-
Notifications
You must be signed in to change notification settings - Fork 0
/
draw_plot.py
385 lines (335 loc) · 16.9 KB
/
draw_plot.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
## Importing Libraries
import os, gym_rotor, args_parse
import gymnasium as gym
from gym_rotor.envs.quad_utils import *
from gym_rotor.wrappers.decoupled_yaw_wrapper import DecoupledWrapper
from gym_rotor.wrappers.coupled_yaw_wrapper import CoupledWrapper
import numpy as np
import matplotlib.pyplot as plt
plt.style.use("seaborn-v0_8")
plt.rcParams['lines.linewidth'] = 1.5
plt.rcParams['font.size'] = 18
fontsize = 25
# Data load and indexing:
file_name = 'CMP_log_07292024_184902'
log_date = np.loadtxt(os.path.join('./results', file_name + '.dat'))
start_index = 3
end_index = len(log_date)
is_SAVE = False
# Pre-processing:
parser = args_parse.create_parser()
args = parser.parse_args()
if args.framework in ("CMP","DMP"):
env = DecoupledWrapper()
load_act = log_date[:, 0:5] # automatically discards the headers
load_obs = log_date[:, 5:28]
load_cmd = log_date[:, 28:]
elif args.framework == "NMP":
env = CoupledWrapper()
load_act = log_date[:, 0:4] # automatically discards the headers
load_obs = log_date[:, 4:27]
load_cmd = log_date[:, 27:]
act = load_act[start_index-2: end_index-2]
obs = load_obs[start_index-2: end_index-2]
cmd = load_cmd[start_index-2: end_index-2]
t = np.arange(end_index - start_index)*env.dt # sim time [sec]
# States:
x1, x2, x3 = obs[:, 0], obs[:, 1], obs[:, 2]
v1, v2, v3 = obs[:, 3], obs[:, 4], obs[:, 5]
R11, R21, R31 = obs[:, 6], obs[:, 7], obs[:, 8]
R12, R22, R32 = obs[:, 9], obs[:, 10], obs[:, 11]
R13, R23, R33 = obs[:, 12], obs[:, 13], obs[:, 14]
W1, W2, W3 = obs[:, 15], obs[:, 16], obs[:, 17]
eIx1, eIx2, eIx3 = obs[:, 18], obs[:, 19], obs[:, 20]
eb1, eIb1 = obs[:, 21], obs[:, 22] # eb1 = b1 error, [-pi, pi)
# Actions:
fM = np.zeros((4, act.shape[0])) # Force-moment vector
f_total = (
4 * (env.scale_act * act[:, 0] + env.avrg_act)
).clip(4*env.min_force, 4*env.max_force)
if args.framework in ("CMP","DMP"):
tau = act[:, 1:4]
b1, b2 = obs[:, 6:9], obs[:, 9:12]
fM[0] = f_total
fM[1] = np.einsum('ij,ij->i', b1, tau) + env.J_nominal[2,2]*W3*W2 # M1
fM[2] = np.einsum('ij,ij->i', b2, tau) - env.J_nominal[2,2]*W3*W1 # M2
fM[3] = act[:, 4] # M3
# FM matrix to thrust of each motor:
forces = (env.fM_to_forces @ fM).clip(env.min_force, env.max_force)
f1, f2, f3, f4 = forces[0], forces[1], forces[2], forces[3]
elif args.framework == "NMP":
fM[0] = f_total
fM[1], fM[2], fM[3] = act[:, 1], act[:, 2], act[:, 3]
# FM matrix to thrust of each motor:
forces = (env.fM_to_forces @ fM).clip(env.min_force, env.max_force)
f1, f2, f3, f4 = forces[0], forces[1], forces[2], forces[3]
# Commands:
xd1, xd2, xd3 = cmd[:, 0], cmd[:, 1], cmd[:, 2]
vd1, vd2, vd3 = cmd[:, 3], cmd[:, 4], cmd[:, 5]
b1d1, b1d2, b1d3 = cmd[:, 6], cmd[:, 7], cmd[:, 8]
Wd1, Wd2, Wd3 = cmd[:, 9], cmd[:, 10], cmd[:, 11]
Rd = np.eye(3) # arbitrary desired attitude
#######################################################################
############################ Plot f and M #############################
#######################################################################
fig, axs = plt.subplots(4, figsize=(25, 12))
axs[0].plot(t, fM[0], linewidth=3)
axs[0].set_ylabel('$f$ [N]', size=fontsize)
