{% extends "layouts/base_model.html" %}
{% block subtitle %}Deployment Detail{% endblock %}
{% block modelbody %}
<div class="section-tab-mobile">
    <ul>
        <a href="/{{ model.name }}">
            <li>Summary</li>
        </a>
        <a href="/{{ model.name }}/experiments">
            <li>Experiments</li>
        </a>
        <a href="/{{ model.name }}/snapshots">
            <li>Snapshots</li>
        </a>
        <a href="/{{ model.name }}/deployments">
            <li>Deployments</li>
        </a>
    </ul>
</div>
<div class="section-tab">
    <div class="row">
        <div class="col-xs-12">
            <ul>
                <a href="/{{ model.name }}" class="">
                    <li>Summary</li>
                </a>
                <a href="/{{ model.name }}/experiments" class="">
                    <li>Experiments</li>
                </a>
                <a href="/{{ model.name }}/snapshots" class="">
                    <li>Snapshots</li>
                </a>
                <a href="/{{ model.name }}/deployments" class="active">
                    <li>Deployments</li>
                </a>
            </ul>
        </div>
    </div>
</div>
<div class="model-section-content-wrapper">

    <div class="content-box multi-item">
        <div class="multi-item-content-wrap">

            <div class="multi-item-content-row snapshot-filters">
                <span> <a href="/{{ model.name }}/deployments">deployments</a></span>
                <span> > <a href="#">{{ deployment_version_id }}</a></span>
                <span> > <a href="#">{{ model_version_id }}</a></span>
            </div>

            <div class="inner">
                <div class="inner">
                    <h2>Select Graphs to Add</h2>
                    <div class="inner">
                        <div class="row">
                            <div class="col-md-4">
                                <div class="dropdown">
                                    <h4>Graph Type</h4>
                                    <select name="graphType" onchange="graphSelector('graphType')">
                                        <option disabled selected value="default"> -- select an option -- </option>
                                        <option value="timeseries">timeseries</option>
                                        <option value="histogram">histogram</option>
                                        <option value="custom">custom</option>
                                    </select>
                                </div>
                            </div>

                             <div class="col-md-4">
                                <div class="dropdown">
                                    <h4>Data Type</h4>
                                    <select name="dataType" onchange="graphSelector('dataType')" disabled>
                                        <option disabled selected value="default"> -- select an option -- </option>
                                        <option value="input">input</option>
                                        <option value="prediction">prediction</option>
                                        <option value="feedback">feedback</option>
                                    </select>
                                </div>
                            </div>

                            <div class="col-md-4">
                                <div class="dropdown">
                                    <h4>Key Name</h4>
                                    <select name="keyName" disabled>
                                        <option disabled selected value="default"> -- select an option -- </option>
                                    </select>
                                </div>
                            </div>
                        </div>
                    </div>
                    <div class="inner" style="display:none" id="custom-graph-editor">
                    <div class="row">
                        <div class="col-md-10">
                            <h2>Use the template code to create visualizations for your running model</h2>
                            <p>Before clicking "Add" below, try running this script in your terminal to ensure it creates an "image.jpg"
                                file in the same directory as the python script</p>
                        </div>
                    </div>
                    <div class="row">
                        <div class="col-md-10">
                             <div id="editor" style="height: 500px;"># Template for creating your own graph

import os
from datmo.monitoring import Monitoring

# Set save location
save_directory = os.path.dirname(os.path.realpath(__file__))
# if running in a notebook you can uncomment the code below
# save_directory = os.path.dirname(os.path.realpath('__file__'))

# Set datmo client with API Key
datmo_client = Monitoring(api_key="6a3a3cd900eaf7b406a41d68f8ca7969")

# Set the schema for datmo filter
filter_schema = {"model_id": "{{ model.name }}",
                 "deployment_version_id": "{{ deployment_version_id }}",
                 "model_version_id": "{{ model_version_id }}"}

# Get inference data from datmo
rows = datmo_client.search_metadata(filter_schema)

# Transform inference data for the plots


# Perform analysis over the input features from the inference data


# Plot the graph and save a single image as "image.jpg" after analysis
                             </div>
                        </div>
                    </div>
                </div>
                    <div class="inner">
                        <div class="row">
                            <div class="col-md-offset-4 col-md-8">
                                <button class="cta" onclick="addGraph()">Add</button>
                            </div>
                        </div>
                    </div>

