WeldingSpotPerformance/src/utils/base/base.py

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from __future__ import annotations
import os
from typing import Optional, Union
import pandas as pd
from PyQt5.QtCore import QThread, QObject, QTimer
from PyQt5.QtWidgets import QWidget, QTabWidget
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from OptAlgorithm import OptAlgorithm
import pandas as pd
import pandas as pd
import numpy as np
class BaseMediator:
def __init__(self,
monitor: BaseDirectoryMonitor,
converter: BaseDataConverter,
passportFormer: BasePointPassportFormer,
plot: BasePlotWidget,
controller: BaseController):
self._monitor = monitor
self._monitor.mediator = self
self._converter = converter
self._converter.mediator = self
self._passportFormer = passportFormer
self._passportFormer.mediator = self
self._plot = plot
self._plot.mediator = self
self._controller = controller
self._controller.mediator = self
def notify(self,
source: Union[BaseDirectoryMonitor, BaseDataConverter, BasePointPassportFormer, BasePlotWidget],
data: Union[list[str], list[pd.DataFrame], list[list], list[QWidget]]):
...
def push_settings (self, data: list[dict]):
...
class BaseDirectoryMonitor:
update_timer = QTimer()
def __init__(self,
mediator: Optional[BaseMediator] = None):
super().__init__()
self._directory_path = None
self._update_time = None
self._mediator = mediator
@property
def directory_path(self) -> str:
return self._directory_path
@property
def update_time(self) -> int:
return self._update_time
@property
def files(self) -> list[str]:
return self._files
@property
def mediator(self) -> BaseMediator:
return self._mediator
@mediator.setter
def mediator(self, mediator: BaseMediator) -> None:
self._mediator = mediator
def _init_state(self):
files = os.listdir(self._directory_path)
self._files = files
def start(self):
self.update_timer.start(self._update_time)
def stop(self):
self.update_timer.stop()
def update_settings(self, data: list[dict]) -> None:
...
def force_all_dir(self):
...
class BaseDataConverter:
def __init__(self, mediator: Optional[BaseMediator] = None):
self._mediator = mediator
@property
def mediator(self) -> BaseMediator:
return self._mediator
@mediator.setter
def mediator(self, mediator: BaseMediator) -> None:
self._mediator = mediator
def convert_data(self, files: list[str]) -> None:
...
class BasePlotWidget:
def __init__(self,
mediator: Optional[BaseMediator] = None):
super().__init__()
self._mediator = mediator
self._stage_colors = {
"Closing": [208, 28, 31, 100],
"Squeeze": [45, 51, 89, 150],
"Welding": [64, 64, 64, 100],
"Relief": [0, 134, 88, 100],
"Oncomming": [255, 79, 0, 100]
}
self._plt_channels = {
"Electrode Force, N & Welding Current, kA": {
"Settings": {
"zoom": False,
"stages": True,
"performance": True,
"ideals": True
},
"Real_signals": [
{
"name": "Electrode Force, N ME",
"pen": 'r',
},
{
"name": "Electrode Force, N FE",
"pen": 'w',
},
{
"name": "Welding Current ME",
"pen": "y",
}
],
"Ideal_signals": [
{
"name": "Force",
"pen": {'color': 'g', 'width':3},
}
]
},
"Electrode Posicion, mm": {
"Settings": {
"zoom": False,
"stages": True,
"performance": False,
"ideals": True
},
"Real_signals": [
{
"name": "Rotor Position, mm ME",
"pen": 'r',
},
{
"name": "Rotor Position, mm FE",
"pen": 'w',
}
],
"Ideal_signals": [
{
"name": "Posicion ME",
"pen": {'color': 'g', 'width':3},
},
{
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"name": "Posicion FE",
"pen": {'color': 'b', 'width':3},
}
]
},
"Electrode Speed, mm/s": {
"Settings": {
"zoom": False,
"stages": True,
"performance": False,
"ideals": True
},
"Real_signals": [
{
"name": "Rotor Speed, mm/s ME",
"pen": 'r',
"zoom": False
},
{
"name": "Rotor Speed, mm/s FE",
"pen": 'w',
"zoom": False
}
],
"Ideal_signals": [
{
"name": "Rotor Speed ME",
"pen": {'color': 'y', 'width':3},
"zoom": False
},
{
"name": "Rotor Speed FE",
"pen": {'color': 'g', 'width':3},
"zoom": False
}
]
},
}
@property
def mediator(self) -> BaseMediator:
return self._mediator
@mediator.setter
def mediator(self, mediator: BaseMediator) -> None:
self._mediator = mediator
@property
def opt(self) -> BaseIdealDataBuilder:
return self._opt
@opt.setter
def opt(self, opt: BaseIdealDataBuilder):
self._opt = opt
def build(self, data: list[pd.DataFrame]) -> list[QWidget]:
...
class BaseController(QObject):
def send_widgets(self, widgets: list[QWidget]) -> None:
...
def push_settings(self, settings: list[dict]) -> None:
...
