107 lines
2.9 KiB
Python
107 lines
2.9 KiB
Python
#!/usr/bin/env python3
|
|
# -*- coding: utf-8 -*-
|
|
"""
|
|
Created on Mon Aug 21 14:59:22 2023
|
|
|
|
@author: timofej
|
|
"""
|
|
|
|
import os
|
|
import json
|
|
import math as m
|
|
import numpy as np
|
|
from numpy.linalg import norm
|
|
from datetime import datetime
|
|
from random import sample as choose
|
|
|
|
from plot import qtplot
|
|
|
|
eps_space = list(np.linspace(0.005,0.5,100))
|
|
|
|
def resultant(sample):
|
|
phase_x = [m.cos(ind) for ind in sample]
|
|
phase_y = [m.sin(ind) for ind in sample]
|
|
|
|
return (np.average(phase_x), np.average(phase_y))
|
|
|
|
def H2(x):
|
|
return -x*m.log2(x)-(1-x)*m.log2(1-x)
|
|
def new_folder(p):
|
|
if not os.path.exists(p):
|
|
os.makedirs(p)
|
|
return p
|
|
|
|
extremes = None
|
|
maxdt = 300
|
|
|
|
path=f'/cloud/Public/_data/neuropercolation/4lay/steps=100000_diares_manydim/'
|
|
|
|
|
|
dims = list(range(7,9))
|
|
|
|
resus = []
|
|
phalocks = []
|
|
for dim in dims:
|
|
resu = []
|
|
phalock = []
|
|
for eps in eps_space:
|
|
dimpath=f'/cloud/Public/_data/neuropercolation/4lay/steps=100000_diares_manydim/dim={dim:02d}/'
|
|
|
|
try:
|
|
with open(dimpath+f"eps={round(eps,3):.3f}_phase_diff.txt", 'r', encoding='utf-8') as f:
|
|
phase_diff = json.load(f)
|
|
except:
|
|
with open(dimpath+f"eps={round(eps,3):.3f}_activation.txt", 'r', encoding='utf-8') as f:
|
|
activation = json.load(f)[100:]
|
|
|
|
osc = list(zip(*activation))
|
|
phase = np.array([[np.arctan2(*act[::-1]) for act in osc[i]] for i in range(2)])
|
|
phase_diff = (phase[1]-phase[0]+m.pi)%(2*m.pi)-m.pi
|
|
|
|
with open(dimpath+f"eps={round(eps,3):.3f}_phase_diff.txt", 'w', encoding='utf-8') as f:
|
|
json.dump(list(phase_diff), f, indent=1)
|
|
|
|
|
|
all_res = norm(resultant(phase_diff))
|
|
av_diff = np.arccos(all_res)
|
|
all_pha = np.arctan2(*resultant(phase_diff)[::-1])
|
|
|
|
resu.append(all_res)
|
|
phalock.append(all_pha)
|
|
|
|
plotpath = new_folder(dimpath + 'resplot/')
|
|
with open(plotpath+f"resultants.txt", 'w', encoding='utf-8') as f:
|
|
json.dump(list(resu), f, indent=1)
|
|
with open(plotpath+f"mainphase.txt", 'w', encoding='utf-8') as f:
|
|
json.dump(list(phalock), f, indent=1)
|
|
|
|
resus.append(resu)
|
|
phalocks.append(phalock)
|
|
|
|
plotspath = new_folder(path + 'resplot/')
|
|
|
|
#%%
|
|
qtplot(f'Resultant evolution with 4 layers',
|
|
[eps_space]*len(dims),
|
|
resus,
|
|
[f'Resultant for size {dim}x{dim}' for dim in dims],
|
|
x_tag = 'epsilon',
|
|
y_tag = 'resultant',
|
|
lw=3,
|
|
export=True,
|
|
path=plotspath,
|
|
filename=f'resultant.png',
|
|
close=False)
|
|
|
|
qtplot(f'Dominant phase evolution with 4 layers',
|
|
[eps_space]*len(dims),
|
|
phalocks,
|
|
[f'dominant phase for size {dim}x{dim}' for dim in dims],
|
|
x_tag = 'epsilon',
|
|
y_tag = 'resultant',
|
|
lw=3,
|
|
export=True,
|
|
path=plotspath,
|
|
filename=f'mainphase.png',
|
|
close=True)
|