Merge branch 'master' of https://github.com/OpenDroneMap/WebODM into kathenae-task_notification_plugin

2023-05-19 13:13:49 -04:00 · 2023-05-19 13:13:49 -04:00 · 26dee3b023
commit 26dee3b023
--- a/app/api/formulas.py
+++ b/app/api/formulas.py
@ -115,13 +115,13 @@ algos = {
        'help': _('Atmospherically Resistant Vegetation Index. Useful when working with imagery for regions with high atmospheric aerosol content.'),
        'range': (-1, 1)
    },
-    'Thermal C': {
+    'Celsius': {
        'expr': 'L',
-        'help': _('Thermal temperature in Celsius degrees.')
+        'help': _('Temperature in Celsius degrees.')
    },
-    'Thermal K': {
+    'Kelvin': {
        'expr': 'L * 100 + 27315',
-        'help': _('Thermal temperature in Centikelvin degrees.')
+        'help': _('Temperature in Centikelvin degrees.')
    },

    # more?
@ -154,6 +154,8 @@ camera_filters = [
    'BGRNReL',
    'BGRReNL',

+    'L', # FLIR camera has a single LWIR band
+
    # more?
    # TODO: certain cameras have only two bands? eg. MAPIR NDVI BLUE+NIR
 ]
--- a/app/migrations/0035_task_orthophoto_bands.py
+++ b/app/migrations/0035_task_orthophoto_bands.py
@ -0,0 +1,44 @@
+# Generated by Django 2.2.27 on 2023-05-19 15:38
+
+import rasterio
+import os
+import django.contrib.postgres.fields.jsonb
+from django.db import migrations
+from webodm import settings
+
+def update_orthophoto_bands_fields(apps, schema_editor):
+    Task = apps.get_model('app', 'Task')
+
+    for t in Task.objects.all():
+
+        bands = []
+        orthophoto_path = os.path.join(settings.MEDIA_ROOT, "project", str(t.project.id), "task", str(t.id), "assets", "odm_orthophoto", "odm_orthophoto.tif")
+
+        if os.path.isfile(orthophoto_path):
+            try:
+                with rasterio.open(orthophoto_path) as f:
+                    bands = [c.name for c in f.colorinterp]
+            except Exception as e:
+                print(e)
+
+        print("Updating {} (with orthophoto bands: {})".format(t, str(bands)))
+
+        t.orthophoto_bands = bands
+        t.save()
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('app', '0034_delete_imageupload'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='task',
+            name='orthophoto_bands',
+            field=django.contrib.postgres.fields.jsonb.JSONField(blank=True, default=list, help_text='List of orthophoto bands', verbose_name='Orthophoto Bands'),
+        ),
+
+        migrations.RunPython(update_orthophoto_bands_fields),
+    ]
--- a/app/models/task.py
+++ b/app/models/task.py
@ -278,6 +278,7 @@ class Task(models.Model):
    potree_scene = fields.JSONField(default=dict, blank=True, help_text=_("Serialized potree scene information used to save/load measurements and camera view angle"), verbose_name=_("Potree Scene"))
    epsg = models.IntegerField(null=True, default=None, blank=True, help_text=_("EPSG code of the dataset (if georeferenced)"), verbose_name="EPSG")
    tags = models.TextField(db_index=True, default="", blank=True, help_text=_("Task tags"), verbose_name=_("Tags"))
+    orthophoto_bands = fields.JSONField(default=list, blank=True, help_text=_("List of orthophoto bands"), verbose_name=_("Orthophoto Bands"))
    
    class Meta:
        verbose_name = _("Task")
@ -883,6 +884,7 @@ class Task(models.Model):

        self.update_available_assets_field()
        self.update_epsg_field()
+        self.update_orthophoto_bands_field()
        self.potree_scene = {}
        self.running_progress = 1.0
        self.console_output += gettext("Done!") + "\n"
@ -904,8 +906,9 @@ class Task(models.Model):

    def get_map_items(self):
        types = []
-        if 'orthophoto.tif' in self.available_assets: types.append('orthophoto')
-        if 'orthophoto.tif' in self.available_assets: types.append('plant')
+        if 'orthophoto.tif' in self.available_assets: 
+            types.append('orthophoto')
+            types.append('plant')
        if 'dsm.tif' in self.available_assets: types.append('dsm')
        if 'dtm.tif' in self.available_assets: types.append('dtm')

