Deconvolution Problems¶
We consider the two-dimensional deconvolution problems to find a non-negative function f given data
\[d \sim \mathrm{Pois}(h*f)\]
with a non-negative convolution kernel \(h\), and \(\mathrm{Pois}\) denotes the element-wise Poisson distribution.
[1]:
import sys
from pathlib import Path
import numpy as np
from regpy.operators import GaussianBlur
from regpy.solvers import Setting
from regpy.solvers.linear import TikhonovCG
from regpy.functionals import *
from regpy.hilbert import L2
example_dir = "../../../../examples/deconvolution"
Path(example_dir).resolve()
sys.path.insert(0, str(example_dir))
from plots import comparison_plot, convergence_plot, plot_recos
from test_images import mixed
Generate synthetic data with impulsive noise¶
[2]:
grid, exact_sol = mixed(M=256,N=256,c_bubbles=1.,fac=50.)
r"""grid is the underlying UniformGridFcts vector space, and exact_sol the exact solution."""
a=0.05
conv = GaussianBlur(grid,a,pad_amount=16)
r"""Convolution operator \(f\mapsto h*f\) for the convolution kernel \(h(x)=\exp(-|x|_2^2/a^2)\)."""
blur = conv(exact_sol)
blur[blur<0] = 0.
data = blur.copy()
n,m=grid.shape
for j in range(64**2):
nn = np.random.randint(n)
mm = np.random.randint(m)
data[nn,mm] = np.random.randint(2000)-1000
comparison_plot(grid,exact_sol,data,title_left='noisy measurement data')
Reconstruction with a quadratic data fidelity term¶
… fails completely for this data!
[3]:
alpha = 1e-4
setting = Setting(conv,L2,L2)
solver = TikhonovCG(setting=setting, data = data, regpar = alpha,reltolx=1e-6)
fal,_ = solver.run()
comparison_plot(grid,exact_sol,fal,title_left='quadratic Tikhonov regularization')
2026-01-29 15:09:27,183 WARNING Setting :: Setting does not contain any explicit data.
2026-01-29 15:09:27,184 WARNING Setting :: Overwriting existing data in setting!
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2026-01-29 15:09:27,963 INFO CombineRules :: it. 142>=1000 | (rel X:2.6e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:27,968 INFO CombineRules :: it. 143>=1000 | (rel X:2.6e-01>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:27,973 INFO CombineRules :: it. 144>=1000 | (rel X:2.5e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:27,978 INFO CombineRules :: it. 145>=1000 | (rel X:2.5e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:27,983 INFO CombineRules :: it. 146>=1000 | (rel X:2.4e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:27,988 INFO CombineRules :: it. 147>=1000 | (rel X:2.4e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:27,994 INFO CombineRules :: it. 148>=1000 | (rel X:2.3e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,000 INFO CombineRules :: it. 149>=1000 | (rel X:2.3e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,007 INFO CombineRules :: it. 150>=1000 | (rel X:2.2e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,013 INFO CombineRules :: it. 151>=1000 | (rel X:2.2e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,018 INFO CombineRules :: it. 152>=1000 | (rel X:2.1e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,023 INFO CombineRules :: it. 153>=1000 | (rel X:2.1e-01>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,028 INFO CombineRules :: it. 154>=1000 | (rel X:2.0e-01>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,033 INFO CombineRules :: it. 155>=1000 | (rel X:2.0e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,038 INFO CombineRules :: it. 156>=1000 | (rel X:2.0e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,044 INFO CombineRules :: it. 157>=1000 | (rel X:1.9e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,049 INFO CombineRules :: it. 158>=1000 | (rel X:1.9e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,054 INFO CombineRules :: it. 159>=1000 | (rel X:1.9e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,060 INFO CombineRules :: it. 160>=1000 | (rel X:1.8e-01>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,065 INFO CombineRules :: it. 161>=1000 | (rel X:1.8e-01>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,070 INFO CombineRules :: it. 162>=1000 | (rel X:1.8e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,076 INFO CombineRules :: it. 163>=1000 | (rel X:1.7e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,081 INFO CombineRules :: it. 164>=1000 | (rel X:1.7e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,086 INFO CombineRules :: it. 165>=1000 | (rel X:1.6e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,092 INFO CombineRules :: it. 166>=1000 | (rel X:1.6e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,097 INFO CombineRules :: it. 167>=1000 | (rel X:1.6e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,102 INFO CombineRules :: it. 168>=1000 | (rel X:1.5e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,108 INFO CombineRules :: it. 169>=1000 | (rel X:1.5e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,113 INFO CombineRules :: it. 170>=1000 | (rel X:1.5e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,118 INFO CombineRules :: it. 171>=1000 | (rel X:1.5e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,123 INFO CombineRules :: it. 172>=1000 | (rel X:1.4e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,129 INFO CombineRules :: it. 173>=1000 | (rel X:1.4e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,134 INFO CombineRules :: it. 174>=1000 | (rel X:1.4e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,139 INFO CombineRules :: it. 175>=1000 | (rel X:1.3e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,144 INFO CombineRules :: it. 176>=1000 | (rel X:1.3e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,149 INFO CombineRules :: it. 177>=1000 | (rel X:1.3e-01>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,155 INFO CombineRules :: it. 178>=1000 | (rel X:1.3e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,160 INFO CombineRules :: it. 179>=1000 | (rel X:1.2e-01>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,165 INFO CombineRules :: it. 180>=1000 | (rel X:1.2e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,171 INFO CombineRules :: it. 181>=1000 | (rel X:1.2e-01>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,176 INFO CombineRules :: it. 182>=1000 | (rel X:1.2e-01>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:28,181 INFO CombineRules :: it. 183>=1000 | (rel X:1.1e-01>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,186 INFO CombineRules :: it. 184>=1000 | (rel X:1.1e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,192 INFO CombineRules :: it. 185>=1000 | (rel X:1.1e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,197 INFO CombineRules :: it. 186>=1000 | (rel X:1.1e-01>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,202 INFO CombineRules :: it. 187>=1000 | (rel X:1.1e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,208 INFO CombineRules :: it. 188>=1000 | (rel X:1.0e-01>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,213 INFO CombineRules :: it. 189>=1000 | (rel X:1.0e-01>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,218 INFO CombineRules :: it. 190>=1000 | (rel X:9.9e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,223 INFO CombineRules :: it. 191>=1000 | (rel X:9.7e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,228 INFO CombineRules :: it. 192>=1000 | (rel X:9.5e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,233 INFO CombineRules :: it. 193>=1000 | (rel X:9.3e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,238 INFO CombineRules :: it. 194>=1000 | (rel X:9.1e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,243 INFO CombineRules :: it. 195>=1000 | (rel X:8.9e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,248 INFO CombineRules :: it. 196>=1000 | (rel X:8.7e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,254 INFO CombineRules :: it. 197>=1000 | (rel X:8.5e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,259 INFO CombineRules :: it. 198>=1000 | (rel X:8.4e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,264 INFO CombineRules :: it. 199>=1000 | (rel X:8.2e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,270 INFO CombineRules :: it. 200>=1000 | (rel X:8.0e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,275 INFO CombineRules :: it. 201>=1000 | (rel X:7.9e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,280 INFO CombineRules :: it. 202>=1000 | (rel X:7.7e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,285 INFO CombineRules :: it. 203>=1000 | (rel X:7.5e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,290 INFO CombineRules :: it. 204>=1000 | (rel X:7.4e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,295 INFO CombineRules :: it. 205>=1000 | (rel X:7.2e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,300 INFO CombineRules :: it. 206>=1000 | (rel X:7.1e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,305 INFO CombineRules :: it. 207>=1000 | (rel X:6.9e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,311 INFO CombineRules :: it. 208>=1000 | (rel X:6.8e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,316 INFO CombineRules :: it. 209>=1000 | (rel X:6.7e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,321 INFO CombineRules :: it. 210>=1000 | (rel X:6.5e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,326 INFO CombineRules :: it. 211>=1000 | (rel X:6.4e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,332 INFO CombineRules :: it. 212>=1000 | (rel X:6.2e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,337 INFO CombineRules :: it. 213>=1000 | (rel X:6.1e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,342 INFO CombineRules :: it. 214>=1000 | (rel X:6.0e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,347 INFO CombineRules :: it. 215>=1000 | (rel X:5.8e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,352 INFO CombineRules :: it. 216>=1000 | (rel X:5.7e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,357 INFO CombineRules :: it. 217>=1000 | (rel X:5.6e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,362 INFO CombineRules :: it. 218>=1000 | (rel X:5.5e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,367 INFO CombineRules :: it. 219>=1000 | (rel X:5.4e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,372 INFO CombineRules :: it. 220>=1000 | (rel X:5.2e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,377 INFO CombineRules :: it. 221>=1000 | (rel X:5.1e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,383 INFO CombineRules :: it. 222>=1000 | (rel X:5.0e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,388 INFO CombineRules :: it. 223>=1000 | (rel X:4.9e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,393 INFO CombineRules :: it. 224>=1000 | (rel X:4.8e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,398 INFO CombineRules :: it. 225>=1000 | (rel X:4.7e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,403 INFO CombineRules :: it. 226>=1000 | (rel X:4.6e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,408 INFO CombineRules :: it. 227>=1000 | (rel X:4.5e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,414 INFO CombineRules :: it. 228>=1000 | (rel X:4.5e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,419 INFO CombineRules :: it. 229>=1000 | (rel X:4.4e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,424 INFO CombineRules :: it. 230>=1000 | (rel X:4.3e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,429 INFO CombineRules :: it. 231>=1000 | (rel X:4.2e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,434 INFO CombineRules :: it. 232>=1000 | (rel X:4.1e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,440 INFO CombineRules :: it. 233>=1000 | (rel X:4.1e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,445 INFO CombineRules :: it. 234>=1000 | (rel X:4.0e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,450 INFO CombineRules :: it. 235>=1000 | (rel X:3.9e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,455 INFO CombineRules :: it. 236>=1000 | (rel X:3.8e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,460 INFO CombineRules :: it. 237>=1000 | (rel X:3.7e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,465 INFO CombineRules :: it. 238>=1000 | (rel X:3.7e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,470 INFO CombineRules :: it. 239>=1000 | (rel X:3.6e-02>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:28,476 INFO CombineRules :: it. 240>=1000 | (rel X:3.5e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,481 INFO CombineRules :: it. 241>=1000 | (rel X:3.5e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,487 INFO CombineRules :: it. 242>=1000 | (rel X:3.4e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,492 INFO CombineRules :: it. 243>=1000 | (rel X:3.3e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,497 INFO CombineRules :: it. 244>=1000 | (rel X:3.3e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,502 INFO CombineRules :: it. 245>=1000 | (rel X:3.2e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,508 INFO CombineRules :: it. 246>=1000 | (rel X:3.1e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,513 INFO CombineRules :: it. 247>=1000 | (rel X:3.0e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,519 INFO CombineRules :: it. 248>=1000 | (rel X:3.0e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,524 INFO CombineRules :: it. 249>=1000 | (rel X:2.9e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,529 INFO CombineRules :: it. 250>=1000 | (rel X:2.9e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,534 INFO CombineRules :: it. 251>=1000 | (rel X:2.8e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,540 INFO CombineRules :: it. 252>=1000 | (rel X:2.7e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,545 INFO CombineRules :: it. 253>=1000 | (rel X:2.7e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,550 INFO CombineRules :: it. 254>=1000 | (rel X:2.6e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,555 INFO CombineRules :: it. 255>=1000 | (rel X:2.6e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,561 INFO CombineRules :: it. 256>=1000 | (rel X:2.5e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,567 INFO CombineRules :: it. 257>=1000 | (rel X:2.5e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,573 INFO CombineRules :: it. 258>=1000 | (rel X:2.4e-02>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:28,578 INFO CombineRules :: it. 259>=1000 | (rel X:2.4e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,584 INFO CombineRules :: it. 260>=1000 | (rel X:2.3e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,589 INFO CombineRules :: it. 261>=1000 | (rel X:2.3e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,595 INFO CombineRules :: it. 262>=1000 | (rel X:2.2e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,600 INFO CombineRules :: it. 263>=1000 | (rel X:2.2e-02>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:28,606 INFO CombineRules :: it. 264>=1000 | (rel X:2.2e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,611 INFO CombineRules :: it. 265>=1000 | (rel X:2.1e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,616 INFO CombineRules :: it. 266>=1000 | (rel X:2.1e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,622 INFO CombineRules :: it. 267>=1000 | (rel X:2.0e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,628 INFO CombineRules :: it. 268>=1000 | (rel X:2.0e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,633 INFO CombineRules :: it. 269>=1000 | (rel X:2.0e-02>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:28,639 INFO CombineRules :: it. 270>=1000 | (rel X:1.9e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,645 INFO CombineRules :: it. 271>=1000 | (rel X:1.9e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,650 INFO CombineRules :: it. 272>=1000 | (rel X:1.8e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,656 INFO CombineRules :: it. 273>=1000 | (rel X:1.8e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,661 INFO CombineRules :: it. 274>=1000 | (rel X:1.8e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,667 INFO CombineRules :: it. 275>=1000 | (rel