axs[1].plot(t, fM[1], linewidth=3)
axs[1].set_ylabel('$M_1$ [Nm]', size=fontsize)
axs[2].plot(t, fM[2], linewidth=3)
axs[2].set_ylabel('$M_2$ [Nm]', size=fontsize)
axs[3].plot(t, fM[3], linewidth=3)
axs[3].set_ylabel('$M_3$ [Nm]', size=fontsize)
axs[3].set_xlabel('Time [s]', size=fontsize)
for i in range(4):
axs[i].set_xlim([0., t[-1]])
axs[i].grid(True, color='white', linestyle='-', linewidth=1.0)
axs[i].locator_params(axis='y', nbins=4)
for label in (axs[0].get_xticklabels() + axs[0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1].get_xticklabels() + axs[1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2].get_xticklabels() + axs[2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[3].get_xticklabels() + axs[3].get_yticklabels()):
label.set_fontsize(fontsize)
if is_SAVE:
plt.savefig(os.path.join('./results', file_name[:4]+file_name[8:]+'_fM'+'.png'), bbox_inches='tight')
#######################################################################
############################# Plot Forces #############################
#######################################################################
fig, axs = plt.subplots(4, figsize=(30, 12))
axs[0].plot(t, f1, linewidth=3)
axs[0].set_ylabel('$T_1$ [N]', size=fontsize)
axs[1].plot(t, f2, linewidth=3)
axs[1].set_ylabel('$T_2$ [N]', size=fontsize)
axs[2].plot(t, f3, linewidth=3)
axs[2].set_ylabel('$T_3$ [N]', size=fontsize)
axs[3].plot(t, f4, linewidth=3)
axs[3].set_ylabel('$T_4$ [N]', size=fontsize)
axs[3].set_xlabel('Time [s]', size=fontsize)
for i in range(4):
axs[i].set_xlim([0., t[-1]])
# axs[i].set_ylim([env.min_force-0.3, env.max_force+0.3])
axs[i].grid(True, color='white', linestyle='-', linewidth=1.0)
axs[i].locator_params(axis='y', nbins=4)
for label in (axs[0].get_xticklabels() + axs[0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1].get_xticklabels() + axs[1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2].get_xticklabels() + axs[2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[3].get_xticklabels() + axs[3].get_yticklabels()):
label.set_fontsize(fontsize)
if is_SAVE:
plt.savefig(os.path.join('./results', file_name[:4]+file_name[8:]+'_T'+'.png'), bbox_inches='tight')
###################################################################################
############################# Plot States x, v, and W #############################
###################################################################################
fig, axs = plt.subplots(3, 3, figsize=(30, 12))
axs[0, 0].plot(t, xd1, 'tab:red', linewidth=3, label='$x_{d_1}$')
axs[0, 0].plot(t, x1, linewidth=3, label='$x_1$')
axs[0, 0].set_ylabel('$x_1$ [m]', size=fontsize)
# axs[0, 0].set_title('$x_1$')
axs[0, 1].plot(t, xd2, 'tab:red', linewidth=3, label='$x_{d_2}$')
axs[0, 1].plot(t, x2, linewidth=3, label='$x_2$')
axs[0, 1].set_ylabel('$x_2$ [m]', size=fontsize)
# axs[0, 1].set_title('$x_2$')
axs[0, 2].plot(t, xd3, 'tab:red', linewidth=3, label='$x_{d_3}$')
axs[0, 2].plot(t, x3, linewidth=3, label='$x_3$')
axs[0, 2].set_ylabel('$x_3$ [m]', size=fontsize)
# axs[0, 2].set_title('$x_3$')
axs[1, 0].plot(t, vd1, 'tab:red', linewidth=3, label='$v_{d_1}$')
axs[1, 0].plot(t, v1, linewidth=3, label='$v_1$')
axs[1, 0].set_ylabel('$v_1$ [m/s]', size=fontsize)
# axs[1, 0].set_title('$v_1$')
axs[1, 1].plot(t, vd2, 'tab:red', linewidth=3, label='$v_{d_2}$')
