Intrinsic Volume Approximations with Real Flag Matrix Manifolds and Matern Kernels¶
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import rmatqmcpy
import torch
import numpy as np
import qmcpy as qp
import agsutil
import time
import pandas as pd
import os
import matplotlib
import scipy
from matplotlib import pyplot
torch.set_default_dtype(torch.float64)
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
print("torch device = %s"%DEVICE)
MPLP = agsutil.mpl_setup()
agsutil.print_data_signatures(MPLP,"MPLP",verbose_indent=0)
import rmatqmcpy
import torch
import numpy as np
import qmcpy as qp
import agsutil
import time
import pandas as pd
import os
import matplotlib
import scipy
from matplotlib import pyplot
torch.set_default_dtype(torch.float64)
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
print("torch device = %s"%DEVICE)
MPLP = agsutil.mpl_setup()
agsutil.print_data_signatures(MPLP,"MPLP",verbose_indent=0)
torch device = cpu MPLP['PW'] = 30 MPLP['FS'] = 30 MPLP['COLORS'] a list of length 10 MPLP['LINESTYLES'] a list of length 10 MPLP['MARKERS'] a list of length 12
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body = "cube" # cube,random
p = 2 # 2,3
n = 5 # 3,5
nu = 1/2 # 3/2,1/2
log2_N_ref = 25
log2_N_max = 11 # 12,11
log2_N_rho = 11
trials = 100
assert n>p
print("n = %d"%n)
print("nu = %.1f"%nu)
print("log2_N_ref = %d"%log2_N_ref)
print("log2_N_max = %s"%log2_N_max)
print("log2_N_rho = %s"%log2_N_rho)
if body=="cube": # cube [-1,1]^n
Z = torch.tensor([[2*int(b)-1 for b in np.binary_repr(k,width=n)] for k in range(2**n)],dtype=float,device=DEVICE)
Tk_true = (agsutil.comb(torch.tensor(n,device=DEVICE),torch.arange(n+1,device=DEVICE))*2**torch.arange(n+1,device=DEVICE))[:(1+p)]
elif body=="random": # convex hull of random normal points
Z = torch.randn(10,n,device=DEVICE)
Tk_true = torch.nan*torch.ones(n+1,device=DEVICE)
else: raise Exception("invalid body = %s"%body)
print("Z.shape = %s"%str(tuple(Z.shape)))
print("Z = \n%s"%str(Z))
print("Tk_true = %s"%Tk_true)
nvec = torch.arange(n+1,device=DEVICE)
logkappa = (nvec/2)*np.log(np.pi)-torch.lgamma(nvec/2+1)
print("logkappa.shape = %s"%str(tuple(logkappa.shape)))
print("kappa = torch.exp(logkappa) = %s"%torch.exp(logkappa))
coeff_Tk = torch.exp(agsutil.logcomb(nvec[-1],nvec)+logkappa[-1]-logkappa-torch.flip(logkappa,dims=(0,)))
print("coeff_Tk.shape = %s"%str(tuple(coeff_Tk.shape)))
print("coeff_Tk = %s"%coeff_Tk)
delta = torch.tensor([max(p+1-i,1) for i in range(n)],device=DEVICE,dtype=float)
delta = delta/torch.linalg.norm(delta)
_,_inv_m,m = delta.unique(return_inverse=True,return_counts=True)
assert (_inv_m[:-1]>=_inv_m[1:]).all()
rand_manifold = lambda *args,**kwargs: rmatqmcpy.rand_flag_R(*args,delta=delta,**kwargs)
d = int(1/2*(n**2-(m**2).sum()))
r = int(n**2)
decomp_kwarg = "rand_On"
decomp_map = {"QR": rmatqmcpy.rand_On_QR,"eig": rmatqmcpy.rand_On_eig}
s = nu+d/2
print("d = %d"%d)
print("r = %d"%r)
print("s = %s"%s)
print("s/d = %s"%(s/d))
body = "cube" # cube,random
p = 2 # 2,3
n = 5 # 3,5
nu = 1/2 # 3/2,1/2
log2_N_ref = 25
log2_N_max = 11 # 12,11
log2_N_rho = 11
trials = 100
assert n>p
print("n = %d"%n)
print("nu = %.1f"%nu)
print("log2_N_ref = %d"%log2_N_ref)
print("log2_N_max = %s"%log2_N_max)
print("log2_N_rho = %s"%log2_N_rho)
if body=="cube": # cube [-1,1]^n
Z = torch.tensor([[2*int(b)-1 for b in np.binary_repr(k,width=n)] for k in range(2**n)],dtype=float,device=DEVICE)
Tk_true = (agsutil.comb(torch.tensor(n,device=DEVICE),torch.arange(n+1,device=DEVICE))*2**torch.arange(n+1,device=DEVICE))[:(1+p)]
elif body=="random": # convex hull of random normal points
Z = torch.randn(10,n,device=DEVICE)
Tk_true = torch.nan*torch.ones(n+1,device=DEVICE)
else: raise Exception("invalid body = %s"%body)
print("Z.shape = %s"%str(tuple(Z.shape)))
print("Z = \n%s"%str(Z))
print("Tk_true = %s"%Tk_true)
nvec = torch.arange(n+1,device=DEVICE)
logkappa = (nvec/2)*np.log(np.pi)-torch.lgamma(nvec/2+1)
print("logkappa.shape = %s"%str(tuple(logkappa.shape)))
print("kappa = torch.exp(logkappa) = %s"%torch.exp(logkappa))
coeff_Tk = torch.exp(agsutil.logcomb(nvec[-1],nvec)+logkappa[-1]-logkappa-torch.flip(logkappa,dims=(0,)))
print("coeff_Tk.shape = %s"%str(tuple(coeff_Tk.shape)))
print("coeff_Tk = %s"%coeff_Tk)
delta = torch.tensor([max(p+1-i,1) for i in range(n)],device=DEVICE,dtype=float)
delta = delta/torch.linalg.norm(delta)
_,_inv_m,m = delta.unique(return_inverse=True,return_counts=True)
assert (_inv_m[:-1]>=_inv_m[1:]).all()
rand_manifold = lambda *args,**kwargs: rmatqmcpy.rand_flag_R(*args,delta=delta,**kwargs)
d = int(1/2*(n**2-(m**2).sum()))
r = int(n**2)
decomp_kwarg = "rand_On"
decomp_map = {"QR": rmatqmcpy.rand_On_QR,"eig": rmatqmcpy.rand_On_eig}
s = nu+d/2
print("d = %d"%d)
print("r = %d"%r)
print("s = %s"%s)
print("s/d = %s"%(s/d))
n = 5
nu = 0.5
log2_N_ref = 25
log2_N_max = 11
log2_N_rho = 11
Z.shape = (32, 5)
Z =
tensor([[-1., -1., -1., -1., -1.],
[-1., -1., -1., -1., 1.],
[-1., -1., -1., 1., -1.],
[-1., -1., -1., 1., 1.],
[-1., -1., 1., -1., -1.],
[-1., -1., 1., -1., 1.],
[-1., -1., 1., 1., -1.],
[-1., -1., 1., 1., 1.],
[-1., 1., -1., -1., -1.],
[-1., 1., -1., -1., 1.],
[-1., 1., -1., 1., -1.],
[-1., 1., -1., 1., 1.],
[-1., 1., 1., -1., -1.],
[-1., 1., 1., -1., 1.],
[-1., 1., 1., 1., -1.],
[-1., 1., 1., 1., 1.],
[ 1., -1., -1., -1., -1.],
[ 1., -1., -1., -1., 1.],
[ 1., -1., -1., 1., -1.],
[ 1., -1., -1., 1., 1.],
[ 1., -1., 1., -1., -1.],
[ 1., -1., 1., -1., 1.],
[ 1., -1., 1., 1., -1.],
[ 1., -1., 1., 1., 1.],
[ 1., 1., -1., -1., -1.],
[ 1., 1., -1., -1., 1.],
[ 1., 1., -1., 1., -1.],
[ 1., 1., -1., 1., 1.],
[ 1., 1., 1., -1., -1.],
[ 1., 1., 1., -1., 1.],
[ 1., 1., 1., 1., -1.],
[ 1., 1., 1., 1., 1.]])
Tk_true = tensor([ 1, 10, 40])
logkappa.shape = (6,)
kappa = torch.exp(logkappa) = tensor([1.0000, 2.0000, 3.1416, 4.1888, 4.9348, 5.2638])
coeff_Tk.shape = (6,)
coeff_Tk = tensor([1.0000, 2.6667, 4.0000, 4.0000, 2.6667, 1.0000])
d = 7
r = 25
s = 4.0
s/d = 0.5714285714285714
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x_ref = rand_manifold(N=2**0,n=n,seed=107,qp_unif_gen=qp.Net)
y_ref = rand_manifold(N=2**log2_N_ref,n=n,seed=101,qp_unif_gen=qp.Net)
N_rho = 2**log2_N_rho
fnorms = torch.linalg.norm(y_ref[:N_rho,None,:,:]-y_ref[None,:N_rho,:,:],dim=(-2,-1)).real
rho = fnorms[*torch.tril_indices(N_rho,N_rho,-1)].median().item()
print("rho = %.2e"%rho)
kernel = rmatqmcpy.KernelMatern(nu=nu,rho=rho)
kmean = kernel(x_ref[:,None,:,:],y_ref[None,:,:,:]).mean().item()
print("kmean = %.20f"%kmean)
del x_ref,y_ref,N_rho,fnorms
x_ref = rand_manifold(N=2**0,n=n,seed=107,qp_unif_gen=qp.Net)
y_ref = rand_manifold(N=2**log2_N_ref,n=n,seed=101,qp_unif_gen=qp.Net)
N_rho = 2**log2_N_rho
fnorms = torch.linalg.norm(y_ref[:N_rho,None,:,:]-y_ref[None,:N_rho,:,:],dim=(-2,-1)).real
rho = fnorms[*torch.tril_indices(N_rho,N_rho,-1)].median().item()
print("rho = %.2e"%rho)
kernel = rmatqmcpy.KernelMatern(nu=nu,rho=rho)
kmean = kernel(x_ref[:,None,:,:],y_ref[None,:,:,:]).mean().item()
print("kmean = %.20f"%kmean)
del x_ref,y_ref,N_rho,fnorms
rho = 5.35e-01 kmean = 0.39136662154130041902
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def approx_intrinsic_volumes(q, w):
n = w.size(0)
vols = torch.ones((1+p,n),device=DEVICE)
for k in range(1,p+1):
Zk = torch.einsum("lj,ijk->ilk",Z,q[...,:k])
if k==1:
vols[k,:] = Zk[...,0].amax(1)-Zk[...,0].amin(1)
continue
for i in range(n):
vols[k,i] = scipy.spatial.ConvexHull(Zk[i].cpu().numpy()).volume
Vi_hat = coeff_Tk[:(1+p)]*(vols*w).sum(-1)
return Vi_hat
def approx_intrinsic_volumes(q, w):
n = w.size(0)
vols = torch.ones((1+p,n),device=DEVICE)
for k in range(1,p+1):
Zk = torch.einsum("lj,ijk->ilk",Z,q[...,:k])
if k==1:
vols[k,:] = Zk[...,0].amax(1)-Zk[...,0].amin(1)
continue
for i in range(n):
vols[k,i] = scipy.spatial.ConvexHull(Zk[i].cpu().numpy()).volume
Vi_hat = coeff_Tk[:(1+p)]*(vols*w).sum(-1)
return Vi_hat
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genf_ld_optw_decomp = [
[r"IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", False, False, "QR"],
[r"IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$", False, True, "QR"],
# [r"QR LD $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", True, False, "QR"],
# [r"Eig LD $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", True, False, "eig"],
]
N = 2**torch.arange(2,log2_N_max+1)
seeds = [i for i in range(trials)]
wces = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials))
Tk_hats = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials,1+p))
errors = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials,1+p))
t0 = time.perf_counter()
for i,(key,ld,optw,decomp) in enumerate(genf_ld_optw_decomp):
print(key)
qp_unif_gen = qp.Net if ld else qp.IIDStdUniform
rand_decomp = decomp_map[decomp]
kwargs_rand_manifold = {"qp_unif_gen":qp_unif_gen,decomp_kwarg:rand_decomp}
for j in range(len(N)):
print(" N = %d"%N[j])
for t in range(trials):
q = rand_decomp(N=N[j],n=n,k=n,seed=seeds[t],device=DEVICE,qp_unif_gen=qp_unif_gen)
x = torch.einsum("...ij,...j,...kj->...ik",q,delta.to(q.dtype),q)
if optw:
w,wce2_p_kmean = rmatqmcpy.opt_weights_sum_1(x,kernel)
else:
w = torch.ones(N[j],device=DEVICE)/N[j]
kmat = kernel(x[:,None,:,:],x[None,:,:,:])
wce2_p_kmean = torch.einsum("...i,...ij,...j->...",w,kmat,w) # (...,)
wces[i,j,t] = np.sqrt(max(0,float(wce2_p_kmean.cpu()-kmean)))
Tk_hats[i,j,t,:] = approx_intrinsic_volumes(q=q,w=w)
errors[i,j,t,:] = torch.abs(Tk_hats[i,j,t,:]-Tk_true.cpu())
with np.printoptions(formatter={"float":lambda x: "%.1e"%x}):
print(" trial %-10d time %-10.1f Tk_hat = %-40s error = %-40s wce = %.1e"%(t,time.perf_counter()-t0,Tk_hats[i,j,t,:].cpu().numpy(),errors[i,j,t,:] .cpu().numpy(),wces[i,j,t]))
genf_ld_optw_decomp = [
[r"IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", False, False, "QR"],
[r"IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$", False, True, "QR"],
# [r"QR LD $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", True, False, "QR"],
# [r"Eig LD $\mathcal{X}$ ~ Equal $\boldsymbol{w}$", True, False, "eig"],
]
N = 2**torch.arange(2,log2_N_max+1)
seeds = [i for i in range(trials)]
wces = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials))
Tk_hats = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials,1+p))
errors = torch.nan*torch.empty((len(genf_ld_optw_decomp),len(N),trials,1+p))
t0 = time.perf_counter()
for i,(key,ld,optw,decomp) in enumerate(genf_ld_optw_decomp):
print(key)
qp_unif_gen = qp.Net if ld else qp.IIDStdUniform
rand_decomp = decomp_map[decomp]
kwargs_rand_manifold = {"qp_unif_gen":qp_unif_gen,decomp_kwarg:rand_decomp}
for j in range(len(N)):
print(" N = %d"%N[j])
for t in range(trials):
q = rand_decomp(N=N[j],n=n,k=n,seed=seeds[t],device=DEVICE,qp_unif_gen=qp_unif_gen)
x = torch.einsum("...ij,...j,...kj->...ik",q,delta.to(q.dtype),q)
if optw:
w,wce2_p_kmean = rmatqmcpy.opt_weights_sum_1(x,kernel)
else:
w = torch.ones(N[j],device=DEVICE)/N[j]
kmat = kernel(x[:,None,:,:],x[None,:,:,:])
wce2_p_kmean = torch.einsum("...i,...ij,...j->...",w,kmat,w) # (...,)
wces[i,j,t] = np.sqrt(max(0,float(wce2_p_kmean.cpu()-kmean)))
Tk_hats[i,j,t,:] = approx_intrinsic_volumes(q=q,w=w)
errors[i,j,t,:] = torch.abs(Tk_hats[i,j,t,:]-Tk_true.cpu())
with np.printoptions(formatter={"float":lambda x: "%.1e"%x}):
print(" trial %-10d time %-10.1f Tk_hat = %-40s error = %-40s wce = %.1e"%(t,time.perf_counter()-t0,Tk_hats[i,j,t,:].cpu().numpy(),errors[i,j,t,:] .cpu().numpy(),wces[i,j,t]))
IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$
N = 4
trial 0 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.0e-01 1.1e-01] wce = 4.0e-01
trial 1 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 2.2e-01] wce = 4.3e-01
trial 2 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.3e-02 3.4e-01] wce = 3.8e-01
trial 3 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.5e-01] wce = 4.6e-01
trial 4 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.8e-01] wce = 4.0e-01
trial 5 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.3e-01 9.2e-01] wce = 3.8e-01
trial 6 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.4e-01 5.6e-01] wce = 3.4e-01
trial 7 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 1.7e-01] wce = 3.8e-01
trial 8 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 7.1e-02 5.8e-01] wce = 4.0e-01
trial 9 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.3e+01] error = [0.0e+00 1.9e-01 1.2e+00] wce = 4.4e-01
trial 10 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.8e-02 2.3e-01] wce = 3.8e-01
trial 11 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 2.1e-01 1.1e+00] wce = 4.0e-01
trial 12 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 4.7e-01] wce = 3.8e-01
trial 13 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 2.6e-02 5.5e-01] wce = 3.9e-01
trial 14 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-03 4.3e-01] wce = 3.3e-01
trial 15 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.5e-01 6.1e-01] wce = 3.8e-01
trial 16 time 0.0 Tk_hat = [1.0e+00 5.5e+00 1.2e+01] error = [0.0e+00 5.3e-01 1.5e-01] wce = 3.7e-01
trial 17 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.5e-01 3.4e-01] wce = 4.0e-01
trial 18 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 4.1e-01] wce = 4.0e-01
trial 19 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 2.6e-01] wce = 3.8e-01
trial 20 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-03 2.3e-01] wce = 4.4e-01
trial 21 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.1e-01 6.2e-01] wce = 3.8e-01
trial 22 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.4e-02] wce = 4.4e-01
trial 23 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 3.6e-02 7.2e-01] wce = 4.5e-01
trial 24 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.0e-01 6.0e-01] wce = 3.9e-01
trial 25 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 4.3e-01] wce = 3.4e-01
trial 26 time 0.0 Tk_hat = [1.0e+00 6.5e+00 1.3e+01] error = [0.0e+00 5.4e-01 6.9e-01] wce = 4.0e-01
trial 27 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.0e-01 7.9e-01] wce = 3.3e-01
trial 28 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.8e-01 5.3e-01] wce = 3.8e-01
trial 29 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 2.4e-01 5.4e-01] wce = 4.2e-01
trial 30 time 0.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 5.3e-01 2.7e-01] wce = 3.8e-01
trial 31 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.5e-01 2.5e-01] wce = 4.0e-01
trial 32 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.0e-01 8.9e-01] wce = 3.9e-01
trial 33 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 4.8e-01] wce = 4.5e-01
trial 34 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 8.1e-02 1.2e+00] wce = 4.0e-01
trial 35 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 4.5e-01 1.5e-01] wce = 3.9e-01
trial 36 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.3e-01] wce = 3.4e-01
trial 37 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.9e-01 2.7e-01] wce = 4.3e-01
trial 38 time 0.0 Tk_hat = [1.0e+00 5.5e+00 1.3e+01] error = [0.0e+00 4.9e-01 6.4e-01] wce = 3.5e-01
trial 39 time 0.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 4.8e-01 3.1e-01] wce = 3.6e-01
trial 40 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.3e+01] error = [0.0e+00 3.5e-01 5.4e-01] wce = 3.6e-01
trial 41 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 2.7e-01] wce = 3.7e-01
trial 42 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.9e-01 2.5e-01] wce = 3.6e-01
trial 43 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 3.5e-01] wce = 3.7e-01
trial 44 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.5e-01 4.8e-01] wce = 3.7e-01
trial 45 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 8.0e-02 5.2e-01] wce = 4.3e-01
trial 46 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.4e-01 4.5e-01] wce = 3.4e-01
trial 47 time 0.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 5.4e-01 4.3e-01] wce = 3.9e-01
trial 48 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 1.6e-01] wce = 4.1e-01
