for indx, (fname, label) in enumerate(self.dataset['val']):
- if indx == self.params["TEST_STEPS"]:
+ for indx, (fname, label) in enumerate(self.marvin_dataset['val']):
+ if indx == params["TEST_STEPS"]:
break
image = cv2.imread(fname)
image = image[np.newaxis, :, :, (2, 1, 0)]
- predicted = self.model.predict(image)
+ predicted = self.marvin_model.predict(image)
y_true.append(label)
y_pred.append(predicted[0])
metrics = {}
metrics['accuracy'] = sk_metrics.accuracy_score(y_true, y_pred)
logger.info(metrics)
- self.metrics = metrics
+ self.marvin_metrics = metrics
diff --git a/image-classification-engine/marvin_image_classification_engine/training/trainer.py b/image-classification-engine/marvin_image_classification_engine/training/trainer.py
index 8ce75e0..52f46f6 100644
--- a/image-classification-engine/marvin_image_classification_engine/training/trainer.py
+++ b/image-classification-engine/marvin_image_classification_engine/training/trainer.py
@@ -61,19 +61,19 @@
yield (image, np.array([int(label)]))
- def execute(self, **kwargs):
+ def execute(self, params, **kwargs):
model = self.build_model(trainable=True)
model.compile(loss='binary_crossentropy',
- optimizer=optimizers.SGD(lr=self.params['LEARNING_RATE'], momentum=self.params['MOMENTUM']),
+ optimizer=optimizers.SGD(lr=params['LEARNING_RATE'], momentum=params['MOMENTUM']),
metrics=['accuracy'])
- training_data = self.generate_samples(self.dataset['train'])
- validation_data = self.generate_samples(self.dataset['val'])
+ training_data = self.generate_samples(self.marvin_dataset['train'])
+ validation_data = self.generate_samples(self.marvin_dataset['val'])
model.fit_generator(training_data,
- steps_per_epoch=self.params['STEPS'],
- epochs=self.params['EPOCHS'],
+ steps_per_epoch=params['STEPS'],
+ epochs=params['EPOCHS'],
validation_data=validation_data,
- validation_steps=self.params['VAL_STEPS'])
+ validation_steps=params['VAL_STEPS'])
- self.model = model
+ self.marvin_model = model
diff --git a/image-classification-engine/tests/data_handler/test_acquisitor_and_cleaner.py b/image-classification-engine/tests/data_handler/test_acquisitor_and_cleaner.py
index 34f24ea..2e4d796 100644
--- a/image-classification-engine/tests/data_handler/test_acquisitor_and_cleaner.py
+++ b/image-classification-engine/tests/data_handler/test_acquisitor_and_cleaner.py
@@ -10,8 +10,29 @@
from marvin_image_classification_engine.data_handler import AcquisitorAndCleaner
-class TestAcquisitorAndCleaner:
- def test_execute(self, mocked_params):
- ac = AcquisitorAndCleaner(params=mocked_params)
- ac.execute()
- assert ac.params == mocked_params
\ No newline at end of file
+@mock.patch('marvin_image_classification_engine.data_handler.acquisitor_and_cleaner.open')
+def test_read_samples(mocked_open):
+
+ ac = AcquisitorAndCleaner()
+ ac.read_samples(filename="test_filename")
+
+ mocked_open.assert_called_once_with('test_filename', 'r')
+
+
+@mock.patch('marvin_image_classification_engine.data_handler.acquisitor_and_cleaner.open')
+@mock.patch('marvin_image_classification_engine.data_handler.acquisitor_and_cleaner.MarvinData.download_file')
+@mock.patch('marvin_image_classification_engine.data_handler.acquisitor_and_cleaner.os.path.join')
+def test_execute(mocked_join, mocked_download, mocked_open, mocked_params):
+
+ mocked_params = {
+ 'DATA': 'http://www.test_data.org',
+ 'TRAIN': 'http://www.train_data.org',
+ 'VALID': 'http://www.valid_data.org'
+ }
+ mocked_join.return_value = 'test_value'
+ mocked_download.return_value = 'test_data'
+
+ ac = AcquisitorAndCleaner()
+ ac.execute(params=mocked_params)
+
+ mocked_join.assert_called()