axs[1, 1].plot(t, v2, linewidth=3, label='$v_2$')
axs[1, 1].set_ylabel('$v_2$ [m/s]', size=fontsize)
# axs[1, 1].set_title('$v_2$')
axs[1, 2].plot(t, vd3, 'tab:red', linewidth=3, label='$v_{d_3}$')
axs[1, 2].plot(t, v3, linewidth=3, label='$v_3$')
axs[1, 2].set_ylabel('$v_3$ [m/s]', size=fontsize)
# axs[1, 2].set_title('$v_3$')
axs[2, 0].plot(t, Wd1, 'tab:red', linewidth=3, label='$\Omega_{d_1}$')
axs[2, 0].plot(t, W1, linewidth=3, label='$\Omega_1$')
axs[2, 0].set_xlabel('Time [s]', size=fontsize)
axs[2, 0].set_ylabel('$\Omega_1$ [rad/s]', size=fontsize)
# axs[2, 0].set_title('$\Omega_1$')
axs[2, 1].plot(t, Wd2, 'tab:red', linewidth=3, label='$\Omega_{d_2}$')
axs[2, 1].plot(t, W2, linewidth=3, label='$\Omega_2$')
axs[2, 1].set_xlabel('Time [s]', size=fontsize)
axs[2, 1].set_ylabel('$\Omega_2$ [rad/s]', size=fontsize)
# axs[2, 1].set_title('$\Omega_2$')
axs[2, 2].plot(t, Wd3, 'tab:red', linewidth=3, label='$\Omega_{d_3}$')
axs[2, 2].plot(t, W3, linewidth=3, label='$\Omega_3$')
axs[2, 2].set_xlabel('Time [s]', size=fontsize)
axs[2, 2].set_ylabel('$\Omega_3$ [rad/s]', size=fontsize)
# axs[2, 2].set_title('$\Omega_3$')
for i in range(3):
for j in range(3):
axs[i, j].set_xlim([0., t[-1]])
axs[i, j].grid(True, color='white', linestyle='-', linewidth=1.0)
axs[i, j].legend(ncol=1, prop={'size': fontsize}, loc='lower right')
axs[i, j].locator_params(axis='y', nbins=4)
for label in (axs[0, 0].get_xticklabels() + axs[0, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 1].get_xticklabels() + axs[0, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 2].get_xticklabels() + axs[0, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 0].get_xticklabels() + axs[1, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 1].get_xticklabels() + axs[1, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 2].get_xticklabels() + axs[1, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 0].get_xticklabels() + axs[2, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 1].get_xticklabels() + axs[2, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 2].get_xticklabels() + axs[2, 2].get_yticklabels()):
label.set_fontsize(fontsize)
if is_SAVE:
plt.savefig(os.path.join('./results', file_name[:4]+file_name[8:]+'_x_v_W'+'.png'), bbox_inches='tight')
#########################################################################
############################# Plot States R #############################
#########################################################################
fig, axs = plt.subplots(3, 3, figsize=(30, 12))
axs[0, 0].plot(t, b1d1, 'tab:red', linewidth=3, label='$b_{1c_1}$')
axs[0, 0].plot(t, R11, linewidth=3, label='response')
axs[0, 0].set_ylabel('$R_{11}$', size=fontsize)
axs[0, 0].grid(True, color='white', linestyle='-', linewidth=1.0)
axs[0, 0].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[0, 0].set_yticks(np.arange(0.97, 1.0, 0.01))
axs[1, 0].plot(t, b1d2, 'tab:red', linewidth=3, label='$b_{1c_2}$')
axs[1, 0].plot(t, R21, linewidth=3)
axs[1, 0].set_ylabel('$R_{21}$', size=fontsize)
axs[1, 0].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[1, 0].set_title('$R_{21}$')
axs[2, 0].plot(t, b1d3, 'tab:red', linewidth=3, label='$b_{1c_3}$')
axs[2, 0].plot(t, R31, linewidth=3)
axs[2, 0].set_ylabel('$R_{31}$', size=fontsize)
