You've already forked JapariArchive
36 lines
1.4 KiB
Python
36 lines
1.4 KiB
Python
from io import BytesIO
|
|
from PIL import Image, UnidentifiedImageError
|
|
import imagehash
|
|
from Classifier.havoxClassifier import VoxClassifier
|
|
from Classifier.wdClassifier import WDClassifier
|
|
from Database.x_classes import ErrorID, HavoxLabel, PostRating
|
|
from helpers import twos_complement
|
|
|
|
async def classify_all(photo_bytes, wd_classifier: WDClassifier, vox_classifier : VoxClassifier):
|
|
vox_label = await vox_classifier.classify_async(photo_bytes)
|
|
is_filtered = vox_label == HavoxLabel.Rejected
|
|
|
|
tags = []
|
|
filtered_tags = {}
|
|
phash = None
|
|
dhash = None
|
|
error_id = ErrorID.SUCCESS
|
|
if not is_filtered:
|
|
rating, tags, filtered_tags = await wd_classifier.classify_async(photo_bytes, tag_threshold=0.6)
|
|
tags = list(tags.keys())
|
|
|
|
try:
|
|
with BytesIO(photo_bytes) as image_file:
|
|
with Image.open(image_file) as imag:
|
|
phash = twos_complement(str(imagehash.phash(imag)), 64)
|
|
dhash = twos_complement(str(imagehash.dhash(imag)), 64)
|
|
except UnidentifiedImageError:
|
|
error_id = ErrorID.HASHING_Unidentified
|
|
except FileNotFoundError:
|
|
error_id = ErrorID.HASHING_FileNotFound
|
|
except Exception as ex:
|
|
error_id = ErrorID.HASHING_OTHER
|
|
else:
|
|
rating = PostRating.Filtered
|
|
|
|
return vox_label, rating, tags, filtered_tags, phash, dhash, error_id |