def globalhome(request): username = request.user if is_lazy_user(request.user): request.session.guest = True pop = Artist.objects.filter(global_pop=True, alive=True) top_image = sorted(pop, key=lambda x: ((x.mean_fitness / 10)**2) * (math.log(max(1, x.seen)) + 1), reverse=True)[0] gen = max([a.generation for a in pop]) users = len(set([a.user for a in pop])) fits = [a.mean_fitness for a in pop.filter(seen__gte=0)] fitness = round(sum(fits) / len(fits), 2) variety = conrad_utils.genetic_diversity(pop) if top_image.image500 == '': im = GA.display(top_image.genome, size=(500, 500)) out = "{}_500.PNG".format(top_image) storage_utils.upload(im, 'media/' + out) top_image.image500 = out top_image.save() top_image = top_image.image500.url pop_data = [top_image, gen, fitness, variety, users] context = {'pop_data': pop_data, 'username': username} return render(request, 'conrad/globalhome.html', context)
def check_generated(i): if i.image == '': im = GA.display(i.genome) out = "{}.png".format(i) storage_utils.upload(im, 'media/' + out) i.image = out i.save()
def userhome(request): username = request.user if is_lazy_user(request.user): request.session.guest = True pop_list = list( set([ p.population for p in Artist.objects.filter(user=username, global_pop=False) ])) if pop_list: pops = [ Artist.objects.filter(user=username, population=p, global_pop=False) for p in pop_list ] top_images = [ p.filter(seen__gte=0).order_by('-fitness', '-created')[0] for p in pops ] gens = [max([a.generation for a in p]) for p in pops] la = [max([a.last_active for a in p]) for p in pops] fitnesses = [ round( sum([a.fitness for a in p.filter(seen__gte=0)]) / len([a.fitness for a in p.filter(seen__gte=0)]), 2) for p in pops ] varieties = [ conrad_utils.genetic_diversity(pops[i].filter(generation=gens[i])) for i in range(len(pops)) ] no_to_go = [(len(pops[i].filter(generation=gens[i], seen__lte=0))) for i in range(len(pops))] for i in top_images: if i.image == '': im = GA.display(i.genome) out = "{}.PNG".format(i) storage_utils.upload(im, 'media/' + out) i.image = out i.save() top_images = [i.image.url for i in top_images] user_pops = [[ pop_list[i], top_images[i], gens[i], fitnesses[i], varieties[i], no_to_go[i], la[i] ] for i in range(len(pop_list))] new_pop = max(pop_list) + 1 else: user_pops = [] new_pop = 0 context = { 'user_pops': user_pops, 'username': username, 'new_pop': new_pop } return render(request, 'conrad/userhome.html', context)
def generate_image(artist_id): i = Artist.objects.get(pk=artist_id) print("Generating {} in the background".format(i)) logger.info("Generating {} in the background".format(i)) if i.image == '': im = GA.display(i.genome) out = "{}.PNG".format(i) storage_utils.upload(im, 'media/'+out) i.image = out i.save()
def inspect(request, id): a = Artist.objects.get(pk=id) if a.mother.values().filter(generation=(a.generation - 1)): mother = Artist.objects.get(pk=a.mother.values().filter( generation=(a.generation - 1))[0]['id']) conrad_utils.check_generated(mother) else: mother = '' if a.father.values().filter(generation=(a.generation - 1)): father = Artist.objects.get(pk=a.father.values().filter( generation=(a.generation - 1))[0]['id']) conrad_utils.check_generated(mother) else: father = '' fchildren = [ Artist.objects.get(pk=c['id']) for c in a.father.values().filter(generation=(a.generation + 1)) ] mchildren = [ Artist.objects.get(pk=c['id']) for c in a.mother.values().filter(generation=(a.generation + 1)) ] if not a.image500: im = GA.display(a.genome, size=(500, 500)) out = "{}_500.PNG".format(a) storage_utils.upload(im, 'media/' + out) a.image500 = out a.save() for c in [fchildren, mchildren]: for i in c: conrad_utils.check_generated(i) children = mchildren + fchildren context = { 'artist': a, 'mother': mother, 'father': father, 'children': children } return render(request, 'conrad/inspect.html', context)