axs[2, 0].set_xlabel('Time [s]', size=fontsize)
axs[2, 0].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[2, 0].set_title('$R_{31}$')
# axs[2, 0].set_yticks(np.arange(-0.05, 0.08, 0.04))
axs[0, 1].plot(t, R12, linewidth=3)
axs[0, 1].set_ylabel('$R_{12}$', size=fontsize)
# axs[0, 1].set_title('$R_{12}$')
axs[1, 1].plot(t, R22, linewidth=3)
axs[1, 1].set_ylabel('$R_{22}$', size=fontsize)
# axs[1, 1].set_title('$R_{22}$')
# axs[1, 1].set_yticks(np.arange(0.97, 1.0, 0.01))
axs[2, 1].plot(t, R32, linewidth=3)
axs[2, 1].set_ylabel('$R_{32}$', size=fontsize)
axs[2, 1].set_xlabel('Time [s]', size=fontsize)
# axs[2, 1].set_title('$R_{32}$')
axs[0, 2].plot(t, R13, linewidth=3)
axs[0, 2].set_ylabel('$R_{13}$', size=fontsize)
# axs[0, 2].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[0, 2].set_title('$R_{13}$')
# axs[0, 2].set_yticks(np.arange(-0.10, 0.05, 0.05))
axs[1, 2].plot(t, R23, linewidth=3)
axs[1, 2].set_ylabel('$R_{23}$', size=fontsize)
# axs[1, 2].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[1, 2].set_title('$R_{23}$')
axs[2, 2].plot(t, R33, linewidth=3)
axs[2, 2].set_ylabel('$R_{33}$', size=fontsize)
axs[2, 2].set_xlabel('Time [s]', size=fontsize)
# axs[2, 2].legend(ncol=1, prop={'size': fontsize}, loc='best')
# axs[2, 2].set_title('$R_{33}$')
# axs[2, 2].set_yticks(np.arange(0.990, 1.0, 0.004))
for i in range(3):
for j in range(3):
axs[i, j].set_xlim([0., t[-1]])
axs[i, j].grid(True, color='white', linestyle='-', linewidth=1.0)
axs[i, j].locator_params(axis='y', nbins=4)
for label in (axs[0, 0].get_xticklabels() + axs[0, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 1].get_xticklabels() + axs[0, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 2].get_xticklabels() + axs[0, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 0].get_xticklabels() + axs[1, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 1].get_xticklabels() + axs[1, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 2].get_xticklabels() + axs[1, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 0].get_xticklabels() + axs[2, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 1].get_xticklabels() + axs[2, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 2].get_xticklabels() + axs[2, 2].get_yticklabels()):
label.set_fontsize(fontsize)
if is_SAVE:
plt.savefig(os.path.join('./results', file_name[:4]+file_name[8:]+'_R'+'.png'), bbox_inches='tight')
##########################################################################
#################### Plot ex, eIx, eb1, and eIb1R #######################
##########################################################################
ex1, ex2, ex3 = x1 - xd1, x2 - xd2, x3 - xd3
ev1, ev2, ev3 = v1 - vd1, v2 - vd2, v3 - vd3
eW1, eW2, eW3 = W1 - Wd1, W2 - Wd2, W3 - Wd3
mse_ex1, mse_ex2, mse_ex3, mse_yaw = np.mean(ex1**2), np.mean(ex2**2), np.mean(ex3**2), np.mean(eb1**2)
mse_ev1, mse_ev2, mse_ev3 = np.mean(ev1**2), np.mean(ev2**2), np.mean(ev3**2)
mse_eW1, mse_eW2, mse_eW3 = np.mean(eW1**2), np.mean(eW2**2), np.mean(eW3**2)
rmse_ex1, rmse_ex2, rmse_ex3, rmse_yaw = np.sqrt(mse_ex1), np.sqrt(mse_ex2), np.sqrt(mse_ex3), np.sqrt(mse_yaw)
rmse_ev1, rmse_ev2, rmse_ev3 = np.sqrt(mse_ev1), np.sqrt(mse_ev2), np.sqrt(mse_ev3)
rmse_eW1, rmse_eW2, rmse_eW3 = np.sqrt(mse_eW1), np.sqrt(mse_eW2), np.sqrt(mse_eW3)
