AI_Remote.py

import numpy as np
import os, math
from datetime import datetime
from GraphicMultpleScattering import *
from multpleScattering import *
from logWriter import *
import pandas as pd
class AI_Remote:
	def __init__(self):
		self.date = datetime.now().strftime("%Y%m%d-%H%M%S")
		self.txtFilename = "log_" + self.date + "_.txt"
		self.csvFilename = "log_" + self.date + "_.csv"
		self.log = logWriter(self.txtFilename)
		self.count = 0
		self.nJobs = 0
		self.nIterations = []
		self.nMomenta = []
		self.SortByTime = False
		self.SortByIterations = True

	def start(self,AI_DATA):
		#self.progressWindow = progressWindow()

		self.x, self.y, self.phi, self.xI, self.xF, self.xB, self.yI, self.yF, self.yB, self.pI, self.pF, self.pB, self.Length, self.Accuracy, self.momentum, self.nRuns = AI_DATA[0], AI_DATA[1], AI_DATA[2], int(AI_DATA[3]), int(AI_DATA[4]), int(AI_DATA[5]), int(AI_DATA[6]), int(AI_DATA[7]), int(AI_DATA[8]), AI_DATA[9], AI_DATA[10], AI_DATA[11], AI_DATA[12], AI_DATA[13], AI_DATA[14], AI_DATA[15]

		self.DxRange = np.linspace(self.xI,self.xF,self.xB, endpoint = True)
		self.DyRange = np.linspace(self.yI,self.yF,self.yB, endpoint = True)
		self.DpRange = np.linspace(self.pI,self.pF,self.pB, endpoint = True)

		self.times, self.xPos, self.yPos, self.phiPos =[], [], [], []
		self.DxPos, self.DyPos, self.DphiPos = [], [], []

		if self.xB == 0 and not(self.yB==0 and self.pB==0):
			if self.nRuns == 1:
				for dy in range(len(self.DyRange)):
					for dp in range(len(self.DpRange)):
						DxValue = int(self.xF)
						DyValue = int(self.DyRange[dy])
						DpValue = int(self.DpRange[dp])
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())
			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dy in range(len(self.DyRange)):
						for dp in range(len(self.DpRange)):
							DxValue = int(self.xF)
							DyValue = int(self.DyRange[dy])
							DpValue = int(self.DpRange[dp])
							program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
							self.count+=1
							print("\n--------------------------------------------------------------")
							print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
							print("--------------------------------------------------------------\n")
							self.times.append(program.returnTime())
							self.DxPos.append(DxValue) 
							self.DyPos.append(DyValue) 
							self.DphiPos.append(DpValue)
							self.xPos.append(self.x)
							self.yPos.append(self.y)
							self.phiPos.append(self.phi)
							self.nIterations.append(program.returnNumberOfIterations())
							self.nMomenta.append(program.returnMomentum())

		if self.yB == 0 and not(self.xB==0 or self.pB==0):
			if self.nRuns == 1:
				for dx in range(len(self.DxRange)):
					for dp in range(len(self.DpRange)):
						#print(dx, dy, dp)
						DxValue = int(self.DxRange[dx])
						DyValue = int(self.yF)
						DpValue = int(self.DpRange[dp])
						#print(DxValue)
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())

			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dx in range(len(self.DxRange)):
						for dp in range(len(self.DpRange)):
							#print(dx, dy, dp)
							DxValue = int(self.DxRange[dx])
							DyValue = int(self.yF)
							DpValue = int(self.DpRange[dp])
							#print(DxValue)
							program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
							self.count+=1
							print("\n--------------------------------------------------------------")
							print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
							print("--------------------------------------------------------------\n")
							self.times.append(program.returnTime())
							self.DxPos.append(DxValue) 
							self.DyPos.append(DyValue) 
							self.DphiPos.append(DpValue)
							self.xPos.append(self.x)
							self.yPos.append(self.y)
							self.phiPos.append(self.phi)
							self.nIterations.append(program.returnNumberOfIterations())
							self.nMomenta.append(program.returnMomentum())

		if self.pB == 0 and not(self.xB==0 or self.yB==0):
			if self.nRuns == 1:
				for dx in range(len(self.DxRange)):
					for dy in range(len(self.DyRange)):
						DxValue = int(self.DxRange[dx])
						DyValue = int(self.DyRange[dy])
						DpValue = int(pF)
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())