trial 49 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 4.5e-01 4.1e-01] wce = 3.4e-01
trial 50 time 0.0 Tk_hat = [1.0e+00 6.7e+00 1.2e+01] error = [0.0e+00 6.6e-01 2.7e-01] wce = 3.5e-01
trial 51 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.3e+01] error = [0.0e+00 4.1e-01 1.1e+00] wce = 3.9e-01
trial 52 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 3.5e-01] wce = 3.8e-01
trial 53 time 0.0 Tk_hat = [1.0e+00 5.3e+00 1.2e+01] error = [0.0e+00 7.0e-01 3.9e-01] wce = 4.1e-01
trial 54 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 5.0e-02 1.2e+00] wce = 3.7e-01
trial 55 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 9.2e-02 5.3e-01] wce = 3.8e-01
trial 56 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 4.3e-01 2.7e-01] wce = 3.6e-01
trial 57 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.1e-01 1.2e+00] wce = 3.5e-01
trial 58 time 0.0 Tk_hat = [1.0e+00 5.4e+00 1.1e+01] error = [0.0e+00 6.0e-01 1.3e+00] wce = 4.4e-01
trial 59 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.9e-01 5.3e-01] wce = 3.7e-01
trial 60 time 0.0 Tk_hat = [1.0e+00 5.6e+00 1.3e+01] error = [0.0e+00 3.6e-01 7.1e-01] wce = 3.9e-01
trial 61 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.3e-01] wce = 3.7e-01
trial 62 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 3.4e-01] wce = 4.0e-01
trial 63 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.0e-01 1.0e+00] wce = 3.4e-01
trial 64 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 3.3e-01] wce = 4.2e-01
trial 65 time 0.0 Tk_hat = [1.0e+00 5.5e+00 1.2e+01] error = [0.0e+00 5.1e-01 9.2e-02] wce = 3.8e-01
trial 66 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 3.2e-03] wce = 4.0e-01
trial 67 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.5e-01 7.6e-01] wce = 4.3e-01
trial 68 time 0.0 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 4.1e-01 1.3e-01] wce = 3.5e-01
trial 69 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.3e+01] error = [0.0e+00 3.7e-01 7.2e-01] wce = 4.7e-01
trial 70 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.3e+01] error = [0.0e+00 3.3e-01 1.1e+00] wce = 4.0e-01
trial 71 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 2.4e-01] wce = 3.9e-01
trial 72 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 4.5e-01] wce = 4.0e-01
trial 73 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.8e-02 1.2e-01] wce = 3.7e-01
trial 74 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.2e-01 8.6e-01] wce = 4.4e-01
trial 75 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.8e-01 2.4e-01] wce = 3.8e-01
trial 76 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 4.8e-02] wce = 3.7e-01
trial 77 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.0e-01 4.3e-01] wce = 3.9e-01
trial 78 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.1e-01 5.7e-01] wce = 4.1e-01
trial 79 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 4.4e-02 6.9e-01] wce = 4.8e-01
trial 80 time 0.0 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 3.6e-01 2.4e-01] wce = 4.3e-01
trial 81 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.7e-01 1.8e-01] wce = 3.3e-01
trial 82 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.8e-01] wce = 3.6e-01
trial 83 time 0.0 Tk_hat = [1.0e+00 5.4e+00 1.2e+01] error = [0.0e+00 5.8e-01 1.1e-01] wce = 3.8e-01
trial 84 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.4e-01] wce = 3.7e-01
trial 85 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.1e+01] error = [0.0e+00 3.8e-01 5.1e-01] wce = 3.3e-01
trial 86 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 6.4e-02 1.3e+00] wce = 3.5e-01
trial 87 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.3e-01 4.2e-01] wce = 3.7e-01
trial 88 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 1.5e-01 7.1e-01] wce = 4.1e-01
trial 89 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 1.6e-01] wce = 3.9e-01
trial 90 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.6e-01 4.4e-01] wce = 4.0e-01
trial 91 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 4.7e-01] wce = 3.5e-01
trial 92 time 0.0 Tk_hat = [1.0e+00 6.4e+00 1.3e+01] error = [0.0e+00 3.9e-01 8.9e-01] wce = 3.9e-01
trial 93 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.2e-01 5.1e-01] wce = 4.2e-01
trial 94 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.2e-01 2.0e-01] wce = 3.6e-01
trial 95 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.7e-01 1.3e+00] wce = 4.1e-01
trial 96 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.5e-01 6.8e-01] wce = 3.8e-01
trial 97 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.0e-01 4.1e-01] wce = 3.5e-01
trial 98 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 4.1e-01] wce = 3.6e-01
trial 99 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 9.7e-02 1.1e+00] wce = 4.0e-01
N = 8
trial 0 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.3e-01 2.6e-01] wce = 3.6e-01
trial 1 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 2.2e-01] wce = 2.4e-01
trial 2 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 2.2e-01] wce = 3.0e-01
trial 3 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.0e-01 1.7e-01] wce = 3.1e-01
trial 4 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 4.7e-01] wce = 2.4e-01
trial 5 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.0e-01 5.0e-01] wce = 3.0e-01
trial 6 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.4e-01 3.3e-01] wce = 2.7e-01
trial 7 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 9.8e-02] wce = 2.7e-01
trial 8 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.7e-01] wce = 2.7e-01
trial 9 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.9e-02 2.6e-01] wce = 3.1e-01
trial 10 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 2.6e-01] wce = 2.6e-01
trial 11 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 1.7e-01] wce = 2.8e-01
trial 12 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.5e-02 3.5e-01] wce = 2.5e-01
trial 13 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 8.4e-03] wce = 2.7e-01
trial 14 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 7.8e-02] wce = 2.8e-01
trial 15 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 8.8e-02] wce = 2.4e-01
trial 16 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.6e-01 3.4e-01] wce = 2.9e-01
trial 17 time 0.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.3e-01 6.1e-01] wce = 3.1e-01
trial 18 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 2.2e-01] wce = 3.2e-01
trial 19 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.7e-03 2.8e-01] wce = 3.3e-01
trial 20 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.4e-01] wce = 3.2e-01
trial 21 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.3e-01 8.1e-01] wce = 3.2e-01
trial 22 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.6e-01 1.2e-01] wce = 2.8e-01
trial 23 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.5e-01 3.7e-02] wce = 2.7e-01
trial 24 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.6e-01] wce = 2.4e-01
trial 25 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 8.0e-02] wce = 2.6e-01
trial 26 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.5e-02 3.8e-01] wce = 2.9e-01
trial 27 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 2.2e-01] wce = 2.6e-01
trial 28 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.0e-01 6.5e-01] wce = 2.8e-01
trial 29 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 1.3e-01 5.4e-01] wce = 2.6e-01
trial 30 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.2e-01 3.8e-01] wce = 3.1e-01
trial 31 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.0e-01] wce = 3.2e-01
trial 32 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 3.6e-01] wce = 3.6e-01
trial 33 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.3e-02 2.5e-01] wce = 2.6e-01
trial 34 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 1.5e-01 1.3e+00] wce = 3.6e-01
trial 35 time 0.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.1e-01 3.0e-01] wce = 2.8e-01
trial 36 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.9e-01] wce = 2.9e-01
trial 37 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 4.9e-02] wce = 3.2e-01
trial 38 time 0.0 Tk_hat = [1.0e+00 5.9e+00 1.3e+01] error = [0.0e+00 1.3e-01 7.1e-01] wce = 2.6e-01
trial 39 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.1e-01 1.2e-01] wce = 2.9e-01
trial 40 time 0.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.3e-01 2.1e-01] wce = 2.7e-01
trial 41 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.0e-02 2.6e-01] wce = 2.4e-01
trial 42 time 0.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 2.7e-02] wce = 3.0e-01
trial 43 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-03 1.1e-01] wce = 2.4e-01
trial 44 time 0.0 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 2.0e-02 5.8e-01] wce = 2.6e-01
trial 45 time 0.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.4e-02 9.6e-02] wce = 3.1e-01
trial 46 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.7e-02 2.8e-01] wce = 2.3e-01
trial 47 time 0.1 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.8e-01 4.2e-01] wce = 3.3e-01
trial 48 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.5e-02 2.4e-01] wce = 2.3e-01
trial 49 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.4e-01 1.1e-01] wce = 2.7e-01
trial 50 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 2.1e-01 5.7e-01] wce = 2.3e-01
trial 51 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.4e-01 1.0e-01] wce = 2.5e-01
trial 52 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 2.3e-02] wce = 2.9e-01
trial 53 time 0.1 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 4.4e-01 1.9e-01] wce = 2.8e-01
trial 54 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.4e-02 1.5e-01] wce = 2.5e-01
trial 55 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 1.8e-01] wce = 2.8e-01
trial 56 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 9.6e-02 5.3e-01] wce = 3.0e-01
trial 57 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.4e-01 7.2e-01] wce = 2.6e-01
trial 58 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 1.8e-01 5.6e-01] wce = 2.6e-01
trial 59 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 2.2e-01] wce = 2.5e-01
trial 60 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.9e-02 4.2e-01] wce = 2.6e-01
trial 61 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.7e-01 2.2e-02] wce = 2.8e-01
trial 62 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.3e-01 1.9e-03] wce = 2.3e-01
trial 63 time 0.1 Tk_hat = [1.0e+00 5.6e+00 1.1e+01] error = [0.0e+00 3.8e-01 5.3e-01] wce = 2.5e-01
trial 64 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.4e-02 1.0e-01] wce = 3.0e-01
trial 65 time 0.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.0e-01 3.4e-01] wce = 2.5e-01
trial 66 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 3.0e-01] wce = 3.0e-01
trial 67 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.8e-02] wce = 3.1e-01
trial 68 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 9.7e-02] wce = 2.4e-01
trial 69 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.2e-01 4.0e-01] wce = 3.5e-01
trial 70 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.3e+01] error = [0.0e+00 2.6e-01 8.5e-01] wce = 3.0e-01
trial 71 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.9e-01 1.4e-02] wce = 3.2e-01
trial 72 time 0.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.6e-01 4.8e-01] wce = 2.9e-01
trial 73 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.6e-02 2.2e-02] wce = 2.8e-01
trial 74 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 2.9e-02 6.2e-01] wce = 2.5e-01
trial 75 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 2.7e-01] wce = 3.4e-01
trial 76 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.3e+01] error = [0.0e+00 7.3e-02 7.2e-01] wce = 2.5e-01
trial 77 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.3e-01 2.4e-01] wce = 2.5e-01
trial 78 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 3.2e-01] wce = 2.9e-01
trial 79 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.2e-02 4.9e-01] wce = 3.4e-01
trial 80 time 0.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.9e-01 2.4e-01] wce = 2.9e-01
trial 81 time 0.1 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.8e-01 9.4e-02] wce = 2.4e-01
trial 82 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-04 1.7e-01] wce = 2.5e-01
trial 83 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.0e-01 1.6e-02] wce = 2.4e-01
trial 84 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 5.9e-03] wce = 2.4e-01
trial 85 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.0e-01 4.0e-02] wce = 2.5e-01
trial 86 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.9e-01 3.6e-02] wce = 3.0e-01
trial 87 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.0e-01] wce = 2.6e-01
trial 88 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 3.4e-02 5.8e-01] wce = 3.0e-01
trial 89 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 4.1e-01] wce = 2.6e-01
trial 90 time 0.1 Tk_hat = [1.0e+00 5.6e+00 1.1e+01] error = [0.0e+00 3.6e-01 5.9e-01] wce = 2.7e-01
trial 91 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-02 4.1e-02] wce = 2.6e-01
trial 92 time 0.1 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 5.3e-01 4.3e-01] wce = 2.3e-01
trial 93 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.6e-01 3.0e-01] wce = 2.7e-01
trial 94 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 2.3e-01] wce = 2.5e-01
trial 95 time 0.1 Tk_hat = [1.0e+00 5.5e+00 1.1e+01] error = [0.0e+00 5.2e-01 1.3e+00] wce = 3.0e-01
trial 96 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.3e-01 5.4e-01] wce = 2.7e-01
trial 97 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.9e-02 2.0e-01] wce = 2.3e-01
trial 98 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.1e+01] error = [0.0e+00 2.8e-01 5.7e-01] wce = 2.5e-01
trial 99 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.2e-02 1.5e-02] wce = 2.7e-01
N = 16
trial 0 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 6.8e-02] wce = 2.3e-01
trial 1 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 1.9e-01] wce = 1.9e-01
trial 2 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.0e-03] wce = 1.9e-01
trial 3 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 4.9e-01] wce = 1.7e-01
trial 4 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.4e-02 2.1e-01] wce = 1.6e-01
trial 5 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 8.6e-02] wce = 2.3e-01
trial 6 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 1.8e-01] wce = 1.6e-01
trial 7 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.8e-01] wce = 1.9e-01
trial 8 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.1e-01] wce = 2.3e-01
trial 9 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 4.5e-02] wce = 2.0e-01
trial 10 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 1.3e-01] wce = 1.7e-01
trial 11 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.2e-01] wce = 1.5e-01
trial 12 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 2.6e-01] wce = 1.6e-01
trial 13 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.4e-01 4.1e-01] wce = 2.0e-01
trial 14 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 3.5e-01] wce = 1.7e-01
trial 15 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 2.8e-02 5.1e-01] wce = 1.7e-01
trial 16 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 2.4e-01 5.7e-01] wce = 2.6e-01
trial 17 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 4.2e-01] wce = 2.1e-01
trial 18 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 8.0e-02] wce = 2.3e-01
trial 19 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-02 2.2e-01] wce = 1.8e-01
trial 20 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.5e-02 8.6e-02] wce = 2.6e-01
trial 21 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.9e-02 4.4e-01] wce = 2.3e-01
trial 22 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 6.4e-02] wce = 1.9e-01
trial 23 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 1.5e-01] wce = 2.0e-01