X:1.7e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,672 INFO CombineRules :: it. 276>=1000 | (rel X:1.7e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,677 INFO CombineRules :: it. 277>=1000 | (rel X:1.7e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,683 INFO CombineRules :: it. 278>=1000 | (rel X:1.6e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,688 INFO CombineRules :: it. 279>=1000 | (rel X:1.6e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,694 INFO CombineRules :: it. 280>=1000 | (rel X:1.6e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,699 INFO CombineRules :: it. 281>=1000 | (rel X:1.5e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,705 INFO CombineRules :: it. 282>=1000 | (rel X:1.5e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,710 INFO CombineRules :: it. 283>=1000 | (rel X:1.5e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,716 INFO CombineRules :: it. 284>=1000 | (rel X:1.4e-02>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:28,721 INFO CombineRules :: it. 285>=1000 | (rel X:1.4e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,727 INFO CombineRules :: it. 286>=1000 | (rel X:1.4e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,732 INFO CombineRules :: it. 287>=1000 | (rel X:1.3e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,738 INFO CombineRules :: it. 288>=1000 | (rel X:1.3e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,744 INFO CombineRules :: it. 289>=1000 | (rel X:1.3e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,749 INFO CombineRules :: it. 290>=1000 | (rel X:1.3e-02>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,755 INFO CombineRules :: it. 291>=1000 | (rel X:1.2e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,760 INFO CombineRules :: it. 292>=1000 | (rel X:1.2e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,765 INFO CombineRules :: it. 293>=1000 | (rel X:1.2e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,771 INFO CombineRules :: it. 294>=1000 | (rel X:1.2e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,777 INFO CombineRules :: it. 295>=1000 | (rel X:1.1e-02>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,782 INFO CombineRules :: it. 296>=1000 | (rel X:1.1e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,787 INFO CombineRules :: it. 297>=1000 | (rel X:1.1e-02>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,793 INFO CombineRules :: it. 298>=1000 | (rel X:1.1e-02>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,798 INFO CombineRules :: it. 299>=1000 | (rel X:1.0e-02>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,803 INFO CombineRules :: it. 300>=1000 | (rel X:1.0e-02>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,809 INFO CombineRules :: it. 301>=1000 | (rel X:1.0e-02>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,814 INFO CombineRules :: it. 302>=1000 | (rel X:9.9e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,819 INFO CombineRules :: it. 303>=1000 | (rel X:9.7e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,825 INFO CombineRules :: it. 304>=1000 | (rel X:9.5e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,830 INFO CombineRules :: it. 305>=1000 | (rel X:9.3e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,835 INFO CombineRules :: it. 306>=1000 | (rel X:9.1e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,841 INFO CombineRules :: it. 307>=1000 | (rel X:8.9e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:28,846 INFO CombineRules :: it. 308>=1000 | (rel X:8.7e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,852 INFO CombineRules :: it. 309>=1000 | (rel X:8.5e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,857 INFO CombineRules :: it. 310>=1000 | (rel X:8.3e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,863 INFO CombineRules :: it. 311>=1000 | (rel X:8.2e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,868 INFO CombineRules :: it. 312>=1000 | (rel X:8.0e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,874 INFO CombineRules :: it. 313>=1000 | (rel X:7.8e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,879 INFO CombineRules :: it. 314>=1000 | (rel X:7.7e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,885 INFO CombineRules :: it. 315>=1000 | (rel X:7.5e-03>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,890 INFO CombineRules :: it. 316>=1000 | (rel X:7.4e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,896 INFO CombineRules :: it. 317>=1000 | (rel X:7.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,902 INFO CombineRules :: it. 318>=1000 | (rel X:7.1e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,908 INFO CombineRules :: it. 319>=1000 | (rel X:7.0e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,913 INFO CombineRules :: it. 320>=1000 | (rel X:6.8e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,918 INFO CombineRules :: it. 321>=1000 | (rel X:6.7e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,925 INFO CombineRules :: it. 322>=1000 | (rel X:6.5e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,930 INFO CombineRules :: it. 323>=1000 | (rel X:6.4e-03>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:28,936 INFO CombineRules :: it. 324>=1000 | (rel X:6.3e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,941 INFO CombineRules :: it. 325>=1000 | (rel X:6.1e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,947 INFO CombineRules :: it. 326>=1000 | (rel X:6.0e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,952 INFO CombineRules :: it. 327>=1000 | (rel X:5.9e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,957 INFO CombineRules :: it. 328>=1000 | (rel X:5.8e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:28,963 INFO CombineRules :: it. 329>=1000 | (rel X:5.7e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,969 INFO CombineRules :: it. 330>=1000 | (rel X:5.5e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:28,974 INFO CombineRules :: it. 331>=1000 | (rel X:5.4e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:28,979 INFO CombineRules :: it. 332>=1000 | (rel X:5.3e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,985 INFO CombineRules :: it. 333>=1000 | (rel X:5.2e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:28,990 INFO CombineRules :: it. 334>=1000 | (rel X:5.1e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:28,996 INFO CombineRules :: it. 335>=1000 | (rel X:5.0e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,002 INFO CombineRules :: it. 336>=1000 | (rel X:4.9e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,008 INFO CombineRules :: it. 337>=1000 | (rel X:4.8e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,014 INFO CombineRules :: it. 338>=1000 | (rel X:4.7e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,019 INFO CombineRules :: it. 339>=1000 | (rel X:4.6e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,024 INFO CombineRules :: it. 340>=1000 | (rel X:4.5e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,030 INFO CombineRules :: it. 341>=1000 | (rel X:4.4e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,035 INFO CombineRules :: it. 342>=1000 | (rel X:4.3e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,041 INFO CombineRules :: it. 343>=1000 | (rel X:4.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,046 INFO CombineRules :: it. 344>=1000 | (rel X:4.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,051 INFO CombineRules :: it. 345>=1000 | (rel X:4.1e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,057 INFO CombineRules :: it. 346>=1000 | (rel X:4.0e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,062 INFO CombineRules :: it. 347>=1000 | (rel X:3.9e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,068 INFO CombineRules :: it. 348>=1000 | (rel X:3.8e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,073 INFO CombineRules :: it. 349>=1000 | (rel X:3.8e-03>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,079 INFO CombineRules :: it. 350>=1000 | (rel X:3.7e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,084 INFO CombineRules :: it. 351>=1000 | (rel X:3.6e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,090 INFO CombineRules :: it. 352>=1000 | (rel X:3.5e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,095 INFO CombineRules :: it. 353>=1000 | (rel X:3.5e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,101 INFO CombineRules :: it. 354>=1000 | (rel X:3.4e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,106 INFO CombineRules :: it. 355>=1000 | (rel X:3.3e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,112 INFO CombineRules :: it. 356>=1000 | (rel X:3.3e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,117 INFO CombineRules :: it. 357>=1000 | (rel X:3.2e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,123 INFO CombineRules :: it. 358>=1000 | (rel X:3.1e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,130 INFO CombineRules :: it. 359>=1000 | (rel X:3.1e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,136 INFO CombineRules :: it. 360>=1000 | (rel X:3.0e-03>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,141 INFO CombineRules :: it. 361>=1000 | (rel X:2.9e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,147 INFO CombineRules :: it. 362>=1000 | (rel X:2.9e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,152 INFO CombineRules :: it. 363>=1000 | (rel X:2.8e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,158 INFO CombineRules :: it. 364>=1000 | (rel X:2.8e-03>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:29,163 INFO CombineRules :: it. 365>=1000 | (rel X:2.7e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,169 INFO CombineRules :: it. 366>=1000 | (rel X:2.7e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,174 INFO CombineRules :: it. 367>=1000 | (rel X:2.6e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,181 INFO CombineRules :: it. 368>=1000 | (rel X:2.5e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,186 INFO CombineRules :: it. 369>=1000 | (rel X:2.5e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,192 INFO CombineRules :: it. 370>=1000 | (rel X:2.4e-03>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:29,198 INFO CombineRules :: it. 371>=1000 | (rel X:2.4e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,203 INFO CombineRules :: it. 372>=1000 | (rel X:2.3e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,209 INFO CombineRules :: it. 373>=1000 | (rel X:2.3e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,217 INFO CombineRules :: it. 374>=1000 | (rel X:2.2e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,223 INFO CombineRules :: it. 375>=1000 | (rel X:2.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,229 INFO CombineRules :: it. 376>=1000 | (rel X:2.2e-03>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:29,235 INFO CombineRules :: it. 377>=1000 | (rel X:2.1e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,241 INFO CombineRules :: it. 378>=1000 | (rel X:2.1e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,247 INFO CombineRules :: it. 379>=1000 | (rel X:2.0e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,253 INFO CombineRules :: it. 380>=1000 | (rel X:2.0e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,259 INFO CombineRules :: it. 381>=1000 | (rel X:1.9e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,265 INFO CombineRules :: it. 382>=1000 | (rel X:1.9e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,270 INFO CombineRules :: it. 383>=1000 | (rel X:1.9e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,275 INFO CombineRules :: it. 384>=1000 | (rel X:1.8e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,281 INFO CombineRules :: it. 385>=1000 | (rel X:1.8e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,287 INFO CombineRules :: it. 386>=1000 | (rel X:1.8e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,292 INFO CombineRules :: it. 387>=1000 | (rel X:1.7e-03>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:29,297 INFO CombineRules :: it. 388>=1000 | (rel X:1.7e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,303 INFO CombineRules :: it. 389>=1000 | (rel X:1.7e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,308 INFO CombineRules :: it. 390>=1000 | (rel X:1.6e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,314 INFO CombineRules :: it. 391>=1000 | (rel X:1.6e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,320 INFO CombineRules :: it. 392>=1000 | (rel X:1.6e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,325 INFO CombineRules :: it. 393>=1000 | (rel X:1.5e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,331 INFO CombineRules :: it. 394>=1000 | (rel X:1.5e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,337 INFO CombineRules :: it. 395>=1000 | (rel X:1.5e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,343 INFO CombineRules :: it. 396>=1000 | (rel X:1.4e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,348 INFO CombineRules :: it. 397>=1000 | (rel X:1.4e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,354 INFO CombineRules :: it. 398>=1000 | (rel X:1.4e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,360 INFO CombineRules :: it. 399>=1000 | (rel X:1.3e-03>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:29,366 INFO CombineRules :: it. 400>=1000 | (rel X:1.3e-03>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,372 INFO CombineRules :: it. 401>=1000 | (rel X:1.3e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,378 INFO CombineRules :: it. 402>=1000 | (rel X:1.3e-03>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,384 INFO CombineRules :: it. 403>=1000 | (rel X:1.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,390 INFO CombineRules :: it. 404>=1000 | (rel X:1.2e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,396 INFO CombineRules :: it. 405>=1000 | (rel X:1.2e-03>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,404 INFO CombineRules :: it. 406>=1000 | (rel X:1.2e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,411 INFO CombineRules :: it. 407>=1000 | (rel X:1.1e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,417 INFO CombineRules :: it. 408>=1000 | (rel X:1.1e-03>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,423 INFO CombineRules :: it. 409>=1000 | (rel X:1.1e-03>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,429 INFO CombineRules :: it. 410>=1000 | (rel X:1.1e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,435 INFO CombineRules :: it. 411>=1000 | (rel X:1.0e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,441 INFO CombineRules :: it. 412>=1000 | (rel X:1.0e-03>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,447 INFO CombineRules :: it. 413>=1000 | (rel X:1.0e-03>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,453 INFO CombineRules :: it. 414>=1000 | (rel X:9.8e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,458 INFO CombineRules :: it. 415>=1000 | (rel X:9.6e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,464 INFO CombineRules :: it. 416>=1000 | (rel X:9.4e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,469 INFO CombineRules :: it. 417>=1000 | (rel X:9.2e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,475 INFO CombineRules :: it. 418>=1000 | (rel X:9.0e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,481 INFO CombineRules :: it. 419>=1000 | (rel X:8.8e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,487 INFO CombineRules :: it. 420>=1000 | (rel X:8.6e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,494 INFO CombineRules :: it. 421>=1000 | (rel X:8.4e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,501 INFO CombineRules :: it. 422>=1000 | (rel X:8.3e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,507 INFO CombineRules :: it. 423>=1000 | (rel X:8.1e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,513 INFO CombineRules :: it. 424>=1000 | (rel X:7.9e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,518 INFO CombineRules :: it. 425>=1000 | (rel X:7.7e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,524 INFO CombineRules :: it. 426>=1000 | (rel