@ -924,7 +927,8 @@ class Task(models.Model):
                    'public': self.public,
                    'camera_shots': camera_shots,
                    'ground_control_points': ground_control_points,
-                    'epsg': self.epsg
+                    'epsg': self.epsg,
+                    'orthophoto_bands': self.orthophoto_bands,
                }
            }
        }
@ -998,6 +1002,22 @@ class Task(models.Model):
        if commit: self.save()


+    def update_orthophoto_bands_field(self, commit=False):
+        """
+        Updates the orthophoto bands field with the correct value
+        :param commit: when True also saves the model, otherwise the user should manually call save()
+        """
+        bands = []
+        orthophoto_path = self.assets_path(self.ASSETS_MAP['orthophoto.tif'])
+
+        if os.path.isfile(orthophoto_path):
+            with rasterio.open(orthophoto_path) as f:
+                bands = [c.name for c in f.colorinterp]
+
+        self.orthophoto_bands = bands
+        if commit: self.save()
+
+
    def delete(self, using=None, keep_parents=False):
        task_id = self.id
        from app.plugins import signals as plugin_signals
--- a/app/static/app/js/components/Map.jsx
+++ b/app/static/app/js/components/Map.jsx
@ -126,8 +126,17 @@ class Map extends React.Component {
        
        let metaUrl = url + "metadata";

-        if (type == "plant") metaUrl += "?formula=NDVI&bands=RGN&color_map=rdylgn";
-        if (type == "dsm" || type == "dtm") metaUrl += "?hillshade=6&color_map=viridis";
+        if (type == "plant"){
+          if (meta.task && meta.task.orthophoto_bands && meta.task.orthophoto_bands.length === 2){
+            // Single band, probably thermal dataset, in any case we can't render NDVI
+            // because it requires 3 bands
+            metaUrl += "?formula=Celsius&bands=L&color_map=magma";
+          }else{
+            metaUrl += "?formula=NDVI&bands=RGN&color_map=rdylgn";
+          }
+        }else if (type == "dsm" || type == "dtm"){
+          metaUrl += "?hillshade=6&color_map=viridis";
+        }

        this.tileJsonRequests.push($.getJSON(metaUrl)
          .done(mres => {
--- a/app/tests/test_api_task.py
+++ b/app/tests/test_api_task.py
@ -246,6 +246,9 @@ class TestApiTask(BootTransactionTestCase):
            # EPSG should be null
            self.assertTrue(task.epsg is None)

+            # Orthophoto bands field should be an empty list
+            self.assertEqual(len(task.orthophoto_bands), 0)
+
            # tiles.json, bounds, metadata should not be accessible at this point
            tile_types = ['orthophoto', 'dsm', 'dtm']
            endpoints = ['tiles.json', 'bounds', 'metadata']
@ -378,6 +381,9 @@ class TestApiTask(BootTransactionTestCase):
            res = client.get("/api/projects/{}/tasks/{}/assets/odm_orthophoto/odm_orthophoto.tif".format(project.id, task.id))
            self.assertTrue(res.status_code == status.HTTP_200_OK)

+             # Orthophoto bands field should be populated
+            self.assertEqual(len(task.orthophoto_bands), 4)
+
            # Can export orthophoto (when formula and bands are specified)
            res = client.post("/api/projects/{}/tasks/{}/orthophoto/export".format(project.id, task.id), {
                'formula': 'NDVI'
@ -916,6 +922,9 @@ class TestApiTask(BootTransactionTestCase):
            # EPSG should be populated
            self.assertEqual(task.epsg, 32615)

+            # Orthophoto bands should not be populated
+            self.assertEqual(len(task.orthophoto_bands), 0)
+
            # Can access only tiles of available assets
            res = client.get("/api/projects/{}/tasks/{}/dsm/tiles.json".format(project.id, task.id))
            self.assertEqual(res.status_code, status.HTTP_200_OK)
--- a/coreplugins/diagnostic/plugin.py
+++ b/coreplugins/diagnostic/plugin.py
@ -1,4 +1,8 @@
-from app.plugins import PluginBase, Menu, MountPoint
+from rest_framework.response import Response
+from rest_framework import status, permissions
+from rest_framework.decorators import api_view, permission_classes
+
+from app.plugins import PluginBase, Menu, MountPoint, get_current_plugin
 from django.shortcuts import render
 from django.contrib.auth.decorators import login_required
 from django.utils.translation import gettext as _
@ -30,30 +34,58 @@ def get_memory_stats():
    except:
        return {}

