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Yofuria 2023-07-25 23:17:57 +08:00
parent 1229d9e3c2
commit 382efa2139
7 changed files with 72 additions and 45 deletions
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20
Environment.py
View File

@ -93,7 +93,7 @@ class FMSEnv(ap.Model):
self.op_os_to_dlv = self.the_firm.the_os.ev_ary_to_dlv # 当期及之前未满足需求总和 self.op_os_to_dlv = self.the_firm.the_os.ev_ary_to_dlv # 当期及之前未满足需求总和
# self.op_os_all_delay_time = self.the_firm.the_os.ev_lst_all_delay_time # self.op_os_all_delay_time = self.the_firm.the_os.ev_lst_all_delay_time
self.op_ps_produced_num = self.the_firm.the_ps.ev_ary_produced_num # 当期产品生产数量 self.op_ps_produced_num = self.the_firm.the_ps.ev_ary_produce_number # 当期产品生产数量
self.op_ps_str_status = self.the_firm.the_os.ev_int_produce_type # 当期生产状态 self.op_ps_str_status = self.the_firm.the_os.ev_int_produce_type # 当期生产状态
# self.op_is_current_product = self.model.the_firm.the_is.ev_ary_current_product # self.op_is_current_product = self.model.the_firm.the_is.ev_ary_current_product
@ -124,16 +124,18 @@ if __name__ == '__main__':
# 'xv_array_lead_time': 2, # 读取原材料表格 np.read, 暂时不读 变量代表的含义 # 'xv_array_lead_time': 2, # 读取原材料表格 np.read, 暂时不读 变量代表的含义
# 'xv_int_lead_time_c': 3, # 'xv_int_lead_time_c': 3,
# 'xv_int_lead_time_d': 1, # 'xv_int_lead_time_d': 1,
'xv_ary_product_id': pd.read_excel("initial_product.xlsx").to_numpy()[:, 0], # 产成品id顺序 'xv_ary_product_id': tuple(pd.read_excel("initial_product.xlsx").iloc[:, 0]), # 产成品id顺序
'xv_ary_material_id': pd.read_excel("initial_material.xlsx").to_numpy()[:, 0], # 原材料id顺序 'xv_ary_material_id': tuple(pd.read_excel("initial_material.xlsx").iloc[:, 0]), # 原材料id顺序
'xv_product_num': len(pd.read_excel("initial_product.xlsx").to_numpy()), # 产成品个数 'xv_product_num': len(pd.read_excel("initial_product.xlsx").to_numpy()), # 产成品个数
'xv_material_num': len(pd.read_excel("initial_material.xlsx").to_numpy()), # 原材料个数 'xv_material_num': len(pd.read_excel("initial_material.xlsx").to_numpy()), # 原材料个数
'xv_ary_initial_product_num': pd.read_excel("initial_product.xlsx").to_numpy(), # 初始产成品库存 23x2 'xv_ary_initial_product_num': tuple([tuple(x) for x in pd.read_excel("initial_product.xlsx").values]),
'xv_ary_initial_material_num': pd.read_excel("initial_material.xlsx").to_numpy(), # 初始原材料库存 115x2 # 初始产成品库存 23x2
'xv_ary_bom': pd.read_excel("bom23.xlsx").to_numpy(), # bom表 'xv_ary_initial_material_num': tuple([tuple(x) for x in pd.read_excel("initial_material.xlsx").values]),
'xv_ary_plan': pd.read_excel("plan.xlsx").to_numpy(), # plan表 # 初始原材料库存 115x2
'xv_ary_s': pd.read_excel("rawmaterial - s.xlsx").to_numpy(), # s 'xv_ary_bom': tuple([tuple(x) for x in pd.read_excel("bom23.xlsx").values]), # bom表
'xv_ary_S': pd.read_excel("rawmaterialS.xlsx").to_numpy(), # S 'xv_ary_plan': tuple([tuple(x) for x in pd.read_excel("plan.xlsx").values]), # plan表
'xv_ary_s': tuple([tuple(x) for x in pd.read_excel("rawmaterial - s.xlsx").values]), # s
'xv_ary_S': tuple([tuple(x) for x in pd.read_excel("rawmaterialS.xlsx").values]), # S
# 应读取遗传算法中随机生成的s，暂写为'1' 创建两个excel分别存储产品和原材料的库存 每个excel中存系统代码和库存 # 应读取遗传算法中随机生成的s，暂写为'1' 创建两个excel分别存储产品和原材料的库存 每个excel中存系统代码和库存
# 'xv_flt_initial_cash': 50000.0, # 'xv_flt_initial_cash': 50000.0,
# 'dct_status_info': json.dumps({ #需要引入生产状态表 # 'dct_status_info': json.dumps({ #需要引入生产状态表