X:7.6e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,530 INFO CombineRules :: it. 427>=1000 | (rel X:7.4e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,536 INFO CombineRules :: it. 428>=1000 | (rel X:7.3e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,541 INFO CombineRules :: it. 429>=1000 | (rel X:7.1e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,547 INFO CombineRules :: it. 430>=1000 | (rel X:7.0e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,553 INFO CombineRules :: it. 431>=1000 | (rel X:6.8e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,558 INFO CombineRules :: it. 432>=1000 | (rel X:6.7e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,564 INFO CombineRules :: it. 433>=1000 | (rel X:6.5e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,570 INFO CombineRules :: it. 434>=1000 | (rel X:6.4e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,575 INFO CombineRules :: it. 435>=1000 | (rel X:6.3e-04>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:29,580 INFO CombineRules :: it. 436>=1000 | (rel X:6.1e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,586 INFO CombineRules :: it. 437>=1000 | (rel X:6.0e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,592 INFO CombineRules :: it. 438>=1000 | (rel X:5.9e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,598 INFO CombineRules :: it. 439>=1000 | (rel X:5.8e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,604 INFO CombineRules :: it. 440>=1000 | (rel X:5.6e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,609 INFO CombineRules :: it. 441>=1000 | (rel X:5.5e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,614 INFO CombineRules :: it. 442>=1000 | (rel X:5.4e-04>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:29,620 INFO CombineRules :: it. 443>=1000 | (rel X:5.3e-04>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:29,625 INFO CombineRules :: it. 444>=1000 | (rel X:5.2e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,631 INFO CombineRules :: it. 445>=1000 | (rel X:5.1e-04>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,636 INFO CombineRules :: it. 446>=1000 | (rel X:5.1e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,642 INFO CombineRules :: it. 447>=1000 | (rel X:4.9e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,647 INFO CombineRules :: it. 448>=1000 | (rel X:4.8e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,653 INFO CombineRules :: it. 449>=1000 | (rel X:4.8e-04>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:29,658 INFO CombineRules :: it. 450>=1000 | (rel X:4.7e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,664 INFO CombineRules :: it. 451>=1000 | (rel X:4.6e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,669 INFO CombineRules :: it. 452>=1000 | (rel X:4.5e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,675 INFO CombineRules :: it. 453>=1000 | (rel X:4.4e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,680 INFO CombineRules :: it. 454>=1000 | (rel X:4.3e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,685 INFO CombineRules :: it. 455>=1000 | (rel X:4.2e-04>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:29,691 INFO CombineRules :: it. 456>=1000 | (rel X:4.1e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,696 INFO CombineRules :: it. 457>=1000 | (rel X:4.1e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,701 INFO CombineRules :: it. 458>=1000 | (rel X:4.0e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,707 INFO CombineRules :: it. 459>=1000 | (rel X:3.9e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,713 INFO CombineRules :: it. 460>=1000 | (rel X:3.8e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,718 INFO CombineRules :: it. 461>=1000 | (rel X:3.7e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,724 INFO CombineRules :: it. 462>=1000 | (rel X:3.7e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,729 INFO CombineRules :: it. 463>=1000 | (rel X:3.6e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,735 INFO CombineRules :: it. 464>=1000 | (rel X:3.5e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,740 INFO CombineRules :: it. 465>=1000 | (rel X:3.4e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,745 INFO CombineRules :: it. 466>=1000 | (rel X:3.4e-04>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,751 INFO CombineRules :: it. 467>=1000 | (rel X:3.3e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,756 INFO CombineRules :: it. 468>=1000 | (rel X:3.2e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,762 INFO CombineRules :: it. 469>=1000 | (rel X:3.1e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,767 INFO CombineRules :: it. 470>=1000 | (rel X:3.1e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,772 INFO CombineRules :: it. 471>=1000 | (rel X:3.0e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,778 INFO CombineRules :: it. 472>=1000 | (rel X:2.9e-04>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:29,783 INFO CombineRules :: it. 473>=1000 | (rel X:2.9e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,788 INFO CombineRules :: it. 474>=1000 | (rel X:2.8e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,794 INFO CombineRules :: it. 475>=1000 | (rel X:2.8e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,799 INFO CombineRules :: it. 476>=1000 | (rel X:2.7e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,805 INFO CombineRules :: it. 477>=1000 | (rel X:2.6e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,810 INFO CombineRules :: it. 478>=1000 | (rel X:2.6e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,816 INFO CombineRules :: it. 479>=1000 | (rel X:2.5e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,821 INFO CombineRules :: it. 480>=1000 | (rel X:2.5e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,827 INFO CombineRules :: it. 481>=1000 | (rel X:2.4e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,832 INFO CombineRules :: it. 482>=1000 | (rel X:2.4e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,838 INFO CombineRules :: it. 483>=1000 | (rel X:2.3e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,843 INFO CombineRules :: it. 484>=1000 | (rel X:2.3e-04>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:29,849 INFO CombineRules :: it. 485>=1000 | (rel X:2.3e-04>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:29,855 INFO CombineRules :: it. 486>=1000 | (rel X:2.2e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,860 INFO CombineRules :: it. 487>=1000 | (rel X:2.2e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,866 INFO CombineRules :: it. 488>=1000 | (rel X:2.1e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,871 INFO CombineRules :: it. 489>=1000 | (rel X:2.1e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,877 INFO CombineRules :: it. 490>=1000 | (rel X:2.0e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,882 INFO CombineRules :: it. 491>=1000 | (rel X:2.0e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,888 INFO CombineRules :: it. 492>=1000 | (rel X:2.0e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,893 INFO CombineRules :: it. 493>=1000 | (rel X:1.9e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,899 INFO CombineRules :: it. 494>=1000 | (rel X:1.9e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:29,905 INFO CombineRules :: it. 495>=1000 | (rel X:1.8e-04>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:29,911 INFO CombineRules :: it. 496>=1000 | (rel X:1.8e-04>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:29,916 INFO CombineRules :: it. 497>=1000 | (rel X:1.8e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:29,922 INFO CombineRules :: it. 498>=1000 | (rel X:1.7e-04>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:29,927 INFO CombineRules :: it. 499>=1000 | (rel X:1.7e-04>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:29,933 INFO CombineRules :: it. 500>=1000 | (rel X:1.7e-04>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:29,939 INFO CombineRules :: it. 501>=1000 | (rel X:1.6e-04>=1.0e-06 & kappa:2.2e+01)
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2026-01-29 15:09:29,950 INFO CombineRules :: it. 503>=1000 | (rel X:1.6e-04>=1.0e-06 & kappa:2.4e+01)
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2026-01-29 15:09:30,039 INFO CombineRules :: it. 518>=1000 | (rel X:1.1e-04>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,049 INFO CombineRules :: it. 519>=1000 | (rel X:1.1e-04>=1.0e-06 & kappa:2.6e+01)
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2026-01-29 15:09:30,068 INFO CombineRules :: it. 521>=1000 | (rel X:1.1e-04>=1.0e-06 & kappa:2.4e+01)
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2026-01-29 15:09:30,092 INFO CombineRules :: it. 524>=1000 | (rel X:1.0e-04>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,098 INFO CombineRules :: it. 525>=1000 | (rel X:9.7e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,104 INFO CombineRules :: it. 526>=1000 | (rel X:9.5e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,110 INFO CombineRules :: it. 527>=1000 | (rel X:9.3e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,116 INFO CombineRules :: it. 528>=1000 | (rel X:9.1e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,122 INFO CombineRules :: it. 529>=1000 | (rel X:8.9e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,127 INFO CombineRules :: it. 530>=1000 | (rel X:8.8e-05>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:30,133 INFO CombineRules :: it. 531>=1000 | (rel X:8.6e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,139 INFO CombineRules :: it. 532>=1000 | (rel X:8.5e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,145 INFO CombineRules :: it. 533>=1000 | (rel X:8.3e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,151 INFO CombineRules :: it. 534>=1000 | (rel X:8.1e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,157 INFO CombineRules :: it. 535>=1000 | (rel X:8.0e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,163 INFO CombineRules :: it. 536>=1000 | (rel X:7.8e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,169 INFO CombineRules :: it. 537>=1000 | (rel X:7.7e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,175 INFO CombineRules :: it. 538>=1000 | (rel X:7.5e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,181 INFO CombineRules :: it. 539>=1000 | (rel X:7.4e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,187 INFO CombineRules :: it. 540>=1000 | (rel X:7.2e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,194 INFO CombineRules :: it. 541>=1000 | (rel X:7.1e-05>=1.0e-06 & kappa:2.5e+01)
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2026-01-29 15:09:30,219 INFO CombineRules :: it. 544>=1000 | (rel X:6.6e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,226 INFO CombineRules :: it. 545>=1000 | (rel X:6.5e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,231 INFO CombineRules :: it. 546>=1000 | (rel X:6.4e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,237 INFO CombineRules :: it. 547>=1000 | (rel X:6.2e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,242 INFO CombineRules :: it. 548>=1000 | (rel X:6.1e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,248 INFO CombineRules :: it. 549>=1000 | (rel X:6.0e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,254 INFO CombineRules :: it. 550>=1000 | (rel X:5.9e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,259 INFO CombineRules :: it. 551>=1000 | (rel X:5.7e-05>=1.0e-06 & kappa:2.4e+01)
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2026-01-29 15:09:30,271 INFO CombineRules :: it. 553>=1000 | (rel X:5.5e-05>=1.0e-06 & kappa:1.9e+01)
2026-01-29 15:09:30,277 INFO CombineRules :: it. 554>=1000 | (rel X:5.4e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,282 INFO CombineRules :: it. 555>=1000 | (rel X:5.3e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,288 INFO CombineRules :: it. 556>=1000 | (rel X:5.1e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,293 INFO CombineRules :: it. 557>=1000 | (rel X:5.0e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,298 INFO CombineRules :: it. 558>=1000 | (rel X:4.9e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,304 INFO CombineRules :: it. 559>=1000 | (rel X:4.8e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,309 INFO CombineRules :: it. 560>=1000 | (rel X:4.7e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,314 INFO CombineRules :: it. 561>=1000 | (rel X:4.6e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,320 INFO CombineRules :: it. 562>=1000 | (rel X:4.5e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,325 INFO CombineRules :: it. 563>=1000 | (rel X:4.4e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,331 INFO CombineRules :: it. 564>=1000 | (rel X:4.3e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,336 INFO CombineRules :: it. 565>=1000 | (rel X:4.2e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,342 INFO CombineRules :: it. 566>=1000 | (rel X:4.1e-05>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,347 INFO CombineRules :: it. 567>=1000 | (rel X:4.1e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,353 INFO CombineRules :: it. 568>=1000 | (rel X:4.0e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,359 INFO CombineRules :: it. 569>=1000 | (rel X:3.9e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,364 INFO CombineRules :: it. 570>=1000 | (rel X:3.8e-05>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,370 INFO CombineRules :: it. 571>=1000 | (rel X:3.7e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,376 INFO CombineRules :: it. 572>=1000 | (rel X:3.6e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,381 INFO CombineRules :: it. 573>=1000 | (rel X:3.5e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,386 INFO CombineRules :: it. 574>=1000 | (rel X:3.5e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,392 INFO CombineRules :: it. 575>=1000 | (rel X:3.4e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,397 INFO CombineRules :: it. 576>=1000 | (rel X:3.3e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,403 INFO CombineRules :: it. 577>=1000 | (rel X:3.2e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,408 INFO CombineRules :: it. 578>=1000 | (rel X:3.2e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,414 INFO CombineRules :: it. 579>=1000 | (rel X:3.1e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,420 INFO CombineRules :: it. 580>=1000 | (rel X:3.1e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,425 INFO CombineRules :: it. 581>=1000 | (rel X:3.0e-05>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:30,434 INFO CombineRules :: it. 582>=1000 | (rel X:2.9e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,439 INFO CombineRules :: it. 583>=1000 | (rel X:2.9e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,445 INFO CombineRules :: it. 584>=1000 | (rel X:2.8e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,450 INFO CombineRules :: it. 585>=1000 | (rel X:2.8e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,456 INFO CombineRules :: it. 586>=1000 | (rel X:2.7e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,461 INFO CombineRules :: it. 587>=1000 | (rel X:2.7e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,466 INFO CombineRules :: it. 588>=1000 | (rel X:2.6e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,472 INFO CombineRules :: it. 589>=1000 | (rel X:2.6e-05>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:30,477 INFO CombineRules :: it. 590>=1000 | (rel X:2.5e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,483 INFO CombineRules :: it. 591>=1000 | (rel X:2.5e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,488 INFO CombineRules :: it. 592>=1000 | (rel X:2.4e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,494 INFO CombineRules :: it. 593>=1000 | (rel X:2.4e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,499 INFO CombineRules :: it. 594>=1000 | (rel X:2.3e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,505 INFO CombineRules :: it. 595>=1000 | (rel X:2.3e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,510 INFO CombineRules :: it. 596>=1000 | (rel X:2.2e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,516 INFO CombineRules :: it. 597>=1000 | (rel X:2.2e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,521 INFO CombineRules :: it. 598>=1000 | (rel X:2.2e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,527 INFO CombineRules :: it. 599>=1000 | (rel X:2.1e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,532 INFO CombineRules :: it. 600>=1000 | (rel X:2.1e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,538 INFO CombineRules :: it. 601>=1000 | (rel X:2.0e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,543 INFO CombineRules :: it. 602>=1000 | (rel X:2.0e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,549 INFO CombineRules :: it. 603>=1000 | (rel X:1.9e-05>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,554 INFO CombineRules :: it. 604>=1000 | (rel X:1.9e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,560 INFO CombineRules :: it. 605>=1000 | (rel X:1.9e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,570 INFO CombineRules :: it. 606>=1000 | (rel X:1.8e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,578 INFO CombineRules :: it. 607>=1000 | (rel X:1.8e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,584 INFO CombineRules :: it. 608>=1000 | (rel X:1.8e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,589 INFO CombineRules :: it. 609>=1000 | (rel X:1.7e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,595 INFO CombineRules :: it. 610>=1000 | (rel X:1.7e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,601 INFO CombineRules :: it. 611>=1000 | (rel X:1.6e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,606 INFO CombineRules :: it. 612>=1000 | (rel X:1.6e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,612 INFO CombineRules :: it. 613>=1000 | (rel X:1.6e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,617 INFO CombineRules :: it. 614>=1000 | (rel X:1.5e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,623 INFO CombineRules :: it. 615>=1000 | (rel X:1.5e-05>=1.0e-06 & kappa:1.9e+01)
