diff --git a/__pycache__/computation.cpython-38.pyc b/__pycache__/computation.cpython-38.pyc index e7ab2ad..409e8fa 100644 Binary files a/__pycache__/computation.cpython-38.pyc and b/__pycache__/computation.cpython-38.pyc differ diff --git a/__pycache__/controller_db.cpython-38.pyc b/__pycache__/controller_db.cpython-38.pyc index 97cb9c5..2df6459 100644 Binary files a/__pycache__/controller_db.cpython-38.pyc and b/__pycache__/controller_db.cpython-38.pyc differ diff --git a/__pycache__/firm.cpython-38.pyc b/__pycache__/firm.cpython-38.pyc index 7d3a051..29fcd9a 100644 Binary files a/__pycache__/firm.cpython-38.pyc and b/__pycache__/firm.cpython-38.pyc differ diff --git a/__pycache__/my_model.cpython-38.pyc b/__pycache__/my_model.cpython-38.pyc index d53e04d..54c89ce 100644 Binary files a/__pycache__/my_model.cpython-38.pyc and b/__pycache__/my_model.cpython-38.pyc differ diff --git a/__pycache__/product.cpython-38.pyc b/__pycache__/product.cpython-38.pyc index b0e95d7..acdf26f 100644 Binary files a/__pycache__/product.cpython-38.pyc and b/__pycache__/product.cpython-38.pyc differ diff --git a/computation.py b/computation.py index 6c46272..4561f76 100644 --- a/computation.py +++ b/computation.py @@ -3,6 +3,7 @@ import os import datetime import networkx as nx +import pandas as pd from mesa import Model from typing import TYPE_CHECKING @@ -48,3 +49,222 @@ class Computation: print(i, datetime.datetime.now()) model.end() return False + + def initialize_firm_network(self): + # Read the firm data + + firm = pd.read_csv("input_data/input_firm_data/Firm_amended.csv") + + firm['Code'] = firm['Code'].astype(str) + + firm.fillna(0, inplace=True) + + firm_attr = firm.loc[:, ["Code", "Type_Region", "Revenue_Log"]] + + firm_industry_relation = pd.read_csv("input_data/firm_industry_relation.csv") + firm_industry_relation['Firm_Code'] = firm_industry_relation['Firm_Code'].astype('string') + + firm_product = [] + + grouped = firm_industry_relation.groupby('Firm_Code')['Product_Code'].apply(list) + firm_product.append(grouped) + + firm_attr['Product_Code'] = firm_attr['Code'].map(grouped) + firm_attr.set_index('Code', inplace=True) + + grouped = firm_industry_relation.groupby('Firm_Code') + self.firm_prod_labels_dict = {code: group['Product_Code'].tolist() for code, group in grouped} + + # 遍历'Product_Code' 与 index 交换 + for index, row in firm_attr.iterrows(): + id_index_list = [] + for i in row['Product_Code']: + for key_values in self.id_code.items(): + if int(key_values[0]) == i: + for id in key_values[1]: + id_index_list.append(id) + firm_attr.at[index, 'Product_Code'] = id_index_list + + self.G_Firm.add_nodes_from(firm["Code"]) + # Assign attributes to the firm nodes + firm_labels_dict = {code: firm_attr.loc[code].to_dict() for code in self.G_Firm.nodes} + nx.set_node_attributes(self.G_Firm, firm_labels_dict) + + self.Firm = firm + + def initialize_firm_product_network(self): + + firm_industry_relation = pd.read_csv("input_data/firm_industry_relation.csv") + firm_industry_relation['Firm_Code'] = firm_industry_relation['Firm_Code'].astype('string') + firm_industry_relation['Product_Code'] = firm_industry_relation['Product_Code'].apply(lambda x: [x]) + # 将 'firm_prod' 表中的每一行作为图中的节点 + self.G_FirmProd.add_nodes_from(firm_industry_relation.index) + # 