8
Firm.py
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@ -20,7 +20,7 @@ class Firm:
self.xv_ary_initial_material_num = np.asarray(dct_all_para['xv_ary_initial_material_num']) # 初始原材料库存 self.xv_ary_initial_material_num = np.asarray(dct_all_para['xv_ary_initial_material_num']) # 初始原材料库存
self.xv_product_num = int(dct_all_para['xv_product_num']) # 产成品个数 self.xv_product_num = int(dct_all_para['xv_product_num']) # 产成品个数
self.xv_material_num = int(dct_all_para['xv_material_num']) # 原材料个数 self.xv_material_num = int(dct_all_para['xv_material_num']) # 原材料个数
self.xv_ary_plan = np.asarray(dct_all_para['xy_ary_plan']) self.xv_ary_plan = np.asarray(dct_all_para['xv_ary_plan'])
self.xv_ary_bom = np.asarray(dct_all_para['xv_ary_bom']) self.xv_ary_bom = np.asarray(dct_all_para['xv_ary_bom'])
self.xv_ary_product_id = np.asarray(dct_all_para['xv_ary_product_id']) self.xv_ary_product_id = np.asarray(dct_all_para['xv_ary_product_id'])
self.xv_ary_material_id = np.asarray(dct_all_para['xv_ary_material_id']) self.xv_ary_material_id = np.asarray(dct_all_para['xv_ary_material_id'])
@ -30,13 +30,13 @@ class Firm:
# self.xv_ary_lead_time = np.array([dct_all_para['xv_int_lead_time_a'], dct_all_para['xv_int_lead_time_b']]) # self.xv_ary_lead_time = np.array([dct_all_para['xv_int_lead_time_a'], dct_all_para['xv_int_lead_time_b']])
# create agents here # create agents here
self.the_os = OrderSystem(env, xv_produt_num=self.xv_product_num, xv_ary_plan=self.xv_ary_plan, self.the_os = OrderSystem(env, xv_product_num=self.xv_product_num, xv_ary_plan=self.xv_ary_plan,
xv_ary_product_id=self.xv_ary_product_id) # 实例Oss xv_ary_product_id=self.xv_ary_product_id) # 实例Oss
self.the_is = InventorySystem(env, xv_ary_initial_material_num=self.xv_ary_initial_material_num, self.the_is = InventorySystem(env, xv_ary_initial_material_num=self.xv_ary_initial_material_num,
xv_ary_initial_product_num=self.xv_ary_initial_product_num, xv_ary_initial_product_num=self.xv_ary_initial_product_num,
xv_product_num=self.xv_product_num, xv_product_num=self.xv_product_num,
xv_material_num=self.xv_material_num, xv_material_num=self.xv_material_num,
xv_ary_bom=self.xv_ary_bom, xv_ary_pan=self.xv_ary_plan, xv_ary_bom=self.xv_ary_bom, xv_ary_plan=self.xv_ary_plan,
xv_ary_material_id=self.xv_ary_material_id) # 实例Iss xv_ary_material_id=self.xv_ary_material_id) # 实例Iss
self.the_ps = ProduceSystem(env, xv_ary_bom=self.xv_ary_bom, xv_ary_plan=self.xv_ary_plan, self.the_ps = ProduceSystem(env, xv_ary_bom=self.xv_ary_bom, xv_ary_plan=self.xv_ary_plan,
xv_product_num=self.xv_product_num, xv_product_num=self.xv_product_num,
@ -55,7 +55,7 @@ class Firm:
self.the_is.consume_and_store(ev_ary_produced_num=self.the_ps.ev_ary_produce_number, self.the_is.consume_and_store(ev_ary_produced_num=self.the_ps.ev_ary_produce_number,
ev_changed_product=self.the_os.ev_changed_product, ev_changed_product=self.the_os.ev_changed_product,
ev_lst_backtrans_material=self.the_ps.ev_lst_backtrans_material) ev_lst_backtrans_material=self.the_ps.ev_lst_backtrans_material)
self.the_is.material_replenishment() self.the_is.material_replenishment(xv_ary_s=self.xv_ary_s, xv_ary_S=self.xv_ary_S)
self.the_os.do_shipment(ev_ary_current_product=self.the_is.ev_ary_current_product) self.the_os.do_shipment(ev_ary_current_product=self.the_is.ev_ary_current_product)
# self.the_is.inventory_cost() # self.the_is.inventory_cost()
# self.the_fs.financial_calculating() # self.the_fs.financial_calculating()