2026-01-29 15:09:30,629 INFO CombineRules :: it. 616>=1000 | (rel X:1.5e-05>=1.0e-06 & kappa:1.8e+01)
2026-01-29 15:09:30,634 INFO CombineRules :: it. 617>=1000 | (rel X:1.4e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,640 INFO CombineRules :: it. 618>=1000 | (rel X:1.4e-05>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,645 INFO CombineRules :: it. 619>=1000 | (rel X:1.4e-05>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,651 INFO CombineRules :: it. 620>=1000 | (rel X:1.3e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,657 INFO CombineRules :: it. 621>=1000 | (rel X:1.3e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,662 INFO CombineRules :: it. 622>=1000 | (rel X:1.3e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,668 INFO CombineRules :: it. 623>=1000 | (rel X:1.3e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,674 INFO CombineRules :: it. 624>=1000 | (rel X:1.2e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,680 INFO CombineRules :: it. 625>=1000 | (rel X:1.2e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,685 INFO CombineRules :: it. 626>=1000 | (rel X:1.2e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,691 INFO CombineRules :: it. 627>=1000 | (rel X:1.2e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,697 INFO CombineRules :: it. 628>=1000 | (rel X:1.2e-05>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,702 INFO CombineRules :: it. 629>=1000 | (rel X:1.1e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,708 INFO CombineRules :: it. 630>=1000 | (rel X:1.1e-05>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,714 INFO CombineRules :: it. 631>=1000 | (rel X:1.1e-05>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,720 INFO CombineRules :: it. 632>=1000 | (rel X:1.1e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,726 INFO CombineRules :: it. 633>=1000 | (rel X:1.0e-05>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,731 INFO CombineRules :: it. 634>=1000 | (rel X:1.0e-05>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,737 INFO CombineRules :: it. 635>=1000 | (rel X:1.0e-05>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,742 INFO CombineRules :: it. 636>=1000 | (rel X:9.8e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:30,747 INFO CombineRules :: it. 637>=1000 | (rel X:9.6e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,753 INFO CombineRules :: it. 638>=1000 | (rel X:9.3e-06>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,758 INFO CombineRules :: it. 639>=1000 | (rel X:9.1e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,763 INFO CombineRules :: it. 640>=1000 | (rel X:9.0e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,769 INFO CombineRules :: it. 641>=1000 | (rel X:8.8e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,774 INFO CombineRules :: it. 642>=1000 | (rel X:8.6e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,779 INFO CombineRules :: it. 643>=1000 | (rel X:8.4e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,785 INFO CombineRules :: it. 644>=1000 | (rel X:8.2e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,790 INFO CombineRules :: it. 645>=1000 | (rel X:8.1e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:30,795 INFO CombineRules :: it. 646>=1000 | (rel X:7.9e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,801 INFO CombineRules :: it. 647>=1000 | (rel X:7.8e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,806 INFO CombineRules :: it. 648>=1000 | (rel X:7.6e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,812 INFO CombineRules :: it. 649>=1000 | (rel X:7.5e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,817 INFO CombineRules :: it. 650>=1000 | (rel X:7.3e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,823 INFO CombineRules :: it. 651>=1000 | (rel X:7.2e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,828 INFO CombineRules :: it. 652>=1000 | (rel X:7.0e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,834 INFO CombineRules :: it. 653>=1000 | (rel X:6.8e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,839 INFO CombineRules :: it. 654>=1000 | (rel X:6.7e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:30,844 INFO CombineRules :: it. 655>=1000 | (rel X:6.6e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,850 INFO CombineRules :: it. 656>=1000 | (rel X:6.4e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,855 INFO CombineRules :: it. 657>=1000 | (rel X:6.3e-06>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:30,861 INFO CombineRules :: it. 658>=1000 | (rel X:6.1e-06>=1.0e-06 & kappa:1.9e+01)
2026-01-29 15:09:30,866 INFO CombineRules :: it. 659>=1000 | (rel X:6.0e-06>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,872 INFO CombineRules :: it. 660>=1000 | (rel X:5.9e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,877 INFO CombineRules :: it. 661>=1000 | (rel X:5.7e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:30,883 INFO CombineRules :: it. 662>=1000 | (rel X:5.6e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,888 INFO CombineRules :: it. 663>=1000 | (rel X:5.5e-06>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:30,893 INFO CombineRules :: it. 664>=1000 | (rel X:5.4e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,899 INFO CombineRules :: it. 665>=1000 | (rel X:5.3e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,904 INFO CombineRules :: it. 666>=1000 | (rel X:5.2e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,909 INFO CombineRules :: it. 667>=1000 | (rel X:5.1e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,915 INFO CombineRules :: it. 668>=1000 | (rel X:5.0e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,920 INFO CombineRules :: it. 669>=1000 | (rel X:4.9e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,926 INFO CombineRules :: it. 670>=1000 | (rel X:4.8e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,932 INFO CombineRules :: it. 671>=1000 | (rel X:4.7e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:30,937 INFO CombineRules :: it. 672>=1000 | (rel X:4.6e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,943 INFO CombineRules :: it. 673>=1000 | (rel X:4.5e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,949 INFO CombineRules :: it. 674>=1000 | (rel X:4.4e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:30,954 INFO CombineRules :: it. 675>=1000 | (rel X:4.3e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,960 INFO CombineRules :: it. 676>=1000 | (rel X:4.2e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,967 INFO CombineRules :: it. 677>=1000 | (rel X:4.1e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,972 INFO CombineRules :: it. 678>=1000 | (rel X:4.0e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:30,978 INFO CombineRules :: it. 679>=1000 | (rel X:3.9e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:30,983 INFO CombineRules :: it. 680>=1000 | (rel X:3.8e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:30,988 INFO CombineRules :: it. 681>=1000 | (rel X:3.7e-06>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:30,993 INFO CombineRules :: it. 682>=1000 | (rel X:3.7e-06>=1.0e-06 & kappa:3.0e+01)
2026-01-29 15:09:30,999 INFO CombineRules :: it. 683>=1000 | (rel X:3.6e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:31,004 INFO CombineRules :: it. 684>=1000 | (rel X:3.5e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:31,010 INFO CombineRules :: it. 685>=1000 | (rel X:3.5e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,015 INFO CombineRules :: it. 686>=1000 | (rel X:3.4e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:31,021 INFO CombineRules :: it. 687>=1000 | (rel X:3.3e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,026 INFO CombineRules :: it. 688>=1000 | (rel X:3.2e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,032 INFO CombineRules :: it. 689>=1000 | (rel X:3.2e-06>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:31,037 INFO CombineRules :: it. 690>=1000 | (rel X:3.1e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,042 INFO CombineRules :: it. 691>=1000 | (rel X:3.1e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,048 INFO CombineRules :: it. 692>=1000 | (rel X:3.0e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,053 INFO CombineRules :: it. 693>=1000 | (rel X:2.9e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,059 INFO CombineRules :: it. 694>=1000 | (rel X:2.9e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,064 INFO CombineRules :: it. 695>=1000 | (rel X:2.8e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:31,069 INFO CombineRules :: it. 696>=1000 | (rel X:2.8e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,075 INFO CombineRules :: it. 697>=1000 | (rel X:2.7e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,080 INFO CombineRules :: it. 698>=1000 | (rel X:2.7e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,085 INFO CombineRules :: it. 699>=1000 | (rel X:2.6e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,090 INFO CombineRules :: it. 700>=1000 | (rel X:2.6e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:31,096 INFO CombineRules :: it. 701>=1000 | (rel X:2.5e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,102 INFO CombineRules :: it. 702>=1000 | (rel X:2.5e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:31,110 INFO CombineRules :: it. 703>=1000 | (rel X:2.4e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,115 INFO CombineRules :: it. 704>=1000 | (rel X:2.4e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,121 INFO CombineRules :: it. 705>=1000 | (rel X:2.3e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,126 INFO CombineRules :: it. 706>=1000 | (rel X:2.3e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,131 INFO CombineRules :: it. 707>=1000 | (rel X:2.2e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:31,137 INFO CombineRules :: it. 708>=1000 | (rel X:2.2e-06>=1.0e-06 & kappa:3.2e+01)
2026-01-29 15:09:31,142 INFO CombineRules :: it. 709>=1000 | (rel X:2.1e-06>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:31,148 INFO CombineRules :: it. 710>=1000 | (rel X:2.1e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,153 INFO CombineRules :: it. 711>=1000 | (rel X:2.0e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:31,158 INFO CombineRules :: it. 712>=1000 | (rel X:2.0e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,164 INFO CombineRules :: it. 713>=1000 | (rel X:2.0e-06>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:31,169 INFO CombineRules :: it. 714>=1000 | (rel X:1.9e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,174 INFO CombineRules :: it. 715>=1000 | (rel X:1.9e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,180 INFO CombineRules :: it. 716>=1000 | (rel X:1.8e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,185 INFO CombineRules :: it. 717>=1000 | (rel X:1.8e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,191 INFO CombineRules :: it. 718>=1000 | (rel X:1.8e-06>=1.0e-06 & kappa:3.1e+01)
2026-01-29 15:09:31,196 INFO CombineRules :: it. 719>=1000 | (rel X:1.7e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,201 INFO CombineRules :: it. 720>=1000 | (rel X:1.7e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,207 INFO CombineRules :: it. 721>=1000 | (rel X:1.7e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,212 INFO CombineRules :: it. 722>=1000 | (rel X:1.6e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:31,217 INFO CombineRules :: it. 723>=1000 | (rel X:1.6e-06>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:31,223 INFO CombineRules :: it. 724>=1000 | (rel X:1.6e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,228 INFO CombineRules :: it. 725>=1000 | (rel X:1.5e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,233 INFO CombineRules :: it. 726>=1000 | (rel X:1.5e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:31,239 INFO CombineRules :: it. 727>=1000 | (rel X:1.5e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,244 INFO CombineRules :: it. 728>=1000 | (rel X:1.4e-06>=1.0e-06 & kappa:2.7e+01)
2026-01-29 15:09:31,249 INFO CombineRules :: it. 729>=1000 | (rel X:1.4e-06>=1.0e-06 & kappa:2.3e+01)
2026-01-29 15:09:31,255 INFO CombineRules :: it. 730>=1000 | (rel X:1.4e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,260 INFO CombineRules :: it. 731>=1000 | (rel X:1.4e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,266 INFO CombineRules :: it. 732>=1000 | (rel X:1.3e-06>=1.0e-06 & kappa:2.4e+01)
2026-01-29 15:09:31,271 INFO CombineRules :: it. 733>=1000 | (rel X:1.3e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,277 INFO CombineRules :: it. 734>=1000 | (rel X:1.3e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:31,283 INFO CombineRules :: it. 735>=1000 | (rel X:1.2e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:31,288 INFO CombineRules :: it. 736>=1000 | (rel X:1.2e-06>=1.0e-06 & kappa:2.6e+01)
2026-01-29 15:09:31,294 INFO CombineRules :: it. 737>=1000 | (rel X:1.2e-06>=1.0e-06 & kappa:2.2e+01)
2026-01-29 15:09:31,300 INFO CombineRules :: it. 738>=1000 | (rel X:1.2e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,305 INFO CombineRules :: it. 739>=1000 | (rel X:1.1e-06>=1.0e-06 & kappa:2.5e+01)
2026-01-29 15:09:31,310 INFO CombineRules :: it. 740>=1000 | (rel X:1.1e-06>=1.0e-06 & kappa:2.0e+01)
2026-01-29 15:09:31,316 INFO CombineRules :: it. 741>=1000 | (rel X:1.1e-06>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:31,321 INFO CombineRules :: it. 742>=1000 | (rel X:1.1e-06>=1.0e-06 & kappa:2.1e+01)
2026-01-29 15:09:31,327 INFO CombineRules :: it. 743>=1000 | (rel X:1.0e-06>=1.0e-06 & kappa:2.9e+01)
2026-01-29 15:09:31,332 INFO CombineRules :: it. 744>=1000 | (rel X:1.0e-06>=1.0e-06 & kappa:1.9e+01)
2026-01-29 15:09:31,338 INFO CombineRules :: it. 745>=1000 | (rel X:1.0e-06>=1.0e-06 & kappa:2.8e+01)
2026-01-29 15:09:31,343 INFO CombineRules :: it. 746>=1000 | (rel X:9.8e-07>=1.0e-06 & kappa:2.2e+01[All rules triggered.])