+def get_diagnostic_stats():
+    plugin = get_current_plugin()
+    with plugin.python_imports():
+        import psutil
+
+    # Disk space
+    total_disk_space, used_disk_space, free_disk_space = shutil.disk_usage('./')
+
+    # CPU Stats
+    cpu_percent_used = psutil.cpu_percent()
+    cpu_percent_free = 100 - cpu_percent_used
+    cpu_freq = psutil.cpu_freq()
+
+    diagnostic_stats = {
+        'total_disk_space': total_disk_space,
+        'used_disk_space': used_disk_space,
+        'free_disk_space': free_disk_space,
+        'cpu_percent_used': round(cpu_percent_used, 2),
+        'cpu_percent_free': round(cpu_percent_free, 2),
+        'cpu_freq_current': round(cpu_freq.current / 1000, 2),
+    }
+
+    # Memory (Linux only)
+    memory_stats = get_memory_stats()
+    if 'free' in memory_stats:
+        diagnostic_stats['free_memory'] = memory_stats['free']
+        diagnostic_stats['used_memory'] = memory_stats['used']
+        diagnostic_stats['total_memory'] = memory_stats['total']
+    
+    return diagnostic_stats

 class Plugin(PluginBase):
    def main_menu(self):
        return [Menu(_("Diagnostic"), self.public_url(""), "fa fa-chart-pie fa-fw")]
+    
+    def api_mount_points(self):
+
+        @api_view()
+        @permission_classes((permissions.IsAuthenticated,))
+        def diagnostic(request):
+            diagnostic_stats = get_diagnostic_stats()
+            return Response(diagnostic_stats)
+
+        return [
+            MountPoint('/', diagnostic)
+        ]

    def app_mount_points(self):
        @login_required
        def diagnostic(request):
-            # Disk space
-            total_disk_space, used_disk_space, free_disk_space = shutil.disk_usage('./')
-
-            template_args = {
-                'title': 'Diagnostic',
-                'total_disk_space': total_disk_space,
-                'used_disk_space': used_disk_space,
-                'free_disk_space': free_disk_space
-            }
-
-            # Memory (Linux only)
-            memory_stats = get_memory_stats()
-            if 'free' in memory_stats:
-                template_args['free_memory'] = memory_stats['free']
-                template_args['used_memory'] = memory_stats['used']
-                template_args['total_memory'] = memory_stats['total']
+            template_args = get_diagnostic_stats()
+            template_args['title'] = 'Diagnostic'

            return render(request, self.template_path("diagnostic.html"), template_args)

