Add dataset report

.vscode/settings.json

@@ -0,0 +1,6 @@
+{
+    "[python]": {
+        "editor.defaultFormatter": "ms-python.black-formatter"
+    },
+    "python.formatting.provider": "none"
+}

app/results/main_select.py

@@ -15,6 +15,7 @@ from flask import (
     send_file,
     url_for,
 )
+from dotenv import dotenv_values
 from flask_login import current_user, login_required
 
 results = Blueprint("results", __name__, template_folder="templates")
@@ -84,6 +85,7 @@ def best(file_name):
             message=f"This best results file ({file_name}) has not been "
             "created yet! or...",
             error=str(e),
+            back=url_for("results.select"),
         )
     info = file_name.split("_")
     model = info[3].split(".")[0]
@@ -103,14 +105,22 @@ def set_compare():
 def report(file_name):
     os.chdir(current_user.benchmark.folder)
     back = request.args.get("url") or ""
+    back_name = request.args.get("url_name") or ""
     with open(os.path.join(Folders.results, file_name)) as f:
         data = json.load(f)
     try:
         summary = process_data(file_name, current_app.config["COMPARE"], data)
     except Exception as e:
-        return render_template("error.html", message=str(e))
+        return render_template(
+            "error.html", message=str(e), back=url_for("results.select")
+        )
     return render_template(
-        "report.html", data=data, file=file_name, summary=summary, back=back
+        "report.html",
+        data=data,
+        file=file_name,
+        summary=summary,
+        back=back,
+        back_name=back_name,
     )
 
 
@@ -177,3 +187,35 @@ def download(file_name):
     os.chdir(current_app.root_path)
     shutil.copyfile(src, dest)
     return send_file(dest, as_attachment=True)
+
+
+@results.route("/dataset_report/<dataset>")
+@login_required
+def dataset_report(dataset):
+    # Get info of the results obtained for a dataset
+    os.chdir(current_user.benchmark.folder)
+    app_config = dotenv_values(".env")
+    dt = Datasets()
+    data = dt.get_attributes(dataset)
+    names = Files.get_all_results(hidden=False)
+    results = {}
+    for name in names:
+        try:
+            with open(os.path.join(Folders.results, name)) as f:
+                data = json.load(f)
+            for result in data["results"]:
+                if dataset == result["dataset"]:
+                    results[name] = result
+        except Exception as e:
+            return render_template(
+                "error.html",
+                message=f"Couldn't process file ({name})",
+                error=str(e),
+                back=url_for("results.dataset_report", dataset=dataset),
+            )
+    return render_template(
+        "dataset.html",
+        dataset_name=dataset,
+        results=results,
+        app_config=app_config,
+    )

app/results/templates/_table_report.html

@@ -4,9 +4,9 @@
         <button type="button"
                 class="btn btn-primary position-relative"
                 onclick="location.href='{{ back }}'">
-            Back to Best Results Report
+            Back to {{ back_name }}
             <span class="position-absolute top-0 start-100 translate-middle p-2 bg-danger border border-light rounded-circle">
-                <span class="visually-hidden">Back to Best Results Report</span>
+                <span class="visually-hidden">Back to {{ back_name }}</span>
             </span>
         </button>
     {% endif %}
@@ -85,7 +85,7 @@
                                 data-field="time"
                                 data-sortable="true"
                                 data-sorter="remove_plus">Time</th>
-                            <th class="text-center" data-field="hyperparameters" data-sortable="true">hyperparameters</th>
+                            <th class="text-center" data-field="hyperparameters" data-sortable="true">Hyperparameters</th>
                         </tr>
                     </thead>
                     <script>
@@ -103,7 +103,9 @@
                     <tbody>
                         {% for item in data.results %}
                             <tr>
-                                <td>{{ item.dataset }}</td>
+                                <td class="text-left">
+                                    <a href="{{ url_for("results.dataset_report", dataset=item.dataset) }}">{{ item.dataset }}</a>
+                                </td>
                                 <td class="text-end">{{ '{:,}'.format(item.samples) }}</td>
                                 <td class="text-end">{{"%d" % item.features}}</td>
                                 <td class="text-end">{{"%d" % item.classes}}</td>

app/results/templates/best.html

@@ -1,4 +1,4 @@
-{% extends "base.html" %}
+{% extends "report_tables.html" %}
 {% block content %}
     <div class="alert alert-primary" role="alert">
         <h3>{{ title }}</h3>
@@ -15,12 +15,14 @@
             <tbody>
                 {% for dataset, info in data.items() %}
                     <tr>
-                        <td>{{ dataset }}</td>
+                        <td class="text-left">
+                            <a href="{{ url_for("results.dataset_report", dataset=dataset) }}">{{ dataset }}</a>
+                        </td>
                         <td class="text-end">{{ '%9.7f' % info[0] }}</td>
                         <td class="text-center">{{ info[1] }}</td>
                         <td>
                             {% set url = url_for(request.endpoint, **request.view_args)|urlencode %}
-                            <a href="{{ url_for('results.report', file_name = info[2]) }}?url={{ url }}">{{ info[2] }}</a>
+                            <a href="{{ url_for('results.report', file_name = info[2]) }}?url={{ url }}&url_name=Best Results Report">{{ info[2] }}</a>
                         </td>
                     </tr>
                 {% endfor %}