trial 24 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.5e-02] wce = 1.5e-01
trial 25 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 1.6e-01] wce = 1.8e-01
trial 26 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.5e-02 8.7e-02] wce = 2.1e-01
trial 27 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.5e-01] wce = 1.9e-01
trial 28 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 1.7e-01] wce = 1.8e-01
trial 29 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 2.7e-01] wce = 1.8e-01
trial 30 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 2.3e-01] wce = 2.0e-01
trial 31 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.2e-01] wce = 1.8e-01
trial 32 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 8.5e-02 5.5e-01] wce = 1.8e-01
trial 33 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.8e-02] wce = 1.9e-01
trial 34 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 1.6e-02 5.2e-01] wce = 2.4e-01
trial 35 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.3e-01 3.3e-02] wce = 2.4e-01
trial 36 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 2.5e-01] wce = 2.1e-01
trial 37 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.4e-02 3.3e-02] wce = 1.9e-01
trial 38 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 3.2e-02 5.8e-01] wce = 1.7e-01
trial 39 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.4e-01] wce = 2.2e-01
trial 40 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 2.2e-01] wce = 1.9e-01
trial 41 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.5e-02 4.3e-01] wce = 1.9e-01
trial 42 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 1.3e-01] wce = 1.9e-01
trial 43 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 3.9e-01] wce = 2.2e-01
trial 44 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.7e-01] wce = 2.2e-01
trial 45 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 4.6e-01] wce = 2.2e-01
trial 46 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.6e-01 1.6e-01] wce = 1.7e-01
trial 47 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.6e-01] wce = 2.4e-01
trial 48 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 1.7e-01] wce = 1.8e-01
trial 49 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.2e-01 4.3e-02] wce = 2.0e-01
trial 50 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.9e-01 4.9e-01] wce = 1.7e-01
trial 51 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.1e-02 3.4e-01] wce = 1.6e-01
trial 52 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 5.2e-02] wce = 1.9e-01
trial 53 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 3.7e-01] wce = 2.0e-01
trial 54 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 2.4e-01] wce = 2.0e-01
trial 55 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.1e-02 1.8e-01] wce = 1.6e-01
trial 56 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.0e-02 1.2e-01] wce = 1.9e-01
trial 57 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 4.9e-02] wce = 2.0e-01
trial 58 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 1.3e-01] wce = 2.0e-01
trial 59 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 1.5e-01] wce = 1.7e-01
trial 60 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.5e-01] wce = 2.1e-01
trial 61 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.2e-01 3.2e-01] wce = 1.7e-01
trial 62 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 2.9e-01] wce = 2.3e-01
trial 63 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.0e-01 1.4e-02] wce = 2.0e-01
trial 64 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.4e-01 3.8e-01] wce = 1.9e-01
trial 65 time 0.1 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 4.2e-01 1.2e-02] wce = 2.0e-01
trial 66 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.0e-01 4.2e-01] wce = 1.8e-01
trial 67 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 4.7e-02] wce = 2.5e-01
trial 68 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 2.5e-01] wce = 1.8e-01
trial 69 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.3e-02 2.3e-01] wce = 2.2e-01
trial 70 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.4e-01] wce = 2.0e-01
trial 71 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 4.2e-01] wce = 2.6e-01
trial 72 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.6e-01] wce = 2.2e-01
trial 73 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 5.0e-03] wce = 2.0e-01
trial 74 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 1.4e-02 7.2e-01] wce = 2.0e-01
trial 75 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 2.5e-01] wce = 2.1e-01
trial 76 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 9.4e-02 6.4e-01] wce = 1.9e-01
trial 77 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.7e-02 4.7e-01] wce = 2.0e-01
trial 78 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 1.9e-01] wce = 2.0e-01
trial 79 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 2.1e-02] wce = 2.2e-01
trial 80 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.5e-02 1.4e-01] wce = 2.0e-01
trial 81 time 0.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.1e-01 1.4e-01] wce = 2.3e-01
trial 82 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.8e-02 1.3e-01] wce = 1.9e-01
trial 83 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 3.9e-01] wce = 1.6e-01
trial 84 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 1.8e-01] wce = 1.6e-01
trial 85 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 4.1e-01] wce = 1.7e-01
trial 86 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.8e-02 9.7e-02] wce = 1.9e-01
trial 87 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 3.2e-01] wce = 2.0e-01
trial 88 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 7.1e-03] wce = 2.2e-01
trial 89 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.5e-01 6.0e-01] wce = 1.7e-01
trial 90 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.4e-01 3.0e-01] wce = 1.8e-01
trial 91 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-03 9.1e-02] wce = 1.7e-01
trial 92 time 0.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.3e-01 4.3e-01] wce = 1.6e-01
trial 93 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.6e-01 1.1e-01] wce = 1.9e-01
trial 94 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.2e-02 2.2e-01] wce = 1.7e-01
trial 95 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.4e-01 5.1e-01] wce = 1.8e-01
trial 96 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 1.8e-01 5.7e-01] wce = 1.9e-01
trial 97 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.4e-01] wce = 1.7e-01
trial 98 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.5e-01 3.5e-01] wce = 1.7e-01
trial 99 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.7e-02] wce = 2.3e-01
N = 32
trial 0 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.1e-01] wce = 1.4e-01
trial 1 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.5e-02 2.6e-01] wce = 1.2e-01
trial 2 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 2.4e-02] wce = 1.4e-01
trial 3 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 3.0e-01] wce = 1.2e-01
trial 4 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 1.5e-04] wce = 1.3e-01
trial 5 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 9.5e-02] wce = 1.7e-01
trial 6 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 6.0e-02] wce = 1.1e-01
trial 7 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-03 2.2e-01] wce = 1.3e-01
trial 8 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.2e-02 3.4e-02] wce = 1.7e-01
trial 9 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.9e-02 1.6e-01] wce = 1.3e-01
trial 10 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 3.3e-01] wce = 1.2e-01
trial 11 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.9e-02 2.9e-02] wce = 1.2e-01
trial 12 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 4.1e-02] wce = 1.2e-01
trial 13 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.9e-02 1.4e-01] wce = 1.2e-01
trial 14 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.2e-01] wce = 1.5e-01
trial 15 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 2.1e-01] wce = 1.4e-01
trial 16 time 0.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.3e-01 3.6e-01] wce = 1.6e-01
trial 17 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.0e-02 4.2e-01] wce = 1.6e-01
trial 18 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 6.1e-02 5.1e-01] wce = 1.4e-01
trial 19 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.5e-01] wce = 1.2e-01
trial 20 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 2.2e-01] wce = 1.5e-01
trial 21 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 4.3e-02] wce = 1.5e-01
trial 22 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.9e-02 3.2e-01] wce = 1.3e-01
trial 23 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 3.8e-01] wce = 1.7e-01
trial 24 time 0.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.2e-02 5.7e-02] wce = 1.3e-01
trial 25 time 0.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 9.8e-02] wce = 1.3e-01
trial 26 time 0.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.1e-02 3.8e-02] wce = 1.5e-01
trial 27 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 2.3e-01] wce = 1.4e-01
trial 28 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 2.8e-01] wce = 1.3e-01
trial 29 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.1e-03 1.1e-01] wce = 1.1e-01
trial 30 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.4e-01] wce = 1.2e-01
trial 31 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 5.5e-02] wce = 1.5e-01
trial 32 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 2.0e-01] wce = 1.2e-01
trial 33 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-02 3.3e-01] wce = 1.5e-01
trial 34 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.0e-01 2.2e-01] wce = 1.8e-01
trial 35 time 0.2 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.5e-01 1.1e-01] wce = 1.5e-01
trial 36 time 0.2 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.5e-01 1.8e-01] wce = 1.5e-01
trial 37 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 6.0e-02] wce = 1.3e-01
trial 38 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.7e-02 2.5e-01] wce = 1.5e-01
trial 39 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 2.8e-02] wce = 1.3e-01
trial 40 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.2e-02 3.5e-01] wce = 1.2e-01
trial 41 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.0e-02 3.3e-01] wce = 1.4e-01
trial 42 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.1e-02 2.6e-02] wce = 1.5e-01
trial 43 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.1e-02 3.3e-01] wce = 1.4e-01
trial 44 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.4e-02 2.1e-01] wce = 1.4e-01
trial 45 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.8e-02 1.8e-01] wce = 1.4e-01
trial 46 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.8e-02 2.3e-01] wce = 1.3e-01
trial 47 time 0.2 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.6e-01 5.1e-01] wce = 1.5e-01
trial 48 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.3e-02 4.3e-02] wce = 1.2e-01
trial 49 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 6.5e-02] wce = 1.5e-01
trial 50 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 3.4e-01] wce = 1.3e-01
trial 51 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 6.5e-02] wce = 1.3e-01
trial 52 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.2e-02 9.6e-02] wce = 1.4e-01
trial 53 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.6e-02 4.4e-01] wce = 1.3e-01
trial 54 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 4.3e-02] wce = 1.4e-01
trial 55 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 5.5e-02] wce = 1.3e-01
trial 56 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.6e-02 1.0e-01] wce = 1.4e-01
trial 57 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 5.0e-02] wce = 1.6e-01
trial 58 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 3.1e-02] wce = 1.5e-01
trial 59 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.4e-02 1.9e-01] wce = 1.2e-01
trial 60 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 2.1e-01] wce = 1.3e-01
trial 61 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 8.5e-02] wce = 1.3e-01
trial 62 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.4e-02 8.1e-03] wce = 1.3e-01
trial 63 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.8e-01] wce = 1.2e-01
trial 64 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.7e-01] wce = 1.3e-01
trial 65 time 0.2 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.6e-01 8.1e-02] wce = 1.2e-01
trial 66 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.8e-02 1.8e-01] wce = 1.5e-01
trial 67 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.3e-02] wce = 1.5e-01
trial 68 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.3e-02 2.3e-01] wce = 1.2e-01
trial 69 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 1.1e-01] wce = 1.2e-01
trial 70 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 5.8e-02] wce = 1.3e-01
trial 71 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 3.1e-01] wce = 1.8e-01
trial 72 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 2.2e-01] wce = 1.3e-01
trial 73 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.4e-02 1.8e-01] wce = 1.2e-01
trial 74 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 5.7e-02 6.2e-01] wce = 1.4e-01
trial 75 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-04 6.5e-02] wce = 1.4e-01
trial 76 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 3.5e-01] wce = 1.4e-01
trial 77 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.6e-01] wce = 1.2e-01
trial 78 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 2.7e-01] wce = 1.4e-01
trial 79 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 5.9e-02] wce = 1.6e-01
trial 80 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.3e-01] wce = 1.4e-01
trial 81 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.9e-01] wce = 1.4e-01
trial 82 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.4e-02 1.3e-01] wce = 1.5e-01
trial 83 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 4.1e-02] wce = 1.2e-01
trial 84 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 3.7e-02] wce = 1.0e-01
trial 85 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 3.1e-01] wce = 1.3e-01
trial 86 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.0e-03 3.6e-02] wce = 1.5e-01
trial 87 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 4.1e-01] wce = 1.3e-01
trial 88 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.2e-02 7.8e-02] wce = 1.3e-01
trial 89 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.3e-02 2.7e-01] wce = 1.2e-01
trial 90 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 2.3e-01] wce = 1.5e-01
trial 91 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 1.9e-02] wce = 1.4e-01
trial 92 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.6e-01] wce = 1.2e-01
trial 93 time 0.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.6e-01] wce = 1.5e-01
trial 94 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 1.3e-01] wce = 1.1e-01
trial 95 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 5.1e-02] wce = 1.3e-01
trial 96 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 1.6e-01] wce = 1.2e-01
trial 97 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.6e-02 7.4e-02] wce = 1.3e-01
trial 98 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.6e-01] wce = 1.3e-01
trial 99 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 3.7e-02] wce = 1.1e-01
N = 64
trial 0 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 1.6e-01] wce = 9.2e-02
trial 1 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.4e-02 1.7e-01] wce = 8.5e-02
trial 2 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.8e-02 9.1e-03] wce = 9.1e-02
trial 3 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 2.5e-01] wce = 8.2e-02
