Plankton_Detector/PlanktonDetector/DetectionApp/views.py
2023-12-23 17:01:39 +01:00

83 lines
2.8 KiB
Python

from typing import Any
from django.db.models.query import QuerySet
from django.shortcuts import render, redirect
from django.views import View
from .forms import DetectForm
from django.views.generic import ListView, DetailView
from django.contrib.auth.decorators import login_required
from django.utils.decorators import method_decorator
from .models import UploadImage, PredictedImage
from .utils import predict_image
from django.contrib.auth.mixins import LoginRequiredMixin
import json
class DetectView(View):
form_class = DetectForm
template_name = "upload.html"
def get(self, request, *args, **kwargs):
form = self.form_class()
return render(request, "upload.html", {"form": form})
@method_decorator(login_required)
def post(self, request, *args, **kwargs):
form = self.form_class(request.POST, request.FILES)
files = request.FILES.getlist("image")
predictions = []
if form.is_valid():
for f in files:
image = UploadImage(
image=f,
)
image.owner = request.user
image.save()
prediciton_results = predict_image(image)
image.predicted_image_url = (
f"{image.image.name}_predicted/{image.image.name.split('/')[-1]}"
)
image.save()
try:
results_metrics = prediciton_results
except IndexError as e:
predicted_image = PredictedImage.objects.create(
original_image=image,
image=image.predicted_image_url,
prediction_data={"data": "no results"},
)
else:
predicted_image = PredictedImage.objects.create(
original_image=image,
image=image.predicted_image_url,
prediction_data=results_metrics,
)
predictions.append(predicted_image)
return render(
request,
"results.html",
{
"img_saved": True,
"img_url": predictions,
},
)
else:
return render(request, "upload.html", {"form": form})
class ListHistory(LoginRequiredMixin, ListView):
model = PredictedImage
queryset = PredictedImage.objects.all()
template_name = "history.html"
paginate_by = 3
def get_queryset(self) -> QuerySet[Any]:
queryset = PredictedImage.objects.filter(
original_image__owner=self.request.user
).order_by("-date_predicted")
return queryset
class DetectionDetails(LoginRequiredMixin, DetailView):
model = PredictedImage
template_name = "detection_detail.html"