--- a/coreplugins/diagnostic/requirements.txt
+++ b/coreplugins/diagnostic/requirements.txt
@ -0,0 +1 @@
+psutil==5.9.5
--- a/coreplugins/diagnostic/templates/diagnostic.html
+++ b/coreplugins/diagnostic/templates/diagnostic.html
@ -11,20 +11,34 @@
        <div style="width: 80%; margin-left: 10%;">
            <canvas id="diskChart" width="200" height="200" style="margin-bottom: 12px;"></canvas>
        </div>
-        <p><b>{% trans 'Free' context 'Megabytes of storage space' %}:</b> {{ free_disk_space|filesizeformat }} |
+        <p id="storageStatsLabel">
+            <b>{% trans 'Free' context 'Megabytes of storage space' %}:</b> {{ free_disk_space|filesizeformat }} |
            <b>{% trans 'Used' context 'Megabytes of storage space' %}:</b> {{ used_disk_space|filesizeformat }} |
-            <b>{% trans 'Total' context 'Megabytes of storage space' %}:</b> {{ total_disk_space|filesizeformat }}</p>
+            <b>{% trans 'Total' context 'Megabytes of storage space' %}:</b> {{ total_disk_space|filesizeformat }}
+        </p>
    </div>
-    <div class="col-md-4 col-sm-12">
-        {% if total_memory %}
-        <h4>{% trans 'Memory' context 'Computer memory (RAM)' %}</h4>
-        <div style="width: 80%; margin-left: 10%;">
-            <canvas id="memoryChart" width="200" height="200" style="margin-bottom: 12px;"></canvas>
+    {% if total_memory %}
+        <div class="col-md-4 col-sm-12">
+            <h4>{% trans 'Memory' context 'Computer memory (RAM)' %}</h4>
+            <div style="width: 80%; margin-left: 10%;">
+                <canvas id="memoryChart" width="200" height="200" style="margin-bottom: 12px;"></canvas>
+            </div>
+            <p id="memoryStatsLabel">
+                <b>{% trans 'Free' context 'Megabytes of memory space' %}:</b> {{ free_memory|filesizeformat }} |
+                <b>{% trans 'Used' context 'Megabytes of memory space' %}:</b> {{ used_memory|filesizeformat }} |
+                <b>{% trans 'Total' context 'Megabytes of memory space'%}:</b> {{ total_memory|filesizeformat }}
+            </p>
        </div>
-        <p><b>{% trans 'Free' context 'Megabytes of memory space' %}:</b> {{ free_memory|filesizeformat }} |
-            <b>{% trans 'Used' context 'Megabytes of memory space' %}:</b> {{ used_memory|filesizeformat }} |
-            <b>{% trans 'Total' context 'Megabytes of memory space'%}:</b> {{ total_memory|filesizeformat }}</p>
-        {% endif %}
+    {% endif %}
+    <div class="col-md-4 col-sm-12">
+        <h4>{% trans 'CPU Usage' context 'Computer CPU Usage' %}</h4>
+        <div style="width: 80%; margin-left: 10%;">
+            <canvas id="cpuChart" width="200" height="200" style="margin-bottom: 12px;"></canvas>
+        </div>
+        <p id="cpuStatsLabel">
+            <b>{% trans 'CPU Usage' context 'CPU usage percentage' %}:</b> {{ cpu_percent_used }}% |
+            <b>{% trans 'CPU Frequency' context 'CPU frequenzy in Heartz' %}:</b> {{ cpu_freq_current }} GHz
+        </p>
    </div>
 </div>

@ -33,74 +47,178 @@
 <div style="margin-top: 20px;"><strong>{% trans 'Note!' %}</strong> {% blocktrans with win_hyperv_link="<a href='https://docs.docker.com/desktop/settings/windows/#resources'>Windows (Hyper-V)</a>" win_wsl2_link="<a href='https://learn.microsoft.com/en-us/windows/wsl/wsl-config#configuration-setting-for-wslconfig'>Windows (WSL2)</a>" mac_link="<a href='https://docs.docker.com/desktop/settings/mac/#resources'>MacOS</a>" %}These values might be relative to the virtualization environment in which the application is running, not necessarily the values of the your machine. See instructions for {{ win_hyperv_link }}, {{ win_wsl2_link }}, and {{ mac_link }} for changing these values in a Docker setup.{% endblocktrans %}</div>