trial 4 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 5.5e-02] wce = 8.4e-02
trial 5 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.3e-02 2.7e-01] wce = 1.0e-01
trial 6 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.4e-01] wce = 9.1e-02
trial 7 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 5.9e-02] wce = 9.8e-02
trial 8 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 1.4e-01] wce = 1.0e-01
trial 9 time 0.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.1e-01] wce = 9.0e-02
trial 10 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 2.4e-01] wce = 8.3e-02
trial 11 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.8e-02 1.4e-01] wce = 9.0e-02
trial 12 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.7e-01] wce = 1.2e-01
trial 13 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 4.6e-02] wce = 1.0e-01
trial 14 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 2.1e-02] wce = 1.0e-01
trial 15 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.1e-03 1.6e-01] wce = 1.2e-01
trial 16 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 3.1e-01] wce = 9.0e-02
trial 17 time 0.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.4e-01] wce = 9.7e-02
trial 18 time 0.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.8e-01] wce = 9.5e-02
trial 19 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 2.1e-01] wce = 9.7e-02
trial 20 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.9e-02 3.2e-01] wce = 9.2e-02
trial 21 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.1e-02] wce = 1.0e-01
trial 22 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.2e-02 2.5e-02] wce = 8.3e-02
trial 23 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-03 2.6e-01] wce = 1.0e-01
trial 24 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.9e-02 1.9e-01] wce = 8.2e-02
trial 25 time 0.3 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 3.2e-02] wce = 9.7e-02
trial 26 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 9.3e-02] wce = 1.1e-01
trial 27 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.9e-03 1.4e-02] wce = 8.5e-02
trial 28 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-02 1.0e-01] wce = 1.2e-01
trial 29 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.5e-02 1.3e-01] wce = 9.3e-02
trial 30 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.1e-02 1.3e-01] wce = 9.2e-02
trial 31 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.1e-02 1.5e-01] wce = 1.3e-01
trial 32 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-03 1.0e-01] wce = 8.3e-02
trial 33 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 1.4e-01] wce = 9.4e-02
trial 34 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.7e-03 2.0e-02] wce = 1.4e-01
trial 35 time 0.3 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 2.0e-01] wce = 9.2e-02
trial 36 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 2.2e-02] wce = 1.1e-01
trial 37 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 8.4e-02] wce = 8.1e-02
trial 38 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 7.6e-02] wce = 1.1e-01
trial 39 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.4e-03] wce = 9.7e-02
trial 40 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 7.9e-02] wce = 9.5e-02
trial 41 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-02 3.6e-02] wce = 8.9e-02
trial 42 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 4.2e-02] wce = 8.6e-02
trial 43 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.2e-01] wce = 8.8e-02
trial 44 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.6e-02 5.1e-02] wce = 8.6e-02
trial 45 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 2.4e-02] wce = 1.0e-01
trial 46 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 2.0e-01] wce = 8.4e-02
trial 47 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 1.2e-01] wce = 9.7e-02
trial 48 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.5e-02 8.7e-02] wce = 1.0e-01
trial 49 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-03 6.2e-02] wce = 1.1e-01
trial 50 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.7e-02] wce = 9.5e-02
trial 51 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 2.5e-02] wce = 9.9e-02
trial 52 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 1.2e-01] wce = 1.2e-01
trial 53 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.1e-02 1.7e-01] wce = 1.0e-01
trial 54 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.4e-03 1.4e-01] wce = 1.1e-01
trial 55 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.6e-02 2.6e-02] wce = 9.2e-02
trial 56 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 1.8e-01] wce = 9.7e-02
trial 57 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.2e-02 2.4e-02] wce = 7.8e-02
trial 58 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.9e-02 6.6e-02] wce = 1.1e-01
trial 59 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.9e-03 4.6e-02] wce = 9.3e-02
trial 60 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.4e-01] wce = 9.0e-02
trial 61 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 1.4e-01] wce = 8.9e-02
trial 62 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.6e-02 1.3e-01] wce = 1.0e-01
trial 63 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 7.6e-02] wce = 1.1e-01
trial 64 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 1.8e-01] wce = 9.4e-02
trial 65 time 0.3 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 4.7e-02] wce = 9.8e-02
trial 66 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 2.0e-01] wce = 7.8e-02
trial 67 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 4.4e-03] wce = 9.0e-02
trial 68 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.6e-02 1.4e-01] wce = 9.4e-02
trial 69 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.0e-03 3.1e-02] wce = 1.0e-01
trial 70 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 8.1e-02] wce = 9.7e-02
trial 71 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 1.8e-01] wce = 1.0e-01
trial 72 time 0.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.5e-02 1.5e-01] wce = 9.8e-02
trial 73 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-04 4.8e-02] wce = 1.1e-01
trial 74 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 4.2e-01] wce = 9.8e-02
trial 75 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.5e-02 8.8e-02] wce = 1.1e-01
trial 76 time 0.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.3e-02 4.9e-02] wce = 8.6e-02
trial 77 time 0.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 4.6e-02] wce = 9.0e-02
trial 78 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-03 2.2e-01] wce = 1.1e-01
trial 79 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.8e-02 6.3e-02] wce = 1.0e-01
trial 80 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 2.6e-01] wce = 9.0e-02
trial 81 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.7e-02 1.2e-01] wce = 9.8e-02
trial 82 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.1e-02 2.9e-02] wce = 8.6e-02
trial 83 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.5e-02 4.1e-02] wce = 8.6e-02
trial 84 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 8.5e-03] wce = 8.4e-02
trial 85 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.2e-02 1.3e-01] wce = 1.2e-01
trial 86 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 6.4e-02] wce = 1.0e-01
trial 87 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.3e-01] wce = 1.0e-01
trial 88 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 2.2e-01] wce = 9.5e-02
trial 89 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 8.6e-02] wce = 8.7e-02
trial 90 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.9e-01] wce = 1.0e-01
trial 91 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 8.1e-02] wce = 9.2e-02
trial 92 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.5e-01 1.8e-01] wce = 8.7e-02
trial 93 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.2e-01] wce = 1.1e-01
trial 94 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 3.0e-01] wce = 9.5e-02
trial 95 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.6e-01] wce = 9.4e-02
trial 96 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 1.4e-01] wce = 8.9e-02
trial 97 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-03 6.1e-02] wce = 9.4e-02
trial 98 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.7e-02 6.2e-02] wce = 8.7e-02
trial 99 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-03 3.6e-02] wce = 8.9e-02
N = 128
trial 0 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 4.6e-02] wce = 6.6e-02
trial 1 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.5e-02] wce = 5.9e-02
trial 2 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 1.6e-02] wce = 6.5e-02
trial 3 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-03 3.9e-02] wce = 6.3e-02
trial 4 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 5.5e-02] wce = 7.8e-02
trial 5 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 1.0e-01] wce = 8.0e-02
trial 6 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 4.4e-02] wce = 6.3e-02
trial 7 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 1.5e-01] wce = 6.0e-02
trial 8 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.9e-02 6.7e-02] wce = 7.3e-02
trial 9 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 3.6e-02] wce = 5.9e-02
trial 10 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.1e-03 7.9e-02] wce = 6.5e-02
trial 11 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 7.6e-02] wce = 6.3e-02
trial 12 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 3.2e-02] wce = 8.0e-02
trial 13 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 1.3e-02] wce = 6.7e-02
trial 14 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.6e-02 3.3e-03] wce = 5.7e-02
trial 15 time 0.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.9e-02 7.7e-02] wce = 8.3e-02
trial 16 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.1e-01] wce = 6.9e-02
trial 17 time 0.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 9.8e-02] wce = 6.5e-02
trial 18 time 0.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 6.9e-02] wce = 7.1e-02
trial 19 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 9.3e-02] wce = 6.2e-02
trial 20 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 2.6e-01] wce = 8.6e-02
trial 21 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.2e-03 1.3e-01] wce = 7.0e-02
trial 22 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.6e-02 8.1e-03] wce = 7.1e-02
trial 23 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.3e-01] wce = 6.3e-02
trial 24 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.5e-03 4.2e-03] wce = 6.3e-02
trial 25 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.1e-02 1.4e-02] wce = 7.0e-02
trial 26 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.6e-03 7.9e-02] wce = 7.4e-02
trial 27 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 4.3e-02] wce = 6.5e-02
trial 28 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 3.0e-02] wce = 9.0e-02
trial 29 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 2.5e-03] wce = 6.0e-02
trial 30 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-03 7.9e-02] wce = 7.1e-02
trial 31 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 7.4e-03] wce = 8.3e-02
trial 32 time 0.5 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 8.7e-02] wce = 7.2e-02
trial 33 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 9.4e-02] wce = 5.9e-02
trial 34 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-04 1.8e-01] wce = 1.0e-01
trial 35 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 9.3e-02] wce = 7.3e-02
trial 36 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-02 8.3e-02] wce = 7.8e-02
trial 37 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 3.6e-02] wce = 6.5e-02
trial 38 time 0.5 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.2e-02 5.8e-02] wce = 7.9e-02
trial 39 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 6.3e-02] wce = 6.0e-02
trial 40 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 4.1e-02] wce = 6.4e-02
trial 41 time 0.5 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.6e-02 5.1e-02] wce = 7.5e-02
trial 42 time 0.5 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.9e-02 1.1e-01] wce = 7.8e-02
trial 43 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 3.1e-02] wce = 5.6e-02
trial 44 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 3.1e-02] wce = 6.5e-02
trial 45 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 3.4e-02] wce = 6.3e-02
trial 46 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.7e-01] wce = 8.0e-02
trial 47 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 1.4e-01] wce = 6.8e-02
trial 48 time 0.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 4.1e-02] wce = 6.9e-02
trial 49 time 0.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.1e-02 2.1e-03] wce = 7.0e-02
trial 50 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 1.1e-01] wce = 8.0e-02
trial 51 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 6.5e-02] wce = 6.7e-02
trial 52 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 1.6e-01] wce = 8.7e-02
trial 53 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 1.2e-01] wce = 6.2e-02
trial 54 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.3e-02] wce = 6.8e-02
trial 55 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.7e-02 1.3e-01] wce = 5.9e-02
trial 56 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-02 8.5e-02] wce = 6.9e-02
trial 57 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.0e-02 2.6e-03] wce = 6.2e-02
trial 58 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 5.5e-02] wce = 7.1e-02
trial 59 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.1e-02 7.4e-03] wce = 6.2e-02
trial 60 time 0.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.6e-02 1.5e-01] wce = 6.7e-02
trial 61 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.5e-01] wce = 5.8e-02
trial 62 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 2.4e-02] wce = 7.2e-02
trial 63 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 3.7e-02] wce = 8.1e-02
trial 64 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 4.4e-02] wce = 7.1e-02
trial 65 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 1.2e-01] wce = 6.8e-02
trial 66 time 0.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.5e-02 2.5e-01] wce = 6.9e-02
trial 67 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 1.7e-02] wce = 6.4e-02
trial 68 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 1.1e-01] wce = 6.6e-02
trial 69 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 1.1e-01] wce = 7.6e-02
trial 70 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.5e-02 6.4e-02] wce = 7.5e-02
trial 71 time 0.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 1.1e-01] wce = 7.1e-02
trial 72 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 1.2e-01] wce = 6.5e-02
trial 73 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.6e-03 1.3e-02] wce = 8.0e-02
trial 74 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 3.0e-02] wce = 6.7e-02
trial 75 time 0.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 2.5e-02] wce = 8.1e-02
trial 76 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 3.1e-02] wce = 7.4e-02
trial 77 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 7.8e-02] wce = 6.6e-02
trial 78 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.5e-01] wce = 7.9e-02
trial 79 time 0.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.9e-02 3.3e-02] wce = 6.0e-02
trial 80 time 0.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 3.0e-01] wce = 6.5e-02
trial 81 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 4.7e-02] wce = 6.2e-02
trial 82 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.1e-03 9.3e-02] wce = 6.8e-02
trial 83 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.2e-02 2.6e-03] wce = 7.0e-02
trial 84 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 1.3e-02] wce = 7.1e-02