29
InventorySystem.py
View File

@ -23,7 +23,6 @@ class InventorySystem(ap.Agent):
ev_lst_trans_quan_material: list # Iss传递给Pss的原材料数量 ev_lst_trans_quan_material: list # Iss传递给Pss的原材料数量
ev_lst_backtrans_quan_material: list # Pss退回的原材料数量 ev_lst_backtrans_quan_material: list # Pss退回的原材料数量
# Material list # Material list
xv_ary_material: np.ndarray xv_ary_material: np.ndarray
xv_ary_bom: np.ndarray xv_ary_bom: np.ndarray
@ -63,8 +62,8 @@ class InventorySystem(ap.Agent):
self.xv_ary_bom = xv_ary_bom # bom表 self.xv_ary_bom = xv_ary_bom # bom表
self.xv_ary_plan = xv_ary_plan # plan表 self.xv_ary_plan = xv_ary_plan # plan表
self.ev_lst_trans_quan_material = [] # Iss传递给Pss的原材料数量 self.ev_lst_trans_quan_material = [0 for i in range(xv_material_num)] # Iss传递给Pss的原材料数量
self.ev_lst_backtrans_quan_material = [] # Pss退回的原材料数量 self.ev_lst_backtrans_quan_material = [0 for i in range(xv_material_num)] # Pss退回的原材料数量
self.ev_ary_order_time = np.zeros((xv_material_num,)) # 原材料订货时间戳 self.ev_ary_order_time = np.zeros((xv_material_num,)) # 原材料订货时间戳
self.ev_ary_arrive_time = np.zeros((xv_material_num,)) # 原材料到货时间戳 self.ev_ary_arrive_time = np.zeros((xv_material_num,)) # 原材料到货时间戳
@ -82,21 +81,25 @@ class InventorySystem(ap.Agent):
for product_plan in produce_plan: for product_plan in produce_plan:
for bom in self.xv_ary_bom: for bom in self.xv_ary_bom:
if product_plan[1] == bom[0]: if product_plan[1] == bom[0]:
self.ev_ary_material_state_to_use[np.where(self.xv_ary_material == bom[1])] += product_plan[3] * \ self.ev_ary_material_state_to_use[np.where(self.xv_ary_material == bom[1])] += float(
bom[ product_plan[3]) * \
2] # 某原材料的生产数量加等产品生产量乘单位原材料消耗量 float(bom[
2]) # 某原材料的生产数量加等产品生产量乘单位原材料消耗量
def material_check(self): # 检查库存是否充足 def material_check(self): # 检查库存是否充足
# 根据Iss决策，核对库存是否充足，并将拥有的原材料交给Pss # 根据Iss决策，核对库存是否充足，并将拥有的原材料交给Pss
# 可能需要一部生成原材料列表在调用 # 可能需要一部生成原材料列表在调用
# Check whether materials are enough and transfer material # Check whether materials are enough and transfer material
# print(len(self.ev_ary_current_material), self.xv_material_num)
# print(self.ev_ary_current_material[0, 1])
for i in range(self.xv_material_num): for i in range(self.xv_material_num):
self.ev_lst_trans_quan_material[i] = min(self.ev_ary_current_material[i, 1], self.ev_lst_trans_quan_material[i] = float(min(float(self.ev_ary_current_material[i, 1]),
self.ev_ary_material_state_to_use[i]) # 需要数量和库存两者间的较小值 self.ev_ary_material_state_to_use[i])) # 需要数量和库存两者间的较小值