class BaseIdealDataBuilder(OptAlgorithm):
def __init__(self, params: list[dict]):
operator_params, system_params = params
self.mul = system_params['time_capture']
self.welding_time = operator_params['time_wielding']
super().__init__(operator_params, system_params)
def _get_data(self, end_timestamp:float, func:function) -> pd.DataFrame:
data = []
for i in range (0, int(end_timestamp*self.mul)):
time = i/self.mul
X1, X2, V1, V2, F = func(time)
data.append({"time":time, "Posicion FE":X1*1000,"Posicion ME":X2*1000, "Rotor Speed FE":V1*1000, "Rotor Speed ME":V2*1000, "Force":F})
return pd.DataFrame(data)
def get_closingDF(self) -> pd.DataFrame:
...
def get_compressionDF(self) -> pd.DataFrame:
...
def get_openingDF(self) -> pd.DataFrame:
...
def get_tmovementDF(self) -> pd.DataFrame:
...
def get_weldingDF(self) -> pd.DataFrame:
...
def get_oncomingDF(self) -> pd.DataFrame:
...
def get_ideal_timings(self) -> list[float, float, float, float]:
...
def get_cycle_time(self) -> float:
result = sum(self.get_ideal_timings())
return result
class BaseMainWindow(QWidget):
def __init__(self,
controller: Optional[BaseController] = None):
super().__init__()
self._controller = controller
...
@property
def controller(self) -> BaseController:
return self._controller
@controller.setter
def controller(self, controller: BaseController) -> None:
self._controller = controller
def set_style(self, object: Union[QTabWidget, QWidget]) -> None:
object.setStyleSheet("""
QWidget {
background-color: #0D1117;
font-family: "Segoe UI", sans-serif;
font-size: 14px;
}
QMessageBox {
background-color: #161B22;
font-family: "Segoe UI", sans-serif;
font-size: 14px;
}
QPushButton {
background-color: #FFCC00;
color: #0D1117;
padding: 12px 25px;
border: 2px solid #E6B800;
border-radius: 8px;
font-family: "Segoe UI", sans-serif;
font-size: 16px;
font-weight: bold;
}
QPushButton:hover:!disabled {
background-color: #FFD700;
}
QPushButton:disabled {
background-color: #555555;
color: #cccccc;
border: none;
}
QLabel {
color: #ffffff;
font-size: 16px;
font-weight: bold;
font-family: "Segoe UI", sans-serif;
}
""")
class BasePointPassportFormer:
def __init__(self,
mediator: Optional[BaseMediator] = None):
self._mediator = mediator
self._clear_stage = "Welding"
self._stages = [
"Closing",
"Squeeze",
"Welding",
"Relief",
"Oncomming"
]
self._tesla_stages = [
"Tesla squeeze",
"Tesla closing",
"Tesla welding",
"Tesla oncomming_relief"
]
def _find_indexes(self,
signal: str,
dataframe: pd.DataFrame) -> list[list[float], list[float]]:
stage_diff = np.diff(dataframe[signal])
start_idx = np.where(stage_diff == 1)
finish_idx = np.where(stage_diff == -1)
return start_idx[0], finish_idx[0]
def _find_events(self,
signal: str,
times:pd.Series,
dataframe: pd.DataFrame) -> list[list[float]]:
start_idx, finish_idx = self._find_indexes(signal, dataframe)
if start_idx[0] > finish_idx[0]:
start_idx = np.insert(start_idx, 0, 0)
print (start_idx)
start_list = times.loc[start_idx].tolist()
end_list = times.loc[finish_idx].tolist()
if len(start_list) - len(end_list) == 1:
end_list.append(float(times[len(times)-1]))
return start_list, end_list
def _filter_events(self,
times: pd.Series,
dataframe: pd.DataFrame) -> list[dict[list[float]], int]:
events = {}
if self._clear_stage in self._stages:
start_list, end_list = self._find_events(self._clear_stage, times, dataframe)
point_quantity = len(start_list)
for stage in self._stages:
start_list, end_list = self._find_events(stage, times, dataframe)
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temp = min([len(start_list), len(end_list)])
if temp < point_quantity:
for i in range(temp, point_quantity):
print ("cant find enough", stage)
start_list.append(0)
end_list.append(1)
events[stage] = [start_list[:point_quantity], end_list[:point_quantity]]
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#print(events, point_quantity)
return events, point_quantity
def _build_ideal_data(self,
idealDataBuilder: Optional[BaseIdealDataBuilder] = None,
params: list[dict] = None) -> dict:
self.opt = idealDataBuilder(params)
stage_ideals = {
"Closing": self._opt.get_closingDF(),
"Squeeze": self._opt.get_compressionDF(),
"Welding": self._opt.get_weldingDF(),
"Relief": self._opt.get_openingDF(),
"Oncomming": self._opt.get_oncomingDF(),
"Ideal cycle": self._opt.get_cycle_time(),
"Ideal timings": self._opt.get_ideal_timings()
}
return stage_ideals
def form_passports(self) -> list[list[pd.DataFrame, dict, list]]:
...
def update_settings(self, params: list) -> None:
...
@property
def opt(self) -> BaseIdealDataBuilder:
return self._opt
@opt.setter
def opt(self, opt: BaseIdealDataBuilder):
self._opt = opt
@property
def mediator(self) -> BaseMediator:
return self._mediator
@mediator.setter
def mediator(self, mediator: BaseMediator) -> None:
self._mediator = mediator