Add flask templates

benchmark/Arguments.py

@@ -13,21 +13,27 @@ ALL_METRICS = (
 
 
 class EnvData:
-    @staticmethod
+    def __init__(self):
-    def load():
+        self.args = {}
-        args = {}
+
+    def load(self):
         try:
             with open(Files.dot_env) as f:
                 for line in f.read().splitlines():
                     if line == "" or line.startswith("#"):
                         continue
                     key, value = line.split("=")
-                    args[key] = value
+                    self.args[key] = value
         except FileNotFoundError:
             print(NO_ENV, file=sys.stderr)
             exit(1)
         else:
-            return args
+            return self.args
+
+    def save(self):
+        with open(Files.dot_env, "w") as f:
+            for key, value in self.args.items():
+                f.write(f"{key}={value}\n")
 
 
 class EnvDefault(argparse.Action):
@@ -35,7 +41,7 @@ class EnvDefault(argparse.Action):
     def __init__(
         self, envvar, required=True, default=None, mandatory=False, **kwargs
     ):
-        self._args = EnvData.load()
+        self._args = EnvData().load()
         self._overrides = {}
         if required and not mandatory:
             default = self._args[envvar]

benchmark/Datasets.py

@@ -109,7 +109,7 @@ class DatasetsSurcov:
 
 class Datasets:
     def __init__(self, dataset_name=None, discretize=None):
-        env_data = EnvData.load()
+        env_data = EnvData().load()
         # DatasetsSurcov, DatasetsTanveer, DatasetsArff,...
         source_name = getattr(
             __import__(__name__),

benchmark/Experiments.py

@@ -22,7 +22,7 @@ from .Arguments import EnvData
 class Randomized:
     @staticmethod
     def seeds():
-        return json.loads(EnvData.load()["seeds"])
+        return json.loads(EnvData().load()["seeds"])
 
 
 class BestResults:
@@ -117,7 +117,7 @@ class Experiment:
         discretize=None,
         folds=5,
     ):
-        env_data = EnvData.load()
+        env_data = EnvData().load()
         today = datetime.now()
         self.time = today.strftime("%H:%M:%S")
         self.date = today.strftime("%Y-%m-%d")

benchmark/Results.py

@@ -71,7 +71,6 @@ class Report(BaseReport):
             self._load_best_results(
                 self.data["score_name"], self.data["model"]
             )
-        self._compare_totals = {}
         self.header_line("*")
         self.header_line(
             f" {self.data['model']} ver. {self.data['version']}"

benchmark/ResultsBase.py

@@ -52,10 +52,11 @@ class BaseReport(abc.ABC):
             self.score_name = self.data["score_name"]
         self.__load_env_data()
         self.__compute_best_results_ever()
+        self._compare_totals = {}
 
     def __load_env_data(self):
         # Set the labels for nodes, leaves, depth
-        env_data = EnvData.load()
+        env_data = EnvData().load()
         self.nodes_label = env_data["nodes"]
         self.leaves_label = env_data["leaves"]
         self.depth_label = env_data["depth"]
@@ -149,6 +150,7 @@ class BaseReport(abc.ABC):
 
 class StubReport(BaseReport):
     def __init__(self, file_name):
+        self.compare = False
         super().__init__(file_name=file_name, best_file=False)
 
     def print_line(self, line) -> None:
@@ -165,7 +167,7 @@ class StubReport(BaseReport):
 
 class Summary:
     def __init__(self, hidden=False, compare=False) -> None:
-        self.results = Files().get_all_results(hidden=hidden)
+        self.results = Files.get_all_results(hidden=hidden)
         self.data = []
         self.data_filtered = []
         self.datasets = {}

benchmark/ResultsFiles.py

@@ -620,7 +620,7 @@ class Benchmark:
         self.__compute_best_results_ever()
 
     def __compute_best_results_ever(self):
-        args = EnvData.load()
+        args = EnvData().load()
         key = args["source_data"]
         best = BestResultsEver()
         _, self.best_score_value = best.get_name_value(key, self._score)

