{% extends "framework.html" %}
{% load static %}
{% load envipytags %}
{% block content %}

    {% block action_modals %}
        {% include "modals/objects/edit_model_modal.html" %}
        {% include "modals/objects/evaluate_model_modal.html" %}
        {% include "modals/objects/retrain_model_modal.html" %}
        {% include "modals/objects/generic_delete_modal.html" %}
    {% endblock action_modals %}

    <!-- Include required libs -->
    <script src="https://d3js.org/d3.v5.min.js"></script>
    <script src="https://cdn.jsdelivr.net/npm/c3@0.7.20/c3.min.js"></script>
    <link href="https://cdn.jsdelivr.net/npm/c3@0.7.20/c3.min.css" rel="stylesheet">

    <div class="panel-group" id="model-detail">
        <div class="panel panel-default">
            <div class="panel-heading" id="headingPanel" style="font-size:2rem;height: 46px">
                {{ model.name }}
                <div id="actionsButton"
                     style="float: right;font-weight: normal;font-size: medium;position: relative; top: 50%; transform: translateY(-50%);z-index:100;display: none;"
                     class="dropdown"><a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button"
                                         aria-haspopup="true" aria-expanded="false"><span
                        class="glyphicon glyphicon-wrench"></span> Actions <span class="caret"></span><span
                        style="padding-right:1em"></span></a>
                    <ul id="actionsList" class="dropdown-menu">
                        {% block actions %}
                            {% include "actions/objects/model.html" %}
                        {% endblock %}
                    </ul>
                </div>
            </div>
            <div class="panel-body">
                <p> {{ model.description }} </p>
            </div>
            {% if model|classname == 'MLRelativeReasoning' or model|classname == 'RuleBasedRelativeReasoning'%}
                <!-- Rule Packages -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="rule-package-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#rule-package">Rule Packages</a>
                    </h4>
                </div>
                <div id="rule-package" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        {% for p in model.rule_packages.all %}
                            <a class="list-group-item" href="{{ p.url }}">{{ p.name }}</a>
                        {% endfor %}
                    </div>
                </div>
                <!-- Reaction Packages -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="reaction-package-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#reaction-package">Rule Packages</a>
                    </h4>
                </div>
                <div id="reaction-package" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        {% for p in model.data_packages.all %}
                            <a class="list-group-item" href="{{ p.url }}">{{ p.name }}</a>
                        {% endfor %}
                    </div>
                </div>
                {% if model.eval_packages.all|length > 0 %}
                    <!-- Eval Packages -->
                    <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                        <h4 class="panel-title">
                            <a id="eval-package-link" data-toggle="collapse" data-parent="#model-detail"
                               href="#eval-package">Rule Packages</a>
                        </h4>
                    </div>
                    <div id="eval-package" class="panel-collapse collapse in">
                        <div class="panel-body list-group-item">
                            {% for p in model.eval_packages.all %}
                                <a class="list-group-item" href="{{ p.url }}">{{ p.name }}</a>
                            {% endfor %}
                        </div>
                    </div>
                {% endif %}
                <!-- Model Status -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="model-status-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#model-status">Model Status</a>
                    </h4>
                </div>
                <div id="model-status" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        {{ model.status }}
                    </div>
                </div>
            {% endif %}
            {% if model.ready_for_prediction %}
                <!-- Predict Panel -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="predict-smiles-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#predict-smiles">Predict</a>
                    </h4>
                </div>
                <div id="predict-smiles" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        <div class="input-group">
                            <input id="smiles-to-predict" type="text" class="form-control"
                                   placeholder="CCN(CC)C(=O)C1=CC(=CC=C1)C">
                            <span class="input-group-btn">
                        <button class="btn btn-default" type="submit" id="predict-button">Predict!</button>
                    </span>
                        </div>
                        <div id="predictLoading"></div>
                        <div id="predictResultTable"></div>
                    </div>
                </div>
                <!-- End Predict Panel       -->
            {% endif %}

