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https://github.com/leaders-of-digital-9-task/backend.git
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122 lines
4.1 KiB
Python
122 lines
4.1 KiB
Python
import glob
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import os
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import shutil
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import zipfile
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from pathlib import Path
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import magic
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import numpy as np
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import pydicom
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from dicom import tasks
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from dicom.models import Coordinate, Dicom, Project
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from django.core.files import File
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from django.core.files.uploadedfile import InMemoryUploadedFile, TemporaryUploadedFile
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from skimage import measure
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from stl import mesh
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from utils.generators import generate_charset
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def process_files(
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files: list[TemporaryUploadedFile | InMemoryUploadedFile], user, slug=None
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):
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if slug:
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project = Project.objects.get(slug=slug)
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else:
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project = Project.objects.create(user=user)
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for file in files:
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content_type = magic.from_file(file.temporary_file_path())
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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:
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dit_path = f"/tmp/{generate_charset(10)}"
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os.mkdir(dit_path)
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with zipfile.ZipFile(file.temporary_file_path(), "r") as zip_ref:
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zip_ref.extractall(dit_path)
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files = glob.glob(dit_path + "/**/*", recursive=True)
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for file_in_d in files:
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if not os.path.isdir(file_in_d):
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content_type = magic.from_file(file_in_d)
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if content_type == "DICOM medical imaging data":
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path = Path(file_in_d)
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with path.open(mode="rb") as f:
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Dicom.objects.create(
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file=File(f, name=file_in_d.split("/")[-1]),
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project=project,
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user=user,
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)
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shutil.rmtree(dit_path)
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tasks.process_project.apply_async(kwargs={"pk": project.pk}, countdown=3)
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return project
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def create_coordinate(coordinates, obj):
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for coordinate in coordinates:
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Coordinate.objects.create(
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x=coordinate["x"],
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y=coordinate["y"],
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shape=obj,
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)
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def get_bbox(project_id, points, image_range):
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project: Project = Project.objects.get(slug=project_id)
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# print(Dicom.objects.all())
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files = project.files.all()
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bbox_data = []
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for file_number in range(image_range[0], image_range[1] + 1):
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print(points[0]["x"])
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bbox_data.append(
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pydicom.dcmread(files[file_number].file.path)
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.pixel_array[
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int(points[0]["x"]) : int(points[1]["x"]), # noqa
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int(points[0]["y"]) : int(points[1]["y"]), # noqa
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]
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.tolist()
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)
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print(pydicom.dcmread(files[file_number].file.path).pixel_array)
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print(bbox_data)
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# print(project.files.all(), "files", project)
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return []
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def generate_3d_point_cloud(project_slug: str):
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project = Project.objects.get(slug=project_slug)
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point_clouds = []
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for file_index, file in enumerate(project.files.all()[::10]):
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print(file_index)
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pixel_array = pydicom.dcmread(file.file.path).pixel_array
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for iindex, i in enumerate(pixel_array[::10]):
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for jindex, j in enumerate(i[::10]):
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if j <= 240:
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pass
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# point_clouds.append({'x': jindex, 'y': iindex, 'z': fileindex, 'value': 0})
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else:
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point_clouds.append([jindex, iindex, file_index, j])
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return point_clouds
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def generate_3d_model(project: Project, thr=800):
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image = []
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for file in project.files.all():
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image.append(pydicom.dcmread(file.file.path).pixel_array)
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p = np.array(image).transpose(2, 1, 0)
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verts, faces, normals, values = measure.marching_cubes(p, thr, step_size=1)
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solid = mesh.Mesh(np.zeros(faces.shape[0], dtype=mesh.Mesh.dtype))
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for i, f in enumerate(faces):
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for j in range(3):
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solid.vectors[i][j] = verts[f[j], :]
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pth = f"/tmp/{generate_charset(4)}.stl"
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solid.save(pth)
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path = Path(pth)
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with path.open(mode="rb") as f:
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project.stl = File(f, name=pth.split("/")[-1])
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project.save()
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os.remove(pth)
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