# if self.ev_ary_current_material[i, 1] >= ev_ary_material_state_to_use[i]: # 库存足够按照计划生产 # if self.ev_ary_current_material[i, 1] >= ev_ary_material_state_to_use[i]: # 库存足够按照计划生产
# self.ev_lst_trans_quan_material[i] = ev_ary_material_state_to_use[i] # self.ev_lst_trans_quan_material[i] = ev_ary_material_state_to_use[i]
# else: # else:
# self.ev_lst_trans_quan_material[i] = self.ev_ary_current_material[i] # self.ev_lst_trans_quan_material[i] = self.ev_ary_current_material[i]
# print(type(self.ev_lst_trans_quan_material[i]))
def consume_and_store(self, ev_ary_produced_num, ev_changed_product, def consume_and_store(self, ev_ary_produced_num, ev_changed_product,
ev_lst_backtrans_material): ev_lst_backtrans_material):
@ -107,12 +110,12 @@ class InventorySystem(ap.Agent):
self.ev_lst_backtrans_quan_material[i] self.ev_lst_backtrans_quan_material[i]
if self.ev_ary_arrive_time[i] == self.model.t: # 判断材料是否到达 if self.ev_ary_arrive_time[i] == self.model.t: # 判断材料是否到达
self.ev_ary_current_material[i, 1] = self.ev_ary_current_material[i, 1] - self.ev_ary_material_to_use[i] \ self.ev_ary_current_material[i, 1] = float(self.ev_ary_current_material[i, 1]) - self.ev_ary_material_to_use[i] \
+ self.ev_ary_num_material_to_order[i] # 减消耗量 加订购量 + self.ev_ary_num_material_to_order[i] # 减消耗量 加订购量
self.ev_ary_num_material_to_order[i] = 0 self.ev_ary_num_material_to_order[i] = 0
self.ev_ary_is_order_material[i] = False self.ev_ary_is_order_material[i] = False
self.ev_ary_current_product[:, 1] = ev_changed_product + ev_ary_produced_num[:, 1] # 上期期末加本期生产 self.ev_ary_current_product[:, 1] = ev_changed_product + np.array([float(x) for x in ev_ary_produced_num[:, 1]]) # 上期期末加本期生产
# return self.ev_ary_current_material, self.ev_ary_current_product # return self.ev_ary_current_material, self.ev_ary_current_product
@ -123,9 +126,9 @@ class InventorySystem(ap.Agent):
for i in range(self.xv_material_num): for i in range(self.xv_material_num):
if self.ev_ary_current_material[i, 1] <= xv_ary_s[i, 1] and self.ev_ary_is_order_material[i] == False: if self.ev_ary_current_material[i, 1] <= xv_ary_s[i, 1] and self.ev_ary_is_order_material[i] == False:
self.ev_ary_is_order_material[i] = True self.ev_ary_is_order_material[i] = True
self.ev_ary_num_material_to_order[i] = xv_ary_S[i, 1] - self.ev_ary_current_material[i, 1] self.ev_ary_num_material_to_order[i] = float(xv_ary_S[i, 1]) - float(self.ev_ary_current_material[i, 1])
self.ev_ary_order_time[i] = self.model.t self.ev_ary_order_time[i] = self.model.t
self.ev_ary_arrive_time[i] = self.ev_int_order_time[i] + self.xv_ary_lead_time[ self.ev_ary_arrive_time[i] = self.ev_ary_order_time[i] + float(self.xv_ary_lead_time[
self.xv_ary_lead_time[:, 0] == self.ev_ary_current_material[i, 0]][0, 1] self.xv_ary_lead_time[:, 0] == self.ev_ary_current_material[i, 0]][0, 1])
else: else:
self.ev_ary_num_material_to_order[i] = 0 self.ev_ary_num_material_to_order[i] = 0