trial 85 time 0.7 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 1.4e-01] wce = 6.7e-02
trial 86 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.6e-01] wce = 6.3e-02
trial 87 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.2e-02 1.4e-01] wce = 6.4e-02
trial 88 time 0.7 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.7e-02 1.6e-01] wce = 7.3e-02
trial 89 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.6e-03 3.4e-02] wce = 6.2e-02
trial 90 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.4e-02 3.2e-02] wce = 7.5e-02
trial 91 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 5.5e-02] wce = 5.9e-02
trial 92 time 0.7 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 9.2e-02] wce = 6.2e-02
trial 93 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.5e-02 1.4e-01] wce = 8.3e-02
trial 94 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 1.6e-01] wce = 7.2e-02
trial 95 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.3e-01] wce = 5.2e-02
trial 96 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-04 1.7e-01] wce = 7.3e-02
trial 97 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 5.7e-04] wce = 6.9e-02
trial 98 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 8.1e-02] wce = 6.2e-02
trial 99 time 0.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.3e-02 2.6e-01] wce = 7.8e-02
N = 256
trial 0 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 2.0e-02] wce = 4.5e-02
trial 1 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 5.5e-02] wce = 4.7e-02
trial 2 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 5.6e-02] wce = 4.5e-02
trial 3 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-03 8.1e-02] wce = 4.5e-02
trial 4 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 5.5e-02] wce = 4.8e-02
trial 5 time 0.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 2.8e-03] wce = 4.9e-02
trial 6 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 7.5e-02] wce = 3.7e-02
trial 7 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.3e-03 5.7e-02] wce = 4.4e-02
trial 8 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 1.4e-02] wce = 4.3e-02
trial 9 time 0.8 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 3.4e-02] wce = 5.3e-02
trial 10 time 0.8 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 3.8e-02] wce = 4.6e-02
trial 11 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 3.9e-03] wce = 4.1e-02
trial 12 time 0.8 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.0e-02 1.2e-02] wce = 4.2e-02
trial 13 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 7.5e-02] wce = 4.7e-02
trial 14 time 0.8 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.7e-02 2.2e-02] wce = 4.5e-02
trial 15 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 1.4e-02] wce = 5.4e-02
trial 16 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 1.2e-01] wce = 4.5e-02
trial 17 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 2.1e-02] wce = 5.0e-02
trial 18 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-03 3.0e-02] wce = 4.8e-02
trial 19 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 8.8e-02] wce = 4.7e-02
trial 20 time 0.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 1.6e-01] wce = 5.2e-02
trial 21 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 1.2e-01] wce = 4.4e-02
trial 22 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 7.2e-02] wce = 5.4e-02
trial 23 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 4.1e-03] wce = 4.3e-02
trial 24 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 6.3e-02] wce = 4.1e-02
trial 25 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 3.1e-02] wce = 4.6e-02
trial 26 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 4.4e-02] wce = 4.8e-02
trial 27 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 3.9e-02] wce = 4.8e-02
trial 28 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 1.3e-02] wce = 5.4e-02
trial 29 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.1e-01] wce = 4.0e-02
trial 30 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 1.3e-02] wce = 4.8e-02
trial 31 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-03 2.7e-02] wce = 6.3e-02
trial 32 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 1.2e-01] wce = 4.8e-02
trial 33 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 8.9e-02] wce = 4.4e-02
trial 34 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-03 1.2e-01] wce = 5.8e-02
trial 35 time 0.9 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.4e-02 9.2e-02] wce = 4.6e-02
trial 36 time 0.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.7e-03 1.4e-01] wce = 4.5e-02
trial 37 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 2.2e-03] wce = 4.8e-02
trial 38 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 6.3e-02] wce = 5.1e-02
trial 39 time 1.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.0e-02] wce = 4.4e-02
trial 40 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 3.5e-02] wce = 4.3e-02
trial 41 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 9.4e-02] wce = 4.8e-02
trial 42 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 3.4e-02] wce = 5.2e-02
trial 43 time 1.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.1e-02 6.7e-02] wce = 4.8e-02
trial 44 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 4.4e-02] wce = 4.6e-02
trial 45 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 2.5e-02] wce = 4.4e-02
trial 46 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.4e-01] wce = 5.8e-02
trial 47 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 2.0e-01] wce = 4.7e-02
trial 48 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 5.3e-02] wce = 4.6e-02
trial 49 time 1.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.0e-02 1.5e-02] wce = 4.4e-02
trial 50 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.7e-03 1.1e-01] wce = 5.0e-02
trial 51 time 1.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 2.3e-02] wce = 4.8e-02
trial 52 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 1.1e-03] wce = 5.2e-02
trial 53 time 1.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.0e-02 1.0e-02] wce = 4.5e-02
trial 54 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 2.2e-02] wce = 4.6e-02
trial 55 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 4.5e-02] wce = 4.1e-02
trial 56 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 1.3e-02] wce = 4.3e-02
trial 57 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 3.0e-02] wce = 4.5e-02
trial 58 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 9.9e-03] wce = 5.5e-02
trial 59 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 8.2e-02] wce = 4.1e-02
trial 60 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 1.0e-01] wce = 4.7e-02
trial 61 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-03 8.7e-02] wce = 4.6e-02
trial 62 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 3.4e-03] wce = 4.7e-02
trial 63 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 5.2e-02] wce = 5.3e-02
trial 64 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-04 1.8e-02] wce = 4.4e-02
trial 65 time 1.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.6e-02 4.7e-02] wce = 5.5e-02
trial 66 time 1.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 6.6e-02] wce = 5.2e-02
trial 67 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-03 6.0e-02] wce = 5.7e-02
trial 68 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 8.5e-02] wce = 4.6e-02
trial 69 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 9.2e-02] wce = 5.4e-02
trial 70 time 1.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 3.2e-02] wce = 5.6e-02
trial 71 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 4.5e-03] wce = 4.2e-02
trial 72 time 1.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 6.6e-03] wce = 4.3e-02
trial 73 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 2.7e-02] wce = 4.9e-02
trial 74 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-03 6.6e-02] wce = 5.0e-02
trial 75 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 5.9e-02] wce = 5.1e-02
trial 76 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.6e-03 1.5e-02] wce = 6.2e-02
trial 77 time 1.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.0e-02 4.6e-02] wce = 4.6e-02
trial 78 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.2e-01] wce = 6.1e-02
trial 79 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 8.7e-02] wce = 4.2e-02
trial 80 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.1e-01] wce = 4.7e-02
trial 81 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 4.0e-02] wce = 4.5e-02
trial 82 time 1.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 3.6e-02] wce = 4.5e-02
trial 83 time 1.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.4e-02 3.6e-02] wce = 4.6e-02
trial 84 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.6e-03 2.2e-02] wce = 4.8e-02
trial 85 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.9e-02] wce = 5.0e-02
trial 86 time 1.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.9e-02 1.3e-01] wce = 3.8e-02
trial 87 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 6.5e-02] wce = 4.4e-02
trial 88 time 1.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.3e-02 6.6e-02] wce = 5.8e-02
trial 89 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 4.0e-02] wce = 4.6e-02
trial 90 time 1.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.0e-02 1.4e-02] wce = 5.3e-02
trial 91 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 8.3e-03] wce = 4.4e-02
trial 92 time 1.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.2e-02 1.7e-02] wce = 4.5e-02
trial 93 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.2e-01] wce = 4.5e-02
trial 94 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.0e-01] wce = 4.7e-02
trial 95 time 1.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.7e-02 4.1e-02] wce = 4.3e-02
trial 96 time 1.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 3.6e-02] wce = 4.8e-02
trial 97 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-04 1.0e-02] wce = 5.2e-02
trial 98 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 1.1e-01] wce = 5.2e-02
trial 99 time 1.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.0e-02 1.5e-01] wce = 5.1e-02
N = 512
trial 0 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 4.7e-02] wce = 3.2e-02
trial 1 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-03 1.4e-01] wce = 3.8e-02
trial 2 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 5.2e-02] wce = 3.1e-02
trial 3 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 6.3e-02] wce = 3.0e-02
trial 4 time 1.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 5.8e-02] wce = 3.0e-02
trial 5 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.8e-02] wce = 4.3e-02
trial 6 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 3.5e-02] wce = 2.9e-02
trial 7 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 7.5e-02] wce = 3.4e-02
trial 8 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 7.3e-02] wce = 3.5e-02
trial 9 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 7.4e-03] wce = 3.3e-02
trial 10 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 7.5e-02] wce = 3.8e-02
trial 11 time 1.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 5.1e-02] wce = 2.7e-02
trial 12 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.6e-03 1.9e-02] wce = 3.1e-02
trial 13 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-03 7.1e-02] wce = 3.6e-02
trial 14 time 1.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.5e-02 9.3e-02] wce = 3.0e-02
trial 15 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 3.1e-02] wce = 3.1e-02
trial 16 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 6.8e-02] wce = 3.5e-02
trial 17 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 9.4e-03] wce = 3.7e-02
trial 18 time 1.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 2.6e-02] wce = 3.2e-02
trial 19 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.9e-03 4.0e-02] wce = 3.3e-02
trial 20 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 7.9e-02] wce = 3.6e-02
trial 21 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-03 9.0e-02] wce = 3.2e-02
trial 22 time 1.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.5e-02 7.9e-02] wce = 3.1e-02
trial 23 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 4.2e-02] wce = 3.4e-02
trial 24 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-03 3.4e-02] wce = 3.0e-02
trial 25 time 1.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 4.7e-02] wce = 4.2e-02
trial 26 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.2e-03 4.0e-02] wce = 3.2e-02
trial 27 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.2e-03] wce = 2.9e-02
trial 28 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.6e-02] wce = 3.4e-02
trial 29 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 6.4e-02] wce = 2.8e-02
trial 30 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.2e-02] wce = 3.7e-02
trial 31 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 3.3e-02] wce = 3.8e-02
trial 32 time 1.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 7.0e-02] wce = 3.9e-02
trial 33 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-03 1.4e-01] wce = 3.1e-02
trial 34 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.8e-03 7.8e-02] wce = 3.4e-02
trial 35 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 1.7e-02] wce = 3.2e-02
trial 36 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 7.6e-02] wce = 3.6e-02
trial 37 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 3.6e-03] wce = 3.7e-02
trial 38 time 1.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.7e-02] wce = 3.9e-02
trial 39 time 1.9 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.3e-02 9.0e-03] wce = 3.4e-02
trial 40 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 3.0e-02] wce = 3.8e-02
trial 41 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.0e-03 5.5e-02] wce = 3.1e-02
trial 42 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.9e-02] wce = 3.1e-02
trial 43 time 2.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.4e-02 7.1e-02] wce = 3.5e-02
trial 44 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 2.9e-02] wce = 3.6e-02
trial 45 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-03 5.1e-02] wce = 2.9e-02
trial 46 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 1.5e-02] wce = 3.8e-02
trial 47 time 2.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 1.1e-01] wce = 3.9e-02
trial 48 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 4.4e-02] wce = 3.6e-02
trial 49 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 3.1e-03] wce = 3.7e-02
trial 50 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.2e-03 6.3e-02] wce = 3.3e-02
trial 51 time 2.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.0e-02 4.5e-02] wce = 4.0e-02
trial 52 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 5.8e-02] wce = 3.8e-02
trial 53 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 1.4e-02] wce = 3.1e-02
trial 54 time 2.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 6.8e-03] wce = 3.0e-02
trial 55 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 5.1e-03] wce = 3.4e-02
trial 56 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 3.1e-02] wce = 3.4e-02
trial 57 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.7e-02] wce = 2.8e-02
trial 58 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 4.6e-02] wce = 3.8e-02
trial 59 time 2.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 2.0e-04] wce = 3.0e-02
trial 60 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-03 8.7e-02] wce = 3.3e-02
trial 61 time 2.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 6.9e-02] wce = 2.8e-02
trial 62 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 4.3e-02] wce = 3.7e-02
trial 63 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 1.0e-01] wce = 4.3e-02
trial 64 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 3.2e-04] wce = 3.8e-02
