feat: Multithread support

main
Dawn1Ocean 2025-10-16 13:36:00 +08:00
parent 58361ac6f1
commit 353ef9e510
Signed by untrusted user who does not match committer: Dawn_Ocean
GPG Key ID: 665725CC2E168641
2 changed files with 167 additions and 89 deletions

204
main.py
View File

@ -34,10 +34,90 @@ PARAM_CONFIGS = [
('num_tech_old_max', [1, 2, 3, 4, 5, 6, 7, 8]), ('num_tech_old_max', [1, 2, 3, 4, 5, 6, 7, 8]),
] ]
# 工作线程类,用于在后台执行求解任务
class SolverThread(QtCore.QThread):
# 定义信号用于线程与主界面通信
log_signal = QtCore.Signal(str) # 发送日志消息
finished_signal = QtCore.Signal(object, dict) # 发送求解结果 (vars, params)
error_signal = QtCore.Signal(str) # 发送错误消息
def __init__(self, preference_mat, depart_mat, want_num_array, is_new_array,
auto_mode, manual_params=None, parent=None):
super().__init__(parent)
self.preference_mat = preference_mat
self.depart_mat = depart_mat
self.want_num_array = want_num_array
self.is_new_array = is_new_array
self.auto_mode = auto_mode
self.manual_params = manual_params or {}
def run(self):
try:
vars = None
final_params = {}
if self.auto_mode:
self.log_signal.emit("自动调参开始...")
auto_params = {
'num_min': None, 'num_max': None,
'num_tech_old_min': None, 'num_tech_old_max': None,
'num_old_min': None, 'num_old_max': None,
'num_new_min': None, 'num_new_max': None,
'weights': self.manual_params.get('weights', [1.0, 1.0, 1.0, 0.5, 0.5])
}
# 逐步优化参数
for param_name, try_values in PARAM_CONFIGS:
value = None
vars = None
for try_value in try_values:
self.log_signal.emit(f"尝试 {param_name} = {try_value}...")
test_params = auto_params.copy()
test_params[param_name] = try_value
vars = solve_program(
preference_mat=self.preference_mat,
depart_mat=self.depart_mat,
want_num_array=self.want_num_array,
is_new_array=self.is_new_array,
**test_params
)
if vars:
value = try_value
self.log_signal.emit(f"{param_name} = {try_value} 成功")
break
else:
self.log_signal.emit(f"{param_name} = {try_value} 失败")
if value:
auto_params[param_name] = value
else:
break
final_params = auto_params
else:
self.log_signal.emit("计算最优解中...")
vars = solve_program(
preference_mat=self.preference_mat,
want_num_array=self.want_num_array,
depart_mat=self.depart_mat,
is_new_array=self.is_new_array,
**self.manual_params
)
final_params = self.manual_params
# 发送完成信号
self.finished_signal.emit(vars, final_params)
except Exception as e:
self.error_signal.emit(format_exc())
class MyWidget(QtWidgets.QWidget): class MyWidget(QtWidgets.QWidget):
def __init__(self): def __init__(self):
super().__init__() super().__init__()
self.solver_thread = None # 用于存储求解线程
self.main_layout = QtWidgets.QVBoxLayout(self) self.main_layout = QtWidgets.QVBoxLayout(self)
bold_font = QFont() bold_font = QFont()
@ -196,14 +276,18 @@ class MyWidget(QtWidgets.QWidget):
self.text_solve.append("请先选择文件!") self.text_solve.append("请先选择文件!")
return return
# 禁用按钮,防止重复点击
self.button_solve.setEnabled(False)
self.button_solve.setText("计算中...")
self.text_solve.append("开始排班...") self.text_solve.append("开始排班...")
self.text_solve.append("读取文件中...") self.text_solve.append("读取文件中...")
all_data, index_to_name_dict, preference_mat, depart_mat, want_num_array, is_new_array = read_excel(self._excel_dir) self.all_data, self.index_to_name_dict, preference_mat, depart_mat, want_num_array, is_new_array = read_excel(self._excel_dir)
self.text_solve.append("读取文件成功!") self.text_solve.append("读取文件成功!")
