Merge pull request #1273 from NASA-IMPACT/1272-django-admin-for-inference

add admin for inference models

Author: dhanur-sharma

inference/admin.py

@@ -0,0 +1,123 @@
+# inference/admin.py
+from django.contrib import admin
+
+from inference.models.inference import ExternalJob, InferenceJob, ModelVersion
+from inference.models.inference_choice_fields import (
+    ExternalJobStatus,
+    InferenceJobStatus,
+)
+
+
+class ExternalJobInline(admin.TabularInline):
+    model = ExternalJob
+    extra = 0
+    readonly_fields = ["status", "external_job_id", "created_at", "updated_at", "completed_at", "error_message"]
+    can_delete = False
+    fields = ["external_job_id", "status", "created_at", "updated_at", "completed_at", "error_message"]
+    show_change_link = True
+
+
+@admin.register(ModelVersion)
+class ModelVersionAdmin(admin.ModelAdmin):
+    list_display = ["api_identifier", "get_classification_type_display", "is_active", "description"]
+    list_filter = ["classification_type", "is_active"]
+    search_fields = ["api_identifier", "description"]
+    actions = ["set_as_active"]
+
+    def set_as_active(self, request, queryset):
+        for model_version in queryset:
+            model_version.set_as_active()
+        self.message_user(request, "Selected model versions set as active.")
+
+    set_as_active.short_description = "Set selected model versions as active"
+
+
+@admin.register(InferenceJob)
+class InferenceJobAdmin(admin.ModelAdmin):
+    list_display = ["id", "collection", "model_version", "status_display", "created_at", "updated_at", "completed_at"]
+    list_filter = ["status", "model_version__classification_type"]
+    search_fields = ["collection__name", "model_version__api_identifier", "error_message"]
+    readonly_fields = ["created_at", "updated_at", "completed_at", "status_display"]
+    raw_id_fields = ["collection"]
+    fields = [
+        "collection",
+        "model_version",
+        "status",
+        "status_display",
+        "error_message",
+        "created_at",
+        "updated_at",
+        "completed_at",
+    ]
+    inlines = [ExternalJobInline]
+    actions = ["initiate_job", "refresh_status", "unload_model"]
+
+    def status_display(self, obj):
+        return obj.get_status_display()
+
+    status_display.short_description = "Status"
+
+    def initiate_job(self, request, queryset):
+        for job in queryset.filter(status=InferenceJobStatus.QUEUED):
+            job.initiate()
+        self.message_user(request, "Selected jobs have been initiated.")
+
+    initiate_job.short_description = "Initiate selected queued jobs"
+
+    def refresh_status(self, request, queryset):
+        for job in queryset.filter(status=InferenceJobStatus.PENDING):
+            job.refresh_external_jobs_status_and_store_results()
+            job.reevaluate_progress_and_update_status()
+        self.message_user(request, "Status of selected pending jobs has been refreshed.")
+
+    refresh_status.short_description = "Refresh status of selected pending jobs"
+
+    def unload_model(self, request, queryset):
+        for job in queryset:
+            job.unload_model()
+        self.message_user(request, "Models for selected jobs have been unloaded.")
+
+    unload_model.short_description = "Unload models for selected jobs"
+
+
+@admin.register(ExternalJob)
+class ExternalJobAdmin(admin.ModelAdmin):
+    list_display = [
+        "id",
+        "inference_job",
+        "external_job_id",
+        "status_display",
+        "created_at",
+        "updated_at",
+        "completed_at",
+    ]
+    list_filter = ["status", "inference_job__model_version__classification_type"]
+    search_fields = ["external_job_id", "inference_job__collection__name", "error_message"]
+    readonly_fields = ["created_at", "updated_at", "completed_at", "status_display"]
+    fields = [
+        "inference_job",
+        "external_job_id",
+        "status",
+        "status_display",
+        "url_ids",
+        "results",
+        "error_message",
+        "created_at",
+        "updated_at",
+        "completed_at",
+    ]
+    actions = ["refresh_status"]
+
+    def status_display(self, obj):
+        return obj.get_status_display()
+
+    status_display.short_description = "Status"
+
+    def refresh_status(self, request, queryset):
+        ongoing_statuses = [ExternalJobStatus.QUEUED, ExternalJobStatus.PENDING]
+        for job in queryset.filter(status__in=ongoing_statuses):
+            job.refresh_status_and_store_results()
+            job.inference_job.reevaluate_progress_and_update_status()
+        self.message_user(request, "Status of selected jobs has been refreshed.")
+
+    refresh_status.short_description = "Refresh status of selected jobs"