trial 65 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 4.2e-02] wce = 3.3e-02
trial 66 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 7.1e-02] wce = 3.5e-02
trial 67 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.2e-03 8.2e-03] wce = 3.4e-02
trial 68 time 2.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 8.2e-02] wce = 3.3e-02
trial 69 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 6.1e-05] wce = 4.5e-02
trial 70 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 1.0e-02] wce = 4.1e-02
trial 71 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 4.4e-02] wce = 3.1e-02
trial 72 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 4.6e-02] wce = 3.8e-02
trial 73 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 7.9e-02] wce = 3.9e-02
trial 74 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 9.8e-03] wce = 3.2e-02
trial 75 time 2.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 1.7e-02] wce = 3.0e-02
trial 76 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 3.4e-02] wce = 3.5e-02
trial 77 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 1.1e-02] wce = 3.5e-02
trial 78 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.5e-03 6.2e-02] wce = 3.0e-02
trial 79 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 1.8e-02] wce = 3.2e-02
trial 80 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 2.0e-02] wce = 3.7e-02
trial 81 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 9.9e-02] wce = 3.5e-02
trial 82 time 2.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 3.4e-02] wce = 3.3e-02
trial 83 time 2.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 4.3e-02] wce = 3.2e-02
trial 84 time 2.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 1.4e-02] wce = 3.3e-02
trial 85 time 2.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.0e-02] wce = 3.5e-02
trial 86 time 2.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-03 9.7e-02] wce = 2.8e-02
trial 87 time 2.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.4e-03 6.6e-02] wce = 3.9e-02
trial 88 time 2.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.8e-02 4.7e-02] wce = 3.3e-02
trial 89 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 6.1e-02] wce = 4.0e-02
trial 90 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 1.5e-02] wce = 3.9e-02
trial 91 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 1.6e-02] wce = 3.0e-02
trial 92 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.3e-02] wce = 3.8e-02
trial 93 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 5.2e-02] wce = 3.1e-02
trial 94 time 2.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 1.0e-02] wce = 3.0e-02
trial 95 time 2.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.2e-02 3.8e-02] wce = 3.6e-02
trial 96 time 2.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-03 1.3e-02] wce = 3.6e-02
trial 97 time 2.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.3e-02] wce = 3.7e-02
trial 98 time 2.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 5.4e-02] wce = 3.3e-02
trial 99 time 2.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 3.0e-02] wce = 3.1e-02
N = 1024
trial 0 time 2.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-03 8.0e-02] wce = 2.2e-02
trial 1 time 2.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 4.8e-02] wce = 2.2e-02
trial 2 time 2.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.4e-02] wce = 2.0e-02
trial 3 time 3.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.5e-03 2.9e-02] wce = 2.2e-02
trial 4 time 3.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 3.9e-02] wce = 2.0e-02
trial 5 time 3.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 1.2e-02] wce = 2.5e-02
trial 6 time 3.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-03 2.0e-02] wce = 2.2e-02
trial 7 time 3.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 6.6e-02] wce = 2.3e-02
trial 8 time 3.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-04 1.2e-02] wce = 2.6e-02
trial 9 time 3.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 2.7e-02] wce = 2.1e-02
trial 10 time 3.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 5.5e-02] wce = 2.4e-02
trial 11 time 3.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 3.4e-02] wce = 2.4e-02
trial 12 time 3.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 1.6e-03] wce = 2.3e-02
trial 13 time 3.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 4.8e-02] wce = 2.2e-02
trial 14 time 3.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 5.6e-02] wce = 2.3e-02
trial 15 time 3.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 1.4e-02] wce = 2.2e-02
trial 16 time 3.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 3.3e-02] wce = 2.7e-02
trial 17 time 3.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 1.5e-02] wce = 2.5e-02
trial 18 time 3.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 3.8e-02] wce = 2.4e-02
trial 19 time 3.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 5.8e-02] wce = 2.1e-02
trial 20 time 3.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 2.2e-02] wce = 2.1e-02
trial 21 time 3.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 7.4e-02] wce = 2.5e-02
trial 22 time 3.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 5.9e-02] wce = 2.0e-02
trial 23 time 3.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.7e-03 1.6e-02] wce = 2.6e-02
trial 24 time 3.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 5.1e-02] wce = 2.0e-02
trial 25 time 3.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 5.1e-02] wce = 2.2e-02
trial 26 time 3.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.1e-03 9.7e-03] wce = 2.2e-02
trial 27 time 3.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.0e-02] wce = 2.4e-02
trial 28 time 3.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 3.8e-02] wce = 2.2e-02
trial 29 time 3.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 2.6e-02] wce = 2.2e-02
trial 30 time 3.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 9.0e-03] wce = 2.4e-02
trial 31 time 4.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-04 2.3e-02] wce = 2.7e-02
trial 32 time 4.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 2.3e-02] wce = 2.8e-02
trial 33 time 4.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 7.8e-02] wce = 2.2e-02
trial 34 time 4.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 6.6e-02] wce = 2.5e-02
trial 35 time 4.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-03 6.5e-03] wce = 2.0e-02
trial 36 time 4.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 6.4e-02] wce = 2.7e-02
trial 37 time 4.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.9e-03 2.4e-02] wce = 2.4e-02
trial 38 time 4.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.6e-04 4.3e-02] wce = 3.1e-02
trial 39 time 4.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 1.4e-03] wce = 2.6e-02
trial 40 time 4.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 3.7e-02] wce = 3.1e-02
trial 41 time 4.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 4.6e-02] wce = 2.1e-02
trial 42 time 4.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.5e-03] wce = 2.6e-02
trial 43 time 4.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 4.7e-02] wce = 3.1e-02
trial 44 time 4.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 4.7e-02] wce = 2.4e-02
trial 45 time 4.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.8e-03 5.4e-02] wce = 2.2e-02
trial 46 time 4.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 7.7e-03] wce = 2.6e-02
trial 47 time 4.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 6.9e-02] wce = 2.7e-02
trial 48 time 4.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 1.8e-02] wce = 2.3e-02
trial 49 time 4.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 2.7e-03] wce = 2.4e-02
trial 50 time 4.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 3.1e-03] wce = 2.5e-02
trial 51 time 4.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 2.6e-02] wce = 2.6e-02
trial 52 time 4.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 5.1e-02] wce = 3.2e-02
trial 53 time 4.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-03 1.2e-02] wce = 2.2e-02
trial 54 time 4.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-03 9.9e-03] wce = 2.3e-02
trial 55 time 4.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 1.8e-02] wce = 2.2e-02
trial 56 time 4.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-03 4.9e-03] wce = 2.8e-02
trial 57 time 4.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 1.9e-02] wce = 2.5e-02
trial 58 time 4.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 3.4e-02] wce = 2.4e-02
trial 59 time 4.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.4e-02] wce = 2.3e-02
trial 60 time 4.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.1e-02] wce = 2.0e-02
trial 61 time 5.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 2.5e-02] wce = 2.2e-02
trial 62 time 5.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 6.8e-02] wce = 2.3e-02
trial 63 time 5.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-03 7.4e-02] wce = 2.5e-02
trial 64 time 5.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 7.9e-03] wce = 2.5e-02
trial 65 time 5.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.8e-03 2.4e-02] wce = 2.1e-02
trial 66 time 5.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.2e-03 2.4e-02] wce = 3.6e-02
trial 67 time 5.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 9.9e-03] wce = 2.5e-02
trial 68 time 5.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 8.7e-02] wce = 2.6e-02
trial 69 time 5.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.9e-02] wce = 2.7e-02
trial 70 time 5.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 3.0e-03] wce = 2.5e-02
trial 71 time 5.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 2.3e-02] wce = 2.5e-02
trial 72 time 5.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-03 1.1e-02] wce = 2.7e-02
trial 73 time 5.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 5.8e-02] wce = 2.7e-02
trial 74 time 5.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.1e-03 3.0e-02] wce = 2.6e-02
trial 75 time 5.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.8e-02] wce = 2.0e-02
trial 76 time 5.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 3.5e-02] wce = 2.8e-02
trial 77 time 5.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 3.1e-02] wce = 3.0e-02
trial 78 time 5.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 3.9e-02] wce = 2.4e-02
trial 79 time 5.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 8.6e-03] wce = 2.2e-02
trial 80 time 5.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 2.8e-03] wce = 2.6e-02
trial 81 time 5.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.5e-03 2.0e-03] wce = 2.7e-02
trial 82 time 5.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-03 1.9e-03] wce = 2.3e-02
trial 83 time 5.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 8.9e-03] wce = 2.1e-02
trial 84 time 5.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 8.6e-03] wce = 2.5e-02
trial 85 time 5.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.6e-02] wce = 2.0e-02
trial 86 time 5.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 1.1e-01] wce = 2.4e-02
trial 87 time 5.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.1e-02] wce = 2.5e-02
trial 88 time 5.9 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.7e-02 2.1e-02] wce = 2.3e-02
trial 89 time 5.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 3.9e-02] wce = 3.2e-02
trial 90 time 6.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 2.1e-03] wce = 2.8e-02
trial 91 time 6.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-03 5.5e-03] wce = 2.8e-02
trial 92 time 6.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.1e-02] wce = 2.4e-02
trial 93 time 6.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 2.7e-02] wce = 2.2e-02
trial 94 time 6.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 1.0e-02] wce = 2.9e-02
trial 95 time 6.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 1.9e-02] wce = 3.0e-02
trial 96 time 6.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 6.7e-02] wce = 2.2e-02
trial 97 time 6.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 5.5e-02] wce = 2.4e-02
trial 98 time 6.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 6.9e-04] wce = 2.3e-02
trial 99 time 6.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-03 4.1e-02] wce = 2.1e-02
N = 2048
trial 0 time 6.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.6e-03 4.5e-02] wce = 1.6e-02
trial 1 time 6.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-04 2.2e-02] wce = 1.8e-02
trial 2 time 6.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-03 3.2e-03] wce = 1.7e-02
trial 3 time 6.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-03 2.4e-02] wce = 1.7e-02
trial 4 time 6.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 1.6e-03] wce = 1.5e-02
trial 5 time 6.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.4e-03 1.9e-02] wce = 1.7e-02
trial 6 time 6.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 3.5e-03] wce = 1.8e-02
trial 7 time 7.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 2.6e-02] wce = 1.6e-02
trial 8 time 7.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-04 7.2e-03] wce = 1.8e-02
trial 9 time 7.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 8.1e-03] wce = 1.7e-02
trial 10 time 7.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 4.5e-02] wce = 1.7e-02
trial 11 time 7.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 3.2e-03] wce = 1.7e-02
trial 12 time 7.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 6.3e-03] wce = 1.5e-02
trial 13 time 7.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 1.3e-02] wce = 1.6e-02
trial 14 time 7.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 4.6e-02] wce = 1.6e-02
trial 15 time 7.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-03 2.6e-02] wce = 1.6e-02
trial 16 time 7.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 1.5e-02] wce = 1.6e-02
trial 17 time 7.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 2.5e-02] wce = 1.6e-02
trial 18 time 7.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 2.1e-02] wce = 1.8e-02
trial 19 time 8.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 3.8e-02] wce = 1.4e-02
trial 20 time 8.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 9.7e-03] wce = 1.5e-02
trial 21 time 8.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-03 1.5e-02] wce = 1.7e-02
trial 22 time 8.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.3e-02] wce = 1.5e-02
trial 23 time 8.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-03 1.4e-02] wce = 2.2e-02
trial 24 time 8.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 2.6e-02] wce = 1.8e-02
trial 25 time 8.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 2.3e-02] wce = 1.5e-02
trial 26 time 8.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.3e-02] wce = 1.5e-02
trial 27 time 8.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.2e-03 4.6e-03] wce = 1.4e-02
trial 28 time 8.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 5.0e-02] wce = 1.4e-02
trial 29 time 8.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.1e-03 1.3e-02] wce = 1.3e-02
trial 30 time 9.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 3.3e-02] wce = 1.5e-02
trial 31 time 9.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 1.0e-02] wce = 1.4e-02
trial 32 time 9.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.4e-02] wce = 2.1e-02
trial 33 time 9.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.7e-03] wce = 1.7e-02
trial 34 time 9.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.2e-03 1.2e-02] wce = 1.8e-02
trial 35 time 9.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-03 2.1e-02] wce = 1.5e-02
trial 36 time 9.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 5.7e-02] wce = 1.6e-02