Rule AndCombineRules([RelTolXStop(1e-06), KappaTrackAndMinIt(0)]) triggered.
2026-01-29 15:09:31,343 INFO TikhonovCG :: Solver converged after 746 iteration.
setting with Huber data fidelity and quadratic penalty term¶
We now set up a generalized Tikhonov regularization setting
\[\hat{f} \in \mathrm{argmin}_f\left[\frac{1}{\alpha}H_{\sigma}(Tf-g^{\mathrm{obs}})+\|f\|^2\right]\]
where the Huber data fidelity term \(H_{\sigma}\) is quadratic on coordinates in \([-\sigma,\sigma]\) and \(|\cdot|-\sigma/2\) for large coordinates.
[4]:
from regpy.functionals import Huber,LppPower
sigma = 0.1
Sdat = (1./sigma)*Huber(grid,sigma=sigma,eps =1e-10)
L2pen = LppPower(grid,p=2)
huber_setting = Setting(conv,L2pen,Sdat,alpha,data=data)
display the available methods
[5]:
huber_setting.display_all_methods(full_names=False)
Applicable methods:
FB ForwardBackwardSplitting used with step length tau=1.007e-01.
Expected linear convergence rate: 1.000e+00. linear rate: 1.000e+00
dual_FB ForwardBackwardSplitting used with step length tau=1.007e+00.
Expected linear convergence rate: 1.000e+00. linear rate: 1.000e+00
FISTA FISTA used with convexity parameters mu_R=1.000e-04, mu_S=0.000e+00 and step length tau=1.007e-01.
Expected linear convergence rate: 9.968e-01.
linear rate: 9.968e-01
dual_FISTA FISTA used with convexity parameters mu_R=1.000e-05, mu_S=0.000e+00 and step length tau=1.007e+00.
Expected linear convergence rate: 9.968e-01.
linear rate: 9.968e-01
PDHG Using accelerated version 2 with convexity parameters mu_R=1.000e+00, mu_S*=1.000e-05 and ||T||=9.966e-01.
Expected linear convergence rate: 9.937e-01 linear rate: 9.937e-01
dual_PDHG Using accelerated version 2 with convexity parameters mu_R=1.000e-09, mu_S*=1.000e+04 and ||T||=9.966e-01.
Expected linear convergence rate: 9.937e-01 linear rate: 9.937e-01
ADMM Ergodic rate O(1/n). linear rate: -1.000e+00
dual_SSNewton linear rate: nan
Non-applicable methods:
TikhCG Penalty term is not convex quadratic.Data fidelity term is not convex quadratic.
dual_TikhCG Penalty term is not convex quadratic.Data fidelity term is not convex quadratic.
SSNewton Data functional not quadratic.
[6]:
methods = ['FISTA','dual_FISTA','PDHG','dual_PDHG','dual_FB']
recos = {}
for method in methods:
#huber_setting.set_stopping_rule(method, OptimalityCondStopping(huber_setting,tol=0.01,max_iter=500,logging_level=logging.INFO))
recos[method]= huber_setting.run(method)[0]
2026-01-29 15:09:32,185 INFO FISTA :: FISTA used with convexity parameters mu_R=1.000e-04, mu_S=0.000e+00 and step length tau=1.006e-01.
Expected linear convergence rate: 9.968e-01.
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2026-01-29 15:09:38,164 INFO CombineRules :: duality gap:8.35e+05 <= 1.0e-01 | it. 949>=1000
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2026-01-29 15:09:38,177 INFO CombineRules :: duality gap:8.36e+05 <= 1.0e-01 | it. 951>=1000
2026-01-29 15:09:38,183 INFO CombineRules :: duality gap:8.23e+05 <= 1.0e-01 | it. 952>=1000
2026-01-29 15:09:38,189 INFO CombineRules :: duality gap:7.99e+05 <= 1.0e-01 | it. 953>=1000
2026-01-29 15:09:38,195 INFO CombineRules :: duality gap:8.31e+05 <= 1.0e-01 | it. 954>=1000
2026-01-29 15:09:38,200 INFO CombineRules :: duality gap:8.12e+05 <= 1.0e-01 | it. 955>=1000
2026-01-29 15:09:38,206 INFO CombineRules :: duality gap:7.66e+05 <= 1.0e-01 | it. 956>=1000
2026-01-29 15:09:38,213 INFO CombineRules :: duality gap:8.04e+05 <= 1.0e-01 | it. 957>=1000
2026-01-29 15:09:38,219 INFO CombineRules :: duality gap:8.21e+05 <= 1.0e-01 | it. 958>=1000
2026-01-29 15:09:38,224 INFO CombineRules :: duality gap:7.56e+05 <= 1.0e-01 | it. 959>=1000
2026-01-29 15:09:38,230 INFO CombineRules :: duality gap:7.44e+05 <= 1.0e-01 | it. 960>=1000
2026-01-29 15:09:38,236 INFO CombineRules :: duality gap:7.85e+05 <= 1.0e-01 | it. 961>=1000
2026-01-29 15:09:38,242 INFO CombineRules :: duality gap:7.75e+05 <= 1.0e-01 | it. 962>=1000
2026-01-29 15:09:38,250 INFO CombineRules :: duality gap:7.54e+05 <= 1.0e-01 | it. 963>=1000
2026-01-29 15:09:38,256 INFO CombineRules :: duality gap:7.54e+05 <= 1.0e-01 | it. 964>=1000
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2026-01-29 15:09:38,268 INFO CombineRules :: duality gap:7.53e+05 <= 1.0e-01 | it. 966>=1000
2026-01-29 15:09:38,274 INFO CombineRules :: duality gap:7.84e+05 <= 1.0e-01 | it. 967>=1000
2026-01-29 15:09:38,280 INFO CombineRules :: duality gap:7.38e+05 <= 1.0e-01 | it. 968>=1000
2026-01-29 15:09:38,286 INFO CombineRules :: duality gap:6.81e+05 <= 1.0e-01 | it. 969>=1000
2026-01-29 15:09:38,292 INFO CombineRules :: duality gap:7.20e+05 <= 1.0e-01 | it. 970>=1000
2026-01-29 15:09:38,298 INFO CombineRules :: duality gap:7.57e+05 <= 1.0e-01 | it. 971>=1000
2026-01-29 15:09:38,305 INFO CombineRules :: duality gap:7.14e+05 <= 1.0e-01 | it. 972>=1000
2026-01-29 15:09:38,311 INFO CombineRules :: duality gap:6.90e+05 <= 1.0e-01 | it. 973>=1000
2026-01-29 15:09:38,317 INFO CombineRules :: duality gap:7.20e+05 <= 1.0e-01 | it. 974>=1000
2026-01-29 15:09:38,323 INFO CombineRules :: duality gap:7.18e+05 <= 1.0e-01 | it. 975>=1000
2026-01-29 15:09:38,329 INFO CombineRules :: duality gap:6.87e+05 <= 1.0e-01 | it. 976>=1000
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2026-01-29 15:09:38,341 INFO CombineRules :: duality gap:6.95e+05 <= 1.0e-01 | it. 978>=1000
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2026-01-29 15:09:38,352 INFO CombineRules :: duality gap:6.69e+05 <= 1.0e-01 | it. 980>=1000
2026-01-29 15:09:38,358 INFO CombineRules :: duality gap:6.82e+05 <= 1.0e-01 | it. 981>=1000
2026-01-29 15:09:38,365 INFO CombineRules :: duality gap:6.93e+05 <= 1.0e-01 | it. 982>=1000
2026-01-29 15:09:38,371 INFO CombineRules :: duality gap:6.67e+05 <= 1.0e-01 | it. 983>=1000
2026-01-29 15:09:38,377 INFO CombineRules :: duality gap:6.33e+05 <= 1.0e-01 | it. 984>=1000
2026-01-29 15:09:38,383 INFO CombineRules :: duality gap:6.41e+05 <= 1.0e-01 | it. 985>=1000
2026-01-29 15:09:38,389 INFO CombineRules :: duality gap:6.66e+05 <= 1.0e-01 | it. 986>=1000
2026-01-29 15:09:38,395 INFO CombineRules :: duality gap:6.59e+05 <= 1.0e-01 | it. 987>=1000
2026-01-29 15:09:38,401 INFO CombineRules :: duality gap:6.42e+05 <= 1.0e-01 | it. 988>=1000
2026-01-29 15:09:38,407 INFO CombineRules :: duality gap:6.36e+05 <= 1.0e-01 | it. 989>=1000
2026-01-29 15:09:38,413 INFO CombineRules :: duality gap:6.33e+05 <= 1.0e-01 | it. 990>=1000
2026-01-29 15:09:38,419 INFO CombineRules :: duality gap:6.38e+05 <= 1.0e-01 | it. 991>=1000
2026-01-29 15:09:38,425 INFO CombineRules :: duality gap:6.46e+05 <= 1.0e-01 | it. 992>=1000
2026-01-29 15:09:38,431 INFO CombineRules :: duality gap:6.17e+05 <= 1.0e-01 | it. 993>=1000
2026-01-29 15:09:38,437 INFO CombineRules :: duality gap:5.84e+05 <= 1.0e-01 | it. 994>=1000
2026-01-29 15:09:38,444 INFO CombineRules :: duality gap:6.15e+05 <= 1.0e-01 | it. 995>=1000
2026-01-29 15:09:38,450 INFO CombineRules :: duality gap:6.46e+05 <= 1.0e-01 | it. 996>=1000
2026-01-29 15:09:38,456 INFO CombineRules :: duality gap:6.04e+05 <= 1.0e-01 | it. 997>=1000
2026-01-29 15:09:38,462 INFO CombineRules :: duality gap:5.71e+05 <= 1.0e-01 | it. 998>=1000
2026-01-29 15:09:38,468 INFO CombineRules :: duality gap:6.11e+05 <= 1.0e-01 | it. 999>=1000
2026-01-29 15:09:38,475 INFO CombineRules :: duality gap:6.31e+05 <= 1.0e-01 | it. 1000>=1000
Rule CountIterations(max_iterations=1000) triggered.