def newgen(request, population, gen, username): pop = Artist.objects.filter(user=username, population=population, global_pop=False, generation=gen) fitness = round(sum([a.fitness for a in pop]) / len(pop), 2) diversity = conrad_utils.genetic_diversity(pop) top_image = pop.order_by('-fitness', '-created')[0] if not top_image.image500: im = GA.display(top_image.genome, size=(500, 500)) out = "{}_500.PNG".format(top_image) storage_utils.upload(im, 'media/' + out) top_image.image500 = out top_image.save() return render( request, 'conrad/end_gen.html', { 'population': population, 'generation': gen, 'top_image': top_image, 'fitness': fitness, 'diversity': diversity })
def sandbox(request): genome1 = request.GET.get('image1') genome2 = request.GET.get('image2') if genome1: genome1 = genome1.upper() if re.search('[^ATCG]', genome1): error_message = "Genomes can only contain 'A's, 'T's, 'C's, and 'G's." return render(request, 'conrad/sandbox.html', { 'image1': '', 'function1': '', 'error_message': error_message }) if len(genome1) < 30 or len(genome1) > 90: error_message = "Genomes must be between 30 and 90 characters" return render(request, 'conrad/sandbox.html', { 'image1': '', 'function1': '', 'error_message': error_message }) else: image1 = 'media/' + genome1 + '.png' if not storage_utils.check_exists(genome1 + 'png'): im1 = GA.display(genome1) storage_utils.upload(im1, image1) image1 = storage_utils.get_url(image1) function1 = image.print_gene(genome1, 0, 1) if genome2: genome2 = genome2.upper() if re.search('[^ATCG]', genome2): error_message = "Genomes can only contain 'A's, 'T's, 'C's, and 'G's." return render(request, 'conrad/sandbox.html', {'error_message': error_message}) if len(genome1) < 30 or len(genome1) > 90: error_message = "Genomes must be between 30 and 90 characters" return render( request, 'conrad/sandbox.html', { 'image1': '', 'function1': '', 'error_message': error_message }) else: image2 = 'media/' + genome2 + '.png' if not storage_utils.check_exists(genome2 + 'png'): im2 = GA.display(genome2) storage_utils.upload(im2, image2) image2 = storage_utils.get_url(image2) function2 = image.print_gene(genome2, 0, 1) offspring = request.GET.get('offspring') if offspring == "True": random.seed(timezone.now()) genome3 = GA.crossover(genome1, genome2) image3 = 'media/' + genome3 + '.png' if not storage_utils.check_exists(genome3 + 'png'): im3 = GA.display(genome3) storage_utils.upload(im3, image3) image3 = storage_utils.get_url(image3) function3 = image.print_gene(genome3, 0, 1) return render( request, 'conrad/sandbox.html', { 'image1': image1, 'function1': function1, 'genome1': genome1, 'image2': image2, 'function2': function2, 'genome2': genome2, 'image3': image3, 'function3': function3, 'genome3': genome3 }) else: return render( request, 'conrad/sandbox.html', { 'image1': image1, 'function1': function1, 'genome1': genome1, 'image2': image2, 'function2': function2, 'genome2': genome2 }) else: return render(request, 'conrad/sandbox.html', { 'image1': image1, 'function1': function1, 'genome1': genome1 }) else: return render(request, 'conrad/sandbox.html', { 'image1': '', 'function1': '' })
def gallery(request, sort, time, group, index): try: a = Artist.objects.get(pk=request.POST['artist']) score = request.POST['score'] except (KeyError, Artist.DoesNotExist): pass else: a.gallery_fitness += int(score) a.seen += 1 a.voters.add(request.user) a.gallery_voters.add(request.user) a.save() n = timezone.now() if time == 'alltime': time_filtered = Artist.objects.all() else: time_dict = {'day': 1, 'week': 7, 'month': 30, 'year': 365} time_threshold = n - datetime.timedelta(time_dict[time]) time_filtered = Artist.objects.filter(created__gte=time_threshold) if group == 'local': filtered = time_filtered.filter(global_pop=False) elif group == 'global': filtered = time_filtered.filter(global_pop=True) elif group == 'all': filtered = time_filtered else: filtered = time_filtered.filter(user=group) filtered = filtered.filter(seen__gte=1) if sort == 'top': top_images = filtered.order_by('-gallery_fitness') elif sort == 'average': top_images = sorted(filtered, key=lambda x: x.mean_fitness, reverse=True) elif sort == 'best': top_images = sorted(filtered, key=lambda x: ((x.mean_fitness / 10)**2) * (math.log(max(1, x.seen)) + 1), reverse=True) elif sort == 'recent': top_images = sorted(filtered.filter(fitness__gte=9), key=lambda x: x.created, reverse=True) top_images = top_images[index:index + 10] if index < 10: pindex = 0 else: pindex = index - 10 lindex = (len(filtered) // 10) * 10 nindex = index + 10 for i in top_images: if i.image == '': im = GA.display(i.genome) out = "{}.PNG".format(i) storage_utils.upload(im, 'media/' + out) i.image = out i.save() voted = [ i + 1 for i in range(len(top_images)) if top_images[i].voters.values().filter( username=request.user.username).count() ] context = { 'top_images': top_images, 'sort': sort, 'time': time, 'group': group, 'index': index, 'nindex': nindex, 'pindex': pindex, 'lindex': lindex, 'voted': voted } return render(request, 'conrad/gallery.html', context)