# 计算并打印统计信息 # 计算并打印统计信息
is_tech_array = [depart_mat[i][0] == 1 or depart_mat[i][1] == 1 for i in range(len(depart_mat))] is_tech_array = [depart_mat[i][0] == 1 or depart_mat[i][1] == 1 for i in range(len(depart_mat))]
stu_num = len(index_to_name_dict) stu_num = len(self.index_to_name_dict)
class_num = len(preference_mat[0]) class_num = len(preference_mat[0])
tech_sum = sum(want_num_array[i] for i in range(len(preference_mat)) tech_sum = sum(want_num_array[i] for i in range(len(preference_mat))
if not is_new_array[i] and is_tech_array[i]) if not is_new_array[i] and is_tech_array[i])
@ -219,64 +303,16 @@ class MyWidget(QtWidgets.QWidget):
self.text_solve.append(f"\t平均每班人数:{all_sum/20}") self.text_solve.append(f"\t平均每班人数:{all_sum/20}")
self.text_solve.append(f"\t所有班次中最少拥有意愿数:{min_prefer}") self.text_solve.append(f"\t所有班次中最少拥有意愿数:{min_prefer}")
vars = []
def get_weight_value(key): def get_weight_value(key):
text = self.weight_widgets[key].text() text = self.weight_widgets[key].text()
return float(text) if text else 0.0 return float(text) if text else 0.0
if self._auto_mode:
self.text_solve.append(f"自动调参开始...")
# 自动调参配置
auto_params = {
'num_min': None, 'num_max': None,
'num_tech_old_min': None, 'num_tech_old_max': None,
'num_old_min': None, 'num_old_max': None,
'num_new_min': None, 'num_new_max': None,
'weights': [get_weight_value(f'edit_{i}') for i in range(1, len(WEIGHTS_CONFIG) + 1)]
}
# 逐步优化参数
for param_name, try_values in PARAM_CONFIGS:
value = None
vars = None
for try_value in try_values:
test_params = auto_params.copy()
test_params[param_name] = try_value
vars = solve_program(
preference_mat=preference_mat,
depart_mat=depart_mat,
want_num_array=want_num_array,
is_new_array=is_new_array,
**test_params
)
if vars:
value = try_value
break
if value:
auto_params[param_name] = value
else:
break
if vars is None:
self.text_solve.append("自动求解失败!请尝试手动调参!")
return
else:
self.text_solve.append("自动计算成功!")
self.text_solve.append("参数:")
self.text_solve.append(f"\t每班人数:[{auto_params['num_min']}, {auto_params['num_max']}]")
self.text_solve.append(f"\t每班电脑或电器的老人数:[{auto_params['num_tech_old_min']}, {auto_params['num_tech_old_max']}]")
self.text_solve.append(f"\t每班老人数:[{auto_params['num_old_min']}, {auto_params['num_old_max']}]")
self.text_solve.append(f"\t每班小朋友数:[{auto_params['num_new_min']}, inf]")
else:
# 读取限制条件
def get_constraint_value(key): def get_constraint_value(key):
text = self.constraint_widgets[key].text() text = self.constraint_widgets[key].text()
return int(text) if text else None return int(text) if text else None
manual_params = { # 准备参数
params = {
'num_min': get_constraint_value('min_1'), 'num_min': get_constraint_value('min_1'),
'num_max': get_constraint_value('max_1'), 'num_max': get_constraint_value('max_1'),
'num_tech_old_min': get_constraint_value('min_2'), 'num_tech_old_min': get_constraint_value('min_2'),
@ -285,33 +321,75 @@ class MyWidget(QtWidgets.QWidget):
'num_old_max': get_constraint_value('max_3'), 'num_old_max': get_constraint_value('max_3'),
'num_new_min': get_constraint_value('min_4'), 'num_new_min': get_constraint_value('min_4'),
'num_new_max': get_constraint_value('max_4'), 'num_new_max': get_constraint_value('max_4'),
# Ensure weights is either None or a valid list if required by solve_program
'weights': [get_weight_value(f'edit_{i}') for i in range(1, len(WEIGHTS_CONFIG) + 1)] 'weights': [get_weight_value(f'edit_{i}') for i in range(1, len(WEIGHTS_CONFIG) + 1)]
} }
self.text_solve.append("计算最优解中...") # 创建并启动求解线程