trial 37 time 9.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-04 7.2e-03] wce = 1.7e-02
trial 38 time 9.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 1.1e-02] wce = 1.8e-02
trial 39 time 9.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.2e-03 6.8e-04] wce = 1.5e-02
trial 40 time 9.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 3.0e-02] wce = 2.0e-02
trial 41 time 9.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.8e-03 1.9e-02] wce = 1.5e-02
trial 42 time 10.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-04 5.8e-03] wce = 1.4e-02
trial 43 time 10.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 4.5e-02] wce = 1.6e-02
trial 44 time 10.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.9e-03 4.4e-03] wce = 1.6e-02
trial 45 time 10.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.3e-03 1.1e-02] wce = 1.9e-02
trial 46 time 10.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 6.0e-03] wce = 2.0e-02
trial 47 time 10.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 3.0e-02] wce = 2.0e-02
trial 48 time 10.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.2e-03 2.2e-02] wce = 2.0e-02
trial 49 time 10.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-03 8.1e-03] wce = 2.0e-02
trial 50 time 10.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 4.3e-03] wce = 1.5e-02
trial 51 time 10.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-03 1.8e-02] wce = 1.6e-02
trial 52 time 10.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 3.7e-02] wce = 1.9e-02
trial 53 time 10.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 4.3e-03] wce = 1.7e-02
trial 54 time 11.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.0e-03 8.7e-04] wce = 1.5e-02
trial 55 time 11.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.1e-03 1.9e-02] wce = 1.7e-02
trial 56 time 11.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-03 8.9e-03] wce = 2.2e-02
trial 57 time 11.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 1.7e-02] wce = 1.5e-02
trial 58 time 11.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.1e-02] wce = 1.7e-02
trial 59 time 11.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.8e-03 2.4e-02] wce = 1.9e-02
trial 60 time 11.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 2.1e-02] wce = 1.4e-02
trial 61 time 11.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 2.1e-03] wce = 2.0e-02
trial 62 time 11.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.3e-03 3.9e-02] wce = 1.7e-02
trial 63 time 11.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 6.4e-02] wce = 1.7e-02
trial 64 time 11.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-03 2.9e-02] wce = 1.6e-02
trial 65 time 12.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 8.7e-03] wce = 1.7e-02
trial 66 time 12.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 2.9e-02] wce = 1.9e-02
trial 67 time 12.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.0e-03 4.0e-03] wce = 1.7e-02
trial 68 time 12.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 5.1e-02] wce = 1.8e-02
trial 69 time 12.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 8.4e-03] wce = 2.0e-02
trial 70 time 12.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 5.5e-03] wce = 1.8e-02
trial 71 time 12.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.8e-02] wce = 2.0e-02
trial 72 time 12.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 2.7e-03] wce = 2.1e-02
trial 73 time 12.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 1.5e-02] wce = 1.8e-02
trial 74 time 12.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.9e-03 8.4e-03] wce = 1.7e-02
trial 75 time 12.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 8.6e-03] wce = 1.4e-02
trial 76 time 13.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 2.3e-02] wce = 2.0e-02
trial 77 time 13.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.6e-03 7.5e-03] wce = 1.6e-02
trial 78 time 13.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.8e-02] wce = 1.7e-02
trial 79 time 13.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 3.3e-02] wce = 1.8e-02
trial 80 time 13.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 3.5e-03] wce = 1.8e-02
trial 81 time 13.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 1.1e-02] wce = 1.8e-02
trial 82 time 13.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 1.5e-02] wce = 1.9e-02
trial 83 time 13.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 4.2e-03] wce = 1.4e-02
trial 84 time 13.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 1.5e-02] wce = 1.5e-02
trial 85 time 13.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 5.5e-03] wce = 1.8e-02
trial 86 time 13.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.2e-03 7.1e-02] wce = 1.5e-02
trial 87 time 14.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 1.9e-03] wce = 1.5e-02
trial 88 time 14.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 2.9e-02] wce = 1.7e-02
trial 89 time 14.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.4e-03 3.4e-03] wce = 1.8e-02
trial 90 time 14.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 4.2e-03] wce = 1.8e-02
trial 91 time 14.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 7.7e-03] wce = 2.2e-02
trial 92 time 14.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-03 3.1e-02] wce = 1.8e-02
trial 93 time 14.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 1.6e-02] wce = 1.6e-02
trial 94 time 14.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 6.6e-03] wce = 2.0e-02
trial 95 time 14.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 3.9e-02] wce = 1.9e-02
trial 96 time 14.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 3.2e-02] wce = 1.7e-02
trial 97 time 14.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-03 2.6e-02] wce = 1.7e-02
trial 98 time 14.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.6e-03 2.6e-02] wce = 1.7e-02
trial 99 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 8.1e-03] wce = 1.8e-02
IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$
N = 4
trial 0 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.3e-01 9.9e-02] wce = 3.8e-01
trial 1 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 2.7e-01] wce = 4.3e-01
trial 2 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.0e-02 3.9e-01] wce = 3.8e-01
trial 3 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.6e-02 1.5e-01] wce = 4.5e-01
trial 4 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 4.6e-01] wce = 3.8e-01
trial 5 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.4e-01 8.2e-01] wce = 3.7e-01
trial 6 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.5e-01 5.1e-01] wce = 3.4e-01
trial 7 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 2.0e-01] wce = 3.8e-01
trial 8 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 5.9e-03 5.9e-01] wce = 3.9e-01
trial 9 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.3e+01] error = [0.0e+00 2.3e-01 1.2e+00] wce = 4.3e-01
trial 10 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.1e-01] wce = 3.7e-01
trial 11 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [1.1e-16 1.6e-01 1.1e+00] wce = 3.9e-01
trial 12 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.2e-02 5.0e-01] wce = 3.8e-01
trial 13 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [1.1e-16 1.3e-01 6.3e-01] wce = 3.9e-01
trial 14 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 4.9e-01] wce = 3.3e-01
trial 15 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.8e-01 8.3e-01] wce = 3.8e-01
trial 16 time 15.0 Tk_hat = [1.0e+00 5.4e+00 1.2e+01] error = [1.1e-16 6.4e-01 1.7e-01] wce = 3.6e-01
trial 17 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [1.1e-16 2.2e-01 2.3e-01] wce = 3.9e-01
trial 18 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [1.1e-16 3.1e-01 4.0e-01] wce = 4.0e-01
trial 19 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.2e-01] wce = 3.7e-01
trial 20 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [1.1e-16 5.6e-02 7.2e-01] wce = 4.2e-01
trial 21 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.3e-01 6.4e-01] wce = 3.8e-01
trial 22 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.0e-02 3.9e-01] wce = 4.1e-01
trial 23 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.3e+01] error = [0.0e+00 5.1e-02 7.5e-01] wce = 4.4e-01
trial 24 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.1e-01 7.1e-01] wce = 3.9e-01
trial 25 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 3.5e-01] wce = 3.4e-01
trial 26 time 15.0 Tk_hat = [1.0e+00 6.6e+00 1.3e+01] error = [0.0e+00 5.7e-01 6.8e-01] wce = 4.0e-01
trial 27 time 15.0 Tk_hat = [1.0e+00 5.6e+00 1.1e+01] error = [0.0e+00 3.7e-01 8.8e-01] wce = 3.3e-01
trial 28 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.9e-01 5.1e-01] wce = 3.8e-01
trial 29 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 2.3e-01 6.6e-01] wce = 4.1e-01
trial 30 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 5.5e-01 2.7e-01] wce = 3.8e-01
trial 31 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.4e-01 1.4e-01] wce = 3.9e-01
trial 32 time 15.0 Tk_hat = [1.0e+00 5.5e+00 1.1e+01] error = [0.0e+00 4.5e-01 1.1e+00] wce = 3.8e-01
trial 33 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 4.0e-01] wce = 4.4e-01
trial 34 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [1.1e-16 1.3e-01 1.1e+00] wce = 3.8e-01
trial 35 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 4.9e-01 1.8e-01] wce = 3.8e-01
trial 36 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.5e-02 5.2e-02] wce = 3.4e-01
trial 37 time 15.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.0e-01 4.9e-01] wce = 4.2e-01
trial 38 time 15.0 Tk_hat = [1.0e+00 5.5e+00 1.3e+01] error = [0.0e+00 4.7e-01 6.7e-01] wce = 3.5e-01
trial 39 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 4.7e-01 2.8e-01] wce = 3.6e-01
trial 40 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.7e-01 4.9e-01] wce = 3.6e-01
trial 41 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 3.1e-01] wce = 3.6e-01
trial 42 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.6e-01 2.5e-01] wce = 3.6e-01
trial 43 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.3e-01] wce = 3.7e-01
trial 44 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.6e-01 3.2e-01] wce = 3.6e-01
trial 45 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 3.6e-01] wce = 4.2e-01
trial 46 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 3.3e-01] wce = 3.4e-01
trial 47 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 5.1e-01 3.7e-01] wce = 3.7e-01
trial 48 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.4e-03 2.9e-01] wce = 4.1e-01
trial 49 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 4.6e-01 4.2e-01] wce = 3.4e-01
trial 50 time 15.0 Tk_hat = [1.0e+00 6.7e+00 1.2e+01] error = [0.0e+00 6.9e-01 1.6e-01] wce = 3.5e-01
trial 51 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.3e+01] error = [1.1e-16 4.5e-01 1.1e+00] wce = 3.8e-01
trial 52 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 5.4e-02 2.7e-01] wce = 3.7e-01
trial 53 time 15.0 Tk_hat = [1.0e+00 5.4e+00 1.2e+01] error = [0.0e+00 6.4e-01 5.0e-01] wce = 3.8e-01
trial 54 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 9.7e-02 1.3e+00] wce = 3.7e-01
trial 55 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [1.1e-16 1.4e-01 5.0e-01] wce = 3.8e-01
trial 56 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.2e+01] error = [0.0e+00 4.5e-01 3.6e-01] wce = 3.6e-01
trial 57 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [1.1e-16 8.9e-02 1.2e+00] wce = 3.5e-01
trial 58 time 15.0 Tk_hat = [1.0e+00 5.3e+00 1.1e+01] error = [0.0e+00 6.8e-01 1.3e+00] wce = 4.2e-01
trial 59 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.4e-01 5.4e-01] wce = 3.6e-01
trial 60 time 15.0 Tk_hat = [1.0e+00 5.6e+00 1.3e+01] error = [0.0e+00 3.7e-01 6.6e-01] wce = 3.9e-01
trial 61 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 4.4e-02] wce = 3.6e-01
trial 62 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.3e-02 4.1e-01] wce = 3.9e-01
trial 63 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.6e-01 1.0e+00] wce = 3.4e-01
trial 64 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 7.7e-02] wce = 4.0e-01
trial 65 time 15.0 Tk_hat = [1.0e+00 5.4e+00 1.2e+01] error = [0.0e+00 5.8e-01 5.3e-02] wce = 3.8e-01
trial 66 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-03 3.4e-02] wce = 3.9e-01
trial 67 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.7e-01 6.6e-01] wce = 4.2e-01
trial 68 time 15.0 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 3.7e-01 1.0e-01] wce = 3.4e-01
trial 69 time 15.0 Tk_hat = [1.0e+00 6.3e+00 1.3e+01] error = [0.0e+00 3.1e-01 8.4e-01] wce = 4.6e-01
trial 70 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.3e+01] error = [0.0e+00 3.9e-01 1.1e+00] wce = 4.0e-01
trial 71 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.1e-02] wce = 3.8e-01
trial 72 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 1.9e-01 7.9e-01] wce = 3.8e-01
trial 73 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.1e-02 1.6e-01] wce = 3.6e-01
trial 74 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 2.1e-01 7.4e-01] wce = 4.1e-01
trial 75 time 15.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.2e-01 2.3e-01] wce = 3.7e-01
trial 76 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-02 7.9e-02] wce = 3.6e-01
trial 77 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.4e-01 3.8e-01] wce = 3.8e-01
trial 78 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 1.5e-01 6.9e-01] wce = 4.0e-01
trial 79 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.3e+01] error = [0.0e+00 1.6e-01 5.3e-01] wce = 4.7e-01
trial 80 time 15.0 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 4.1e-01 1.1e-01] wce = 4.2e-01
trial 81 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [2.2e-16 4.2e-01 1.1e-01] wce = 3.3e-01
trial 82 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.5e-01 3.7e-01] wce = 3.6e-01
trial 83 time 15.0 Tk_hat = [1.0e+00 5.3e+00 1.2e+01] error = [0.0e+00 6.7e-01 1.1e-02] wce = 3.7e-01
trial 84 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 5.8e-02] wce = 3.6e-01
trial 85 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.1e+01] error = [0.0e+00 3.9e-01 5.5e-01] wce = 3.3e-01
trial 86 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.0e+01] error = [0.0e+00 1.3e-02 1.5e+00] wce = 3.4e-01
trial 87 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 2.1e-01 5.7e-01] wce = 3.7e-01
trial 88 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.7e-01 6.9e-01] wce = 4.0e-01
trial 89 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.9e-01 2.4e-01] wce = 3.8e-01
trial 90 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.3e-01 5.6e-01] wce = 3.9e-01
trial 91 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 8.6e-02 4.7e-01] wce = 3.5e-01
trial 92 time 15.0 Tk_hat = [1.0e+00 6.5e+00 1.3e+01] error = [2.2e-16 4.6e-01 7.2e-01] wce = 3.7e-01
trial 93 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 7.5e-02 6.5e-01] wce = 4.1e-01
trial 94 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.4e-01 2.7e-01] wce = 3.5e-01
trial 95 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.7e-01 1.3e+00] wce = 4.0e-01
trial 96 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.4e-01 5.8e-01] wce = 3.8e-01
trial 97 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 4.4e-01] wce = 3.5e-01
trial 98 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [0.0e+00 7.0e-02 5.3e-01] wce = 3.6e-01
trial 99 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 1.1e-02 1.0e+00] wce = 3.9e-01
N = 8
trial 0 time 15.0 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 7.5e-03] wce = 3.2e-01
trial 1 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 1.0e-01] wce = 2.3e-01
trial 2 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.7e-01] wce = 2.9e-01
trial 3 time 15.0 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [2.2e-16 3.5e-01 1.4e-01] wce = 2.9e-01