                </div>
                <div class="inner">
                    <h2>Graph Playground</h2>
                    <h3>Drag the graphs around or remove them as needed</h3>
                    <div class="graph-display">

                    </div>
                </div>
            </div>

            <!-- jQuery -->
            <script src="//code.jquery.com/jquery-2.1.4.min.js"></script>
            <script src="//code.jquery.com/ui/1.12.1/jquery-ui.js"></script>
            <link rel="stylesheet" type="text/css" href="//ajax.googleapis.com/ajax/libs/jqueryui/1.7.1/themes/base/jquery-ui.css"/>

            <!-- ace.js -->
            <script src="//cdnjs.cloudflare.com/ajax/libs/ace/1.4.1/ace.js" type="text/javascript" charset="utf-8"></script>

            <!-- Plotly.js -->
            <script src="//d14fo0winaifog.cloudfront.net/plotly-basic.js"></script>

            <!-- Custom JS -->
            <script type="text/javascript">
                /* GENERAL HELPER FUNCTIONS */

                function generateGraphId(graphType, dataType, keyName, code) {
                    var strToHash;
                    if(graphType === "custom") {
                        strToHash = graphType + code;
                    } else {
                        strToHash = graphType + dataType + keyName;
                    }
                    var hash = null;
                    $.ajax({
                        url: "/hash/generate",
                        type: "GET",
                        async: false,
                        data: {
                            string_to_hash: strToHash,
                        },
                        success: function(data) {
                            // Parse the the output data for the hash
                            hash = data.result;
                        },
                        dataType: "json"
                    });
                    return hash;
                }

                /* CUSTOM GRAPH HELPER FUNCTIONS */

                var editor = ace.edit("editor", {
                    mode: "ace/mode/python",
                    theme: "ace/theme/monokai"
                });

                function saveCustomCode(filepath){
                    $.ajax({
                        url: "/{{ model.name }}/deployments/{{ deployment_version_id }}/{{ model_version_id }}/custom/create",
                        type: "GET",
                        data: {
                            content: editor.getValue(),
                            filepath: filepath
                        },
                        async: false,
                        success: function(data) {
                            console.log("file has been saved at " + filepath);
                        },
                        dataType: "json"
                    });
                }

                function runPythonScript(filepath) {
                    $.ajax({
                        url: "/{{ model.name }}/deployments/{{ deployment_version_id }}/{{ model_version_id }}/custom/run",
                        type: "GET",
                        data: {
                            filepath: filepath
                        },
                        async: false,
                        success: function(data) {
                            console.log("file with path " + filepath + "has been run");
                        },
                        dataType: "json"
                    });
                }

                /* GENERAL ACTION FUNCTIONS  */

                var graphIntervals = {};

                function graphSelector(selectorType) {
                    console.log("running graphSelector");
                    var selector = $('select[name=' + selectorType + ']');
                    var value = selector.val();

                    // Take the appropriate action based on the selectorType
                    if(selectorType === "graphType") {
                        if(value === "timeseries" || value == "histogram") {
                            $('#custom-graph-editor').hide();
                            $('select[name=dataType]').prop("disabled", false);
                        } else {
                            $('#custom-graph-editor').show();
                            $('select[name=dataType]').val("default");
                            console.log($('select[name=dataType]').val());
                            $('select[name=dataType]').prop("disabled", true);
                            $('select[name=keyName]').val("default");
                            console.log($('select[name=keyName]').val());
                            $('select[name=keyName]').prop("disabled", true);
                        }
                    } else if(selectorType === "dataType") {
                        if(value === "input") {
                            var myKeys = {{ input_keys | safe }};
                        } else if(value === "prediction") {
                            var myKeys = {{ prediction_keys | safe }};
                        } else {
                            var myKeys = {{ feedback_keys | safe }};
                        }
                        var keySelector = $('select[name=keyName]');
                        // Clear all existing options
                        keySelector.empty();
                        keySelector.append("<option disabled selected value='default'> -- select an option -- </option>");
                        // Add options to the keyName selector
                        for(var i=0;i<myKeys.length;i++){
                            keySelector.prop("disabled", false);
                            keySelector.append("<option value=\"" + myKeys[i] + "\">" + myKeys[i] + "</option>");
                        }
                    }

