diff --git a/apps/admin.py b/apps/admin.py index bd11fe1d..64618d89 100644 --- a/apps/admin.py +++ b/apps/admin.py @@ -16,6 +16,7 @@ FilemanagerInstance, GradioInstance, JupyterInstance, + MLFlowInstance, NetpolicyInstance, RStudioInstance, ShinyInstance, @@ -44,6 +45,7 @@ class AppsAdmin(admin.ModelAdmin): "user_can_create", "user_can_edit", "user_can_delete", + "user_can_see_secrets", "slug", ) list_filter = ("user_can_create",) @@ -200,6 +202,12 @@ class DashInstanceAdmin(BaseAppAdmin): list_display = BaseAppAdmin.list_display + ("image",) +@admin.register(MLFlowInstance) +class MLFlowAppInstanceAdmin(BaseAppAdmin): + # list any fields that you want be listed in the admin pannel. + list_display = BaseAppAdmin.list_display + + @admin.register(CustomAppInstance) class CustomAppInstanceAdmin(BaseAppAdmin): list_display = BaseAppAdmin.list_display + ( diff --git a/apps/app_registry.py b/apps/app_registry.py index cc6ef903..2d175ed8 100644 --- a/apps/app_registry.py +++ b/apps/app_registry.py @@ -12,12 +12,14 @@ VolumeForm, VSCodeForm, ) +from apps.forms.mlflow import MLFlowAppForm from apps.models import ( CustomAppInstance, DashInstance, FilemanagerInstance, GradioInstance, JupyterInstance, + MLFlowInstance, NetpolicyInstance, RStudioInstance, ShinyInstance, @@ -43,3 +45,4 @@ APP_REGISTRY.register("filemanager", ModelFormTuple(FilemanagerInstance, FilemanagerForm)) APP_REGISTRY.register("gradio", ModelFormTuple(GradioInstance, GradioForm)) APP_REGISTRY.register("streamlit", ModelFormTuple(StreamlitInstance, StreamlitForm)) +APP_REGISTRY.register("mlflow", ModelFormTuple(MLFlowInstance, MLFlowAppForm)) diff --git a/apps/forms/mlflow.py b/apps/forms/mlflow.py new file mode 100644 index 00000000..fdcfbbf9 --- /dev/null +++ b/apps/forms/mlflow.py @@ -0,0 +1,24 @@ +from crispy_forms.layout import Div, Field, Layout + +from apps.forms.base import BaseForm +from apps.models import MLFlowInstance + +__all__ = [ + "MLFlowAppForm", +] + + +class MLFlowAppForm(BaseForm): + def _setup_form_helper(self): + super()._setup_form_helper() + body = Div( + Field("name", placeholder="Name your app"), + Field("subdomain", placeholder="Enter a subdomain or leave blank for a random one"), + css_class="card-body", + ) + + self.helper.layout = Layout(body, self.footer) + + class Meta: + model = MLFlowInstance + fields = ["name"] diff --git a/apps/helpers.py b/apps/helpers.py index 2b742be6..5ad08d3a 100644 --- a/apps/helpers.py +++ b/apps/helpers.py @@ -371,6 +371,8 @@ def save_instance_and_related_data(instance, form): form.save_m2m() instance.set_k8s_values() instance.url = get_URI(instance) + # For MLFLOW, we need to set the k8s_values again to update the URL + instance.set_k8s_values() instance.save(update_fields=["k8s_values", "url"]) diff --git a/apps/migrations/0022_mlflowinstance_apps_user_can_see_secrets.py b/apps/migrations/0022_mlflowinstance_apps_user_can_see_secrets.py new file mode 100644 index 00000000..36b93960 --- /dev/null +++ b/apps/migrations/0022_mlflowinstance_apps_user_can_see_secrets.py @@ -0,0 +1,41 @@ +# Generated by Django 5.1.1 on 2025-02-21 10:44 + +import django.db.models.deletion +from django.db import migrations, models + + +class Migration(migrations.Migration): + dependencies = [ + ("apps", "0021_dashinstance_default_url_subpath"), + ] + + operations = [ + migrations.CreateModel( + name="MLFlowInstance", + fields=[ + ( + "baseappinstance_ptr", + models.OneToOneField( + auto_created=True, + on_delete=django.db.models.deletion.CASCADE, + parent_link=True, + primary_key=True, + serialize=False, + to="apps.baseappinstance", + ), + ), + ("access", models.CharField(choices=[("project", "Project")], default="project", max_length=20)), + ], + options={ + "verbose_name": "MLFlow App Instance", + "verbose_name_plural": "MLFlow App Instances", + "permissions": [("can_access_app", "Can access app service")], + }, + bases=("apps.baseappinstance",), + ), + migrations.AddField( + model_name="apps", + name="user_can_see_secrets", + field=models.BooleanField(default=False), + ), + ] diff --git a/apps/models/app_types/__init__.py b/apps/models/app_types/__init__.py index 58b74c92..a2e3a696 100644 --- a/apps/models/app_types/__init__.py +++ b/apps/models/app_types/__init__.py @@ -4,6 +4,7 @@ from .dash import DashInstance, DashInstanceManager from .filemanager import FilemanagerInstance, FilemanagerInstanceManager from .jupyter import JupyterInstance, JupyterInstanceManager +from .mlflow import