为每个节点分配属性 + + # 遍历'Product_Code' 与 index 交换 + for index, row in firm_industry_relation.iterrows(): + id_index_list = [] + for i in row['Product_Code']: + for key_values in self.id_code.items(): + if int(key_values[0]) == i: + for id in key_values[1]: + id_index_list.append(id) + firm_industry_relation.at[index, 'Product_Code'] = id_index_list + + firm_prod_labels_dict = {code: firm_industry_relation.loc[code].to_dict() for code in + firm_industry_relation.index} + nx.set_node_attributes(self.G_FirmProd, firm_prod_labels_dict) + + def add_edges_to_firm_network(self): + """ Add edges between firms based on the product BOM relationships """ + # Add edges to G_Firm according to G_bom + for node in nx.nodes(self.G_Firm): + lst_pred_product_code = [] + for product_code in self.G_Firm.nodes[node]['Product_Code']: + lst_pred_product_code += list(self.G_bom.predecessors(product_code)) + lst_pred_product_code = list(set(lst_pred_product_code)) + lst_pred_product_code = list(sorted(lst_pred_product_code)) # Ensure consistency + + for pred_product_code in lst_pred_product_code: + # Get a list of firms producing the component (pred_product_code) + lst_pred_firm = [firm_code for firm_code, product in self.firm_prod_labels_dict.items() if + pred_product_code in product] + + # Select multiple suppliers (multi-sourcing) + n_pred_firm = self.int_netw_prf_n + if n_pred_firm > len(lst_pred_firm): + n_pred_firm = len(lst_pred_firm) + + if self.is_prf_size: + # 获取 firm 的 size 列表 + lst_pred_firm_size = [self.G_Firm.nodes[pred_firm]['Revenue_Log'] for pred_firm in lst_pred_firm] + # 检查 lst_pred_firm_size 是否为空或总和为 0 + if len(lst_pred_firm_size) == 0 or sum(lst_pred_firm_size) == 0: + # print("警告: lst_pred_firm_size 为空或总和为 0，无法生成概率分布") + lst_choose_firm = [] # 返回空结果，或根据需要处理 + else: + # 计算总和 + sum_pred_firm_size = sum(lst_pred_firm_size) + # 归一化生成 lst_prob + lst_prob = [size / sum_pred_firm_size for size in lst_pred_firm_size] + # 使用 np.isclose() 确保概率总和接近 1 + if not np.isclose(sum(lst_prob), 1.0): + # print(f"警告: 概率总和为 {sum(lst_prob)}，现在进行修正") + lst_prob = [prob / sum(lst_prob) for prob in lst_prob] + # 确保没有负值或 0 + lst_prob = [max(0, prob) for prob in lst_prob] + # 根据修正后的概率选择 firm + lst_choose_firm = self.nprandom.choice(lst_pred_firm, n_pred_firm, replace=False, p=lst_prob) + else: + # 直接进行随机选择 + lst_choose_firm = self.nprandom.choice(lst_pred_firm, n_pred_firm, replace=False) + + # Add edges from predecessor firms to current node (firm) + lst_add_edge = [(pred_firm, node, {'Product': pred_product_code}) for pred_firm in lst_choose_firm] + self.G_Firm.add_edges_from(lst_add_edge) + + # Add edges to firm-product network + self.add_edges_to_firm_product_network(node, pred_product_code, lst_choose_firm) + + def add_edges_to_firm_product_network(self, node, pred_product_code, lst_choose_firm): + """ Helper function to add edges to the firm-product network """ + set_node_prod_code = set(self.G_Firm.nodes[node]['Product_Code']) + set_pred_succ_code = set(self.G_bom.successors(pred_product_code)) + lst_use_pred_prod_code = list(set_node_prod_code & set_pred_succ_code) + + if len(lst_use_pred_prod_code) == 0: + print("错误") + + pred_node_list = [] + for pred_firm in lst_choose_firm: + for n, v in self.G_FirmProd.nodes(data=True): + for v1 in v['Product_Code']: + if v1 == pred_product_code and v['Firm_Code'] == pred_firm: + pred_node_list.append(n) + if len(pred_node_list) != 0: + pred_node = pred_node_list[0] + else: + pred_node = -1 + current_node_list = [] + for use_pred_prod_code in lst_use_pred_prod_code: + for n, v in self.G_FirmProd.nodes(data=True): + for v1 in v['Product_Code']: + if v1 == use_pred_prod_code and v['Firm_Code'] == node: + current_node_list.append(n) + if len(current_node_list) != 0: + current_node = current_node_list[0] + else: + current_node = -1 + if current_node != -1 and pred_node != -1: + self.G_FirmProd.add_edge(pred_node, current_node) + + def connect_unconnected_nodes(self): + """ Connect unconnected nodes in the firm network """ + for node in nx.nodes(self.G_Firm): + if self.G_Firm.degree(node) == 0: + current_node_list = [] + for product_code in self.G_Firm.nodes[node]['Product_Code']: + for n, v in self.G_FirmProd.nodes(data=True): + for v1 in v['Product_Code']: + if v['Firm_Code'] == node and v1 == product_code: + current_node_list.append(n) + if len(current_node_list) != 0: + current_node = current_node_list[0] + else: + current_node = -1 + lst_succ_product_code = list(self.G_bom.successors(product_code)) + + for succ_product_code in lst_succ_product_code: + lst_succ_firm = [firm_code for firm_code, product in self.firm_prod_labels_dict.items() if + succ_product_code in product] + + n_succ_firm = self.int_netw_prf_n + if n_succ_firm > len(lst_succ_firm): + n_succ_firm = len(lst_succ_firm) + + if self.is_prf_size: + lst_succ_firm_size = [self.G_Firm.nodes[succ_firm]['Revenue_Log'] for succ_firm in + lst_succ_firm] + if len(lst_succ_firm_size) == 0 or sum(lst_succ_firm_size) == 0: + # print("警告: lst_pred_firm_size 为空或总和为 0，无法生成概率分布") + lst_choose_firm = [] # 返回空结果，或根据需要处理 + else: + # 计算总和 + sum_pred_firm_size = sum(lst_succ_firm_size) + # 归一化生成 lst_prob + lst_prob = [size / sum_pred_firm_size for size in lst_succ_firm_size] + # 使用 np.isclose() 确保概率总和接近 1 + if not np.isclose(sum(lst_prob), 1.0): + # print(f"警告: 概率总和为 {sum(lst_prob)}，现在进行修正") + lst_prob = [prob / sum(lst_prob) for prob in lst_prob] + + # 确保没有负值或 0 + lst_prob = [max(0, prob) for prob in lst_prob] + + lst_choose_firm = self.nprandom.choice(lst_succ_firm, n_succ_firm, replace=False, + p=lst_prob) + else: + lst_choose_firm = self.nprandom.choice(lst_succ_firm, n_succ_firm, replace=False) + + lst_add_edge = [(node, succ_firm, {'Product': product_code}) for succ_firm in + lst_choose_firm] + self.G_Firm.add_edges_from(lst_add_edge) + + # Add edges to firm-product network + succ_node_list = [] + for succ_firm in lst_choose_firm: + for n, v in self.G_FirmProd.nodes(data=True): + for v1 in v['Product_Code']: + if v1 == succ_product_code and v['Firm_Code'] == succ_firm: + succ_node_list.append(n) + if len(succ_node_list) != 0: + succ_node = succ_node_list[0] + else: + succ_node = -1 + + if current_node != -1 and succ_node != -1: + self.G_FirmProd.add_edge(current_node, succ_node) + + self.sample.g_firm = json.dumps(nx.adjacency_data(self.G_Firm)) + self.firm_network = self.G_Firm # 直接使用 networkx 图对象 + self.firm_prod_network = self.G_FirmProd # 直接使用 networkx 图对象 diff --git a/firm.py b/firm.py index c8425e7..d3ab4fe 100644 --- a/firm.py +++ b/firm.py @@ -39,9 +39,9 @@ class FirmAgent(Agent): for