 <script>
-(function(){
-    var ctx = document.getElementById('diskChart').getContext('2d');
-    var labels = {
-        "{% trans 'Used' context 'Megabytes of storage space' %}": '{{ used_disk_space|filesizeformat }}',
-        "{% trans 'Free' context 'Megabytes of storage space' %}": '{{ free_disk_space|filesizeformat }}'
-    };
-    var chart = new Chart(ctx, {
-        type: 'doughnut',
-        data: {
-            labels: ["{% trans 'Used' context 'Megabytes of storage space' %}", "{% trans 'Free' context 'Megabytes of storage space' %}"],
-            datasets: [{
-                label: "{% trans 'Disk Space' %}",
-                backgroundColor:[
-                    "rgb(255, 99, 132)",
-                    "rgb(54, 162, 235)"
-                ],
-                data: [ {{ used_disk_space }}, {{ free_disk_space }} ],
-            }]
-        },
-        options: {
-            legend:{
-                reverse: true
+
+(async function(){
+    function initializeStorageChart(){
+        let ctx = document.getElementById('diskChart').getContext('2d');
+        let chart = new Chart(ctx, {
+            type: 'doughnut',
+            data: {
+                labels: ["{% trans 'Used' context 'Megabytes of storage space' %}", "{% trans 'Free' context 'Megabytes of storage space' %}"],
+                datasets: [{
+                    label: "{% trans 'Disk Space' %}",
+                    backgroundColor:[
+                        "rgb(255, 99, 132)",
+                        "rgb(54, 162, 235)"
+                    ],
+                    data: [ {{ used_disk_space }}, {{ free_disk_space }} ],
+                }]
            },
-            tooltips: {
-                callbacks: {
-                    label: function(tooltipItem, data) {
-                        return labels[data.labels[tooltipItem.index]];
+            options: {
+                legend:{
+                    reverse: true
+                },
+                tooltips: {
+                    callbacks: {
+                        label: function(tooltipItem, data) {
+                            let = used_disk_space = data.datasets[0].data[0]
+                            let = free_disk_space = data.datasets[0].data[1]
+                            let labels = {
+                                "{% trans 'Used' context 'Megabytes of storage space' %}": `${filesizeformat(used_disk_space)}`,
+                                "{% trans 'Free' context 'Megabytes of storage space' %}": `${filesizeformat(free_disk_space)}`
+                            };
+                            return labels[data.labels[tooltipItem.index]];
+                        }
                    }
                }
            }
+        });
+        return chart;
+    }
+
+    function initializeMemoryChart(){
+        let ctx = document.getElementById('memoryChart').getContext('2d');
+        let chart = new Chart(ctx, {
+            type: 'doughnut',
+            data: {
+                labels: ["{% trans 'Used' context 'Megabytes of memory space' %}", "{% trans 'Free' context 'Megabytes of memory space' %}"],
+                datasets: [{
+                    label: "{% trans 'Disk Space' %}",
+                    backgroundColor:[
+                        "rgb(255, 99, 132)",
+                        "rgb(54, 162, 235)"
+                    ],
+                    data: [ {{ used_memory }}, {{ free_memory }} ],
+                }]
+            },
+            options: {
+                legend:{
+                    reverse: true
+                },
+                tooltips: {
+                    callbacks: {
+                        label: function(tooltipItem, data) {
+                            let used_memory = data.datasets[0].data[0]
+                            let free_memory = data.datasets[0].data[1]
+                            let labels = {
+                                "{% trans 'Used' context 'Megabytes of memory space' %}": `${filesizeformat(used_memory)}`,
+                                "{% trans 'Free' context 'Megabytes of memory space' %}": `${filesizeformat(free_memory)}`
+                            };
+                            return labels[data.labels[tooltipItem.index]];
+                        }
+                    }
+                }
+            }
+        });
+        return chart;
+    }
+
+    function initializeCPUChart(){
+        let cpuPercent = "{{cpu_percent_used}}".replace(",", ".")
+        cpuPercent = Number(cpuPercent)
+        let cpuFreePercent = "{{cpu_percent_free}}".replace(",", ".")
+        cpuFreePercent = Number(cpuFreePercent)
+
+        var ctx = document.getElementById('cpuChart').getContext('2d');
+        var chart = new Chart(ctx, {
+            type: 'doughnut',
+            data: {
+                labels: ["{% trans 'Used' context 'CPU Usage percent' %}", "{% trans 'Free' context 'CPU Usage percent' %}"],
+                datasets: [{
+                    label: "{% trans 'CPU Usage' %}",
+                    backgroundColor:[
+                        "rgb(255, 99, 132)",
+                        "rgb(54, 162, 235)"
+                    ],
+                    data: [ cpuPercent, cpuFreePercent ],
+                }]
+            },
+            options: {
+                legend:{
+                    reverse: true
+                },
+                tooltips: {
+                    callbacks: {
+                        label: function(tooltipItem, data) {
+                            let cpu_percent_used = data.datasets[0].data[0]
+                            let cpu_percent_free = data.datasets[0].data[1]
+                            
+                             let labels = {
+                                "{% trans 'Used' context 'CPU Usage percent' %}": cpu_percent_used + '%',
+                                "{% trans 'Free' context 'CPU Usage percent' %}": cpu_percent_free + '%'
+                            };
+                            return labels[data.labels[tooltipItem.index]];
+                        }
+                    }
+                }
+            }
+        });
+        return chart;
+    }
+
+    let storageChart = initializeStorageChart();
+    let cpuChart = initializeCPUChart();
+
+    {% if total_memory %}
+        let memoryChart = initializeMemoryChart();
+    {% endif %}
+
+    setInterval(async () => {
+
+        try{
+            let diagnosticStats = await $.ajax({
+                url: '/api/plugins/diagnostic/',
+                contentType: 'application/json',
+                type: 'GET'
+            });
+
+            storageChart.data.datasets[0].data = [diagnosticStats.used_disk_space, diagnosticStats.free_disk_space];
+            storageChart.update();
+            $('#storageStatsLabel').html(`
+                <b>{% trans 'Free' context 'Megabytes of storage space' %}:</b> ${filesizeformat(diagnosticStats.free_disk_space)} |
+                <b>{% trans 'Used' context 'Megabytes of storage space' %}:</b> ${filesizeformat(diagnosticStats.used_disk_space)} |
+                <b>{% trans 'Total' context 'Megabytes of storage space' %}:</b> ${filesizeformat(diagnosticStats.total_disk_space)}
+            `)
+
+            {% if total_memory %}
+                memoryChart.data.datasets[0].data = [diagnosticStats.used_memory, diagnosticStats.free_memory];
+                memoryChart.update()
+                $('#memoryStatsLabel').html(`
+                    <b>{% trans 'Free' context 'Megabytes of memory space' %}:</b> ${filesizeformat(diagnosticStats.free_memory)} |
+                    <b>{% trans 'Used' context 'Megabytes of memory space' %}:</b> ${filesizeformat(diagnosticStats.used_memory)} |
+                    <b>{% trans 'Total' context 'Megabytes of memory space'%}:</b> ${filesizeformat(diagnosticStats.total_memory)}
+                `);
+            {% endif %}
+
+            cpuChart.data.datasets[0].data = [diagnosticStats.cpu_percent_used, diagnosticStats.cpu_percent_free];
+            cpuChart.update();        
+            $('#cpuStatsLabel').html(`
+                <b>{% trans 'CPU Usage' context 'CPU usage percentage' %}:</b> ${diagnosticStats.cpu_percent_used}% |
+                <b>{% trans 'CPU Frequency' context 'CPU frequenzy in Heartz' %}:</b> ${diagnosticStats.cpu_freq_current} GHz
+            `);
        }
-    });
+        catch(error){
+            console.error(error)
+        }
+    }, 5000);
+
+    function filesizeformat(bytes) {
+        var sizes = ['Bytes', 'KB', 'MB', 'GB', 'TB', 'PB'];
+        if (bytes == 0) return '0 Bytes';
+        var i = parseInt(Math.floor(Math.log(bytes) / Math.log(1024)));
+        return parseFloat((bytes / Math.pow(1024, i)).toFixed(1)) + ' ' + sizes[i];
+    }
 })();