			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dx in range(len(self.DxRange)):
						for dy in range(len(self.DyRange)):
							DxValue = int(self.DxRange[dx])
							DyValue = int(self.DyRange[dy])
							DpValue = int(pF)
							program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
							self.count+=1
							print("\n--------------------------------------------------------------")
							print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
							print("--------------------------------------------------------------\n")
							self.times.append(program.returnTime())
							self.DxPos.append(DxValue) 
							self.DyPos.append(DyValue) 
							self.DphiPos.append(DpValue)
							self.xPos.append(self.x)
							self.yPos.append(self.y)
							self.phiPos.append(self.phi)
							self.nIterations.append(program.returnNumberOfIterations())
							self.nMomenta.append(program.returnMomentum())
		if self.xB==0 and self.yB == 0 and not(self.pB==0):
			if self.nRuns == 1:
				for dp in range(len(self.DpRange)):
					DxValue = int(self.xF)
					DyValue = int(self.yF)
					DpValue = int(self.DpRange[dp])
					program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
					self.count+=1
					print("\n--------------------------------------------------------------")
					print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
					print("--------------------------------------------------------------\n")
					self.times.append(program.returnTime())
					self.DxPos.append(DxValue) 
					self.DyPos.append(DyValue) 
					self.DphiPos.append(DpValue)
					self.xPos.append(self.x)
					self.yPos.append(self.y)
					self.phiPos.append(self.phi)
					self.nIterations.append(program.returnNumberOfIterations())
					self.nMomenta.append(program.returnMomentum())

			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dp in range(len(self.DpRange)):
						DxValue = int(self.xF)
						DyValue = int(self.yF)
						DpValue = int(self.DpRange[dp])
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())
		if self.yB==0 and self.pB == 0 and not(self.xB==0):
			if self.nRuns == 1:
				for dx in range(len(self.DxRange)):
					DxValue = int(self.DxRange[dx])
					DyValue = int(self.yF)
					DpValue = int(self.pF)
					program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
					self.count+=1
					print("\n--------------------------------------------------------------")
					print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
					print("--------------------------------------------------------------\n")
					self.times.append(program.returnTime())
					self.DxPos.append(DxValue) 
					self.DyPos.append(DyValue) 
					self.DphiPos.append(DpValue)
					self.xPos.append(self.x)
					self.yPos.append(self.y)
					self.phiPos.append(self.phi)
					self.nIterations.append(program.returnNumberOfIterations())
					self.nMomenta.append(program.returnMomentum())

			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dx in range(len(self.DxRange)):
						DxValue = int(self.DxRange[dx])
						DyValue = int(self.yF)
						DpValue = int(self.pF)
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())
						

		if self.xB==0 and self.pB == 0 and not(self.yB==0):
			if self.nRuns == 1:
				for dy in range(len(self.DyRange)):
					DxValue = int(self.xF)
					DyValue = int(self.DyRange[dy])
					DpValue = int(self.pF)
					program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
					self.count+=1
					print("\n--------------------------------------------------------------")
					print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
					print("--------------------------------------------------------------\n")
					self.times.append(program.returnTime())
					self.DxPos.append(DxValue) 
					self.DyPos.append(DyValue) 
					self.DphiPos.append(DpValue)
					self.xPos.append(self.x)
					self.yPos.append(self.y)
					self.phiPos.append(self.phi)
					self.nIterations.append(program.returnNumberOfIterations())
					self.nMomenta.append(program.returnMomentum())
			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dy in range(len(self.DyRange)):
						DxValue = int(self.xF)
						DyValue = int(self.DyRange[dy])
						DpValue = int(self.pF)
						program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
						self.count+=1
						print("\n--------------------------------------------------------------")
						print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
						print("--------------------------------------------------------------\n")
						self.times.append(program.returnTime())
						self.DxPos.append(DxValue) 
						self.DyPos.append(DyValue) 
						self.DphiPos.append(DpValue)
						self.xPos.append(self.x)
						self.yPos.append(self.y)
						self.phiPos.append(self.phi)
						self.nIterations.append(program.returnNumberOfIterations())
						self.nMomenta.append(program.returnMomentum())

