backend/image_markuper/dicom/services.py

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from functools import lru_cache
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import glob
import os
import shutil
import zipfile
from pathlib import Path
import magic
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from dicom.models import Coordinate, Dicom, Project
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from django.core.files import File
from django.core.files.uploadedfile import InMemoryUploadedFile, TemporaryUploadedFile
from utils.generators import generate_charset
from typing import List, Union
from django.conf import settings
import pydicom
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def process_files(
files: List[Union[TemporaryUploadedFile, InMemoryUploadedFile]], user, slug=None
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):
if slug:
project = Project.objects.get(slug=slug)
else:
project = Project.objects.create(user=user)
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for file in files:
content_type = magic.from_file(file.temporary_file_path())
if content_type == "DICOM medical imaging data":
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Dicom.objects.create(file=file, project=project, user=user)
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elif "Zip" in content_type:
dit_path = f"tmp/{generate_charset(10)}"
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os.mkdir(dit_path)
with zipfile.ZipFile(file.temporary_file_path(), "r") as zip_ref:
zip_ref.extractall(dit_path)
files = glob.glob(dit_path + "/**/*", recursive=True)
for file_in_d in files:
if not os.path.isdir(file_in_d):
content_type = magic.from_file(file_in_d)
if content_type == "DICOM medical imaging data":
path = Path(file_in_d)
with path.open(mode="rb") as f:
Dicom.objects.create(
file=File(f, name=file_in_d.split("/")[-1]),
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project=project,
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user=user,
)
shutil.rmtree(dit_path)
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return project
def create_coordinate(coordinates, obj):
for coordinate in coordinates:
Coordinate.objects.create(
x=coordinate["x"],
y=coordinate["y"],
shape=obj,
)
def get_bbox(project_id, points, image_range):
project: Project = Project.objects.get(slug=project_id)
#print(Dicom.objects.all())
files = project.files.all()
bbox_data = []
for file_number in range(image_range[0], image_range[1]+1):
print(points[0]['x'])
bbox_data.append(
pydicom.dcmread(
files[file_number].file.path).pixel_array[int(points[0]['x']):int(points[1]['x']), int(points[0]['y']):int(points[1]['y'])].tolist())
print(pydicom.dcmread(files[file_number].file.path).pixel_array)
print(bbox_data)
#print(project.files.all(), "files", project)
return []
@lru_cache(512)
def generate_3d_point_cloud(project_slug: str):
project = Project.objects.get(slug=project_slug)
point_clouds = []
for fileindex, file in enumerate(project.files.all()[::3]):
print(fileindex)
pixel_array = pydicom.dcmread(
file.file.path
).pixel_array
for iindex, i in enumerate(pixel_array[::3]):
for jindex, j in enumerate(i[::3]):
if j <= 240:
pass
#point_clouds.append({'x': jindex, 'y': iindex, 'z': fileindex, 'value': 0})
else:
point_clouds.append([jindex, iindex, fileindex, j])
return point_clouds