MlflowAppManager, MLFlowInstance from .netpolicy import NetpolicyInstance, NetpolicyInstanceManager from .rstudio import RStudioInstance, RStudioInstanceManager from .shiny import ShinyInstance, ShinyInstanceManager diff --git a/apps/models/app_types/mlflow.py b/apps/models/app_types/mlflow.py new file mode 100644 index 00000000..dc424d63 --- /dev/null +++ b/apps/models/app_types/mlflow.py @@ -0,0 +1,62 @@ +from django.db import models +from django.utils.crypto import get_random_string + +from apps.models import AppInstanceManager, BaseAppInstance + + +class MlflowAppManager(AppInstanceManager): + model_type = "mlflow" + + +class MLFlowInstance(BaseAppInstance): + objects = MlflowAppManager() + ACCESS_TYPES = (("project", "Project"),) + access = models.CharField(max_length=20, default="project", choices=ACCESS_TYPES) + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + def get_k8s_values(self): + k8s_values = super().get_k8s_values() + k8s_values["commonLabels"] = { + "release": self.subdomain.subdomain, + "app": "mlflow", + "project": self.project.slug, + } + k8s_values["tracking"] = { + "auth": {"enabled": True, "username": get_random_string(10), "password": get_random_string(20)}, + "ingress": { + "enabled": True, + "ingressClassName": "nginx", + "hostname": self.url.split("://")[1] if self.url is not None else self.url, + }, + "podLabels": { + "type": "app", + }, + "resources": { + "requests": {"cpu": "1", "memory": "512Mi", "ephemeral-storage": "512Mi"}, + "limits": {"cpu": "2", "memory": "1Gi", "ephemeral-storage": "1Gi"}, + }, + "pdb": {"create": False}, + } + k8s_values["run"] = { + "resources": { + "requests": {"cpu": "1", "memory": "512Mi", "ephemeral-storage": "512Mi"}, + "limits": {"cpu": "2", "memory": "1Gi", "ephemeral-storage": "1Gi"}, + } + } + k8s_values["minio"] = {"pdb": {"create": False}} + k8s_values["postgresql"] = { + "primary": { + "pdb": {"create": False}, + }, + "readReplicas": { + "pdb": {"create": False}, + }, + } + return k8s_values + + class Meta: + verbose_name = "MLFlow App Instance" + verbose_name_plural = "MLFlow App Instances" + permissions = [("can_access_app", "Can access app service")] diff --git a/apps/models/base/app_template.py b/apps/models/base/app_template.py index 345d5853..28b9c95e 100644 --- a/apps/models/base/app_template.py +++ b/apps/models/base/app_template.py @@ -7,6 +7,7 @@ class Apps(models.Model): user_can_create = models.BooleanField(default=True) user_can_edit = models.BooleanField(default=True) user_can_delete = models.BooleanField(default=True) + user_can_see_secrets = models.BooleanField(default=False) access = models.CharField(max_length=20, blank=True, null=True, default="public") category = models.ForeignKey( "AppCategories", diff --git a/apps/signals.py b/apps/signals.py index 14438d74..a2efb57f 100644 --- a/apps/signals.py +++ b/apps/signals.py @@ -1,9 +1,9 @@ -from django.db.models.signals import post_delete, post_save, pre_delete +from django.db.models.signals import post_delete, post_save, pre_delete, pre_save from django.dispatch import receiver from guardian.shortcuts import assign_perm, remove_perm from apps.app_registry import APP_REGISTRY -from apps.models import AppStatus, BaseAppInstance +from apps.models import AppStatus, BaseAppInstance, MLFlowInstance from studio.utils import get_logger from .tasks import helm_delete @@ -37,6 +37,12 @@ def post_delete_subdomain_remove(sender, instance, using, **kwargs): baseapp_instance.save() +@receiver(post_save, sender=MLFlowInstance) +def set_mlflow_user_can_see_secrets(sender, instance, **kwargs): + instance.app.user_can_see_secrets = True + instance.app.save() + + def update_permission(sender, instance, created, **kwargs): owner = instance.owner diff --git a/apps/urls.py b/apps/urls.py index 4b0448f9..1aaaee12 100644 --- a/apps/urls.py +++ b/apps/urls.py @@ -11,4 +11,5 @@ path("create/", views.CreateApp.as_view(), name="create"), path("settings//", views.CreateApp.as_view(), name="appsettings"), path("delete//", views.delete, name="delete"), + path("secrets//", views.SecretsView.as_view(), name="secrets"), ] diff --git a/apps/views.py b/apps/views.py index 2c032492..e08c52bc 100644 --- a/apps/views.py +++ b/apps/views.py @@ -1,3 +1,5 @@ +import base64 +import subprocess from datetime import datetime import requests @@ -295,3 +297,45 @@ def get_form(self, request, project, app_slug, app_id): # Maybe this makes typing hard. else: return None + + +@method_decorator( + permission_required_or_403("can_view_project", (Project, "slug", "project")), + name="dispatch", +) +class SecretsView(View): + """This view is used to display the secrets only of an MLFlow instance for now""" + + template = "apps/secrets_view.html" + + def get(self, request, project, app_slug, app_id): + instance = APP_REGISTRY.get_orm_model(app_slug).objects.get(pk=app_id) + + username, password = None, None + if instance.app_status.status == "Running": + subdomain = instance.subdomain + username = subprocess.run( + ( + "kubectl get secret " + f"--namespace default {subdomain.subdomain}-mlflow-tracking " + '-o jsonpath="{.data.admin-user}"' + ).split(), + check=True, + text=True, + capture_output=True, + ).stdout + username = base64.b64decode(username).decode() + password = subprocess.run( + ( + "kubectl get secret " + f"--namespace default {subdomain.subdomain}-mlflow-tracking " + '-o jsonpath="{.data.admin-password}"' + ).split(), + check=True, + text=True, + capture_output=True, + ).stdout + password = base64.b64decode(password).decode() + + context = {"mlflow_username": username, "mlflow_password": password, "mlflow_url": instance.url} + return render(request, self.template, context) diff --git a/fixtures/apps_fixtures.json b/fixtures/apps_fixtures.json index 89d753f4..8ed5a244 100644 --- a/fixtures/apps_fixtures.json +++ b/fixtures/apps_fixtures.json @@ -39,118 +39,20 @@ { "fields": { "category": "develop", - "chart": "apps/mlflow/chart", - "created_on": "2021-02-19T21:34:37.815Z", + "chart": "oci://registry-1.docker.io/bitnamicharts/mlflow", + "created_on": "2025-02-12T21:34:37.815Z", "description": "", "name": "MLFlow", - "settings": { - "S3": "one", - "apps": { - "Persistent Volume": "one" - }, - "credentials": { - "password": { - "default": "password", - "title": "Password", - "type": "string" - }, - "username": { - "default": "admin", - "title": "Username", - "type": "string" - } - }, - "default_values": { - "port": "5000", - "targetport": "5000" - }, - "flavor": "one", - "permissions": { - "private": { - "option": "true", - "value": "false" - }, - "project": { - "option": "true", - "value": "true" - }, - "public": { - "option": "false", - "value": "false" - }, - "link": { - "option": "false", - "value": "false" - } - } - }, "slug": "mlflow", - "table_field": { - "url": "https://{{ release }}.{{ global.domain }}" - }, - "updated_on": "2021-03-10T19:45:03.927Z" - }, - "model": "apps.apps", - "pk": 10 - }, - { - "fields": { - "category": "serve", - "chart": "apps/mlflow-serve/chart", - "created_on": "2021-02-19T21:34:37.815Z", - "name": "MLFlow Serve", + "logo": "mlflow-logo.png", "priority": "400", - "settings": { - "default_values": { - "is_tar": "False", - "port": "5000", - "targetport": "8501" - }, - "env_variables": { - "{{ app_name }}_URL": "https://{{ release }}.{{ global.domain }}/invocation" - }, - "environment": { - "name": "from", - "quantity": "one", - "title": "Environment", - "type": "match" - }, - "flavor": "one", - "logs": [ - "serve" - ], - "model": { - "object_type": "mlflow", - "quantity": "one" - }, - "permissions": { - "private": { - "option": "true", - "value": "false" - }, - "project": { - "option": "true", - "value": "true" - }, - "public": { - "option": "true", - "value": "false" - }, - "link": { - "option": "false", - "value": "false" - } - }, - "publishable": "true" - }, - "slug": "mlflow-serve", "table_field": { "url": "https://{{ release }}.{{ global.domain }}" }, - "updated_on": "2021-03-10T19:45:03.927Z" + "updated_on": "2024-05-16T12:14:03.815Z" }, "model": "apps.apps", - "pk": 11 + "pk": 10 }, { "fields": { diff --git a/fixtures/projects_templates.json b/fixtures/projects_templates.json index 0a80b26e..78bf2d09 100644 --- a/fixtures/projects_templates.json +++ b/fixtures/projects_templates.json @@ -7,6 +7,7 @@ "available_apps": [ 8, 9, + 10, 19, 21, 22, diff --git a/poetry.lock b/poetry.lock index 0e08cfff..19cfef2a 100644 --- a/poetry.lock +++ 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file mode 100644 index 00000000..a2eefaa7 Binary files /dev/null and b/static/images/logos/apps/mlflow-logo.png differ diff --git a/templates/apps/secrets_view.html b/templates/apps/secrets_view.html new file mode 100644 index 00000000..d2d1dbbf --- /dev/null +++ b/templates/apps/secrets_view.html @@ -0,0 +1,81 @@ +{% extends 'base.html' %} +{% block title %}MLflow Credentials{% endblock %} +{% load static %} + +{% block content %} + {% if not mlflow_username %} +
+
+
+
+