benchmark/Utils.py

@@ -108,7 +108,8 @@ class Files:
             )
         return None
 
-    def get_all_results(self, hidden) -> list[str]:
+    @staticmethod
+    def get_all_results(hidden) -> list[str]:
         result_path = os.path.join(
             ".", Folders.hidden_results if hidden else Folders.results
         )
@@ -117,7 +118,7 @@ class Files:
         else:
             raise ValueError(f"{result_path} does not exist")
         result = []
-        prefix, suffix = self.results_suffixes()
+        prefix, suffix = Files.results_suffixes()
         for result_file in files_list:
             if result_file.startswith(prefix) and result_file.endswith(suffix):
                 result.append(result_file)

benchmark/scripts/be_flask.py

@@ -0,0 +1,85 @@
+#!/usr/bin/env python
+import os
+import json
+import webbrowser
+from benchmark.Utils import Files, Folders, Symbols
+from benchmark.Arguments import Arguments, EnvData
+from benchmark.ResultsBase import StubReport
+from flask import Flask
+from flask import render_template, request, redirect, url_for
+
+
+# Launch a flask server to serve the results
+app = Flask(__name__)
+FRAMEWORK = "framework"
+FRAMEWORKS = "frameworks"
+HIDDEN = "hidden"
+
+
+def process_data(file_name, data):
+    report = StubReport(os.path.join(Folders.results, file_name))
+    new_list = []
+    for result in data["results"]:
+        symbol = report._compute_status(result["dataset"], result["score"])
+        result["symbol"] = symbol if symbol != " " else " "
+        new_list.append(result)
+    data["results"] = new_list
+    # Compute summary with explanation of symbols
+    summary = {}
+    for key, value in report._compare_totals.items():
+        summary[key] = (report._status_meaning(key), value)
+    return summary
+
+
+@app.route("/index")
+@app.route("/")
+def index():
+    # Get a list of files in a directory
+    files = Files.get_all_results(hidden=app.config[HIDDEN])
+    candidate = app.config[FRAMEWORKS].copy()
+    candidate.remove(app.config[FRAMEWORK])
+    return render_template(
+        f"select_{app.config[FRAMEWORK]}.html",
+        files=files,
+        framework=candidate[0],
+    )
+
+
+@app.route("/show", methods=["post"])
+def show():
+    selected_file = request.form["selected-file"]
+    with open(os.path.join(Folders.results, selected_file)) as f:
+        data = json.load(f)
+    summary = process_data(selected_file, data)
+    return render_template(
+        f"report_{app.config[FRAMEWORK]}.html", data=data, summary=summary
+    )
+
+
+@app.route("/config/<framework>")
+def config(framework):
+    if not framework in app.config[FRAMEWORKS]:
+        message = f"framework {framework} not supported"
+        return render_template("error.html", message=message)
+    env = EnvData()
+    env.load()
+    env.args[FRAMEWORK] = framework
+    env.save()
+    app.config[FRAMEWORK] = framework
+    return redirect(url_for("index"))
+
+
+def main(args_test=None):
+    arguments = Arguments(prog="be_flask")
+    arguments.xset("model", required=False)
+    arguments.xset("score", required=False).xset("compare").xset("hidden")
+    arguments.xset("nan")
+    args = arguments.parse(args_test)
+    app.config[FRAMEWORK] = EnvData().load()[FRAMEWORK]
+    app.config[HIDDEN] = args.hidden
+    app.config[FRAMEWORKS] = ["bootstrap", "bulma"]
+    webbrowser.open_new("http://127.0.0.1:1234/")
+    app.run(port=1234)
+
+    # Poner checkboxes para seleccionar resultados y poner un botón abajo para hacer un excel con los seleccionados
+    # Calcular símbolo igual que en list, o bien si ha puesto el parámetro de compare, con best o con zeror

benchmark/scripts/templates/error.html

@@ -0,0 +1,23 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <title>Error</title>
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/css/bootstrap.min.css" rel="stylesheet"
+        integrity="sha384-KK94CHFLLe+nY2dmCWGMq91rCGa5gtU4mk92HdvYe+M/SXH301p5ILy+dN9+nJOZ" crossorigin="anonymous">
+</head>
+
+<body>
+    <div class="container">
+        <div class="alert alert-danger my-5" role="alert">
+
+            <h4 class="alert-heading"><button class="btn-close btn-sm" type="button"
+                    onclick="location.href='/index';"></button>Error</h4>
+            <p>There was an error processing action, {{ message }}. Please try again later.</p>
+            <hr>
+            <p class="mb-0">If the problem persists, please contact support.</p>
+        </div>
+    </div>
+</body>
+
+</html>