agent in self.model.company_agents if agent.unique_id == u] # 设备c的数量 （总量） 使用这个来判断设备数量 self.n_equip_c = n_equip_c - # 设备c产量 更具设备量进行估算 + # 设备c产量 根据设备量进行估算 self.c_yield = production_output - # 消耗材料量 根据设备量进行估算 + # 消耗材料量 根据设备量进行估算 { } self.c_consumption = demand_quantity # 设备c购买价格（初始值） # self.c_price = c_price diff --git a/input_data/input_firm_data/firms_devices.csv b/input_data/input_firm_data/firms_devices.csv index 889b15e..874d720 100644 --- a/input_data/input_firm_data/firms_devices.csv +++ b/input_data/input_firm_data/firms_devices.csv @@ -1,32 +1,2022 @@ -Firm_Code,设备id,设备数量 -762165453,34524,1 -1255880317,34525,5 -11210240616,34526,1 -2314372570,34527,1 -159511306,34528,1 -11169556957,34529,1 -3373311444,34530,2 -3373311444,34531,1 -3395900897,34532,2 -769732378,34533,1 -2345209868,34534,836 -11169556957,34535,1 -11169556957,34537,1 -11169556957,34538,4 -1255880317,34539,5 -11169556957,34543,1 -11169556957,34544,1 -679817932,34545,7 -3287163549,34546,3 -3408810051,34547,2 -3018804480,34548,1 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connect_unconnected_nodes(self): @@ -298,10 +298,10 @@ class MyModel(Model): for v1 in v['Product_Code']: if v1 == succ_product_code and v['Firm_Code'] == succ_firm: succ_node_list.append(n) - if len(succ_node_list)!=0: + if len(succ_node_list) != 0: succ_node = succ_node_list[0] else: - succ_node=-1 + succ_node = -1 if current_node != -1 and succ_node != -1: self.G_FirmProd.add_edge(current_node, succ_node) @@ -315,25 +315,11 @@ class MyModel(Model): for ag_node, attr in self.product_network.nodes(data=True): # 产业种类 - # 利用 BomNodes.csv 转换产业 和 id 前提是 一个产业一个产品id 且一一对应 - # product_id = self.type2.loc[self.type2['Code'] == ag_node, 'Code'] - # if not product_id.empty: - # type2 = self.type2.loc[product_id.values[0], '产业种类'] - # else: - # # 处理 product_id 为空的情况，例如设置为默认值或跳过 - # type2 = -1 # 或其他合适的默认值 - type2 = 0 + + type2 = self.type2[self.type2["Index"] == ag_node]["产业种类"] # depreciation ratio 折旧比值 # product_id = product_id.iloc[0] - - j_comp_data_consumed = self.data_consumed[ag_node] - - j_comp_data_produced = self.data_produced[ag_node] - - product = ProductAgent(ag_node, self, name=attr['Name'], type2=type2, - j_comp_data_consumed=j_comp_data_consumed, - j_comp_data_produced=j_comp_data_produced, - ) + product = ProductAgent(ag_node, self, name=attr['Name'], type2=type2) self.add_agent(product) # self.grid.place_agent(product, ag_node) ##print(f"Product agent created: {product.name}, ID: {product.unique_id}") @@ -343,9 +329,9 @@ class MyModel(Model): firm_id = self.Firm['Code'] == ag_node n_equip_c = self.Firm.loc[firm_id, '设备数量'].values[0] - demand_quantity = self.Firm.loc[firm_id, 'production_output'].values[0] + demand_quantity = self.data_consumed[self.data_consumed['Firm_Code'] == ag_node] - production_output = self.Firm.loc[firm_id, 'demand_quantity'].values[0] + production_output = self.data_produced[self.data_consumed['Firm_Code'] == ag_node] # c购买价格？ 