app/results/templates/dataset.html

@@ -0,0 +1,46 @@
+{% extends "report_tables.html" %}
+{% block content %}
+    <div class="alert alert-primary" role="alert">
+        <h3>Results for {{ dataset_name }}</h3>
+    </div>
+    <table id="files-table"
+           class="table table-striped table-hover table-bordered bg-light"
+           data-toggle="table"
+           data-sticky-header="true"
+           data-sticky-header-offset-y="50"
+           data-sortable="true">
+        <thead>
+            <tr class="bg-primary text-white">
+                <th class="text-center" data-field="file" data-sortable="true">File Name</th>
+                <th class="text-center" data-field="samples" data-sortable="true">Samples</th>
+                <th class="text-center" data-field="features" data-sortable="true">Features</th>
+                <th class="text-center" data-field="classes" data-sortable="true">Classes</th>
+                <th class="text-center" data-field="nodes" data-sortable="true">{{ app_config.nodes }}</th>
+                <th class="text-center" data-field="leaves" data-sortable="true">{{ app_config.leaves }}</th>
+                <th class="text-center" data-field="depth" data-sortable="true">{{ app_config.depth }}</th>
+                <th class="text-center" data-field="score" data-sortable="true">Score</th>
+                <th class="text-center" data-field="time" data-sortable="true">Time</th>
+                <th class="text-center" data-field="hyperparameters" data-sortable="true">Hyperparameters</th>
+            </tr>
+        </thead>
+        <tbody>
+            {% for file_name, item in results.items() %}
+                <tr>
+                    <td class="text-left">
+                        {% set url = url_for(request.endpoint, **request.view_args)|urlencode %}
+                        <a href="{{ url_for('results.report', file_name=file_name) }}?url={{ url }}&url_name={{ dataset_name }} report">{{ file_name }}</a>
+                    </td>
+                    <td class="text-end">{{ '{:,}'.format(item.samples) }}</td>
+                    <td class="text-end">{{"%d" % item.features}}</td>
+                    <td class="text-end">{{"%d" % item.classes}}</td>
+                    <td class="text-end">{{ '{:,.2f}'.format(item.nodes) }}</td>
+                    <td class="text-end">{{ '{:,}'.format(item.leaves) }}</td>
+                    <td class="text-end">{{ '{:,}'.format(item.depth) }}</td>
+                    <td class="text-end">{{"%.6f±%.4f" % (item.score, item.score_std)}}</td>
+                    <td class="text-end">{{"%.6f±%.4f" % (item.time, item.time_std)}}</td>
+                    <td class="text-left">{{ item.hyperparameters }}</td>
+                </tr>
+            {% endfor %}
+        </tbody>
+    </table>
+{% endblock %}

app/results/templates/error.html

@@ -240,7 +240,8 @@
             <hr>
             <div class='_1'>{{ message }}</div>
             <div class='_2'>{{ error }}</div>
-            <a class='btn' href='/'>Go Back</a>
+            {% set back_url = back | default('/') %}
+            <a class='btn' href='{{ back_url }}'>Go Back</a>
         </div>
     </body>
 </html>

app/results/templates/report.html

@@ -1,20 +1,9 @@
-{% extends "base.html" %}
+{% extends "report_tables.html" %}
-{% block styles %}
-    {{ super() }}
-    <link rel="stylesheet"
-          href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.7.2/font/bootstrap-icons.css">
-    <link rel="stylesheet"
-          href="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.css">
-    <link href="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.css"
-          rel="stylesheet">
-{% endblock %}
 {% block content %}
     {% include "_table_report.html" %}
 {% endblock %}
 {% block jscript %}
     {{ super() }}
-    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.js"></script>
-    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.min.js"></script>
     <script src="{{ url_for('static', filename="js/report.js") }}"></script>
     <script src="{{ url_for('static', filename="js/excelFiles.js") }}"></script>
 {% endblock %}

app/results/templates/report_tables.html

@@ -0,0 +1,17 @@
+{% extends "base.html" %}
+{% block styles %}
+    {{ super() }}
+    <link rel="stylesheet"
+          href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.7.2/font/bootstrap-icons.css">
+    <link rel="stylesheet"
+          href="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.css">
+    <link href="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.css"
+          rel="stylesheet">
+{% endblock %}
+{% block content %}{% endblock %}
+{% block jscript %}
+    {{ super() }}
+    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.js"></script>
+    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.min.js"></script>
+    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/multiple-sort/bootstrap-table-multiple-sort.js"></script>
+{% endblock %}

app/results/templates/select.html

@@ -1,21 +1,9 @@
-{% extends "base.html" %}
+{% extends "report_tables.html" %}
-{% block styles %}
-    {{ super() }}
-    <link rel="stylesheet"
-          href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.7.2/font/bootstrap-icons.css">
-    <link rel="stylesheet"
-          href="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.css">
-    <link href="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.css"
-          rel="stylesheet">
-{% endblock %}
 {% block content %}
     {% include "_table_select.html" %}
 {% endblock %}
 {% block jscript %}
     {{ super() }}
-    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/bootstrap-table.min.js"></script>
-    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/sticky-header/bootstrap-table-sticky-header.min.js"></script>
-    <script src="https://unpkg.com/bootstrap-table@1.21.4/dist/extensions/multiple-sort/bootstrap-table-multiple-sort.js"></script>
     <script src="{{ url_for('static', filename="js/select.js") }}"></script>
     <script src="{{ url_for('static', filename="js/excelFiles.js") }}"></script>
 {% endblock %}