            {% if model.ready_for_prediction and model.app_domain %}
                <!-- App Domain -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="app-domain-assessment-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#app-domain-assessment">Applicability Domain Assessment</a>
                    </h4>
                </div>
                <div id="app-domain-assessment" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        <div class="input-group">
                            <input id="smiles-to-assess" type="text" class="form-control" placeholder="CCN(CC)C(=O)C1=CC(=CC=C1)C">
                            <span class="input-group-btn">
                        <button class="btn btn-default" type="submit" id="assess-button">Assess!</button>
                    </span>
                        </div>
                        <div id="appDomainLoading"></div>
                        <div id="appDomainAssessmentResultTable"></div>
                    </div>
                </div>
                <!-- End App Domain -->
            {% endif %}

            {% if model.model_status == 'FINISHED' %}
                <!-- Single Gen Curve Panel -->
                <div class="panel panel-default panel-heading list-group-item" style="background-color:silver">
                    <h4 class="panel-title">
                        <a id="sg-curve-link" data-toggle="collapse" data-parent="#model-detail"
                           href="#sg-curve">Precision Recall Curve</a>
                    </h4>
                </div>
                <div id="sg-curve" class="panel-collapse collapse in">
                    <div class="panel-body list-group-item">
                        <!-- Center container contents -->
                        <div class="container" style="display: flex;justify-content: center;">
                            <div id="sg-curve-plotdiv" class="chart">
                                <div id="sg-chart"></div>
                            </div>
                        </div>

                    </div>
                </div>
                <script>
                    $(function () {
                        if (!($('#sg-chart').length > 0)) {
                            return;
                        }

                        var x = ['Recall'];
                        var y = ['Precision'];
                        var thres = ['threshold'];

                        // Compare function for the given array
                        function compare(a, b) {
                            if (a.threshold < b.threshold)
                                return -1;
                            else if (a.threshold > b.threshold)
                                return 1;
                            else
                                return 0;
                        }

                        function getIndexForValue(data, val, val_name) {
                            for (var idx in data) {
                                if (data[idx][val_name] == val) {
                                    return idx;
                                }
                            }
                            return -1;
                        }

                        var data = {{ model.pr_curve|safe }}
                        var dataLength = Object.keys(data).length;
                        data.sort(compare);

                        for (var idx in data) {
                            var d = data[idx];
                            x.push(d.recall);
                            y.push(d.precision);
                            thres.push(d.threshold);
                        }
                        var chart = c3.generate({
                            bindto: '#sg-chart',
                            data: {
                                onclick: function (d, e) {
                                    var idx = d.index;
                                    var thresh = data[dataLength - idx - 1].threshold;

                                    //onclick(thresh)

                                },
                                x: 'Recall',
                                y: 'Precision',
                                columns: [
                                    x,
                                    y,
                                    //thres
                                ]
                            },
                            size: {
                                height: 400, // TODO: Make variable to current modal width
                                width: 480
                            },
                            axis: {
                                x: {
                                    max: 1,
                                    min: 0,
                                    label: 'Recall',
                                    padding: 0,
                                    tick: {
                                        fit: true,
                                        values: [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]
                                    }
                                },
                                y: {
                                    max: 1,
                                    min: 0,
                                    label: 'Precision',
                                    padding: 0,
                                    tick: {
                                        fit: true,
                                        values: [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]
                                    }
                                }
                            },
                            point: {
                                r: 4
                            },
                            tooltip: {
                                format: {
                                    title: function (recall) {
                                        idx = getIndexForValue(data, recall, "recall");
                                        if (idx != -1) {
                                            return "Threshold: " + data[idx].threshold;
                                        }
                                        return "";
                                    },
                                    value: function (precision, ratio, id) {
                                        return undefined;
                                    }
                                }
                            },
                            zoom: {
                                enabled: true
                            }
                        });
                    });
                </script>
                <!-- End Single Gen Curve Panel       -->
            {% endif %}
        </div>
    </div>