                    // Change the value to the one specified
                    selector.val(value)
                }

                function addGraph() {
                    graphType = $('select[name=graphType]').val();
                    dataType = $('select[name=dataType]').val();
                    keyName = $('select[name=keyName]').val();
                    code = editor.getValue();

                    var graphId = generateGraphId(graphType, dataType, keyName, code);

                    // add in the graph to the "graph-display" div
                    $(".graph-display").append("<div class=\"card container-" + graphId + "\" id=\"moveable-" + graphId + "\">\n" +
                        "                           <button class=\"btn delete-button\" onclick=\"removeGraph('" + graphId + "')\"><i class=\"fa fa-trash\"></i></button>\n" +
                        "                           <div id=\"" + graphId + "\"></div>\n" +
                        "                        </div>");

                    // add a bare graph in the div based on graph_type
                    if(graphType === "timeseries") {
                        var newGraphData = {
                            data: [{
                                x: [],
                                y: [],
                                type: "scatter",
                                mode: "markers",
                                marker: {
                                    size: 10,
                                    color: "rgb(40,165,187)",
                                    line: {
                                        width: 2,
                                        color: "rgb(80,80,80)"
                                    }
                                }
                            }],
                            layout: {
                                title: graphType + ", " + dataType + ": " + keyName,
                                xaxis: {
                                    title: "created at"
                                },
                                yaxis: {
                                    title: keyName
                                }
                            }
                        }
                        Plotly.plot(graphId, newGraphData.data, newGraphData.layout);
                        // acknowledge that the graph has been correctly created
                        console.log("added " + graphType + " graph for " + dataType + "with variable " + keyName);
                        // make the container for the graph draggable and resizable
                        $("#moveable-" + graphId).resizable({
                            resize: function( event, ui ) {
                                console.log("triggered resize event");
                                Plotly.relayout(graphId, {
                                    width: ui.size.width /* new width */,
                                    height: ui.size.height - 50 /* new height */
                                })
                            }
                        }).draggable();
                    } else if(graphType === "histogram") {
                        var newGraphData = {
                            data: [{
                                x: [],
                                y: [],
                                type: "bar",
                                marker: {
                                    size: 10,
                                    color: "rgb(40,165,187)",
                                    line: {
                                        width: 1.5,
                                        color: "rgb(80,80,80)"
                                    }
                                }
                            }],
                            layout: {
                                title: graphType + ", " + dataType + ": " + keyName,
                                xaxis: {
                                    title: "buckets"
                                },
                                yaxis: {
                                    title: "counts"
                                }
                            }
                        }
                        Plotly.plot(graphId, newGraphData.data, newGraphData.layout);
                        // acknowledge that the graph has been correctly created
                        console.log("added " + graphType + " graph for " + dataType + "with variable " + keyName);
                        // make the container for the graph draggable and resizable
                        $("#moveable-" + graphId).resizable({
                            resize: function( event, ui ) {
                                console.log("triggered resize event");
                                Plotly.relayout(graphId, {
                                    width: ui.size.width /* new width */,
                                    height: ui.size.height - 50 /* new height */
                                })
                            }
                        }).draggable();
                    } else if(graphType === "custom") {
                        // define relevant filepaths for custom graph
                        var dirPath = "{{ graph_dirpath }}" + "/" + graphId;
                        var pythonFilepath = dirPath + "/custom.py";
                        var outputImageWebpath = null

                        // save the user input to a file
                        saveCustomCode(pythonFilepath);
                        // run the user file once to generate an output
                        runPythonScript(pythonFilepath);

                        // create an alias for the image
                        $.ajax({
                            url: "/alias/create",
                            type: "GET",
                            async: false,
                            data: {
                                filepath: dirPath + "/image.jpg",
                                graph_id: graphId
                            },
                            success: function(data) {
                                // Parse the the output data for the webpath
                                outputImageWebpath = data.webpath;
                            },
                            dataType: "json"
                        });
                        // add in the output image to the graph div
                        $('#' + graphId).append("<img src='" + outputImageWebpath + "' style='max-height: 100%; max-width: 100%;'></img>")

                        // acknowledge that the graph has been correctly created
                        console.log("added " + graphType + " graph");
                        // make the container for the graph draggable and resizable
                        $("#moveable-" + graphId).resizable().draggable();
                    }

                    // add graph update functions to keep graph up to date
                    graphUpdate(graphId, graphType, dataType, keyName);