benchmark/scripts/templates/partials/table_report.html

@@ -0,0 +1,28 @@
+{% for item in data.results %}
+<tr>
+  <td>
+    {{item.dataset}}
+  </td>
+  <td class="{{ right }}">
+    {{'{:,}'.format(item.samples)}}
+  </td>
+  <td class="{{ right }}">
+    {{"%d" % item.features}}
+  </td>
+  <td class="{{ right }}">
+    {{"%d" % item.classes}}
+  </td>
+  <td class="{{ right }}">
+    {{'{:,.2f}'.format(item.nodes)}}
+  </td>
+  <td class="{{ right }}">
+    {{"%.6f±%.4f" % (item.score, item.score_std)}} {{ item.symbol|safe }}
+  </td>
+  <td class="{{ right }}">
+    {{"%.6f±%.4f" % (item.time, item.time_std)}}
+  </td>
+  <td class="{{ center }}">
+    {{item.hyperparameters}}
+  </td>
+</tr>
+{% endfor %}

benchmark/scripts/templates/partials/table_select.html

@@ -0,0 +1,30 @@
+<table id="file-table" class={{ table_class }}>
+    <thead>
+        <tr>
+            <th>Model</th>
+            <th>Metric</th>
+            <th>Platform</th>
+            <th>Date</th>
+            <th>Time</th>
+            <th>Stratified</th>
+            <th></th>
+        </tr>
+    </thead>
+    <tbody>
+        {% for file in files %}
+        {% set parts = file.split('_') %}
+        {% set stratified = parts[6].split('.')[0] %}
+        <tr>
+            <td>{{ parts[2] }}</td>
+            <td>{{ parts[1] }}</td>
+            <td>{{ parts[3] }}</td>
+            <td>{{ parts[4] }}</td>
+            <td>{{ parts[5] }}</td>
+            <td>{{ 'True' if stratified =='1' else 'False' }}</td>
+            <td>
+                {{ button_pre | safe }}{{ file }}{{ button_post | safe }}
+            </td>
+        </tr>
+        {% endfor %}
+    </tbody>
+</table>

benchmark/scripts/templates/partials/table_summary.html

@@ -0,0 +1,13 @@
+{% for key, value in summary.items() %}
+    <tr>
+        <td class="{{ center }}">
+            {{key}}
+        </td>
+        <td >
+            {{value[0]}}
+        </td>
+        <td class={{ right }}>
+            {{'{:,}'.format(value[1])}}
+        </td>
+    </tr>
+{% endfor %}