4
Order.py
View File

@ -21,8 +21,8 @@ class Order(ap.Agent):
def setup(self, time_created): def setup(self, time_created):
self.xv_time_created = time_created # 订单创建时间 self.xv_time_created = time_created # 订单创建时间
# read the demand of 23 productions # read the demand of 23 productions
self.xv_ary_dlv_product = pd.read_excel("demand23.xlsx").to_numpy() # 接神经网络结果 self.xv_ary_dlv_product = np.asarray(pd.read_excel("demand23.xlsx").to_records(index=False)) # 接神经网络结果
self.ev_ary_dlv_product = pd.read_excel("demand23.xlsx").to_numpy()[:, 1] # 23x1 把产品的顺序按照xv_ary_product_id重新排列!!! self.ev_ary_dlv_product = np.asarray(tuple(pd.read_excel("demand23.xlsx").iloc[:, 1])) # 23x1 把产品的顺序按照xv_ary_product_id重新排列!!!
self.xv_time_circle = np.random.randint(7, 11, 1) self.xv_time_circle = np.random.randint(7, 11, 1)
self.xv_dlv_t = self.xv_time_created + self.xv_time_circle # 随机生成期望交付时间 self.xv_dlv_t = self.xv_time_created + self.xv_time_circle # 随机生成期望交付时间
self.ev_actual_dlv_t = self.xv_dlv_t self.ev_actual_dlv_t = self.xv_dlv_t

4
OrderSystem.py
View File

@ -47,7 +47,7 @@ class OrderSystem(ap.Agent):
self.ev_ary_to_dlv = np.zeros((self.xv_product_num,)) # 产品需求总和 self.ev_ary_to_dlv = np.zeros((self.xv_product_num,)) # 产品需求总和
for order in self.a_lst_order: for order in self.a_lst_order:
self.ev_ary_to_dlv += order.ev_ary_dlv_product # 当前天之前所有的还未满足的需求求和 self.ev_ary_to_dlv += order.ev_ary_dlv_product # 当前天之前所有的还未满足的需求求和
self.ev_ary_product_to_produce = self.ev_ary_to_dlv - self.model.the_firm.the_is.ev_ary_current_product[:, 1] self.ev_ary_product_to_produce = self.ev_ary_to_dlv - np.array([float(x) for x in self.model.the_firm.the_is.ev_ary_current_product[:, 1]])
# self.ev_ary_product_to_produce = self.model.the_firm.the_is.ev_ary_current_product - self.ev_ary_to_dlv # self.ev_ary_product_to_produce = self.model.the_firm.the_is.ev_ary_current_product - self.ev_ary_to_dlv
# self.ev_ary_product_to_produce > 0: # self.ev_ary_product_to_produce > 0:
# 选出这些产品，按照数值大小进行分类，数值最大的产品对应的能带来最大生产率的状态，则选定为ev_int_produce_type # 选出这些产品，按照数值大小进行分类，数值最大的产品对应的能带来最大生产率的状态，则选定为ev_int_produce_type
@ -75,7 +75,7 @@ class OrderSystem(ap.Agent):
# 需要更新 order.ev_ary_dlv_product # 需要更新 order.ev_ary_dlv_product
# Make shipments based on ranked order list # Make shipments based on ranked order list
self.ev_ave_delay_time = 0 self.ev_ave_delay_time = 0
self.ev_changed_product = ev_ary_current_product[:, 1] # 23x1 ndarray 存储本次库存的改变 self.ev_changed_product = np.array([float(x) for x in ev_ary_current_product[:, 1]]) # 23x1 ndarray 存储本次库存的改变
for order in self.a_lst_order: for order in self.a_lst_order:
if order.xv_dlv_t == self.model.t: # 第一次交付 if order.xv_dlv_t == self.model.t: # 第一次交付
# Check and make shipment # Check and make shipment