                    // reset all graph inputs to their default values
                    console.log("resetting all inputs to defaults");
                    $('select[name=graphType]').val("default");
                    $('select[name=dataType]').val("default");
                    $('select[name=dataType]').prop("disabled", true);
                    $('select[name=keyName]').val("default");
                    $('select[name=keyName]').prop("disabled", true);
                    $('#custom-graph-editor').hide();
                    editor.setValue("# Template for creating your own graph\n" +
                        "\n" +
                        "import os\n" +
                        "from datmo.monitoring import Monitoring\n" +
                        "\n" +
                        "# Set save location\n" +
                        "save_directory = os.path.dirname(os.path.realpath(__file__))\n" +
                        "# if running in a notebook you can uncomment the code below\n" +
                        "# save_directory = os.path.dirname(os.path.realpath('__file__'))\n" +
                        "\n" +
                        "# Set datmo client with API Key\n" +
                        "datmo_client = Monitoring(api_key=\"6a3a3cd900eaf7b406a41d68f8ca7969\")\n" +
                        "\n" +
                        "# Set the schema for datmo filter\n" +
                        "filter_schema = {\"model_id\": \"{{ model.name }}\",\n" +
                        "                 \"deployment_version_id\": \"{{ deployment_version_id }}\",\n" +
                        "                 \"model_version_id\": \"{{ model_version_id }}\"}\n" +
                        "\n" +
                        "# Get inference data from datmo\n" +
                        "rows = datmo_client.search_metadata(filter_schema)\n" +
                        "\n" +
                        "# Transform inference data for the plots\n" +
                        "\n" +
                        "\n" +
                        "# Perform analysis over the input features from the inference data\n" +
                        "\n" +
                        "\n" +
                        "# Plot the graph and save a single image as \"image.jpg\" after analysis");
                }

                function removeGraph(graphId) {
                    // remove the graph from the "graph-display" div
                    $(".container-" + graphId).remove();
                    clearInterval(graphIntervals[graphId]); // stop the interval
                    console.log("removed graph with id " + graphId);
                }

                function graphUpdate(graphId, graphType, dataType, keyName) {
                    var intervalTime = 15000; // interval timing to use between each

                    if(graphType === "custom") {
                        // define relevant filepaths for custom graph
                        var dirPath = "{{ graph_dirpath }}" + "/" + graphId;
                        var pythonFilepath = dirPath + "/custom.py";
                        var outputImageWebpath = null

                        graphIntervals[graphId] = setInterval(function(filepath){
                            // run the code
                            runPythonScript(filepath);
                            // create an alias for the image file
                            $.ajax({
                                url: "/alias/create",
                                type: "GET",
                                async: false,
                                data: {
                                    filepath: dirPath + "/image.jpg",
                                    graph_id: graphId
                                },
                                success: function(data) {
                                    // Parse the the output data for the webpath
                                    outputImageWebpath = data.webpath;
                                },
                                dataType: "json"
                            });
                            // update the graph
                            $('#' + graphId).empty();
                            $('#' + graphId).append("<img src='" + outputImageWebpath + "' style='max-height: 100%; max-width: 100%;'></img>")
                        }, intervalTime, pythonFilepath);
                    } else {
                        // start a timer to pull data for this graph and update the graph
                        var startCounter = 0; // start a counter to pull latest data

                        graphIntervals[graphId] = setInterval(function() {
                            $.ajax({
                                url: "/data/{{ model.name }}/deployments/{{ deployment_version_id }}/{{ model_version_id }}",
                                type: "GET",
                                data: {
                                    start: startCounter,
                                    data_type: dataType,
                                    key_name: keyName,
                                    graph_type: graphType,
                                },
                                async: true,
                                success: function(data) {
                                    // Parse the data to be passed to plotly from the endpoint data
                                    var graphData = JSON.parse(data.graph_data_output_json_str);
                                    console.log(graphData);
                                    var numNewResults = data.num_new_results;
                                    console.log(numNewResults);

                                    // Extend the graph as per the type of graph
                                    if(graphType === "timeseries") {
                                        Plotly.extendTraces(graphId, graphData.new_data, [0]);
                                    } else if(graphType === "histogram") {
                                        Plotly.restyle(graphId, graphData.cumulative_data, [0]);
                                    }

                                    // Update the startCounter to get the new data
                                    startCounter = startCounter + numNewResults;

                                },
                                dataType: "json"
                            });
                        }, intervalTime);
                    }
                }
            </script>

        </div>
    </div>
</div>
{% endblock %}