vars = solve_program( self.solver_thread = SolverThread(
preference_mat=preference_mat, preference_mat, depart_mat, want_num_array, is_new_array,
want_num_array=want_num_array, self._auto_mode, params, self
depart_mat=depart_mat,
is_new_array=is_new_array,
**manual_params
) )
# 连接信号
self.solver_thread.log_signal.connect(self.on_log_message)
self.solver_thread.finished_signal.connect(self.on_solve_finished)
self.solver_thread.error_signal.connect(self.on_solve_error)
# 启动线程
self.solver_thread.start()
except Exception:
self.text_solve.append("程序出现严重错误,请联系开发者解决问题!!!")
self.text_solve.append(f"Error Details:\n{format_exc()}")
self.button_solve.setEnabled(True)
self.button_solve.setText("开始排班!")
@QtCore.Slot(str)
def on_log_message(self, message):
"""接收线程发送的日志消息并实时显示"""
self.text_solve.append(message)
@QtCore.Slot(object, dict)
def on_solve_finished(self, vars, params):
"""求解完成后的回调"""
try:
if vars is None: if vars is None:
if self._auto_mode:
self.text_solve.append("自动求解失败!请尝试手动调参!")
else:
self.text_solve.append("在目前限制条件下无解!请尝试更改限制条件!") self.text_solve.append("在目前限制条件下无解!请尝试更改限制条件!")
return else:
if self._auto_mode:
self.text_solve.append("自动计算成功!")
self.text_solve.append("参数:")
self.text_solve.append(f"\t每班人数:[{params['num_min']}, {params['num_max']}]")
self.text_solve.append(f"\t每班电脑或电器的老人数:[{params['num_tech_old_min']}, {params['num_tech_old_max']}]")
self.text_solve.append(f"\t每班老人数:[{params['num_old_min']}, {params['num_old_max']}]")
self.text_solve.append(f"\t每班小朋友数:[{params['num_new_min']}, inf]")
else: else:
self.text_solve.append("计算最优解成功!") self.text_solve.append("计算最优解成功!")
# 保存结果到 excel # 保存结果到 excel
self.text_solve.append("保存结果中...") self.text_solve.append("保存结果中...")
save_dir = f"result_{datetime.now().strftime('%Y%m%d_%H%M%S')}.xlsx" save_dir = f"result_{datetime.now().strftime('%Y%m%d_%H%M%S')}.xlsx"
save_to_excel(vars, all_data, index_to_name_dict, save_dir) save_to_excel(vars, self.all_data, self.index_to_name_dict, save_dir)
self.text_solve.append(f"保存结果成功!保存路径:{save_dir}") self.text_solve.append(f"保存结果成功!保存路径:{save_dir}")
except Exception: except Exception:
self.text_solve.append("程序出现严重错误,请联系开发者解决问题!!!") self.text_solve.append("保存结果时出现错误")
self.text_solve.append(f"Error Details:\n{format_exc()}") self.text_solve.append(f"Error Details:\n{format_exc()}")
finally:
# 恢复按钮状态
self.button_solve.setEnabled(True)
self.button_solve.setText("开始排班!")
@QtCore.Slot(str)
def on_solve_error(self, error_msg):
"""处理求解过程中的错误"""
self.text_solve.append("程序出现严重错误,请联系开发者解决问题!!!")
self.text_solve.append(f"Error Details:\n{error_msg}")
self.button_solve.setEnabled(True)
self.button_solve.setText("开始排班!")
if __name__ == "__main__": if __name__ == "__main__":
app = QtWidgets.QApplication([]) app = QtWidgets.QApplication([])

View File

@ -40,8 +40,8 @@ def read_excel(file_path):
all_data = {} # 储存过滤后的数据 all_data = {} # 储存过滤后的数据
time_format = "%Y/%m/%d %H:%M:%S" time_format = "%Y/%m/%d %H:%M:%S"
for index, row in df.iterrows(): for index, row in df.iterrows():
name = row[col_name] name = row.iloc[col_name]
time_this = datetime.strptime(row[col_timestamp], time_format) time_this = datetime.strptime(row.iloc[col_timestamp], time_format)
if name not in all_data or time_this > datetime.strptime(all_data[name][col_timestamp], time_format): if name not in all_data or time_this > datetime.strptime(all_data[name][col_timestamp], time_format):
all_data[name] = row.tolist() all_data[name] = row.tolist()