benchmark/scripts/templates/report_bootstrap.html

@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/css/bootstrap.min.css" rel="stylesheet"
+    integrity="sha384-KK94CHFLLe+nY2dmCWGMq91rCGa5gtU4mk92HdvYe+M/SXH301p5ILy+dN9+nJOZ" crossorigin="anonymous">
+  <title>Report Viewer</title>
+  <style>
+    body {
+      font-family: Courier;
+    }
+  </style>
+</head>
+
+<body>
+  {% set center = "text-center" %}
+  {% set right = "text-end" %}
+  <div id="app">
+    <section class="section">
+      <div class="container">
+        <div class="p-4 bg-primary text-white">
+          <button type="button" class="btn-close" aria-label="Close" onclick="location.href='/index';"></button>
+          <h1>{{ data.title }}</h1>
+        </div>
+        <div>
+          <table class="table table-bordered">
+            <thead>
+              <tr class="bg-info text-white">
+                <th class="text-center">Platform</th>
+                <th class="text-center">Model</th>
+                <th class="text-center">Date</th>
+                <th class="text-center">Time</th>
+                {% if data.duration > 7200 %}
+                {% set unit = "h" %}
+                {% set divider = 3600 %}
+                {% else %}
+                {% set unit = "min" %}
+                {% set divider = 60 %}
+                {% endif %}
+                <th class="text-center">Duration ({{ unit }})</th>
+                <th class="text-center">Stratified</th>
+                <th class="text-center">Discretized</th>
+                <th class="text-center"># Folds</th>
+              </tr>
+              <tr>
+                <th class="text-center">{{ data.platform }}</th>
+                <th class="text-center">{{ data.model }} {{ data.version }}</th>
+                <th class="text-center">{{ data.date}}</th>
+                <th class="text-center">{{ data.time}}</th>
+                <th class="text-center">{{ "%.2f" % (data.duration/divider) }}</th>
+                <th class="text-center">{{ data.stratified }}</th>
+                <th class="text-center">{{ data.discretized }}</th>
+                <th class="text-center">{{ data.folds }}</th>
+              </tr>
+              <tr>
+                <th class="text-center bg-info text-white">Language</th>
+                <th class="text-center" colspan=3>{{ data.language }} {{ data.language_version }}</th>
+                <th class="text-center bg-info text-white">Seeds</th>
+                <th class="text-center" colspan=6>{{ data.seeds }}</th>
+              </tr>
+            </thead>
+          </table>
+          <table class="table table-striped table-hover table-bordered">
+            <thead>
+              <tr class="bg-primary text-white">
+                <th class="text-center">Dataset</th>
+                <th class="text-center">Samples</th>
+                <th class="text-center">Features</th>
+                <th class="text-center">Classes</th>
+                <th class="text-center">Nodes</th>
+                <th class="text-center">{{data.score_name|capitalize}}</th>
+                <th class="text-center">Time</th>
+                <th class="text-center">hyperparameters</th>
+              </tr>
+            </thead>
+            <tbody>
+             {% include "partials/table_report.html" %}
+            </tbody>
+          </table>
+          {% if summary|length > 0 %}
+          <div class="col-4 col-lg-4">
+            <table class="table table-bordered">
+              <thead>
+                <tr>
+                  <th class="text-center bg-primary text-white">Symbol</th>
+                  <th class="text-center bg-primary text-white">Meaning</th>
+                  <th class="text-center bg-primary text-white">Count</th>
+                </tr>
+              </thead>
+              {% include "partials/table_summary.html" %}
+            </table>
+          </div>
+          {% endif %}
+          <button type="button" class="btn-close" aria-label="Close" onclick="location.href='/index';"></button>
+          <h7><b>
+              Total score: {{ "%.6f" % (data.results | sum(attribute="score")) }}
+            </b></h7>
+        </div>
+    </section>
+  </div>
+</body>
+
+</html>

