def __init__(self, **kwarg):
logger.info('Initializing random settings "Contextual Synthetic ISP"')
self.__dict__.update(kwarg)
self.disj = False
self.name = 'c3synthetic-isp'
self.G = isp_net(isp_data(self.isp))
self.arms = self.G.edges()
self.x = {e: suni(self.d) for e in self.G.edges()}
self.theta = suni(self.d)
self.L = len(self.G.edges())
self.regret_avl = True
self.load_oracle()
logger.info(self)
def __init__(self, **kwarg):
logger.info('Initializing random settings "Contextual Monkey"')
self.__dict__.update(kwarg)
self.name = 'c3synthetic-monkey'
self.arms = list(range(self.L))
self.x = {arm: sparse_suni(self.d, 3) for arm in self.arms}
#self.x = {arm: np.append(sparse_suni(self.d-1, 2), [1,]) for arm in self.arms}
self.theta = suni(self.d)
#self.theta = np.append(suni(self.d-1)/2, [0.5,])
self.oracle = argmax_oracle
self.regret_avl = True
logger.info(self)
def __init__(self, **kwarg):
logger.info('Initializing random settings "Contextual Monkey"')
self.__dict__.update(kwarg)
self.name = 'c3synthetic-monkey'
self.arms = list(range(self.L))
self.x = {arm: sparse_suni(self.d, 3) for arm in self.arms}
#self.x = {arm: np.append(sparse_suni(self.d-1, 2), [1,]) for arm in self.arms}
self.theta = suni(self.d)
#self.theta = np.append(suni(self.d-1)/2, [0.5,])
self.oracle = argmax_oracle
self.regret_avl = True
logger.info(self)