print('========================================================================')
print(f"rmse_ex1 [m]: {rmse_ex1:.2f}, rmse_ex2 [m]: {rmse_ex2:.2f}, rmse_ex3 [m]: {rmse_ex3:.2f}")
print(f"rmse_ex1 [cm]: {rmse_ex1*100:.2f}, rmse_ex2 [cm]: {rmse_ex2*100:.2f}, rmse_ex3 [cm]: {rmse_ex3*100:.2f}")
print(f"rmse_ev1 [m/s]: {rmse_ev1:.2f}, rmse_ev2 [m/s]: {rmse_ev2:.2f}, rmse_ev3 [m/s]: {rmse_ev3:.2f}")
print(f"rmse_ev1 [cm/s]: {rmse_ev1*100:.2f}, rmse_ev2 [cm/s]: {rmse_ev2*100:.2f}, rmse_ev3 [cm/s]: {rmse_ev3*100:.2f}")
print(f"rmse_eW1 [rad/s]: {rmse_eW1:.2f}, rmse_eW2 [rad/s]: {rmse_eW2:.2f}, rmse_eW3 [rad/s]: {rmse_eW3:.2f}")
print(f"rmse_eW1 [deg/s]: {rmse_eW1*180/np.pi:.2f}, rmse_eW2 [deg/s]: {rmse_eW2*180/np.pi:.2f}, rmse_eW3 [deg/s]: {rmse_eW3*180/np.pi:.2f}")
print('========================================================================')
print(f"rmse_ex [cm]: {(rmse_ex1+rmse_ex2+rmse_ex3)*100/3:.2f}, rmse_ev [cm/s]: {(rmse_ev1+rmse_ev2+rmse_ev3)*100/3:.2f}, rmse_eW [deg/s]: {(rmse_eW1+rmse_eW2+rmse_eW3)*180/np.pi/3:.2f}")
print(f"rmse_eW_12 [deg/s]: {(rmse_eW1+rmse_eW2)*180/np.pi/2:.2f}, rmse_eW_3 [deg/s]: {rmse_eW3*180/np.pi:.2f}")
print(f"rmse_yaw [rad]: {rmse_yaw:.2f}, rmse_yaw [deg]: {rmse_yaw*180/np.pi:.2f}")
print('========================================================================')
fig, axs = plt.subplots(3, 3, figsize=(30, 12))
axs[0, 0].plot(t, ex1, linewidth=3, label='$e_{x_1}$')
axs[0, 0].set_ylabel('$e_{x_1}$ [m]', size=fontsize)
axs[0, 1].plot(t, ex2, linewidth=3, label='$e_{x_2}$')
axs[0, 1].set_ylabel('$e_{x_2}$ [m]', size=fontsize)
axs[0, 2].plot(t, ex3, linewidth=3, label='$e_{x_3}$')
axs[0, 2].set_ylabel('$e_{x_3}$ [m]', size=fontsize)
axs[1, 0].plot(t, eIx1, linewidth=3, label='$eI_{x_1}$')
axs[1, 0].set_ylabel('$e_{I_{x_1}}$', size=fontsize)
axs[1, 1].plot(t, eIx2, linewidth=3, label='$eI_{x_2}$')
axs[1, 1].set_ylabel('$e_{I_{x_2}}$', size=fontsize)
axs[1, 2].plot(t, eIx3, linewidth=3, label='$eI_{x_3}$')
axs[1, 2].set_ylabel('$e_{I_{x_3}}$', size=fontsize)
axs[2, 0].plot(t, eb1, linewidth=3, label='$e_{R_1}$')
axs[2, 0].set_ylabel('$e_{b_1}$', size=fontsize)
axs[2, 1].plot(t, eIb1, linewidth=3, label='$e_{R_2}$')
axs[2, 1].set_ylabel('$e_{I_{b_1}}$', size=fontsize)
for i in range(3):
for j in range(3):
axs[i, j].set_xlim([0., t[-1]])
axs[i, j].grid(True, color='white', linestyle='-', linewidth=1.0)
# axs[i, j].legend(ncol=1, prop={'size': fontsize}, loc='lower right')
axs[i, j].locator_params(axis='y', nbins=4)
for label in (axs[0, 0].get_xticklabels() + axs[0, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 1].get_xticklabels() + axs[0, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[0, 2].get_xticklabels() + axs[0, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 0].get_xticklabels() + axs[1, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 1].get_xticklabels() + axs[1, 1].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[1, 2].get_xticklabels() + axs[1, 2].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 0].get_xticklabels() + axs[2, 0].get_yticklabels()):
label.set_fontsize(fontsize)
for label in (axs[2, 1].get_xticklabels() + axs[2, 1].get_yticklabels()):
label.set_fontsize(fontsize)
if is_SAVE:
plt.savefig(os.path.join('./results', file_name[:4]+file_name[8:]+'_eIx_eIb1'+'.png'), bbox_inches='tight')
else:
plt.show()