def __init__(self, facility, config, economy):
self.facility = facility
self.economy = economy
self.config = config
hist_len = Utils.get_env_config()['sale_hist_len']
pred_len = Utils.get_env_config()['demand_prediction_len']
self.backlog_demand_hist = [0] * hist_len
self.sale_hist = [0] * hist_len
self.pred_sale = [0] * pred_len
# print(self.sale_hist)
self.total_backlog_demand = 0
def _add_facility_features(self, state, _facility):
# 对facility类型进行one-hot encoding
facility_type = [0] * len(self.env.facility_types)
facility_type[self.env.facility_types[_facility.__class__.__name__]] = 1
state['facility_type'] = facility_type
state['facility'] = _facility
if isinstance(_facility, FacilityCell):
state['facility_info'] = _facility.facility_info
state['sku_info'] = {}
state['is_positive_balance'] = 1 if _facility.economy.total_balance.total() > 0 else 0
else:
state['facility_info'] = _facility.facility.facility_info
state['sku_info'] = _facility.sku_info
state['is_positive_balance'] = 1 if _facility.facility.economy.total_balance.total() > 0 else 0
# one-hot encoding of facility id
facility_id_one_hot = [0] * len(self.env.world.facilities)
facility_id_one_hot[_facility.id_num - 1] = 1
state['facility_id'] = facility_id_one_hot
# add echelon feature
facility = _facility
if isinstance(facility, ProductUnit):
facility = _facility.facility
if isinstance(facility, WarehouseCell):
# reserve 0 for supplier
state['echelon_level'] = facility.echelon_level + 1
elif isinstance(facility, SupplierCell):
state['echelon_level'] = 0
else:
state['echelon_level'] = Utils.get_env_config()['total_echelons']
def reset(self):
self.open_orders = {}
self.economy.total_units_received = 0
self.economy.total_units_purchased = 0
self.lost_product_value = 0
self.products_received = 0
self.latest_consumptions = [
0
] * Utils.get_env_config()['consumption_hist_len']
def __init__(self, facility, sources, economy):
self.facility = facility
self.sources = sources
self.open_orders = {}
self.economy = economy
self.products_received = 0
self.lost_product_value = 0
self.latest_consumptions = [
0
] * Utils.get_env_config()['consumption_hist_len']
def _init_sale_pred(self):
pred_len = Utils.get_env_config()['sale_oracle_len']
return self.get_future_sales(pred_len)
def get_future_demand(self, product_id):
f_step = (self.step+Utils.get_env_config()['sale_hist_len'])%self.sale_sampler.total_span
f_demand, _ = self.economy.market_demand(self.sale_sampler, product_id, f_step)
return f_demand