2026-01-29 15:09:38,475 INFO FISTA :: Solver converged after 1000 iteration.
2026-01-29 15:09:38,647 INFO FISTA :: FISTA used with convexity parameters mu_R=1.000e-05, mu_S=0.000e+00 and step length tau=1.006e+00.
Expected linear convergence rate: 9.968e-01.
2026-01-29 15:09:38,652 INFO CombineRules :: duality gap:2.27e+02 <= 1.0e-01 | it. 0>=1000
2026-01-29 15:09:38,673 INFO CombineRules :: duality gap:2.17e+02 <= 1.0e-01 | it. 1>=1000
2026-01-29 15:09:38,685 INFO CombineRules :: duality gap:1.61e+02 <= 1.0e-01 | it. 2>=1000
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2026-01-29 15:09:38,713 INFO CombineRules :: duality gap:1.46e+02 <= 1.0e-01 | it. 4>=1000
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2026-01-29 15:09:38,737 INFO CombineRules :: duality gap:1.17e+02 <= 1.0e-01 | it. 6>=1000
2026-01-29 15:09:38,745 INFO CombineRules :: duality gap:9.80e+01 <= 1.0e-01 | it. 7>=1000
2026-01-29 15:09:38,751 INFO CombineRules :: duality gap:8.42e+01 <= 1.0e-01 | it. 8>=1000
2026-01-29 15:09:38,757 INFO CombineRules :: duality gap:7.00e+01 <= 1.0e-01 | it. 9>=1000
2026-01-29 15:09:38,765 INFO CombineRules :: duality gap:6.59e+01 <= 1.0e-01 | it. 10>=1000
2026-01-29 15:09:38,771 INFO CombineRules :: duality gap:5.83e+01 <= 1.0e-01 | it. 11>=1000
2026-01-29 15:09:38,776 INFO CombineRules :: duality gap:5.29e+01 <= 1.0e-01 | it. 12>=1000
2026-01-29 15:09:38,782 INFO CombineRules :: duality gap:5.13e+01 <= 1.0e-01 | it. 13>=1000
2026-01-29 15:09:38,788 INFO CombineRules :: duality gap:4.52e+01 <= 1.0e-01 | it. 14>=1000
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2026-01-29 15:09:38,811 INFO CombineRules :: duality gap:3.27e+01 <= 1.0e-01 | it. 18>=1000
2026-01-29 15:09:38,817 INFO CombineRules :: duality gap:3.03e+01 <= 1.0e-01 | it. 19>=1000
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2026-01-29 15:09:38,903 INFO CombineRules :: duality gap:1.37e+01 <= 1.0e-01 | it. 34>=1000
2026-01-29 15:09:38,909 INFO CombineRules :: duality gap:1.39e+01 <= 1.0e-01 | it. 35>=1000
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2026-01-29 15:09:38,920 INFO CombineRules :: duality gap:1.26e+01 <= 1.0e-01 | it. 37>=1000
2026-01-29 15:09:38,926 INFO CombineRules :: duality gap:1.20e+01 <= 1.0e-01 | it. 38>=1000
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2026-01-29 15:09:38,950 INFO CombineRules :: duality gap:1.03e+01 <= 1.0e-01 | it. 42>=1000
2026-01-29 15:09:38,956 INFO CombineRules :: duality gap:9.97e+00 <= 1.0e-01 | it. 43>=1000
2026-01-29 15:09:38,961 INFO CombineRules :: duality gap:1.05e+01 <= 1.0e-01 | it. 44>=1000
2026-01-29 15:09:38,967 INFO CombineRules :: duality gap:1.01e+01 <= 1.0e-01 | it. 45>=1000
2026-01-29 15:09:38,973 INFO CombineRules :: duality gap:9.03e+00 <= 1.0e-01 | it. 46>=1000
2026-01-29 15:09:38,979 INFO CombineRules :: duality gap:8.96e+00 <= 1.0e-01 | it. 47>=1000
2026-01-29 15:09:38,985 INFO CombineRules :: duality gap:9.34e+00 <= 1.0e-01 | it. 48>=1000
2026-01-29 15:09:38,991 INFO CombineRules :: duality gap:8.66e+00 <= 1.0e-01 | it. 49>=1000
2026-01-29 15:09:38,997 INFO CombineRules :: duality gap:8.23e+00 <= 1.0e-01 | it. 50>=1000
2026-01-29 15:09:39,003 INFO CombineRules :: duality gap:8.23e+00 <= 1.0e-01 | it. 51>=1000
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2026-01-29 15:09:39,020 INFO CombineRules :: duality gap:7.73e+00 <= 1.0e-01 | it. 54>=1000
2026-01-29 15:09:39,026 INFO CombineRules :: duality gap:7.07e+00 <= 1.0e-01 | it. 55>=1000
2026-01-29 15:09:39,032 INFO CombineRules :: duality gap:7.02e+00 <= 1.0e-01 | it. 56>=1000
2026-01-29 15:09:39,038 INFO CombineRules :: duality gap:7.49e+00 <= 1.0e-01 | it. 57>=1000
2026-01-29 15:09:39,048 INFO CombineRules :: duality gap:7.13e+00 <= 1.0e-01 | it. 58>=1000
2026-01-29 15:09:39,057 INFO CombineRules :: duality gap:6.27e+00 <= 1.0e-01 | it. 59>=1000
2026-01-29 15:09:39,063 INFO CombineRules :: duality gap:6.32e+00 <= 1.0e-01 | it. 60>=1000
2026-01-29 15:09:39,069 INFO CombineRules :: duality gap:6.69e+00 <= 1.0e-01 | it. 61>=1000
2026-01-29 15:09:39,075 INFO CombineRules :: duality gap:6.35e+00 <= 1.0e-01 | it. 62>=1000
2026-01-29 15:09:39,081 INFO CombineRules :: duality gap:6.01e+00 <= 1.0e-01 | it. 63>=1000
2026-01-29 15:09:39,087 INFO CombineRules :: duality gap:5.92e+00 <= 1.0e-01 | it. 64>=1000
2026-01-29 15:09:39,093 INFO CombineRules :: duality gap:5.78e+00 <= 1.0e-01 | it. 65>=1000
2026-01-29 15:09:39,099 INFO CombineRules :: duality gap:5.57e+00 <= 1.0e-01 | it. 66>=1000
2026-01-29 15:09:39,105 INFO CombineRules :: duality gap:5.64e+00 <= 1.0e-01 | it. 67>=1000
2026-01-29 15:09:39,111 INFO CombineRules :: duality gap:5.64e+00 <= 1.0e-01 | it. 68>=1000
2026-01-29 15:09:39,117 INFO CombineRules :: duality gap:5.25e+00 <= 1.0e-01 | it. 69>=1000
2026-01-29 15:09:39,123 INFO CombineRules :: duality gap:4.94e+00 <= 1.0e-01 | it. 70>=1000
2026-01-29 15:09:39,129 INFO CombineRules :: duality gap:5.09e+00 <= 1.0e-01 | it. 71>=1000
2026-01-29 15:09:39,135 INFO CombineRules :: duality gap:5.17e+00 <= 1.0e-01 | it. 72>=1000
2026-01-29 15:09:39,141 INFO CombineRules :: duality gap:4.89e+00 <= 1.0e-01 | it. 73>=1000
2026-01-29 15:09:39,147 INFO CombineRules :: duality gap:4.69e+00 <= 1.0e-01 | it. 74>=1000
2026-01-29 15:09:39,153 INFO CombineRules :: duality gap:4.75e+00 <= 1.0e-01 | it. 75>=1000
2026-01-29 15:09:39,159 INFO CombineRules :: duality gap:4.73e+00 <= 1.0e-01 | it. 76>=1000
2026-01-29 15:09:39,165 INFO CombineRules :: duality gap:4.50e+00 <= 1.0e-01 | it. 77>=1000
2026-01-29 15:09:39,171 INFO CombineRules :: duality gap:4.29e+00 <= 1.0e-01 | it. 78>=1000
2026-01-29 15:09:39,178 INFO CombineRules :: duality gap:4.20e+00 <= 1.0e-01 | it. 79>=1000
2026-01-29 15:09:39,184 INFO CombineRules :: duality gap:4.32e+00 <= 1.0e-01 | it. 80>=1000
2026-01-29 15:09:39,191 INFO CombineRules :: duality gap:4.35e+00 <= 1.0e-01 | it. 81>=1000
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2026-01-29 15:09:39,230 INFO CombineRules :: duality gap:3.69e+00 <= 1.0e-01 | it. 87>=1000
2026-01-29 15:09:39,235 INFO CombineRules :: duality gap:3.67e+00 <= 1.0e-01 | it. 88>=1000
2026-01-29 15:09:39,241 INFO CombineRules :: duality gap:3.61e+00 <= 1.0e-01 | it. 89>=1000
2026-01-29 15:09:39,247 INFO CombineRules :: duality gap:3.63e+00 <= 1.0e-01 | it. 90>=1000
2026-01-29 15:09:39,253 INFO CombineRules :: duality gap:3.52e+00 <= 1.0e-01 | it. 91>=1000
2026-01-29 15:09:39,259 INFO CombineRules :: duality gap:3.32e+00 <= 1.0e-01 | it. 92>=1000
2026-01-29 15:09:39,266 INFO CombineRules :: duality gap:3.36e+00 <= 1.0e-01 | it. 93>=1000
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2026-01-29 15:09:39,278 INFO CombineRules :: duality gap:3.25e+00 <= 1.0e-01 | it. 95>=1000
2026-01-29 15:09:39,284 INFO CombineRules :: duality gap:3.17e+00 <= 1.0e-01 | it. 96>=1000
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2026-01-29 15:09:39,295 INFO CombineRules :: duality gap:3.17e+00 <= 1.0e-01 | it. 98>=1000
2026-01-29 15:09:39,302 INFO CombineRules :: duality gap:2.97e+00 <= 1.0e-01 | it. 99>=1000
2026-01-29 15:09:39,308 INFO CombineRules :: duality gap:2.91e+00 <= 1.0e-01 | it. 100>=1000
2026-01-29 15:09:39,315 INFO CombineRules :: duality gap:2.97e+00 <= 1.0e-01 | it. 101>=1000
2026-01-29 15:09:39,321 INFO CombineRules :: duality gap:3.15e+00 <= 1.0e-01 | it. 102>=1000
2026-01-29 15:09:39,328 INFO CombineRules :: duality gap:3.09e+00 <= 1.0e-01 | it. 103>=1000
2026-01-29 15:09:39,334 INFO CombineRules :: duality gap:2.77e+00 <= 1.0e-01 | it. 104>=1000
2026-01-29 15:09:39,340 INFO CombineRules :: duality gap:2.67e+00 <= 1.0e-01 | it. 105>=1000
2026-01-29 15:09:39,346 INFO CombineRules :: duality gap:2.82e+00 <= 1.0e-01 | it. 106>=1000
2026-01-29 15:09:39,353 INFO CombineRules :: duality gap:2.78e+00 <= 1.0e-01 | it. 107>=1000
2026-01-29 15:09:39,359 INFO CombineRules :: duality gap:2.67e+00 <= 1.0e-01 | it. 108>=1000
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2026-01-29 15:09:39,398 INFO CombineRules :: duality gap:2.45e+00 <= 1.0e-01 | it. 114>=1000
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2026-01-29 15:09:41,643 INFO CombineRules :: duality gap:1.06e-01 <= 1.0e-01 | it. 474>=1000
2026-01-29 15:09:41,649 INFO CombineRules :: duality gap:1.07e-01 <= 1.0e-01 | it. 475>=1000
2026-01-29 15:09:41,655 INFO CombineRules :: duality gap:1.05e-01 <= 1.0e-01 | it. 476>=1000
2026-01-29 15:09:41,661 INFO CombineRules :: duality gap:1.04e-01 <= 1.0e-01 | it. 477>=1000
2026-01-29 15:09:41,667 INFO CombineRules :: duality gap:1.02e-01 <= 1.0e-01 | it. 478>=1000
2026-01-29 15:09:41,673 INFO CombineRules :: duality gap:9.96e-02 <= 1.0e-01 | it. 479>=1000
2026-01-29 15:09:41,674 INFO FISTA :: Solver converged after 479 iteration.
