import json import os import importlib.util import math from django.shortcuts import render from django.http import HttpResponse from django.db import transaction from django.core import serializers from django.views.decorators.csrf import csrf_exempt from django.dispatch import receiver from django.db import models from django.conf import settings from django.db.models import Avg from .rlcard_wrap import rlcard, MODEL_IDS from .models import Game, Payoff, UploadedAgent from .tournament import Tournament from .rlcard_wrap import rlcard, MODEL_IDS def _reset_model_ids(): agents = UploadedAgent.objects.all() for agent in agents: path = os.path.join(settings.MEDIA_ROOT, agent.f.name) name = agent.name game = agent.game entry = agent.entry module_name = path.split('/')[-1].split('.')[0] spec = importlib.util.spec_from_file_location(module_name, path) module = importlib.util.module_from_spec(spec) spec.loader.exec_module(module) M = getattr(module, entry) class ModelSpec(object): def __init__(self): self.model_id = name self._entry_point = M def load(self): model = self._entry_point() return model rlcard.models.registration.model_registry.model_specs[name] = ModelSpec() MODEL_IDS[game].append(name) PAGE_FIELDS = ['elements_every_page', 'page_index'] def _get_page(result, elements_every_page, page_index): elements_every_page = int(elements_every_page) page_index = int(page_index) total_row = len(result) total_page = math.ceil(len(result) / float(elements_every_page)) begin = page_index * elements_every_page end = min((page_index+1) * elements_every_page, len(result)) result = result[begin:end] return result, total_page, total_row def replay(request): if request.method == 'GET': name = request.GET['name'] agent0 = request.GET['agent0'] agent1 = request.GET['agent1'] index = request.GET['index'] g = Game.objects.get(name=name, agent0=agent0, agent1=agent1, index=index) json_data = g.replay return HttpResponse(json_data) def query_game(request): if request.method == 'GET': if not PAGE_FIELDS[0] in request.GET or not PAGE_FIELDS[1] in request.GET: return HttpResponse(json.dumps({'value': -1, 'info': 'elements_every_page and page_index should be given'})) filter_dict = {key: request.GET.get(key) for key in dict(request.GET).keys() if key not in PAGE_FIELDS} result = Game.objects.filter(**filter_dict).order_by('index') result, total_page, total_row = _get_page(result, request.GET['elements_every_page'], request.GET['page_index']) result = serializers.serialize('json', result, fields=('name', 'index', 'agent0', 'agent1', 'win', 'payoff')) return HttpResponse(json.dumps({'value': 0, 'data': json.loads(result), 'total_page': total_page, 'total_row': total_row})) def query_payoff(request): if request.method == 'GET': filter_dict = {key: request.GET.get(key) for key in dict(request.GET).keys()} result = Payoff.objects.filter(**filter_dict) result = serializers.serialize('json', result) return HttpResponse(result) def query_agent_payoff(request): if request.method == 'GET': if not PAGE_FIELDS[0] in request.GET or not PAGE_FIELDS[1] in request.GET: return HttpResponse(json.dumps({'value': -1, 'info': 'elements_every_page and page_index should be given'})) if not 'name' in request.GET: return HttpResponse(json.dumps({'value': -2, 'info': 'name should be given'})) result = list(Payoff.objects.filter(name=request.GET['name']).values('agent0').annotate(payoff = Avg('payoff')).order_by('-payoff')) print(result) result, total_page, total_row = _get_page(result, request.GET['elements_every_page'], request.GET['page_index']) return HttpResponse(json.dumps({'value': 0, 'data': result, 'total_page': total_page, 'total_row': total_row})) @transaction.atomic def launch(request): if request.method == 'GET': try: eval_num = int(request.GET['eval_num']) game = request.GET['name'] except: return HttpResponse(json.dumps({'value': -1, 'info': 'parameters error'})) games_data, payoffs_data = Tournament(game, MODEL_IDS[game], eval_num).launch() Game.objects.filter(name=game).delete() Payoff.objects.filter(name=game).delete() for game_data in games_data: g = Game(name=game_data['name'], index=game_data['index'], agent0=game_data['agent0'], agent1=game_data['agent1'], win=game_data['win'], payoff=game_data['payoff'], replay=game_data['replay']) g.save() for payoff_data in payoffs_data: p = Payoff(name=payoff_data['name'], agent0=payoff_data['agent0'], agent1=payoff_data['agent1'], payoff=payoff_data['payoff']) p.save() return HttpResponse(json.dumps({'value': 0, 'info': 'success'})) @csrf_exempt def upload_agent(request): if request.method == 'POST': f = request.FILES['model'] name = request.POST['name'] game = request.POST['game'] entry = request.POST['entry'] if UploadedAgent.objects.filter(name=name).exists(): return HttpResponse(json.dumps({'value': -1, 'info': 'name exists'})) a = UploadedAgent(name=name, game=game, f=f, entry=entry) a.save() _reset_model_ids() return HttpResponse(json.dumps({'value': 0, 'info': 'success'})) def delete_agent(request): if request.method == 'GET': name = request.GET['name'] if not UploadedAgent.objects.filter(name=name).exists(): return HttpResponse(json.dumps({'value': -1, 'info': 'name not exists'})) UploadedAgent.objects.filter(name=name).delete() Game.objects.filter(agent0=name).delete() Game.objects.filter(agent1=name).delete() _reset_model_ids() return HttpResponse(json.dumps({'value': 0, 'info': 'success'})) def list_uploaded_agents(request): if request.method == 'GET': filter_dict = {key: request.GET.get(key) for key in dict(request.GET).keys()} result = UploadedAgent.objects.filter(**filter_dict) result = serializers.serialize('json', result) return HttpResponse(result) def list_baseline_agents(request): if request.method == 'GET': if not 'game' in request.GET: return HttpResponse(json.dumps({'value': -2, 'info': 'name should be given'})) result = MODEL_IDS[request.GET['game']] return HttpResponse(json.dumps({'value': 0, 'data': result})) @receiver(models.signals.post_delete, sender=UploadedAgent) def auto_delete_file_on_delete(sender, instance, **kwargs): if instance.f: if os.path.isfile(instance.f.path): os.remove(instance.f.path)