-{% if total_memory %}
-(function(){
-    var ctx = document.getElementById('memoryChart').getContext('2d');
-    var labels = {
-        "{% trans 'Used' context 'Megabytes of memory space' %}": '{{ used_memory|filesizeformat }}',
-        "{% trans 'Free' context 'Megabytes of memory space' %}": '{{ free_memory|filesizeformat }}'
-    };
-    var chart = new Chart(ctx, {
-        type: 'doughnut',
-        data: {
-            labels: ["{% trans 'Used' context 'Megabytes of memory space' %}", "{% trans 'Free' context 'Megabytes of memory space' %}"],
-            datasets: [{
-                label: "{% trans 'Disk Space' %}",
-                backgroundColor:[
-                    "rgb(255, 99, 132)",
-                    "rgb(54, 162, 235)"
-                ],
-                data: [ {{ used_memory }}, {{ free_memory }} ],
-            }]
-        },
-        options: {
-            legend:{
-                reverse: true
-            },
-            tooltips: {
-                callbacks: {
-                    label: function(tooltipItem, data) {
-                        return labels[data.labels[tooltipItem.index]];
-                    }
-                }
-            }
-        }
-    });
-})();
-{% endif %}
 </script>
 {% endblock %}
--- a/package.json
+++ b/package.json
@ -1,6 +1,6 @@
 {
  "name": "WebODM",
-  "version": "2.0.2",
+  "version": "2.0.3",
  "description": "User-friendly, extendable application and API for processing aerial imagery.",
  "main": "index.js",
  "scripts": {
--- a/requirements.txt
+++ b/requirements.txt
@ -63,4 +63,3 @@ eventlet==0.32.0 ; sys_platform == "win32"
 pyopenssl==19.1.0 ; sys_platform == "win32"
 numpy==1.21.1
 drf-yasg==1.20.0
-