diff --git a/image-classification-engine/tests/data_handler/test_training_preparator.py b/image-classification-engine/tests/data_handler/test_training_preparator.py
index 26ffe17..c39e1b0 100644
--- a/image-classification-engine/tests/data_handler/test_training_preparator.py
+++ b/image-classification-engine/tests/data_handler/test_training_preparator.py
@@ -10,8 +10,32 @@
from marvin_image_classification_engine.data_handler import TrainingPreparator
-class TestTrainingPreparator:
- def test_execute(self, mocked_params):
- ac = TrainingPreparator(params=mocked_params)
- ac.execute()
- assert ac.params == mocked_params
\ No newline at end of file
+@mock.patch('marvin_image_classification_engine.data_handler.training_preparator.cv2.imwrite')
+@mock.patch('marvin_image_classification_engine.data_handler.training_preparator.cv2.resize')
+@mock.patch('marvin_image_classification_engine.data_handler.training_preparator.logger.info')
+def test_convert_images(mocked_info, mocked_resize, mocked_imwrite):
+
+ ac = TrainingPreparator()
+ ac.convert_images(image_path='test_path', fnames=['t2'], w=150, h=150)
+
+ mocked_info.assert_called_with('0/1')
+ mocked_resize.assert_called_once()
+ mocked_imwrite.assert_called_once()
+
+
+@mock.patch('marvin_image_classification_engine.data_handler.training_preparator.cv2.imwrite')
+@mock.patch('marvin_image_classification_engine.data_handler.training_preparator.cv2.resize')
+def test_execute(mocked_resize, mocked_imwrite, mocked_params):
+
+ test_dataset = [['t1'], ['t2']]
+ mocked_params = {
+ 'IMAGES': 'test_images',
+ 'W': 150,
+ 'H': 150
+ }
+
+ ac = TrainingPreparator(initial_dataset=test_dataset)
+ ac.execute(params=mocked_params)
+
+ mocked_resize.assert_called()
+ mocked_imwrite.assert_called()
diff --git a/image-classification-engine/tests/prediction/test_prediction_preparator.py b/image-classification-engine/tests/prediction/test_prediction_preparator.py
index 1c60988..7fa36ca 100644
--- a/image-classification-engine/tests/prediction/test_prediction_preparator.py
+++ b/image-classification-engine/tests/prediction/test_prediction_preparator.py
@@ -10,8 +10,16 @@
from marvin_image_classification_engine.prediction import PredictionPreparator
-class TestPredictionPreparator:
- def test_execute(self, mocked_params):
- ac = PredictionPreparator(params=mocked_params)
- ac.execute(input_message="fake message")
- assert ac.params == mocked_params
\ No newline at end of file
+@mock.patch('marvin_image_classification_engine.prediction.prediction_preparator.cv2.imread')
+@mock.patch('marvin_image_classification_engine.prediction.prediction_preparator.cv2.resize')
+def test_execute(mocked_imread, mocked_resize, mocked_params):
+
+ test_message = {
+ 'message': 'test'
+ }
+
+ ac = PredictionPreparator(params=mocked_params)
+ ac.execute(input_message=test_message, params=mocked_params)
+
+ mocked_imread.assert_called_once()
+ mocked_resize.assert_called_once()
diff --git a/image-classification-engine/tests/prediction/test_predictor.py b/image-classification-engine/tests/prediction/test_predictor.py
index 4c514bc..0f383b4 100644
--- a/image-classification-engine/tests/prediction/test_predictor.py
+++ b/image-classification-engine/tests/prediction/test_predictor.py
@@ -10,8 +10,11 @@
from marvin_image_classification_engine.prediction import Predictor
-class TestPredictor:
- def test_execute(self, mocked_params):
- ac = Predictor(params=mocked_params)
- ac.execute(input_message="fake message")
- assert ac.params == mocked_params
\ No newline at end of file
+def test_execute(mocked_params):
+
+ mocked_model = mock.MagicMock()
+
+ ac = Predictor(model=mocked_model)
+ ac.execute(input_message="test_message", params=mocked_params)
+
+ mocked_model.predict.assert_called_once_with('test_message')