2026-01-29 15:09:41,845 INFO PDHG :: Using accelerated version 2 with convexity parameters mu_R=1.000e+00, mu_S*=1.000e-05 and ||T||=9.944e-01.
Expected linear convergence rate: 9.937e-01
2026-01-29 15:09:41,849 INFO CombineRules :: duality gap:2.27e+06 <= 1.0e-01 | it. 0>=1000
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2026-01-29 15:09:48,520 INFO CombineRules :: duality gap:1.00e+01 <= 1.0e-01 | it. 834>=1000
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2026-01-29 15:09:48,535 INFO CombineRules :: duality gap:9.88e+00 <= 1.0e-01 | it. 836>=1000
2026-01-29 15:09:48,543 INFO CombineRules :: duality gap:9.81e+00 <= 1.0e-01 | it. 837>=1000
2026-01-29 15:09:48,551 INFO CombineRules :: duality gap:9.73e+00 <= 1.0e-01 | it. 838>=1000
2026-01-29 15:09:48,559 INFO CombineRules :: duality gap:9.66e+00 <= 1.0e-01 | it. 839>=1000
2026-01-29 15:09:48,566 INFO CombineRules :: duality gap:9.59e+00 <= 1.0e-01 | it. 840>=1000
2026-01-29 15:09:48,574 INFO CombineRules :: duality gap:9.52e+00 <= 1.0e-01 | it. 841>=1000
2026-01-29 15:09:48,582 INFO CombineRules :: duality gap:9.45e+00 <= 1.0e-01 | it. 842>=1000
2026-01-29 15:09:48,589 INFO CombineRules :: duality gap:9.38e+00 <= 1.0e-01 | it. 843>=1000
2026-01-29 15:09:48,597 INFO CombineRules :: duality gap:9.31e+00 <= 1.0e-01 | it. 844>=1000
2026-01-29 15:09:48,605 INFO CombineRules :: duality gap:9.24e+00 <= 1.0e-01 | it. 845>=1000
2026-01-29 15:09:48,613 INFO CombineRules :: duality gap:9.16e+00 <= 1.0e-01 | it. 846>=1000
2026-01-29 15:09:48,621 INFO CombineRules :: duality gap:9.09e+00 <= 1.0e-01 | it. 847>=1000
2026-01-29 15:09:48,629 INFO CombineRules :: duality gap:9.03e+00 <= 1.0e-01 | it. 848>=1000
2026-01-29 15:09:48,636 INFO CombineRules :: duality gap:8.96e+00 <= 1.0e-01 | it. 849>=1000
2026-01-29 15:09:48,644 INFO CombineRules :: duality gap:8.89e+00 <= 1.0e-01 | it. 850>=1000
2026-01-29 15:09:48,651 INFO CombineRules :: duality gap:8.82e+00 <= 1.0e-01 | it. 851>=1000
2026-01-29 15:09:48,659 INFO CombineRules :: duality gap:8.75e+00 <= 1.0e-01 | it. 852>=1000
2026-01-29 15:09:48,667 INFO CombineRules :: duality gap:8.68e+00 <= 1.0e-01 | it. 853>=1000
2026-01-29 15:09:48,675 INFO CombineRules :: duality gap:8.61e+00 <= 1.0e-01 | it. 854>=1000
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2026-01-29 15:09:48,690 INFO CombineRules :: duality gap:8.47e+00 <= 1.0e-01 | it. 856>=1000
2026-01-29 15:09:48,697 INFO CombineRules :: duality gap:8.40e+00 <= 1.0e-01 | it. 857>=1000
2026-01-29 15:09:48,705 INFO CombineRules :: duality gap:8.34e+00 <= 1.0e-01 | it. 858>=1000
2026-01-29 15:09:48,712 INFO CombineRules :: duality gap:8.27e+00 <= 1.0e-01 | it. 859>=1000
2026-01-29 15:09:48,720 INFO CombineRules :: duality gap:8.20e+00 <= 1.0e-01 | it. 860>=1000
2026-01-29 15:09:48,727 INFO CombineRules :: duality gap:8.13e+00 <= 1.0e-01 | it. 861>=1000
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2026-01-29 15:09:48,750 INFO CombineRules :: duality gap:7.93e+00 <= 1.0e-01 | it. 864>=1000
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2026-01-29 15:09:48,774 INFO CombineRules :: duality gap:7.74e+00 <= 1.0e-01 | it. 867>=1000
2026-01-29 15:09:48,782 INFO CombineRules :: duality gap:7.68e+00 <= 1.0e-01 | it. 868>=1000
2026-01-29 15:09:48,789 INFO CombineRules :: duality gap:7.62e+00 <= 1.0e-01 | it. 869>=1000
2026-01-29 15:09:48,798 INFO CombineRules :: duality gap:7.55e+00 <= 1.0e-01 | it. 870>=1000
2026-01-29 15:09:48,807 INFO CombineRules :: duality gap:7.49e+00 <= 1.0e-01 | it. 871>=1000
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2026-01-29 15:09:48,824 INFO CombineRules :: duality gap:7.37e+00 <= 1.0e-01 | it. 873>=1000
2026-01-29 15:09:48,832 INFO CombineRules :: duality gap:7.32e+00 <= 1.0e-01 | it. 874>=1000
2026-01-29 15:09:48,842 INFO CombineRules :: duality gap:7.26e+00 <= 1.0e-01 | it. 875>=1000
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2026-01-29 15:09:48,863 INFO CombineRules :: duality gap:7.15e+00 <= 1.0e-01 | it. 877>=1000
2026-01-29 15:09:48,874 INFO CombineRules :: duality gap:7.09e+00 <= 1.0e-01 | it. 878>=1000
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2026-01-29 15:09:48,893 INFO CombineRules :: duality gap:6.98e+00 <= 1.0e-01 | it. 880>=1000
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2026-01-29 15:09:48,933 INFO CombineRules :: duality gap:6.73e+00 <= 1.0e-01 | it. 885>=1000
2026-01-29 15:09:48,941 INFO CombineRules :: duality gap:6.68e+00 <= 1.0e-01 | it. 886>=1000
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2026-01-29 15:09:48,957 INFO CombineRules :: duality gap:6.58e+00 <= 1.0e-01 | it. 888>=1000
2026-01-29 15:09:48,965 INFO CombineRules :: duality gap:6.53e+00 <= 1.0e-01 | it. 889>=1000
2026-01-29 15:09:48,973 INFO CombineRules :: duality gap:6.49e+00 <= 1.0e-01 | it. 890>=1000
2026-01-29 15:09:48,981 INFO CombineRules :: duality gap:6.44e+00 <= 1.0e-01 | it. 891>=1000
2026-01-29 15:09:48,989 INFO CombineRules :: duality gap:6.39e+00 <= 1.0e-01 | it. 892>=1000
2026-01-29 15:09:48,997 INFO CombineRules :: duality gap:6.35e+00 <= 1.0e-01 | it. 893>=1000
2026-01-29 15:09:49,005 INFO CombineRules :: duality gap:6.30e+00 <= 1.0e-01 | it. 894>=1000
2026-01-29 15:09:49,012 INFO CombineRules :: duality gap:6.26e+00 <= 1.0e-01 | it. 895>=1000
2026-01-29 15:09:49,020 INFO CombineRules :: duality gap:6.21e+00 <= 1.0e-01 | it. 896>=1000
2026-01-29 15:09:49,028 INFO CombineRules :: duality gap:6.17e+00 <= 1.0e-01 | it. 897>=1000
2026-01-29 15:09:49,036 INFO CombineRules :: duality gap:6.12e+00 <= 1.0e-01 | it. 898>=1000
2026-01-29 15:09:49,044 INFO CombineRules :: duality gap:6.08e+00 <= 1.0e-01 | it. 899>=1000
2026-01-29 15:09:49,052 INFO CombineRules :: duality gap:6.03e+00 <= 1.0e-01 | it. 900>=1000
2026-01-29 15:09:49,060 INFO CombineRules :: duality gap:5.99e+00 <= 1.0e-01 | it. 901>=1000
2026-01-29 15:09:49,067 INFO CombineRules :: duality gap:5.94e+00 <= 1.0e-01 | it. 902>=1000
2026-01-29 15:09:49,075 INFO CombineRules :: duality gap:5.90e+00 <= 1.0e-01 | it. 903>=1000
2026-01-29 15:09:49,082 INFO CombineRules :: duality gap:5.86e+00 <= 1.0e-01 | it. 904>=1000
2026-01-29 15:09:49,090 INFO CombineRules :: duality gap:5.81e+00 <= 1.0e-01 | it. 905>=1000
2026-01-29 15:09:49,099 INFO CombineRules :: duality gap:5.77e+00 <= 1.0e-01 | it. 906>=1000
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2026-01-29 15:09:49,131 INFO CombineRules :: duality gap:5.64e+00 <= 1.0e-01 | it. 909>=1000
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2026-01-29 15:09:49,155 INFO CombineRules :: duality gap:5.52e+00 <= 1.0e-01 | it. 912>=1000
2026-01-29 15:09:49,162 INFO CombineRules :: duality gap:5.47e+00 <= 1.0e-01 | it. 913>=1000
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2026-01-29 15:09:49,178 INFO CombineRules :: duality gap:5.39e+00 <= 1.0e-01 | it. 915>=1000
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2026-01-29 15:09:49,202 INFO CombineRules :: duality gap:5.27e+00 <= 1.0e-01 | it. 918>=1000
2026-01-29 15:09:49,212 INFO CombineRules :: duality gap:5.23e+00 <= 1.0e-01 | it. 919>=1000
2026-01-29 15:09:49,222 INFO CombineRules :: duality gap:5.19e+00 <= 1.0e-01 | it. 920>=1000
2026-01-29 15:09:49,229 INFO CombineRules :: duality gap:5.15e+00 <= 1.0e-01 | it. 921>=1000
2026-01-29 15:09:49,237 INFO CombineRules :: duality gap:5.11e+00 <= 1.0e-01 | it. 922>=1000
2026-01-29 15:09:49,244 INFO CombineRules :: duality gap:5.07e+00 <= 1.0e-01 | it. 923>=1000
2026-01-29 15:09:49,252 INFO CombineRules :: duality gap:5.03e+00 <= 1.0e-01 | it. 924>=1000
2026-01-29 15:09:49,260 INFO CombineRules :: duality gap:4.99e+00 <= 1.0e-01 | it. 925>=1000
2026-01-29 15:09:49,268 INFO CombineRules :: duality gap:4.95e+00 <= 1.0e-01 | it. 926>=1000
2026-01-29 15:09:49,275 INFO CombineRules :: duality gap:4.91e+00 <= 1.0e-01 | it. 927>=1000
2026-01-29 15:09:49,284 INFO CombineRules :: duality gap:4.88e+00 <= 1.0e-01 | it. 928>=1000
2026-01-29 15:09:49,291 INFO CombineRules :: duality gap:4.84e+00 <= 1.0e-01 | it. 929>=1000
2026-01-29 15:09:49,299 INFO CombineRules :: duality gap:4.80e+00 <= 1.0e-01 | it. 930>=1000
2026-01-29 15:09:49,307 INFO CombineRules :: duality gap:4.76e+00 <= 1.0e-01 | it. 931>=1000
2026-01-29 15:09:49,315 INFO CombineRules :: duality gap:4.73e+00 <= 1.0e-01 | it. 932>=1000
2026-01-29 15:09:49,323 INFO CombineRules :: duality gap:4.69e+00 <= 1.0e-01 | it. 933>=1000
2026-01-29 15:09:49,331 INFO CombineRules :: duality gap:4.65e+00 <= 1.0e-01 | it. 934>=1000
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2026-01-29 15:09:49,347 INFO CombineRules :: duality gap:4.58e+00 <= 1.0e-01 | it. 936>=1000
2026-01-29 15:09:49,355 INFO CombineRules :: duality gap:4.54e+00 <= 1.0e-01 | it. 937>=1000
2026-01-29 15:09:49,362 INFO CombineRules :: duality gap:4.51e+00 <= 1.0e-01 | it. 938>=1000
2026-01-29 15:09:49,370 INFO CombineRules :: duality gap:4.47e+00 <= 1.0e-01 | it. 939>=1000