benchmark/scripts/templates/report_bulma.html

@@ -0,0 +1,110 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bulma@0.9.1/css/bulma.min.css">
+  <title>Report Viewer</title>
+  <style>
+    body {
+      font-family: Courier;
+    }
+  </style>
+</head>
+
+<body>
+  {% set center = "has-text-centered" %}
+  {% set right = "has-text-right" %}
+  <div id="app">
+    <header>
+      <div class="container">
+        <div class="hero is-info is-bold">
+          <div class="hero-body">
+            <button class="delete is-large" onclick="location.href='/index';"></button>
+            <h1 class="is-size-3">{{ data.title }}</h1>
+          </div>
+        </div>
+      </div>
+    </header>
+    <section class="section">
+      <div class="container">
+        <div>
+          <table class="table is-fullwidth is-striped is-bordered">
+            <thead>
+              <tr class="is-selected">
+                <th class="has-text-centered">Platform</th>
+                <th class="has-text-centered">Model</th>
+                <th class="has-text-centered">Date</th>
+                <th class="has-text-centered">Time</th>
+                {% if data.duration > 7200 %}
+                {% set unit = "h" %}
+                {% set divider = 3600 %}
+                {% else %}
+                {% set unit = "min" %}
+                {% set divider = 60 %}
+                {% endif %}
+                <th class="has-text-centered">Duration ({{ unit }})</th>
+                <th class="has-text-centered">Stratified</th>
+                <th class="has-text-centered">Discretized</th>
+                <th class="has-text-centered"># Folds</th>
+              </tr>
+              <tr>
+                <th class="has-text-centered">{{ data.platform }}</th>
+                <th class="has-text-centered">{{ data.model }} {{ data.version }}</th>
+                <th class="has-text-centered">{{ data.date}}</th>
+                <th class="has-text-centered">{{ data.time}}</th>
+                <th class="has-text-centered">{{ "%.2f" % (data.duration/divider) }}</th>
+                <th class="has-text-centered">{{ data.stratified }}</th>
+                <th class="has-text-centered">{{ data.discretized }}</th>
+                <th class="has-text-centered">{{ data.folds }}</th>
+              </tr>
+              <tr>
+                <th class="has-text-center is-selected">Language</th>
+                <th class="has-text-centered" colspan=3>{{ data.language }} {{ data.language_version }}</th>
+                <th class="has-text-centered is-selected">Seeds</th>
+                <th class="has-text-centered" colspan=6>{{ data.seeds }}</th>
+              </tr>
+            </thead>
+          </table>
+          <table class="table is-fullwidth is-striped is-hoverable is-bordered">
+            <thead>
+              <tr class="is-selected">
+                <th class="has-text-centered">Dataset</th>
+                <th class="has-text-centered">Samples</th>
+                <th class="has-text-centered">Features</th>
+                <th class="has-text-centered">Classes</th>
+                <th class="has-text-centered">Nodes</th>
+                <th class="has-text-centered">{{data.score_name|capitalize}}</th>
+                <th class="has-text-centered">Time</th>
+                <th class="has-text-centered">hyperparameters</th>
+              </tr>
+            </thead>
+            <tbody>
+              {% include "partials/table_report.html" %}
+            </tbody>
+          </table>
+          {% if summary|length > 0 %}
+          <div class="col-2 col-lg-2">
+            <table class="table is-bordered">
+              <thead>
+                <tr class="is-selected">
+                  <th class="has-text-centered">Symbol</th>
+                  <th class="has-text-centered">Meaning</th>
+                  <th class="has-text-centered">Count</th>
+                </tr>
+              </thead>
+              {% include "partials/table_summary.html" %}
+            </table>
+          </div>
+          {% endif %}
+          <h2 class="has-text-white has-background-primary"><b>
+              <button class="delete" onclick="location.href='/index';"></button>
+              Total score: {{ "%.6f" % (data.results | sum(attribute="score")) }}
+            </b></h2>
+        </div>
+    </section>
+  </div>
+</body>
+
+</html>

benchmark/scripts/templates/select_bootstrap.html

@@ -0,0 +1,69 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <title>Benchmark</title>
+
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/css/bootstrap.min.css" rel="stylesheet"
+        integrity="sha384-KK94CHFLLe+nY2dmCWGMq91rCGa5gtU4mk92HdvYe+M/SXH301p5ILy+dN9+nJOZ" crossorigin="anonymous">
+    <link rel="stylesheet" href="https://cdn.datatables.net/1.10.25/css/jquery.dataTables.min.css">
+    <style>
+        body {
+            font-family: Courier;
+        }
+        #file-table tbody tr.selected td{
+            background-color: #0dcaf0;
+            color:white;
+            }
+    </style>
+</head>
+
+<body>
+    <div class="container">
+        <h1 class="text-center"><b>Benchmark Results</b></h1>
+        <button class="btn btn-primary btn-sm" onclick="location.href='/config/{{ framework }}';">Use {{ framework
+            }}</button>
+        {% set table_class = "table table-striped table-hover" %}
+        {% set button_pre = '<button class="btn btn-primary btn-sm"
+                                style="--bs-btn-padding-y: .25rem; --bs-btn-padding-x: .5rem; --bs-btn-font-size: .75rem;"
+                                onclick="showFile(\''%}
+        {% set button_post =  '\')">View
+                            </button>' %}
+        {% include "partials/table_select.html" %}
+    </div>
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+    <script src="https://cdn.datatables.net/1.10.25/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.3/dist/js/bootstrap.min.js" integrity="sha384-cuYeSxntonz0PPNlHhBs68uyIAVpIIOZZ5JqeqvYYIcEL727kskC66kF92t6Xl2V" 
+    crossorigin="anonymous"></script>
+    <script>
+        $(document).ready(function () {
+            var table = $('#file-table').DataTable({
+                "paging": true,
+                "searching": true,
+                "ordering": true,
+                "info": true,
+                "columnDefs": [{
+                    "targets": 6,
+                    "orderable": false
+                }]
+            });
+            $('#file-table tbody').on('click', 'tr', function () {
+                if ($(this).hasClass('selected')) {
+                    $(this).removeClass('selected');
+                } else {
+                    table.$('tr.selected').removeClass('selected');
+                    $(this).addClass('selected');
+                }
+            });
+        });
+        function showFile(selectedFile) {
+            var form = $('<form action="/show" method="post">' +
+                '<input type="hidden" name="selected-file" value="' + selectedFile + '" />' +
+                '</form>');
+            $('body').append(form);
+            form.submit();
+        }
+    </script>
+</body>
+
+</html>