    <script>

        function handlePredictionResponse(data) {
            res = "<table class='table table-striped'>"
            res += "<thead>"
            res += "<th scope='col'>#</th>"

            columns = ['products', 'image', 'probability', 'btrule']

            for (col in columns) {
                res += "<th scope='col'>" + columns[col] + "</th>"
            }

            res += "</thead>"
            res += "<tbody>"
            var cnt = 1;
            for (transformation in data) {
                res += "<tr>"
                res += "<th scope='row'>" + cnt + "</th>"
                res += "<th scope='row'>" + data[transformation]['products'][0].join(', ') + "</th>"
                res += "<th scope='row'>" + "<img width='400' src='{% url 'depict' %}?smiles=" + encodeURIComponent(data[transformation]['products'][0].join('.')) + "'></th>"
                res += "<th scope='row'>" + data[transformation]['probability'].toFixed(3) + "</th>"
                if (data[transformation]['btrule'] != null) {
                    res += "<th scope='row'>" + "<a href='" + data[transformation]['btrule']['url'] + "'>" + data[transformation]['btrule']['name'] + "</a>" + "</th>"
                } else {
                    res += "<th scope='row'>N/A</th>"
                }
                res += "</tr>"
                cnt += 1;
            }

            res += "</tbody>"
            res += "</table>"
            $("#predictResultTable").append(res);
        }

        function clear(divid) {
            $("#" + divid).removeClass("alert alert-danger");
            $("#" + divid).empty();
        }

        if ($('#predict-button').length > 0) {
            $("#predict-button").on("click", function (e) {
                e.preventDefault();

                clear("predictResultTable");

                data = {
                    "smiles": $("#smiles-to-predict").val(),
                    "classify": "ILikeCats!"
                }

                if (data["smiles"].trim() === "") {
                    $("#predictResultTable").addClass("alert alert-danger");
                    $("#predictResultTable").append("Please enter a SMILES string to predict!");
                    return;
                }

                makeLoadingGif("#predictLoading", "{% static '/images/wait.gif' %}");
                $.ajax({
                    type: 'get',
                    data: data,
                    url: '',
                    success: function (data, textStatus) {
                        try {
                            $("#predictLoading").empty();
                            handlePredictionResponse(data);
                        } catch (error) {

                            $("#predictLoading").empty();
                            $("#predictResultTable").addClass("alert alert-danger");
                            $("#predictResultTable").append("Error while processing response :/");
                        }
                    },
                    error: function (jqXHR, textStatus, errorThrown, x) {
                        $("#predictLoading").empty();
                        $("#predictResultTable").addClass("alert alert-danger");
                        $("#predictResultTable").append(jqXHR.responseJSON.error);
                    },
                });
            });
        }

        if ($('#assess-button').length > 0) {
            $("#assess-button").on("click", function (e) {
                e.preventDefault();

                clear("appDomainAssessmentResultTable");

                data = {
                    "smiles": $("#smiles-to-assess").val(),
                    "app-domain-assessment": "ILikeCats!"
                }

                if (data["smiles"].trim() === "") {
                    $("#appDomainAssessmentResultTable").addClass("alert alert-danger");
                    $("#appDomainAssessmentResultTable").append("Please enter a SMILES string to predict!");
                    return;
                }



                makeLoadingGif("#appDomainLoading", "{% static '/images/wait.gif' %}");
                $.ajax({
                    type: 'get',
                    data: data,
                    url: '',
                    success: function (data, textStatus) {
                        try {
                            $("#appDomainLoading").empty();
                            handleAssessmentResponse("{% url 'depict' %}", data);
                            console.log(data);
                        } catch (error) {
                            $("#appDomainLoading").empty();
                            $("#appDomainAssessmentResultTable").addClass("alert alert-danger");
                            $("#appDomainAssessmentResultTable").append("Error while processing response :/");
                        }
                    },
                    error: function (jqXHR, textStatus, errorThrown) {
                        $("#appDomainLoading").empty();
                        $("#appDomainAssessmentResultTable").addClass("alert alert-danger");
                        $("#appDomainAssessmentResultTable").append(jqXHR.responseJSON.error);
                    }
                });
            });
        }

    </script>

{% endblock content %}