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gui.py
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gui.py
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import tkinter as tk
from ttkthemes import ThemedTk
from functools import partial
import os
from PIL import ImageTk, Image
from matplotlib.backends.backend_tkagg import (
FigureCanvasTkAgg, NavigationToolbar2Tk)
# Implement the default Matplotlib key bindings.
from matplotlib.backend_bases import key_press_handler
from matplotlib.figure import Figure
import numpy as np
import trajpy.trajpy as tj
import webbrowser
import trajpy
from typing import List, Union, Dict, Optional
print("Tcl Version: {}".format(tk.Tcl().eval('info patchlevel')))
print("TrajPy Version: {}".format(trajpy.__version__))
print("Loading TrajPy GUI...")
class trajpy_gui:
def __init__(self, master: ThemedTk) -> None:
self.app = master
self.init_window()
self.app.resizable(False, False)
self.title = tk.Label(self.app, text="TrajPy", font=("Arial Bold", 28))
self._version = tk.Label(self.app, text="{}".format(trajpy.__version__), font=("Arial Bold", 12))
self.entry = tk.Entry(self.app, width=50, highlightcolor='blue')
self.path = os.path.dirname(os.path.realpath(__file__))
self.entry.insert(0, self.path)
self.find_bt = tk.Button(self.app, text="Open file...", command=partial(self.get_file, 'file'))
self.find_dir_bt = tk.Button(self.app, text="Open directory...", command=partial(self.get_file, 'dir'))
self.plot_bt = tk.Button(self.app, text="Plot", command=self.show_plot)
self.button_select_all = tk.Checkbutton(self.app, text='Select all')
self.button_select_all.configure(command=self.select_all)
self.button_compute = tk.Button(self.app, text="Compute!", command=self.compute_selected)
self.results = tk.Entry(self.app, width=60, highlightcolor='blue')
self.features = ['Anomalous Exponent', 'MSD Ratio', 'Fractal dimension',
'Anisotropy & Kurtosis', 'Straightness', 'Efficiency',
'Gaussianity', 'Diffusivity', 'Confinement Prob.']
self.feats_ = {}
self.selected_features = []
self.data = {}
self.files = []
self.trajectory_list = []
for feature in self.features:
self.feats_[feature] = tk.Checkbutton(self.app, text=feature)
self.placement()
def init_window(self) -> None:
self.app.title('TrajPy GUI')
self.app.geometry('600x600')
self.menu = tk.Menu(self.app)
self.app.config(menu=self.menu)
self.file = tk.Menu(self.menu)
self.file.add_command(label="Open file...", command=partial(self.get_file, 'file'))
self.file.add_command(label="Open directory...", command=partial(self.get_file, 'dir'))
self.file.add_command(label="Save as...", command=self.save_file)
self.file.add_command(label="Exit", command=self.client_exit)
self.menu.add_cascade(label="File", menu=self.file)
self.edit = tk.Menu(self.menu)
self.edit.add_command(label="Undo")
self.menu.add_cascade(label="Edit", menu=self.edit)
self.help = tk.Menu(self.menu)
self.help.add_command(label="About", command=self.About)
self.menu.add_cascade(label="Help", menu=self.help)
def client_exit(self):
exit()
def About(self) -> None:
self.newWindow = tk.Toplevel(self.app)
self.newWindow.resizable(False, False)
self.img = Image.open(os.path.dirname(os.path.realpath(__file__))+'/logo.png')
self.img = self.img.resize((300, 100), Image.BICUBIC)
self.img = ImageTk.PhotoImage(self.img)
self._canvas = tk.Canvas(self.newWindow,width=300,height=100)
self._canvas.pack()
self._canvas.create_image(150, 50, image=self.img)
#self._canvas.draw()
#self.panel = tk.Label(self.newWindow, image=self.img)
#self.panel.pack(side = "top", fill = "both", expand = "no")
self.author = tk.Label(self.newWindow, text="Developed by Maurício Moreira-Soares")
self.link = tk.Label(self.newWindow, text="phydev.github.io", fg='blue')
self.email =tk.Label(self.newWindow, text="trajpy@protonmail.ch")
self.link.bind("<Button-1>", lambda e: webbrowser.open_new("https://phydev.github.io"))
self.author.pack()
self.link.pack()
self.email.pack()
def placement(self) -> None:
self.title.place(x=250, y=10)
self._version.place(x=300,y=50)
self.entry.place(x=80, y=100)
self.find_bt.place(x=250, y=130)
self.find_dir_bt.place(x=320, y=130)
self.plot_bt.place(x=440, y=130)
self.button_select_all.place(x=20, y=230 + (len(self.feats_) + 1) * 20)
self.button_compute.place(x=20, y=230 + (len(self.feats_) + 3) * 20)
self.results.place(x=20, y=230 + (len(self.feats_) + 5) * 20)
for n, button in enumerate(self.feats_):
self.feats_[button].configure(command=partial(self.select_feat, self.feats_[button]))
self.feats_[button].place(x=20, y=220 + n * 20)
def open(self, kind: str) -> None:
if kind=="file":
self.trajectory_list.append(tj.Trajectory(self.path, skip_header=1, delimiter=','))
elif kind=="dir":
# open all files and save trajectories in a list
self.trajectory_list = []
for file in self.files:
print(self.path, file)
self.trajectory_list.append(tj.Trajectory(self.path + "/"+ file, skip_header=1, delimiter=','))
def compute_selected(self) -> None:
'''
compute the selected features
'''
if self.kind=="dir":
f = tk.filedialog.asksaveasfile(mode='w', defaultextension=".csv")
if f is None:
print("No file selected!")
return
self.data = {}
for n, trajectory in enumerate(self.trajectory_list):
self.r = trajectory
self.data[n] = {}
if any('Anomalous' in feature for feature in self.selected_features):
self.r.msd_ea = self.r.msd_ensemble_averaged_(self.r._r)
self.r.anomalous_exponent = self.r.anomalous_exponent_(self.r.msd_ea, self.r._t)
self.data[n]['alpha'] = self.r.anomalous_exponent
if any('MSD' in feature for feature in self.selected_features):
self.r.msd_ta = self.r.msd_time_averaged_(self.r._r, np.arange(len(self.r._r)))
self.r.msd_ratio = self.r.msd_ratio_(self.r.msd_ta, n1=2, n2=10)
self.data[n]['msd_ratio'] = self.r.msd_ratio
if any('Fractal' in feature for feature in self.selected_features):
self.r.fractal_dimension, self.r._r0 = self.r.fractal_dimension_(self.r._r)
self.data[n]['df'] = self.r.fractal_dimension
if any(item in feature for feature in self.selected_features for item in ['Kurtosis', 'Anisotropy']):
gyration_radius_dict = self.r.gyration_radius_(self.r._r)
self.r.gyration_radius = gyration_radius_dict['gyration tensor']
self.r.eigenvalues = gyration_radius_dict['eigenvalues']
self.r.eigenvectors = gyration_radius_dict['eigenvectors']
#self.r.eigenvalues[::-1].sort() # the eigenvalues must be in the descending order
#self.r._idx = self.r.eigenvalues.argsort()[::-1] # getting the position of the principal eigenvector
self.r.kurtosis = self.r.kurtosis_(self.r._r, self.r.eigenvectors[:,0])
self.r.anisotropy = self.r.anisotropy_(self.r.eigenvalues)
self.data[n]['anisotropy'] = self.r.anisotropy
self.data[n]['kurtosis'] = self.r.kurtosis
if any('Gaussianity' in feature for feature in self.selected_features):
self.r.gaussianity = self.r.gaussianity_(self.r._r)
self.data[n]['gaussianity'] = self.r.gaussianity
if any('Straightness' in feature for feature in self.selected_features):
self.r.straightness = self.r.straightness_(self.r._r)
self.data[n]['straightness'] = self.r.straightness
if any('Efficiency' in feature for feature in self.selected_features):
self.r.efficiency = self.r.efficiency_(self.r._r)
self.data[n]['efficiency'] = self.r.efficiency
if any('Diffusivity' in feature for feature in self.selected_features):
self.r.velocity = self.r.velocity_(self.r._r, self.r._t)
self.r.vacf = self.r.stationary_velocity_correlation_(self.r.velocity, self.r._t,np.arange(int(len(self.r.velocity))))
self.r.diffusivity = self.r.green_kubo_(self.r.velocity, self.r._t,self.r.vacf)
self.data[n]['diffusivity'] = self.r.diffusivity
if any('Confinement' in feature for feature in self.selected_features):
self.r.confinement_probability = self.r.confinement_probability_(self.r._r0, self.r.diffusivity, self.r._t[-1])
self.data[n]['confinement'] = self.r.confinement_probability
if self.kind=="dir":
# write the results to a file
f.write(','.join(self.data[0].keys())+'\n')
for n in range(0, len(self.data)):
f.write(','.join(map(str, [*self.data[n].values()]))+'\n')
f.close()
self.results.delete(0, 'end')
self.results.insert(0, 'Results saved to {}'.format(f.name))
else:
self.results.delete(0, 'end')
self.results.insert(0, ','.join(map(str, [*self.data[0].values()]))+'\n')
def compute(self) -> None:
f = tk.filedialog.asksaveasfile(mode='w', defaultextension=".csv")
for n, trajectory in enumerate(self.trajectory_list):
self.r = trajectory
results = self.r.compute_features()
f.write(results)
self.results.insert(0, 'Results saved to {}'.format(f.name))
def get_file(self, kind: str) -> None:
'''
get a file if `kind`=="file" or file list from a given directory if `kind`=="dir"
'''
files_list = []
self.kind = kind
if 'file' in kind:
path_name = tk.filedialog.askopenfilename(parent=self.app,
initialdir=self.path,
title='Please select a file')
elif 'dir' in kind:
path_name = tk.filedialog.askdirectory(parent=self.app,
initialdir=self.path,
title='Please select a folder')
# write a file list
files_list = os.listdir(path_name)
# filter all csv files
files_list = [file for file in files_list if '.csv' in file]
self.path = path_name
self.files = files_list
self.entry.delete(0, 100)
self.entry.insert(0, path_name)
self.open(kind)
def save_file(self) -> None:
f = tk.filedialog.asksaveasfile(mode='w', defaultextension=".csv")
if f is None:
return
f.write(','.join(self.data.keys())+'\n')
f.write(','.join(self.data.values())+'\n')
f.close()
def show_plot(self) -> None:
self._fig = Figure(figsize=(3, 3), dpi=100)
self._canvas = FigureCanvasTkAgg(self._fig, master=self.app)
self._fig.add_subplot(111).plot(self.r._t, self.r._r, ls='-.')
self._canvas.draw()
self._canvas.get_tk_widget().place(x=200, y=200)
def select_feat(self, button: tk.Widget) -> None:
if any(button.cget('text') in feature for feature in self.selected_features):
self.selected_features.remove(button.cget('text'))
button.deselect()
else:
if 'Confinement' in button.cget('text'):
# to compute the confinement probability we need another quantities
# such as Fractal dimension and diffusivity
self.selected_features.append('Fractal dimension')
self.selected_features.append('Diffusivity')
self.feats_['Fractal dimension'].select()
self.feats_['Diffusivity'].select()
self.selected_features.append(button.cget('text'))
button.select()
def select_all(self) -> None:
self.selected_features = []
for n, button in enumerate(self.feats_):
if self.button_select_all.cget('text') == 'Select all':
self.feats_[button].select()
self.feats_[button].configure(state='disabled')
self.selected_features.append(self.feats_[button].cget('text'))
update_text = 'Deselect all'
else:
self.feats_[button].configure(state='active')
self.feats_[button].deselect()
update_text = 'Select all'
self.button_select_all.configure(text=update_text)
if __name__ == '__main__':
root = ThemedTk(theme="clearlooks")
tj_Gui = trajpy_gui(root)
root.mainloop()