IIabm/firm.py

147 lines
6.8 KiB
Python

import agentpy as ap
import math
class FirmAgent(ap.Agent):
def setup(self, code, name, type_region, revenue_log, a_list_product):
self.firm_network = self.model.firm_network
self.product_network = self.model.product_network
self.code = code
self.name = name
self.type_region = type_region
self.revenue_log = revenue_log
self.a_list_product = a_list_product
self.dct_prod_capacity = dict.fromkeys(self.a_list_product)
self.a_list_up_product_removed = ap.AgentList(self.model, [])
self.a_list_product_disrupted = ap.AgentList(self.model, [])
self.a_list_product_removed = ap.AgentList(self.model, [])
self.dct_num_trial_up_product_removed = {}
self.dct_request_prod_from_firm = {}
def remove_edge_to_cus_remove_cus_up_prod(self, remove_product):
list_out_edges = list(
self.firm_network.graph.out_edges(
self.firm_network.positions[self], keys=True, data='Product'))
for n1, n2, key, product_code in list_out_edges:
if product_code == remove_product.code:
# remove edge
# print(n1, n2, key, product_code)
self.firm_network.graph.remove_edge(n1, n2, key)
# remove customer up product if does not have alternative / con
customer = ap.AgentIter(self.model, n2).to_list()[0]
list_in_edges = list(
self.firm_network.graph.in_edges(n2,
keys=True,
data='Product'))
select_edges = [
edge for edge in list_in_edges
if edge[-1] == remove_product.code
]
# print(select_edges)
p_remove = math.exp(-1 * len(select_edges))
if self.model.nprandom.choice([True, False], p=[p_remove, 1-p_remove]):
print(self.name, remove_product.code, 'affect', customer.name)
if remove_product not in \
customer.a_list_up_product_removed:
customer.a_list_up_product_removed.append(
remove_product)
customer.dct_num_trial_up_product_removed[
remove_product] = 0
# # disrupt customer
# customer = ap.AgentIter(self.model, n2).to_list()[0]
# for product in customer.a_list_product:
# if product in remove_product.a_successors():
# if product not in customer.a_list_product_disrupted:
# customer.a_list_product_disrupted.append(
# product)
# print(customer.a_list_product_disrupted.code)
def seek_alt_supply(self):
for product in self.a_list_up_product_removed:
print(f"{self.name} seek alt supply for {product.code}")
if self.dct_num_trial_up_product_removed[
product] <= self.model.int_n_max_trial:
# select a list of candidate firm that has the product
candidate_alt_supply = self.model.a_list_total_firms.select([
product in firm.a_list_product
and product not in firm.a_list_product_removed
for firm in self.model.a_list_total_firms
])
# print(candidate_alt_supply)
# print(candidate_alt_supply.name)
# print(candidate_alt_supply.a_list_product.code)
if not candidate_alt_supply:
continue
# select based on size
list_prob = [
size / sum(candidate_alt_supply.revenue_log)
for size in candidate_alt_supply.revenue_log
]
select_alt_supply = self.model.nprandom.choice(
candidate_alt_supply, p=list_prob)
print(f"{self.name} selct alt supply for {product.code} from {select_alt_supply.name}")
assert product in select_alt_supply.a_list_product, \
f"{select_alt_supply} \
does not produce requested product {product}"
if product in select_alt_supply.dct_request_prod_from_firm.\
keys():
select_alt_supply.dct_request_prod_from_firm[
product].append(self)
else:
select_alt_supply.dct_request_prod_from_firm[product] = [
self
]
print(
select_alt_supply.name, 'dct_request_prod_from_firm', {
key.code: [v.name for v in value]
for key, value in
select_alt_supply.dct_request_prod_from_firm.items()
})
self.dct_num_trial_up_product_removed[product] += 1
def handle_request(self):
print(self.name, 'handle_request')
for product, list_firm in self.dct_request_prod_from_firm.items():
if self.dct_prod_capacity[product] > 0:
if len(list_firm) == 0:
continue
elif len(list_firm) == 1:
self.accept_request(list_firm[0], product)
elif len(list_firm) > 1:
# handling based on connection
# TBC
# handling based on size
list_size = [firm.revenue_log for firm in list_firm]
list_prob = [size / sum(list_size) for size in list_size]
select_customer = self.model.nprandom.choice(list_firm,
p=list_prob)
self.accept_request(select_customer, product)
# print(product.code, [firm.name for firm in list_firm])
def accept_request(self, down_firm, product):
if self.model.nprandom.choice([True, False], p=[0.1, 0.9]):
self.firm_network.graph.add_edges_from([
(self.firm_network.positions[self],
self.firm_network.positions[down_firm], {
'Product': product.code
})
])
self.dct_prod_capacity[product] -= 1
self.dct_request_prod_from_firm[product].remove(down_firm)
down_firm.a_list_up_product_removed.remove(product)
print(f"{self.name} accept {product.code} request from {down_firm.name}")
def clean_before_trial(self):
self.dct_request_prod_from_firm = {}
def clean_before_time_step(self):
self.dct_num_trial_up_product_removed = {}
self.a_list_up_product_removed = ap.AgentList(self.model, [])