52
ProduceSystem.py
View File

@ -37,37 +37,59 @@ class ProduceSystem(ap.Agent):
sorted_data = ev_ary_product_to_produce[sorted_indices] # 对gap进行从大到小排序 sorted_data = ev_ary_product_to_produce[sorted_indices] # 对gap进行从大到小排序
self.ev_ary_product = self.ev_ary_product[sorted_indices] self.ev_ary_product = self.ev_ary_product[sorted_indices]
sorted_indices_product = np.argsort(self.model.the_firm.the_is.ev_ary_current_product[:, 1]) # 对库存进行从小到大排序 sorted_indices_product = np.argsort(self.model.the_firm.the_is.ev_ary_current_product[:, 1]) # 对库存进行从小到大排序
sorted_data_product = self.model.the_firm.the_is.ev_ary_current_product[:, sorted_indices_product] # print(sorted_indices_product)
sorted_data_product = self.model.the_firm.the_is.ev_ary_current_product[sorted_indices_product, :]
self.ev_lst_backtrans_material = ev_lst_trans_quan_material # 存储退回给Iss的原材料 self.ev_lst_backtrans_material = ev_lst_trans_quan_material # 存储退回给Iss的原材料
self.ev_ary_produce_number = np.zeros((self.xv_product_num, 2)) self.ev_ary_produce_number = np.zeros((self.xv_product_num, 2))
produce_number_lst = [] produce_number_lst = []
for i in range(self.xv_product_num): for i in range(self.xv_product_num):
if sorted_data[i] > 0: # gap存在 if sorted_data[i] > 0: # gap存在
product_material = self.xv_ary_bom[self.xv_ary_bom[:, 0] == self.ev_ary_product[i]] product_material = self.xv_ary_bom[self.xv_ary_bom[:, 0] == self.ev_ary_product[i]]
produce_number = produce_plan[produce_plan[:, 1] == self.ev_ary_product[i]][3] # print(product_material)
# print(self.xv_ary_material)
# print(len(self.xv_ary_material))
# print(np.where(self.xv_ary_material == 'D12087F2126')[0][0])
# print(produce_plan[produce_plan[:, 1] == self.ev_ary_product[i]])
produce_number = float(produce_plan[produce_plan[:, 1] == self.ev_ary_product[i]][0, 3])
# print(type(produce_number))
for material in product_material: for material in product_material:
produce_number = min(produce_number, int( if np.isnan(
self.ev_lst_backtrans_material[np.where(self.xv_ary_material == material[1])] / material[ self.ev_lst_backtrans_material[np.where(self.xv_ary_material == material[1])[0][0]] / float(
2])) # 取能生产的最小个数
for material in product_material:
self.ev_lst_backtrans_material[np.where(self.xv_ary_material == material[1])] -= produce_number * \
material[ material[
2] # 更新原材料消耗情况 2])):
number = 100000
else:
number = self.ev_lst_backtrans_material[
np.where(self.xv_ary_material == material[1])[0][0]] / float(material[
2])
produce_number = min(produce_number, int(number)) # 取能生产的最小个数
for material in product_material:
# print(type(np.where(self.xv_ary_material == material[1])))
self.ev_lst_backtrans_material[
np.where(self.xv_ary_material == material[1])[0][0]] -= produce_number * \
float(material[
2]) # 更新原材料消耗情况
produce_number_lst.append([self.ev_ary_product[i], produce_number]) produce_number_lst.append([self.ev_ary_product[i], produce_number])
sorted_data_product = sorted_data_product[sorted_data_product[:, 0] != self.ev_ary_product[i]] sorted_data_product = sorted_data_product[sorted_data_product[:, 0] != self.ev_ary_product[i]]
else: else:
for current_product in sorted_data_product: for current_product in sorted_data_product:
product_material = self.xv_ary_bom[self.xv_ary_bom[:, 0] == current_product[0]] product_material = self.xv_ary_bom[self.xv_ary_bom[:, 0] == current_product[0]]
produce_number = produce_plan[produce_plan[:, 1] == current_product[0]][3] produce_number = float(produce_plan[produce_plan[:, 1] == current_product[0]][0, 3])
for material in product_material: for material in product_material:
produce_number = min(produce_number, int( if np.isnan(self.ev_lst_backtrans_material[
self.ev_lst_backtrans_material[np.where(self.xv_ary_material == material[1])] / material[ np.where(self.xv_ary_material == material[1])[0][0]] / float(material[
2])) # 取能生产的最小个数 2])):
number = 100000
else:
number = self.ev_lst_backtrans_material[
np.where(self.xv_ary_material == material[1])[0][0]] / float(material[
2])
produce_number = min(produce_number, int(number)) # 取能生产的最小个数
for material in product_material: for material in product_material:
self.ev_lst_backtrans_material[ self.ev_lst_backtrans_material[
np.where(self.xv_ary_material == material[1])] -= produce_number * \ np.where(self.xv_ary_material == material[1])[0][0]] -= produce_number * \
material[ float(material[
2] # 更新原材料消耗情况 2]) # 更新原材料消耗情况
produce_number_lst.append([current_product[0], produce_number]) produce_number_lst.append([current_product[0], produce_number])
break break

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bom23.xlsx
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