benchmark/scripts/templates/select_bulma.html

@@ -0,0 +1,63 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <title>Benchmark Results</title>
+    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bulma/0.9.3/css/bulma.min.css">
+    <link rel="stylesheet" href="https://cdn.datatables.net/1.10.25/css/jquery.dataTables.min.css">
+    <style>
+        body {
+            font-family: Courier;
+        }
+
+        .tag {
+            cursor: pointer;
+        }
+    </style>
+</head>
+
+<body>
+    <div class="container">
+        <h1 class="title is-1 has-text-centered">Benchmark Results</h1>
+        <button class="button is-primary is-small" onclick="location.href='/config/{{ framework }}';">Use {{ framework
+            }}</button>
+        {% set table_class = "table is-striped is-hoverable cell-border" %}
+        {% set button_pre = '<span class="tag is-link is-normal" type="button" onclick="showFile(\'' %}
+        {% set button_post = '\')">View</span>' %}
+        {% include "partials/table_select.html" %}
+    </div>
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+    <script src="https://cdn.datatables.net/1.10.25/js/jquery.dataTables.min.js"></script>
+    <script>
+        $(document).ready(function () {
+            var table = $('#file-table').DataTable({
+                "paging": true,
+                "searching": true,
+                "ordering": true,
+                "info": true,
+                "select.items": "row",
+                "columnDefs": [{
+                    "targets": 6,
+                    "orderable": false
+                }]
+            });
+            $('#file-table tbody').on('click', 'tr', function () {
+                if ($(this).hasClass('is-selected')) {
+                    $(this).removeClass('is-selected');
+                } else {
+                    table.$('tr.is-selected').removeClass('is-selected');
+                    $(this).addClass('is-selected');
+                }
+            });
+        });
+        function showFile(selectedFile) {
+            var form = $('<form action="/show" method="post">' +
+                '<input type="hidden" name="selected-file" value="' + selectedFile + '" />' +
+                '</form>');
+            $('body').append(form);
+            form.submit();
+        }
+    </script>
+</body>
+
+</html>

benchmark/tests/Util_test.py

@@ -118,7 +118,7 @@ class UtilTest(TestBase):
     def test_Files_get_results(self):
         os.chdir(os.path.dirname(os.path.abspath(__file__)))
         self.assertCountEqual(
-            Files().get_all_results(hidden=False),
+            Files.get_all_results(hidden=False),
             [
                 "results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json",
                 "results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json",
@@ -130,7 +130,7 @@ class UtilTest(TestBase):
             ],
         )
         self.assertCountEqual(
-            Files().get_all_results(hidden=True),
+            Files.get_all_results(hidden=True),
             [
                 "results_accuracy_STree_iMac27_2021-11-01_23:55:16_0.json",
                 "results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_"
@@ -143,7 +143,7 @@ class UtilTest(TestBase):
         # check with results
         os.rename(Folders.results, f"{Folders.results}.test")
         try:
-            Files().get_all_results(hidden=False)
+            Files.get_all_results(hidden=False)
         except ValueError:
             pass
         else:
@@ -153,7 +153,7 @@ class UtilTest(TestBase):
         # check with hidden_results
         os.rename(Folders.hidden_results, f"{Folders.hidden_results}.test")
         try:
-            Files().get_all_results(hidden=True)
+            Files.get_all_results(hidden=True)
         except ValueError:
             pass
         else:

setup.py

@@ -39,6 +39,7 @@ def script_names():
         "report",
         "summary",
         "init_project",
+        "flask",
     ]
     result = []
     for script in scripts: