Q3D-Calibration/main.py

import os
import re
from qdx import Bind
from qdx.utils import get_hist, file_filter
from tqdm import tqdm
from matplotlib import pyplot as plt

path = 'result/bind'
file_list = os.listdir(path)
reg = re.compile(r'(([0-9]{4})-([0-9])-([0-9])).txt')

n, m = 5, 8
binds = [[j for j in range(m)] for i in range(n)]
for i in range(n):
    for j in range(m):
        binds[i][j] = Bind(i, j)


pbar = tqdm(desc="Gaussian Mixture Filter", total=len(file_list))
for file in file_list:
    bind = binds[int(i)][int(j)]

    name, E, i, j = reg.match(file).groups()
    file = os.path.join(path, file)

    _, data = file_filter(file)
    # bind.draw_filter('result/GMM/' + name + '.png')
    # np.savetxt('result/bind-GMM/' + name + '.txt', data, fmt='%d')
    bind.add_data(int(E) / 100, data)

    pbar.update(1)
pbar.close()


split_n = [8, 7, 7, 8, 8]
pbar = tqdm(desc="Bind Process", total=n * m)
for i in range(n):
    for j in range(m):
        bind: Bind = binds[i][j]
        bind.filter()
        bind.fit1()
        bind.solve()
        bind.split(n=split_n[i])
        bind.fit2()
        bind.draw_fit1('result/FIT1/' + bind.name + '.png')
        bind.draw_fit2('result/FIT2/' + bind.name + '.png')
        pbar.update(1)
pbar.close()


y = [
    [620, 610, 600, 590, 580, 570, 560, 550],
    [485, 475, 465, 455, 445, 435, 425],
    [360, 350, 340, 330, 320, 310, 300],
    [235, 225, 215, 205, 195, 185, 175, 165],
    [100,  90,  80,  70,  60,  50,  40,  30]
]
for i in range(n):
    k = 1
    fig = plt.figure(figsize=(14, 6))
    for j in range(m):
        ax = fig.add_subplot(int(m / 2), 2, k)

        bind = binds[i][j]
        bind.fit3(y[i])
        ny = bind.reg3.predict(bind.x1)
        c, e = get_hist(ny, delta=0.5)

        ax.scatter(e, c, s=0.5)
        k += 1
    fig.savefig('./Figure-' + str(i) + '.png', facecolor='w', transparent=False)
    plt.tight_layout()
    plt.close()

f = open('cal.txt', 'w')
for i in range(n):
    for j in range(m):
        bind = binds[i][j]
        f.writelines('{:d} {:d} {:.5f} {:.5f} {:.5f}\n'.format(i, j, bind.k1, bind.k2, bind.b))