import abc from django.conf import settings from django.contrib.auth.models import User from django.core.exceptions import ValidationError from django.db import models from django.db.models import Manager from polymorphic.models import PolymorphicModel from roles.models import Role DOCUMENT_CLASSIFICATION = "DocumentClassification" SEQUENCE_LABELING = "SequenceLabeling" SEQ2SEQ = "Seq2seq" SPEECH2TEXT = "Speech2text" IMAGE_CLASSIFICATION = "ImageClassification" INTENT_DETECTION_AND_SLOT_FILLING = "IntentDetectionAndSlotFilling" PROJECT_CHOICES = ( (DOCUMENT_CLASSIFICATION, "document classification"), (SEQUENCE_LABELING, "sequence labeling"), (SEQ2SEQ, "sequence to sequence"), (INTENT_DETECTION_AND_SLOT_FILLING, "intent detection and slot filling"), (SPEECH2TEXT, "speech to text"), (IMAGE_CLASSIFICATION, "image classification"), ) class Project(PolymorphicModel): name = models.CharField(max_length=100) description = models.TextField(default="") guideline = models.TextField(default="", blank=True) created_at = models.DateTimeField(auto_now_add=True) updated_at = models.DateTimeField(auto_now=True) created_by = models.ForeignKey( User, on_delete=models.SET_NULL, null=True, ) project_type = models.CharField(max_length=30, choices=PROJECT_CHOICES) random_order = models.BooleanField(default=False) collaborative_annotation = models.BooleanField(default=False) single_class_classification = models.BooleanField(default=False) def add_admin(self): admin_role = Role.objects.get(name=settings.ROLE_PROJECT_ADMIN) Member.objects.create( project=self, user=self.created_by, role=admin_role, ) @property @abc.abstractmethod def is_text_project(self) -> bool: return False @property def can_define_label(self) -> bool: """Whether or not the project can define label(ignoring the type of label)""" return False @property def can_define_relation(self) -> bool: """Whether or not the project can define relation.""" return False @property def can_define_category(self) -> bool: """Whether or not the project can define category.""" return False @property def can_define_span(self) -> bool: """Whether or not the project can define span.""" return False def __str__(self): return self.name class TextClassificationProject(Project): @property def is_text_project(self) -> bool: return True @property def can_define_label(self) -> bool: return True @property def can_define_category(self) -> bool: return True class SequenceLabelingProject(Project): allow_overlapping = models.BooleanField(default=False) grapheme_mode = models.BooleanField(default=False) @property def is_text_project(self) -> bool: return True @property def can_define_label(self) -> bool: return True @property def can_define_span(self) -> bool: return True class Seq2seqProject(Project): @property def is_text_project(self) -> bool: return True class IntentDetectionAndSlotFillingProject(Project): @property def is_text_project(self) -> bool: return True @property def can_define_label(self) -> bool: return True @property def can_define_category(self) -> bool: return True @property def can_define_span(self) -> bool: return True class Speech2textProject(Project): @property def is_text_project(self) -> bool: return False class ImageClassificationProject(Project): @property def is_text_project(self) -> bool: return False @property def can_define_label(self) -> bool: return True @property def can_define_category(self) -> bool: return True class Tag(models.Model): text = models.TextField() project = models.ForeignKey(to=Project, on_delete=models.CASCADE, related_name="tags") def __str__(self): return self.text class MemberManager(Manager): def can_update(self, project: int, member_id: int, new_role: str) -> bool: """The project needs at least 1 admin. Args: project: The project id. member_id: The member id. new_role: The new role name. Returns: Whether the mapping can be updated or not. """ queryset = self.filter(project=project, role__name=settings.ROLE_PROJECT_ADMIN) if queryset.count() > 1: return True else: admin = queryset.first() # we can change the role except for the only admin. return admin.id != member_id or new_role == settings.ROLE_PROJECT_ADMIN def has_role(self, project_id: int, user: User, role_name: str): return self.filter(project=project_id, user=user, role__name=role_name).exists() class Member(models.Model): user = models.ForeignKey(to=User, on_delete=models.CASCADE, related_name="role_mappings") project = models.ForeignKey(to=Project, on_delete=models.CASCADE, related_name="role_mappings") role = models.ForeignKey(to=Role, on_delete=models.CASCADE) created_at = models.DateTimeField(auto_now_add=True) updated_at = models.DateTimeField(auto_now=True) objects = MemberManager() def clean(self): members = self.__class__.objects.exclude(id=self.id) if members.filter(user=self.user, project=self.project).exists(): message = "This user is already assigned to a role in this project." raise ValidationError(message) @property def username(self): return self.user.username class Meta: unique_together = ("user", "project")