2026-01-29 15:09:49,378 INFO CombineRules :: duality gap:4.44e+00 <= 1.0e-01 | it. 940>=1000
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2026-01-29 15:09:49,393 INFO CombineRules :: duality gap:4.37e+00 <= 1.0e-01 | it. 942>=1000
2026-01-29 15:09:49,401 INFO CombineRules :: duality gap:4.33e+00 <= 1.0e-01 | it. 943>=1000
2026-01-29 15:09:49,409 INFO CombineRules :: duality gap:4.30e+00 <= 1.0e-01 | it. 944>=1000
2026-01-29 15:09:49,417 INFO CombineRules :: duality gap:4.26e+00 <= 1.0e-01 | it. 945>=1000
2026-01-29 15:09:49,425 INFO CombineRules :: duality gap:4.23e+00 <= 1.0e-01 | it. 946>=1000
2026-01-29 15:09:49,433 INFO CombineRules :: duality gap:4.20e+00 <= 1.0e-01 | it. 947>=1000
2026-01-29 15:09:49,440 INFO CombineRules :: duality gap:4.16e+00 <= 1.0e-01 | it. 948>=1000
2026-01-29 15:09:49,448 INFO CombineRules :: duality gap:4.13e+00 <= 1.0e-01 | it. 949>=1000
2026-01-29 15:09:49,456 INFO CombineRules :: duality gap:4.10e+00 <= 1.0e-01 | it. 950>=1000
2026-01-29 15:09:49,463 INFO CombineRules :: duality gap:4.07e+00 <= 1.0e-01 | it. 951>=1000
2026-01-29 15:09:49,471 INFO CombineRules :: duality gap:4.03e+00 <= 1.0e-01 | it. 952>=1000
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2026-01-29 15:09:49,486 INFO CombineRules :: duality gap:3.97e+00 <= 1.0e-01 | it. 954>=1000
2026-01-29 15:09:49,494 INFO CombineRules :: duality gap:3.94e+00 <= 1.0e-01 | it. 955>=1000
2026-01-29 15:09:49,502 INFO CombineRules :: duality gap:3.91e+00 <= 1.0e-01 | it. 956>=1000
2026-01-29 15:09:49,510 INFO CombineRules :: duality gap:3.88e+00 <= 1.0e-01 | it. 957>=1000
2026-01-29 15:09:49,518 INFO CombineRules :: duality gap:3.85e+00 <= 1.0e-01 | it. 958>=1000
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2026-01-29 15:09:49,533 INFO CombineRules :: duality gap:3.79e+00 <= 1.0e-01 | it. 960>=1000
2026-01-29 15:09:49,540 INFO CombineRules :: duality gap:3.76e+00 <= 1.0e-01 | it. 961>=1000
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2026-01-29 15:09:49,555 INFO CombineRules :: duality gap:3.71e+00 <= 1.0e-01 | it. 963>=1000
2026-01-29 15:09:49,562 INFO CombineRules :: duality gap:3.68e+00 <= 1.0e-01 | it. 964>=1000
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2026-01-29 15:09:49,578 INFO CombineRules :: duality gap:3.63e+00 <= 1.0e-01 | it. 966>=1000
2026-01-29 15:09:49,586 INFO CombineRules :: duality gap:3.60e+00 <= 1.0e-01 | it. 967>=1000
2026-01-29 15:09:49,593 INFO CombineRules :: duality gap:3.57e+00 <= 1.0e-01 | it. 968>=1000
2026-01-29 15:09:49,601 INFO CombineRules :: duality gap:3.55e+00 <= 1.0e-01 | it. 969>=1000
2026-01-29 15:09:49,609 INFO CombineRules :: duality gap:3.52e+00 <= 1.0e-01 | it. 970>=1000
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2026-01-29 15:09:49,632 INFO CombineRules :: duality gap:3.44e+00 <= 1.0e-01 | it. 973>=1000
2026-01-29 15:09:49,640 INFO CombineRules :: duality gap:3.42e+00 <= 1.0e-01 | it. 974>=1000
2026-01-29 15:09:49,648 INFO CombineRules :: duality gap:3.39e+00 <= 1.0e-01 | it. 975>=1000
2026-01-29 15:09:49,656 INFO CombineRules :: duality gap:3.37e+00 <= 1.0e-01 | it. 976>=1000
2026-01-29 15:09:49,665 INFO CombineRules :: duality gap:3.34e+00 <= 1.0e-01 | it. 977>=1000
2026-01-29 15:09:49,673 INFO CombineRules :: duality gap:3.32e+00 <= 1.0e-01 | it. 978>=1000
2026-01-29 15:09:49,680 INFO CombineRules :: duality gap:3.29e+00 <= 1.0e-01 | it. 979>=1000
2026-01-29 15:09:49,688 INFO CombineRules :: duality gap:3.27e+00 <= 1.0e-01 | it. 980>=1000
2026-01-29 15:09:49,695 INFO CombineRules :: duality gap:3.25e+00 <= 1.0e-01 | it. 981>=1000
2026-01-29 15:09:49,703 INFO CombineRules :: duality gap:3.22e+00 <= 1.0e-01 | it. 982>=1000
2026-01-29 15:09:49,710 INFO CombineRules :: duality gap:3.20e+00 <= 1.0e-01 | it. 983>=1000
2026-01-29 15:09:49,718 INFO CombineRules :: duality gap:3.17e+00 <= 1.0e-01 | it. 984>=1000
2026-01-29 15:09:49,726 INFO CombineRules :: duality gap:3.15e+00 <= 1.0e-01 | it. 985>=1000
2026-01-29 15:09:49,733 INFO CombineRules :: duality gap:3.13e+00 <= 1.0e-01 | it. 986>=1000
2026-01-29 15:09:49,740 INFO CombineRules :: duality gap:3.10e+00 <= 1.0e-01 | it. 987>=1000
2026-01-29 15:09:49,748 INFO CombineRules :: duality gap:3.08e+00 <= 1.0e-01 | it. 988>=1000
2026-01-29 15:09:49,755 INFO CombineRules :: duality gap:3.05e+00 <= 1.0e-01 | it. 989>=1000
2026-01-29 15:09:49,763 INFO CombineRules :: duality gap:3.03e+00 <= 1.0e-01 | it. 990>=1000
2026-01-29 15:09:49,770 INFO CombineRules :: duality gap:3.01e+00 <= 1.0e-01 | it. 991>=1000
2026-01-29 15:09:49,777 INFO CombineRules :: duality gap:2.98e+00 <= 1.0e-01 | it. 992>=1000
2026-01-29 15:09:49,785 INFO CombineRules :: duality gap:2.96e+00 <= 1.0e-01 | it. 993>=1000
2026-01-29 15:09:49,792 INFO CombineRules :: duality gap:2.94e+00 <= 1.0e-01 | it. 994>=1000
2026-01-29 15:09:49,799 INFO CombineRules :: duality gap:2.92e+00 <= 1.0e-01 | it. 995>=1000
2026-01-29 15:09:49,807 INFO CombineRules :: duality gap:2.89e+00 <= 1.0e-01 | it. 996>=1000
2026-01-29 15:09:49,815 INFO CombineRules :: duality gap:2.87e+00 <= 1.0e-01 | it. 997>=1000
2026-01-29 15:09:49,822 INFO CombineRules :: duality gap:2.85e+00 <= 1.0e-01 | it. 998>=1000
2026-01-29 15:09:49,830 INFO CombineRules :: duality gap:2.83e+00 <= 1.0e-01 | it. 999>=1000
2026-01-29 15:09:49,837 INFO CombineRules :: duality gap:2.81e+00 <= 1.0e-01 | it. 1000>=1000
Rule CountIterations(max_iterations=1000) triggered.
2026-01-29 15:09:49,838 INFO PDHG :: Solver converged after 1000 iteration.
2026-01-29 15:09:49,974 INFO PDHG :: Using accelerated version 2 with convexity parameters mu_R=1.000e-09, mu_S*=1.000e+04 and ||T||=9.970e-01.
Expected linear convergence rate: 9.937e-01
2026-01-29 15:09:49,979 INFO CombineRules :: duality gap:2.27e+02 <= 1.0e-01 | it. 0>=1000
2026-01-29 15:09:50,009 INFO CombineRules :: duality gap:5.27e+03 <= 1.0e-01 | it. 1>=1000
2026-01-29 15:09:50,026 INFO CombineRules :: duality gap:3.72e+03 <= 1.0e-01 | it. 2>=1000
2026-01-29 15:09:50,062 INFO CombineRules :: duality gap:1.10e+03 <= 1.0e-01 | it. 3>=1000
2026-01-29 15:09:50,069 INFO CombineRules :: duality gap:4.31e+02 <= 1.0e-01 | it. 4>=1000
2026-01-29 15:09:50,077 INFO CombineRules :: duality gap:2.23e+02 <= 1.0e-01 | it. 5>=1000
2026-01-29 15:09:50,090 INFO CombineRules :: duality gap:1.11e+02 <= 1.0e-01 | it. 6>=1000
2026-01-29 15:09:50,104 INFO CombineRules :: duality gap:7.60e+01 <= 1.0e-01 | it. 7>=1000
2026-01-29 15:09:50,114 INFO CombineRules :: duality gap:6.05e+01 <= 1.0e-01 | it. 8>=1000
2026-01-29 15:09:50,127 INFO CombineRules :: duality gap:4.97e+01 <= 1.0e-01 | it. 9>=1000
2026-01-29 15:09:50,135 INFO CombineRules :: duality gap:4.13e+01 <= 1.0e-01 | it. 10>=1000
2026-01-29 15:09:50,143 INFO CombineRules :: duality gap:3.51e+01 <= 1.0e-01 | it. 11>=1000
2026-01-29 15:09:50,150 INFO CombineRules :: duality gap:3.09e+01 <= 1.0e-01 | it. 12>=1000
2026-01-29 15:09:50,159 INFO CombineRules :: duality gap:2.77e+01 <= 1.0e-01 | it. 13>=1000
2026-01-29 15:09:50,167 INFO CombineRules :: duality gap:2.48e+01 <= 1.0e-01 | it. 14>=1000
2026-01-29 15:09:50,175 INFO CombineRules :: duality gap:2.20e+01 <= 1.0e-01 | it. 15>=1000
2026-01-29 15:09:50,183 INFO CombineRules :: duality gap:1.95e+01 <= 1.0e-01 | it. 16>=1000
2026-01-29 15:09:50,190 INFO CombineRules :: duality gap:1.73e+01 <= 1.0e-01 | it. 17>=1000
2026-01-29 15:09:50,198 INFO CombineRules :: duality gap:1.56e+01 <= 1.0e-01 | it. 18>=1000
2026-01-29 15:09:50,206 INFO CombineRules :: duality gap:1.45e+01 <= 1.0e-01 | it. 19>=1000
2026-01-29 15:09:50,214 INFO CombineRules :: duality gap:1.38e+01 <= 1.0e-01 | it. 20>=1000
2026-01-29 15:09:50,221 INFO CombineRules :: duality gap:1.33e+01 <= 1.0e-01 | it. 21>=1000
2026-01-29 15:09:50,229 INFO CombineRules :: duality gap:1.28e+01 <= 1.0e-01 | it. 22>=1000
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2026-01-29 15:09:52,316 INFO PDHG :: Solver converged after 304 iteration.
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2026-01-29 15:09:58,431 INFO CombineRules :: duality gap:2.48e-01 <= 1.0e-01 | it. 994>=1000
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2026-01-29 15:09:58,449 INFO CombineRules :: duality gap:2.47e-01 <= 1.0e-01 | it. 997>=1000
2026-01-29 15:09:58,455 INFO CombineRules :: duality gap:2.47e-01 <= 1.0e-01 | it. 998>=1000
2026-01-29 15:09:58,461 INFO CombineRules :: duality gap:2.47e-01 <= 1.0e-01 | it. 999>=1000
2026-01-29 15:09:58,466 INFO CombineRules :: duality gap:2.46e-01 <= 1.0e-01 | it. 1000>=1000
Rule CountIterations(max_iterations=1000) triggered.
2026-01-29 15:09:58,467 INFO ForwardBackwardSplitting :: Solver converged after 1000 iteration.
plot the convergence histories
[7]:
convergence_plot(huber_setting,methods,'Huber data fid., quadratic penalty')
visualize the reconstructions
[8]:
plot_recos(huber_setting,methods,recos,truth=exact_sol)