MLflow is not provisioned yet

+

MLflow is not provisioned yet for this project. Please wait a few minutes and refresh the + page.

+
+
+
+
+ + {% else %} +
+
+
+
+

Your MLflow Credentials

+

Use the credentials below to access MLflow.

+ +
+ +
+ + +
+
+ +
+ +
+ + +
+
+ + + +
+

How to Use These Credentials

+
    +
  1. Navigate to the MLflow Tracking Server or click the + Open MLflow button above. +
  2. +
  3. When prompted, enter the provided Username and Password.
  4. +
  5. To use these credentials in your Python code, set the following environment variables: +
    export MLFLOW_TRACKING_USERNAME={{ mlflow_username }}
    +export MLFLOW_TRACKING_PASSWORD={{ mlflow_password }}
    +
  6. +
  7. Alternatively, you can configure MLflow directly in your script: +
    import mlflow
    +mlflow.set_tracking_uri("{{ mlflow_url }}")
    +mlflow.set_registry_uri("{{ mlflow_url }}")
    +
  8. +
  9. For detailed information and advanced usage, refer to the MLflow Documentation. +
  10. +
+
+
+
+
+ + + {% endif %} +{% endblock %} diff --git a/templates/projects/partials/app_instances_table.html b/templates/projects/partials/app_instances_table.html index b523b5f5..c49fa489 100644 --- a/templates/projects/partials/app_instances_table.html +++ b/templates/projects/partials/app_instances_table.html @@ -22,6 +22,7 @@ {{ instance.app.name }} {% if instance.url %} + {# 2025-02-20 I believe this fist if statement could be removed #} {% if "Serv" in instance.app.name or instance.app.name == "Python Model Deployment" %} {{ instance.name }} @@ -30,6 +31,10 @@ + {% elif instance.app.name == "MLFlow" %} + + {{ instance.name }} + {% else %} {{ instance.name }} @@ -48,16 +53,18 @@ {{ instance.app_status.status }} + {% if instance.app.name != "MLFlow" %} {% if instance.access %} - {% if instance.access == 'public' %} + {% if instance.access == 'public' %} - {{ instance.access }} - - {% else %} + {{ instance.access }} + + {% else %} - {{ instance.access }} - - {% endif %} + {{ instance.access }} + + {% endif %} + {% endif %} {% endif %} @@ -93,7 +100,13 @@ Settings {% endif %} - + {% if instance.app.user_can_see_secrets %} + + + Secrets + + {% endif %} {% if instance.app.user_can_delete %}