def global_game(request, population): username = str(request.user) if is_lazy_user(request.user): request.session.guest = True request.session.save() request.session.modified = True if not Artist.objects.filter(user=username): if 'howto' not in request.session: request.session['howto'] = True return HttpResponseRedirect( reverse('conrad:how_to') + '?next={}'.format(reverse('conrad:global_game', args=[0]))) try: artists = request.POST.getlist('artist[]') scores = [] for i in range(1, 6): scores.append(request.POST.get('score[{}]'.format(i))) print(scores) except (KeyError, Artist.DoesNotExist): pass else: for i in range(len(artists)): a = Artist.objects.get(pk=artists[i]) a.fitness += int(scores[i]) a.gallery_fitness += int(scores[i]) a.seen += 1 a.last_active = timezone.now() a.voters.add(request.user) a.save() livepop = Artist.objects.filter(alive=True, population=population, global_pop=True) conrad_utils.global_mate(a, livepop, username) while len( Artist.objects.filter( alive=True, population=population, global_pop=True)) > 200: candidate = conrad_utils.cull( Artist.objects.filter(alive=True, population=population, global_pop=True)) victim = Artist.objects.get(pk=candidate.id) victim.alive = False victim.save() alive_pop = Artist.objects.filter(alive=True, population=population, global_pop=True) maxgen = max([a.generation for a in alive_pop]) top_images_temp = alive_pop.order_by('last_active')[:20] top_images = random.sample(list(top_images_temp), 5) for i in top_images: if i.image == '': im = GA.display(i.genome) out = "{}.PNG".format(i) storage_utils.upload(im, 'media/' + out) i.image = out i.save() context = { 'top_images': top_images, 'population': population, 'username': username, 'maxgen': maxgen } return render(request, 'conrad/global.html', context)
def local(request, population): username = str(request.user) if is_lazy_user(request.user): request.session.guest = True if username == 'global': return global_game(request, population) for key in request.POST: print(key) value = request.POST[key] print(value) try: artists = request.POST.getlist('artist[]') scores = [] for i in range(1, 6): scores.append(request.POST.get('score[{}]'.format(i))) print(scores) except (KeyError, Artist.DoesNotExist): pass else: for i in range(len(artists)): a = Artist.objects.get(pk=artists[i]) a.fitness = scores[i] a.gallery_fitness = scores[i] a.seen = True a.last_active = timezone.now() a.voters.add(request.user) a.save() if not Artist.objects.filter( population=population, user=username, global_pop=False): conrad_utils.newpop(30, 30, population, username) return HttpResponseRedirect( reverse('conrad:how_to') + '?next={}'.format(reverse('conrad:local', args=[population])) + '&newpop=True') else: currentpop = Artist.objects.filter(seen=False, population=population, user=username, global_pop=False) if not currentpop: maxgen = max([ f.generation for f in Artist.objects.filter( population=population, user=username, global_pop=False) ]) conrad_utils.newgen( Artist.objects.filter(population=population, generation=maxgen, user=username, global_pop=False)) return newgen(request, population, maxgen, username) top_images = Artist.objects.filter(seen=False, population=population, user=username, global_pop=False).order_by('member')[:5] for i in top_images: if i.image == '': im = GA.display(i.genome) out = "{}.PNG".format(i) storage_utils.upload(im, 'media/' + out) i.image = out i.save() context = { 'top_images': top_images, 'username': username, 'population': population } return render(request, 'conrad/local.html', context)