Browse Source

Fixing Data Annotation Issues

When uploading datasets, the code uses a `bulk_create` to upload
Examples and Labels. It then filters the data from the database
based on when it was created. However, [Django doesn't enforce
the list order when calling filter](https://stackoverflow.com/questions/7163640/what-is-the-default-order-of-a-list-returned-from-a-django-filter-call)
unless ordering is specified. The previous behavior mismatched labels
and examples. When this was shown in the UI, the data would show labels
for incorrect examples (i.e. a label for message #2 would be shown on
message #1). This fix enforces that the data is returned in the order
it was inserted so that the data, label pair is as expected.
pull/1432/head
zanussbaum 3 years ago
parent
commit
9bf6c52347
2 changed files with 16 additions and 7 deletions
  1. 16
      backend/api/models.py
  2. 7
      backend/api/tasks.py

16
backend/api/models.py

@ -1,6 +1,8 @@
import string
from typing import Literal
from django import db
from auto_labeling_pipeline.models import RequestModelFactory
from django.contrib.auth.models import User
from django.core.exceptions import ValidationError
@ -92,7 +94,7 @@ class ImageClassificationProject(Project):
class Label(models.Model):
text = models.CharField(max_length=100)
text = models.CharField(max_length=100, db_index=True)
prefix_key = models.CharField(
max_length=10,
blank=True,
@ -118,7 +120,7 @@ class Label(models.Model):
)
background_color = models.CharField(max_length=7, default='#209cee')
text_color = models.CharField(max_length=7, default='#ffffff')
created_at = models.DateTimeField(auto_now_add=True)
created_at = models.DateTimeField(auto_now_add=True, db_index=True)
updated_at = models.DateTimeField(auto_now=True)
def __str__(self):
@ -143,6 +145,7 @@ class Label(models.Model):
unique_together = (
('project', 'text'),
)
ordering = ['created_at']
class Example(models.Model):
@ -160,13 +163,16 @@ class Example(models.Model):
blank=True
)
text = models.TextField(null=True, blank=True)
created_at = models.DateTimeField(auto_now_add=True)
created_at = models.DateTimeField(auto_now_add=True, db_index=True)
updated_at = models.DateTimeField(auto_now=True)
@property
def comment_count(self):
return Comment.objects.filter(example=self.id).count()
class Meta:
ordering = ['created_at']
class ExampleState(models.Model):
example = models.ForeignKey(
@ -196,7 +202,7 @@ class Comment(models.Model):
on_delete=models.CASCADE,
null=True
)
created_at = models.DateTimeField(auto_now_add=True)
created_at = models.DateTimeField(auto_now_add=True, db_index=True)
updated_at = models.DateTimeField(auto_now=True)
@property
@ -204,7 +210,7 @@ class Comment(models.Model):
return self.user.username
class Meta:
ordering = ('-created_at', )
ordering = ['created_at']
class Tag(models.Model):

7
backend/api/tasks.py

@ -1,7 +1,8 @@
import datetime
import itertools
from celery import shared_task
from celery import shared_task
from celery.utils.log import get_task_logger
from django.conf import settings
from django.contrib.auth import get_user_model
from django.shortcuts import get_object_or_404
@ -14,7 +15,7 @@ from .views.upload.factory import (get_data_class, get_dataset_class,
get_label_class)
from .views.upload.utils import append_field
logger = get_task_logger(__name__)
class Buffer:
def __init__(self, buffer_size=settings.IMPORT_BATCH_SIZE):
@ -82,6 +83,7 @@ class DataFactory:
def create(self, examples, user, project):
self.create_label(examples, project)
ids = self.create_data(examples, project)
logger.debug(f'IDS {[ids[i].text for i in range(15)]}')
self.create_annotation(examples, ids, user, project)
@ -120,6 +122,7 @@ def injest_data(user_id, project_id, filenames, format: str, **kwargs):
factory.create(buffer.data, user, project)
buffer.clear()
if not buffer.is_empty():
logger.debug(f'BUFFER LEN {len(buffer)}')
factory.create(buffer.data, user, project)
buffer.clear()

Loading…
Cancel
Save