		else:
			if self.nRuns == 1:
				print("all directions")
				for dx in range(len(self.DxRange)):
					for dy in range(len(self.DyRange)):
						for dp in range(len(self.DpRange)):
							DxValue = int(self.DxRange[dx])
							DyValue = int(self.DyRange[dy])
							DpValue = int(self.DpRange[dp])
							program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
							self.count+=1
							print("\n--------------------------------------------------------------")
							print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
							print("--------------------------------------------------------------\n")
							self.times.append(program.returnTime())
							self.DxPos.append(DxValue) 
							self.DyPos.append(DyValue) 
							self.DphiPos.append(DpValue)
							self.xPos.append(self.x)
							self.yPos.append(self.y)
							self.phiPos.append(self.phi)
							self.nIterations.append(program.returnNumberOfIterations())
							self.nMomenta.append(program.returnMomentum())
			if self.nRuns > 1:	
				for i in range(self.nRuns):
					print("Run Number: ",  i, "\n")
					for dx in range(len(self.DxRange)):
						for dy in range(len(self.DyRange)):
							for dp in range(len(self.DpRange)):
								DxValue = int(self.DxRange[dx])
								DyValue = int(self.DyRange[dy])
								DpValue = int(self.DpRange[dp])
								program = multpleScattering(self.x,self.y,self.phi,DxValue, DyValue, DpValue, self.Length, self.Accuracy, self.momentum)
								self.count+=1
								print("\n--------------------------------------------------------------")
								print("Job Number: ", self.count, " |",  " Time: ", program.returnTime(), "|", "nIterations: ", program.returnNumberOfIterations())
								print("--------------------------------------------------------------\n")
								self.times.append(program.returnTime())
								self.DxPos.append(DxValue) 
								self.DyPos.append(DyValue) 
								self.DphiPos.append(DpValue)
								self.xPos.append(self.x)
								self.yPos.append(self.y)
								self.phiPos.append(self.phi)
								self.nIterations.append(program.returnNumberOfIterations())
								self.nMomenta.append(program.returnMomentum())

		minTimeOne = 100
		minTimeTwo = 100
		minTimeThree = 100

		minCoordinatesOne = []
		minCoordinatesTwo = []
		minCoordinatesThree = []

		self.minTimeOneIndex = 0
		self.minTimeTwoIndex = 0
		self.minTimeThreeIndex = 0

		self.nJobs = self.xB + self.yB + self.pB

		if self.nJobs > 3 or self.nJobs == 3:

			#looking for the 3 fastes jobs
			minTimeOne = min(self.times)
			self.minTimeOneIndex = self.times.index(minTimeOne)
			minTimeTwo = sorted(self.times)[-2]
			self.minTimeTwoIndex = self.times.index(minTimeTwo)
			minTimeThree = sorted(self.times)[-3]
			self.minTimeThreeIndex = self.times.index(minTimeThree)
			minTimeIndices = [minTimeOne, minTimeTwo, minTimeThree]
			minCoordinates = []
			#organizing data for 3  fastest jobs:
			#Design Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex])
			#Actual Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex] + self.DxPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex] + self.DyPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex] + self.DphiPos[self.minTimeOneIndex])

			#Design Position second job
			minCoordinates.append(self.xPos[self.minTimeTwoIndex])
			minCoordinates.append(self.yPos[self.minTimeTwoIndex])
			minCoordinates.append(self.phiPos[self.minTimeTwoIndex])
			#Actual Position second job
			minCoordinates.append(self.xPos[self.minTimeTwoIndex] + self.DxPos[self.minTimeTwoIndex])
			minCoordinates.append(self.yPos[self.minTimeTwoIndex] + self.DyPos[self.minTimeTwoIndex])
			minCoordinates.append(self.phiPos[self.minTimeTwoIndex] + self.DphiPos[self.minTimeTwoIndex])

			#Design Position third job
			minCoordinates.append(self.xPos[self.minTimeThreeIndex])
			minCoordinates.append(self.yPos[self.minTimeThreeIndex])
			minCoordinates.append(self.phiPos[self.minTimeThreeIndex])
			#Actual Position third job			
			minCoordinates.append(self.xPos[self.minTimeThreeIndex] + self.DxPos[self.minTimeThreeIndex])
			minCoordinates.append(self.yPos[self.minTimeThreeIndex] + self.DyPos[self.minTimeThreeIndex])
			minCoordinates.append(self.phiPos[self.minTimeThreeIndex] + self.DphiPos[self.minTimeThreeIndex])
			minCoordinates.append(self.Accuracy)
			minCoordinates.append(self.Length)

			#writing data:
			#parameters = ['job_number  ', 'design_position  ', 'actual_position  ', 'time_rank  ', 'time_elapsed  ']
			if self.SortByTime:		
				rankedTimes = sorted(self.times)
				rankedIndexes = []
				for i in range(len(rankedTimes)):
					rankedIndexes.append(rankedTimes.index(self.times[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters = ["time_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"] 
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])
					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)
			if self.SortByIterations:
				rankedIterations = sorted(self.nIterations)
				rankedIndexes = []
				for i in range(len(rankedIterations)):
					rankedIndexes.append(rankedIterations.index(self.nIterations[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters  = ["iteration_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"]
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])

					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)

		if self.nJobs == 2:
			minTimeOne = min(self.times)
			self.minTimeOneIndex = self.times.index(minTimeOne)
			minTimeTwo = sorted(self.times)[-2]
			minTimeIndices = [minTimeOne, minTimeTwo]
			minCoordinates = []

			#sorting 2 fastest jobs:
			#Design Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex])
			#Actual Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex] + self.DxPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex] + self.DyPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex] + self.DphiPos[self.minTimeOneIndex])

			#Design Position second job
			minCoordinates.append(self.xPos[self.minTimeTwoIndex])
			minCoordinates.append(self.yPos[self.minTimeTwoIndex])
			minCoordinates.append(self.phiPos[self.minTimeTwoIndex])
			#Actual Position second job
			minCoordinates.append(self.xPos[self.minTimeTwoIndex] + self.DxPos[self.minTimeTwoIndex])
			minCoordinates.append(self.yPos[self.minTimeTwoIndex] + self.DyPos[self.minTimeTwoIndex])
			minCoordinates.append(self.phiPos[self.minTimeTwoIndex] + self.DphiPos[self.minTimeTwoIndex])
			minCoordinates.append(self.Accuracy)
			minCoordinates.append(self.Length)

			#printing data
			if self.SortByTime:		
				rankedTimes = sorted(self.times)
				rankedIndexes = []
				for i in range(len(rankedTimes)):
					rankedIndexes.append(rankedTimes.index(self.times[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters = ["time_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"] 
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])
					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)
			if self.SortByIterations:
				rankedIterations = sorted(self.nIterations)
				rankedIndexes = []
				for i in range(len(rankedIterations)):
					rankedIndexes.append(rankedIterations.index(self.nIterations[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters  = ["iteration_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"]
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])

					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)


		if self.nJobs == 1:
			minTimeOne = min(self.times)
			self.minTimeOneIndex = self.times.index(minTimeOne)
			minTimeIndices = [minTimeOne, minTimeTwo]
			minCoordinates = []

			#sorting 2 fastest jobs:
			#Design Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex])
			#Actual Position first job
			minCoordinates.append(self.xPos[self.minTimeOneIndex] + self.DxPos[self.minTimeOneIndex])
			minCoordinates.append(self.yPos[self.minTimeOneIndex] + self.DyPos[self.minTimeOneIndex])
			minCoordinates.append(self.phiPos[self.minTimeOneIndex] + self.DphiPos[self.minTimeOneIndex])
			minCoordinates.append(self.Accuracy)
			minCoordinates.append(self.Length)