diff --git a/image-classification-engine/tests/training/test_metrics_evaluator.py b/image-classification-engine/tests/training/test_metrics_evaluator.py
index f4792c7..926d3fa 100644
--- a/image-classification-engine/tests/training/test_metrics_evaluator.py
+++ b/image-classification-engine/tests/training/test_metrics_evaluator.py
@@ -7,11 +7,29 @@
except ImportError:
import unittest.mock as mock
+import numpy as np
from marvin_image_classification_engine.training import MetricsEvaluator
-class TestMetricsEvaluator:
- def test_execute(self, mocked_params):
- ac = MetricsEvaluator(params=mocked_params)
- ac.execute()
- assert ac.params == mocked_params
\ No newline at end of file
+@mock.patch('marvin_image_classification_engine.training.metrics_evaluator.sk_metrics.accuracy_score')
+@mock.patch('marvin_image_classification_engine.training.metrics_evaluator.cv2.imread')
+def test_execute(mocked_imread, mocked_score, mocked_params):
+
+ test_data = {
+ 'train': ['t0'],
+ 'val': ['t1']
+ }
+
+ mocked_params = {
+ 'TEST_STEPS': 20
+ }
+
+ mocked_imread.return_value = np.array([[[0, 1, 2], [1,2, 3], [2,3, 4]], [[0, 1, 2], [1,2, 3], [2,3, 4]], [[0, 1, 2], [1,2, 3], [2,3, 4]]])
+
+ mocked_model = mock.MagicMock()
+
+ ac = MetricsEvaluator(model=mocked_model, dataset=test_data)
+ ac.execute(params=mocked_params)
+
+ mocked_imread.assert_called_once()
+ mocked_score.assert_called_once()
diff --git a/image-classification-engine/tests/training/test_trainer.py b/image-classification-engine/tests/training/test_trainer.py
index f954bf2..7c7f017 100644
--- a/image-classification-engine/tests/training/test_trainer.py
+++ b/image-classification-engine/tests/training/test_trainer.py
@@ -7,11 +7,41 @@
except ImportError:
import unittest.mock as mock
+import numpy as np
from marvin_image_classification_engine.training import Trainer
-class TestTrainer:
- def test_execute(self, mocked_params):
- ac = Trainer(params=mocked_params)
- ac.execute()
- assert ac.params == mocked_params
\ No newline at end of file
+@mock.patch('marvin_image_classification_engine.training.trainer.Sequential')
+def test_build_model(mocked_model):
+
+ ac = Trainer()
+ ac.build_model(w=150, h=150, trainable=True)
+
+ mocked_model.assert_called_once()
+
+
+@mock.patch('marvin_image_classification_engine.training.trainer.Sequential.fit_generator')
+@mock.patch('marvin_image_classification_engine.training.trainer.Sequential.compile')
+@mock.patch('marvin_image_classification_engine.training.trainer.cv2.imread')
+def test_execute(mocked_imread, mocked_compile, mocked_fit, mocked_params):
+
+ mocked_params = {
+ 'LEARNING_RATE': 0.001,
+ 'MOMENTUM': 0.09,
+ 'STEPS': 2,
+ 'EPOCHS': 1,
+ 'VAL_STEPS': 2
+ }
+
+ test_data = {
+ 'train': ['t0'],
+ 'val': ['t1']
+ }
+
+ mocked_imread.return_value = np.array([[[0, 1, 2], [1,2, 3], [2,3, 4]], [[0, 1, 2], [1,2, 3], [2,3, 4]], [[0, 1, 2], [1,2, 3], [2,3, 4]]])
+
+ ac = Trainer(dataset=test_data)
+ ac.execute(params=mocked_params)
+
+ mocked_compile.assert_called_once()
+ mocked_fit.assert_called_once()
diff --git a/iris-species-engine/marvin_iris_species_engine/data_handler/acquisitor_and_cleaner.py b/iris-species-engine/marvin_iris_species_engine/data_handler/acquisitor_and_cleaner.py
index df49d46..c8a4ca6 100644
--- a/iris-species-engine/marvin_iris_species_engine/data_handler/acquisitor_and_cleaner.py
+++ b/iris-species-engine/marvin_iris_species_engine/data_handler/acquisitor_and_cleaner.py
@@ -25,7 +25,6 @@
super(AcquisitorAndCleaner, self).__init__(**kwargs)
def execute(self, params, **kwargs):
- #import ipdb; ipdb.set_trace()
file_path = MarvinData.download_file(url=params["data_url"])
iris = pd.read_csv(file_path)