数据预处理 # c_price = self.Firm.loc[self.Firm['Code'] == ag_node, 'c_price'].values[0] @@ -432,16 +418,22 @@ class MyModel(Model): self.firm_resource_P = firm_resource_P def j_comp_consumed_produced(self): - data_consumed = pd.read_csv('input_data/input_product_data/products_consumed_materials.csv') - data_produced = pd.read_csv('input_data/input_product_data/products_produced_products.csv') + # 着重修改这 然后考虑逻辑 如何传递值 + data_consumed = pd.read_csv('input_data/input_firm_data/firms_materials.csv') + data_produced = pd.read_csv('input_data/input_firm_data/firms_products.csv') - data_consumed = (data_consumed.groupby('产业id')['消耗材料id'] - .apply(lambda x: x.values.tolist())) - data_produced = (data_produced.groupby('产业id')['制造产品id'] - .apply(lambda x: x.values.tolist())) + data_not_consumed = data_consumed.groupby('Firm_Code')[['消耗材料id', '材料数量']] \ + .apply(lambda x: dict(zip(x['消耗材料id'], x['材料数量']))) \ + .reset_index(name='Material_not_Consumed') + + # 这里简单设置为折半 考虑 企业的设备量 + # 可以引入 换算率 也就是 材料——计算产品比例 通过上游产业 现在假设为 2:1 的比例 + data_consumed = data_consumed.groupby('Firm_Code')[['消耗材料id', '材料数量']] \ + .apply(lambda x: dict(zip(x['消耗材料id'], x['材料数量'] / 2))) \ + .reset_index(name='Material_not_Consumed') self.data_consumed = data_consumed - self.data_produced = data_produced + self.data_produced = data_consumed / 2 def step(self): # 1. Remove edge to customer and disrupt customer up product @@ -542,38 +534,24 @@ class MyModel(Model): for C_list, C0_list in zip(firm.C, firm.C0): C_list[1] = C0_list[1] # 赋值回去 C_list[2] = C0_list[2] - # 消耗资源过程 - consumed_material = [] - for product in firm.indus_i: - for consumed_material_id in product.j_comp_data_consumed: - consumed_material_num = 0.1 + # 这里需要修改 + for r_id, r_nums in firm.R.items(): + for consumed_id, consumed_nums in firm.c_consumption: + if consumed_id == r_id: + r_nums = r_nums - consumed_nums - consumed_material.append([consumed_material_id, consumed_material_num]) - - for sub_list_consumed_material in consumed_material: - for sub_list_material in firm.R: - if sub_list_material[0] == sub_list_consumed_material[0]: - sub_list_material[1] = sub_list_material[1] - sub_list_consumed_material[1] # 生产产品过程 - produced_products = [] - for product in firm.indus_i: - for produced_products_id in product.j_comp_data_consumed: - produced_products_num = 0.1 + for p_id, p_nums in firm.P.items(): + for product_id, product_nums in firm.c_consumption: + if product_id == p_id: + p_nums = p_nums + product_nums - produced_products.append([produced_products_id, produced_products_num]) - - for sub_list_data_produced_products in produced_products: - for sub_list_products in firm.P: - if sub_list_products[0] == sub_list_data_produced_products[0]: - sub_list_products[1] = sub_list_products[1] - sub_list_data_produced_products[1] - # 刷新 R状态 firm.refresh_R() # 刷新 C状态 firm.refresh_C() # 刷新 P状态 firm.refresh_P() - # Increment the time step self.t += 1 diff --git a/product.py b/product.py index 2d4f3c1..24ef514 100644 --- a/product.py +++ b/product.py @@ -2,7 +2,7 @@ from mesa import Agent class ProductAgent(Agent): - def __init__(self, unique_id, model, name, type2, j_comp_data_consumed, j_comp_data_produced): + def __init__(self, unique_id, model, name, type2): # 调用超类的 __init__ 方法 super().__init__(unique_id, model) @@ -16,9 +16,6 @@ class ProductAgent(Agent): # depreciation ratio 折旧比值 # self.depreciation ratio - self.j_comp_data_produced = j_comp_data_produced - self.j_comp_data_consumed = j_comp_data_consumed - def a_successors(self): # 从 product_network 中找到当前代理的后继节点 successors = list(self.model.product_network.successors(self.unique_id))