			#printing data
			if self.SortByTime:		
				rankedTimes = sorted(self.times)
				rankedIndexes = []
				for i in range(len(rankedTimes)):
					rankedIndexes.append(rankedTimes.index(self.times[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters = ["time_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"] 
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])
					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)
			if self.SortByIterations:
				rankedIterations = sorted(self.nIterations)
				rankedIndexes = []
				for i in range(len(rankedIterations)):
					rankedIndexes.append(rankedIterations.index(self.nIterations[i]))
				rankedIndices = sorted(rankedIndexes)
				parameters  = ["iteration_rank", "design_position", "actual_position" , "time_elapsed(seconds)", "momentum", "# of iterations","job_number"]
				csvData = []
				csvData.append(parameters)
				for i in rankedIndices:
					design_position = [self.xPos[rankedIndices[i]], self.yPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]])]
					actual_position = [self.xPos[rankedIndices[i]] + self.DxPos[rankedIndices[i]], self.yPos[rankedIndices[i]] + self.DyPos[rankedIndices[i]], math.degrees(self.phiPos[rankedIndices[i]] + self.DphiPos[rankedIndices[i]])]
					momemtumString = str(self.momentum) + "/" + str(self.nMomenta[rankedIndices[i]])

					appendData = [rankedIndices[i] , design_position, actual_position, self.times[rankedIndices[i]], momemtumString, self.nIterations[rankedIndices[i]], rankedIndexes[i]]
					
					csvData.append(appendData)

				self.log.writeCSV(csvData, self.csvFilename)

	def showPlots(self):

		chamberOneInfo = [self.xPos[self.minTimeOneIndex], self.yPos[self.minTimeOneIndex], self.phiPos[self.minTimeOneIndex], self.DxPos[self.minTimeOneIndex], self.DyPos[self.minTimeOneIndex], self.DphiPos[self.minTimeOneIndex], self.nMomenta[self.minTimeOneIndex]]
		#chamberTwoInfo = [self.xPos[self.minTimeTwoIndex], self.yPos[self.minTimeTwoIndex], self.phiPos[self.minTimeTwoIndex], self.DxPos[self.minTimeTwoIndex], self.DyPos[self.minTimeTwoIndex], self.DphiPos[self.minTimeTwoIndex]]
		#chamberThreeInfo = [self.xPos[self.minTimeThreeIndex], self.yPos[self.minTimeThreeIndex], self.phiPos[self.minTimeThreeIndex], self.DxPos[self.minTimeThreeIndex], self.DyPos[self.minTimeThreeIndex], self.DphiPos[self.minTimeThreeIndex]]

		plot = GraphicMultpleScattering()
		plot.start(chamberOneInfo, self.Length, self.Accuracy, self.nIterations[self.minTimeOneIndex])

	def showSpreadSheet(self):
		os.startfile(self.csvFilename)

	def showLog(self):
		os.startfile(self.txtFilename)

	def setSortingFilter(self, command):
		if command == "time":
			self.SortByTime = True
		if command == "iterations":
			self.SortByIterations = True
		else:
			print("idk")
	def returnJobNumber(self):
		return count

	def returnProgressString(self):
		completionString = (str(self.count) + " jobs complete out of: " + str(self.nJobs))
		return completionString

#print("2 --- time: ", minTimeOne, "x: ", minCoordinatesOne[0], "y: ", minCoordinatesOne[2], "phi: ", minCoordinatesOne[2], file = log)
#print("2 --- time: ", minTimeTwo, "x: ", minCoordinatesTwo[0], "y: ", minCoordinatesTwo[1], "phi: ", minCoordinatesTwo[2], file = log)
#rint("1 --- time: ", minTimeThree, "x: ", minCoordinatesThree[0], "y: ", minCoordinatesThree[1], "phi: ", minCoordinatesThree[2], file = log)