trial 4 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 1.3e-01 5.6e-01] wce = 2.3e-01
trial 5 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.3e-01 4.7e-01] wce = 2.7e-01
trial 6 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.1e-01] wce = 2.5e-01
trial 7 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.5e-02] wce = 2.5e-01
trial 8 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.4e-02 1.0e-01] wce = 2.5e-01
trial 9 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 9.4e-02] wce = 2.9e-01
trial 10 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.4e-02 3.4e-01] wce = 2.5e-01
trial 11 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 1.4e-01 3.1e-02] wce = 2.6e-01
trial 12 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.3e-01] wce = 2.5e-01
trial 13 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [3.3e-16 6.9e-02 2.2e-01] wce = 2.6e-01
trial 14 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 1.5e-01] wce = 2.6e-01
trial 15 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 2.4e-01] wce = 2.4e-01
trial 16 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.1e-01 3.0e-01] wce = 2.8e-01
trial 17 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 3.0e-01 6.2e-01] wce = 2.8e-01
trial 18 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 4.0e-01] wce = 3.0e-01
trial 19 time 15.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 5.5e-02] wce = 3.0e-01
trial 20 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.3e-01 3.1e-01] wce = 3.0e-01
trial 21 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.1e-01 7.6e-01] wce = 2.9e-01
trial 22 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.5e-01 1.2e-01] wce = 2.7e-01
trial 23 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.0e-01 1.1e-01] wce = 2.5e-01
trial 24 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 1.1e-01 3.8e-01] wce = 2.4e-01
trial 25 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.8e-01 8.2e-02] wce = 2.4e-01
trial 26 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.1e-01 5.1e-01] wce = 2.8e-01
trial 27 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 4.4e-01] wce = 2.4e-01
trial 28 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.3e+01] error = [0.0e+00 2.4e-01 5.5e-01] wce = 2.7e-01
trial 29 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 4.9e-01] wce = 2.5e-01
trial 30 time 15.0 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.4e-01 2.3e-01] wce = 2.8e-01
trial 31 time 15.0 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 8.0e-02] wce = 2.9e-01
trial 32 time 15.0 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [0.0e+00 2.6e-01 9.6e-01] wce = 3.2e-01
trial 33 time 15.0 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 3.4e-01] wce = 2.5e-01
trial 34 time 15.0 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 2.3e-01 1.2e+00] wce = 3.2e-01
trial 35 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [1.1e-16 2.8e-01 3.3e-01] wce = 2.7e-01
trial 36 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 6.0e-02] wce = 2.6e-01
trial 37 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.5e-02 3.1e-02] wce = 3.0e-01
trial 38 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.3e+01] error = [0.0e+00 2.7e-01 5.2e-01] wce = 2.4e-01
trial 39 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.0e-01 7.8e-02] wce = 2.8e-01
trial 40 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.7e-01 2.0e-03] wce = 2.6e-01
trial 41 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 1.0e-01 3.8e-01] wce = 2.4e-01
trial 42 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 8.5e-02] wce = 2.7e-01
trial 43 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 9.5e-02] wce = 2.3e-01
trial 44 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [2.2e-16 1.0e-01 5.5e-01] wce = 2.5e-01
trial 45 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 9.3e-02] wce = 3.0e-01
trial 46 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.0e-02 3.0e-01] wce = 2.3e-01
trial 47 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [1.1e-16 3.0e-01 3.5e-01] wce = 2.9e-01
trial 48 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 2.3e-01] wce = 2.3e-01
trial 49 time 15.1 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [2.2e-16 4.1e-01 5.9e-02] wce = 2.6e-01
trial 50 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 1.8e-01 6.1e-01] wce = 2.2e-01
trial 51 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.8e-01 8.4e-02] wce = 2.4e-01
trial 52 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [1.1e-16 1.8e-01 2.2e-01] wce = 2.8e-01
trial 53 time 15.1 Tk_hat = [1.0e+00 5.5e+00 1.2e+01] error = [0.0e+00 4.5e-01 8.3e-02] wce = 2.7e-01
trial 54 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 9.8e-02 2.3e-01] wce = 2.4e-01
trial 55 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.3e-01 3.2e-01] wce = 2.6e-01
trial 56 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 1.4e-02 8.1e-01] wce = 2.6e-01
trial 57 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.4e-01 8.0e-01] wce = 2.4e-01
trial 58 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.1e-01] wce = 2.5e-01
trial 59 time 15.1 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [1.1e-16 3.8e-01 2.2e-01] wce = 2.3e-01
trial 60 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.6e-02 4.9e-01] wce = 2.5e-01
trial 61 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.6e-01 1.8e-01] wce = 2.6e-01
trial 62 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.6e-01 5.3e-02] wce = 2.3e-01
trial 63 time 15.1 Tk_hat = [1.0e+00 5.6e+00 1.1e+01] error = [0.0e+00 3.8e-01 6.3e-01] wce = 2.4e-01
trial 64 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.4e-02 1.7e-01] wce = 2.7e-01
trial 65 time 15.1 Tk_hat = [1.0e+00 5.6e+00 1.2e+01] error = [0.0e+00 4.0e-01 2.9e-01] wce = 2.4e-01
trial 66 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.9e-01] wce = 2.9e-01
trial 67 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 3.6e-02] wce = 3.1e-01
trial 68 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 1.5e-01] wce = 2.4e-01
trial 69 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.3e-01] wce = 3.3e-01
trial 70 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.3e+01] error = [0.0e+00 2.5e-01 8.2e-01] wce = 2.9e-01
trial 71 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 1.6e-01] wce = 2.9e-01
trial 72 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.1e+01] error = [2.2e-16 2.9e-01 6.2e-01] wce = 2.9e-01
trial 73 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.9e-02 1.1e-01] wce = 2.5e-01
trial 74 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [2.2e-16 2.3e-02 6.4e-01] wce = 2.4e-01
trial 75 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.6e-01 7.1e-02] wce = 3.1e-01
trial 76 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [2.2e-16 4.7e-03 7.4e-01] wce = 2.4e-01
trial 77 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 2.4e-01] wce = 2.5e-01
trial 78 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.9e-02 2.3e-01] wce = 2.7e-01
trial 79 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 7.1e-02] wce = 3.1e-01
trial 80 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [1.1e-16 3.1e-01 2.4e-01] wce = 2.8e-01
trial 81 time 15.1 Tk_hat = [1.0e+00 6.4e+00 1.2e+01] error = [0.0e+00 3.7e-01 2.2e-02] wce = 2.3e-01
trial 82 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 7.9e-02] wce = 2.4e-01
trial 83 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 1.1e-01 1.6e-01] wce = 2.3e-01
trial 84 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 4.4e-02] wce = 2.3e-01
trial 85 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.7e-01 2.4e-01] wce = 2.4e-01
trial 86 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.1e-01 4.8e-01] wce = 2.7e-01
trial 87 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 1.2e-01 2.7e-01] wce = 2.5e-01
trial 88 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.0e-02 4.9e-01] wce = 2.9e-01
trial 89 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.7e-01 4.4e-01] wce = 2.4e-01
trial 90 time 15.1 Tk_hat = [1.0e+00 5.6e+00 1.1e+01] error = [0.0e+00 3.6e-01 5.4e-01] wce = 2.6e-01
trial 91 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 9.3e-02] wce = 2.4e-01
trial 92 time 15.1 Tk_hat = [1.0e+00 6.6e+00 1.2e+01] error = [2.2e-16 5.6e-01 3.6e-01] wce = 2.2e-01
trial 93 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.5e-01] wce = 2.5e-01
trial 94 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 3.5e-01] wce = 2.4e-01
trial 95 time 15.1 Tk_hat = [1.0e+00 5.5e+00 1.1e+01] error = [0.0e+00 5.2e-01 1.3e+00] wce = 3.0e-01
trial 96 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.1e+01] error = [0.0e+00 2.1e-01 8.0e-01] wce = 2.5e-01
trial 97 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.8e-02 2.2e-01] wce = 2.2e-01
trial 98 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.1e+01] error = [0.0e+00 2.7e-01 5.6e-01] wce = 2.4e-01
trial 99 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 7.8e-02 2.2e-01] wce = 2.5e-01
N = 16
trial 0 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.8e-01] wce = 1.8e-01
trial 1 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 3.3e-01] wce = 1.6e-01
trial 2 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.9e-02 1.3e-01] wce = 1.7e-01
trial 3 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.2e-02 5.0e-01] wce = 1.6e-01
trial 4 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.4e-02 2.0e-01] wce = 1.5e-01
trial 5 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 2.2e-02] wce = 2.0e-01
trial 6 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.5e-01 1.6e-01] wce = 1.5e-01
trial 7 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.8e-01] wce = 1.7e-01
trial 8 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.9e-01 2.1e-01] wce = 1.8e-01
trial 9 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.8e-02 1.1e-01] wce = 1.7e-01
trial 10 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 1.5e-01] wce = 1.6e-01
trial 11 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [1.1e-16 2.1e-01 5.0e-02] wce = 1.5e-01
trial 12 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.7e-01] wce = 1.5e-01
trial 13 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.8e-01] wce = 1.8e-01
trial 14 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 1.8e-01] wce = 1.6e-01
trial 15 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [0.0e+00 3.7e-02 5.2e-01] wce = 1.6e-01
trial 16 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 3.5e-01] wce = 1.9e-01
trial 17 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 4.1e-01] wce = 1.8e-01
trial 18 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.8e-01 2.2e-02] wce = 2.0e-01
trial 19 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 2.8e-01] wce = 1.7e-01
trial 20 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 2.9e-01] wce = 2.1e-01
trial 21 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 4.9e-01] wce = 1.9e-01
trial 22 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 6.1e-02 3.0e-01] wce = 1.7e-01
trial 23 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.4e-01 3.2e-02] wce = 1.6e-01
trial 24 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.8e-02 2.4e-02] wce = 1.5e-01
trial 25 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.5e-02 3.2e-01] wce = 1.6e-01
trial 26 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 1.7e-01] wce = 1.8e-01
trial 27 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.9e-02 3.4e-01] wce = 1.8e-01
trial 28 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 8.5e-02 2.4e-01] wce = 1.6e-01
trial 29 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.8e-02 9.4e-02] wce = 1.6e-01
trial 30 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 8.9e-02 6.4e-02] wce = 1.7e-01
trial 31 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.4e-02 1.6e-01] wce = 1.7e-01
trial 32 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 8.3e-02 6.2e-01] wce = 1.7e-01
trial 33 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 1.2e-01] wce = 1.7e-01
trial 34 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 2.8e-01] wce = 2.0e-01
trial 35 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [2.2e-16 2.9e-01 7.7e-02] wce = 2.0e-01
trial 36 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-02 3.3e-01] wce = 1.9e-01
trial 37 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.3e-02 1.0e-01] wce = 1.7e-01
trial 38 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.2e-02 4.3e-01] wce = 1.5e-01
trial 39 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 1.6e-01 4.1e-02] wce = 1.8e-01
trial 40 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.8e-02 3.0e-01] wce = 1.7e-01
trial 41 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 5.7e-02 5.3e-01] wce = 1.6e-01
trial 42 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 7.8e-02] wce = 1.7e-01
trial 43 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.1e-02 3.2e-01] wce = 1.7e-01
trial 44 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.4e-02 1.5e-01] wce = 1.7e-01
trial 45 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 5.0e-01] wce = 1.9e-01
trial 46 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.5e-01 9.2e-02] wce = 1.6e-01
trial 47 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.3e-02 1.7e-01] wce = 2.0e-01
trial 48 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 1.4e-01 3.1e-01] wce = 1.7e-01
trial 49 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 3.1e-01 5.7e-02] wce = 1.9e-01
trial 50 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.1e+01] error = [0.0e+00 1.8e-01 6.1e-01] wce = 1.6e-01
trial 51 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.9e-02 2.9e-01] wce = 1.6e-01
trial 52 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 8.3e-02 1.2e-01] wce = 1.8e-01
trial 53 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 3.5e-01] wce = 1.9e-01
trial 54 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 6.3e-02 3.6e-01] wce = 1.7e-01
trial 55 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.2e-03 7.1e-03] wce = 1.6e-01
trial 56 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 9.6e-02] wce = 1.6e-01
trial 57 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 5.8e-02 1.2e-01] wce = 1.7e-01
trial 58 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 2.5e-01] wce = 1.8e-01
trial 59 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 1.4e-01] wce = 1.6e-01
trial 60 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [1.1e-16 2.3e-02 5.7e-01] wce = 1.8e-01
trial 61 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.0e-01 3.3e-01] wce = 1.6e-01
trial 62 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.4e-01 2.9e-01] wce = 1.9e-01
trial 63 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [1.1e-16 2.7e-01 2.1e-01] wce = 1.8e-01
trial 64 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 2.9e-01] wce = 1.7e-01
trial 65 time 15.1 Tk_hat = [1.0e+00 5.5e+00 1.2e+01] error = [1.1e-16 4.5e-01 1.1e-01] wce = 1.7e-01
trial 66 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 4.8e-01] wce = 1.7e-01
trial 67 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.3e-02 8.4e-02] wce = 2.2e-01
trial 68 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.7e-01] wce = 1.7e-01
trial 69 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.3e-01 9.6e-02] wce = 1.8e-01
trial 70 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.7e-02 2.9e-01] wce = 1.8e-01
trial 71 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.3e+01] error = [2.2e-16 6.1e-02 5.1e-01] wce = 2.1e-01
trial 72 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.9e-02 4.3e-01] wce = 2.0e-01
trial 73 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 5.0e-02 1.4e-01] wce = 1.8e-01
trial 74 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.1e+01] error = [0.0e+00 9.2e-03 9.0e-01] wce = 1.9e-01
trial 75 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.2e-02 4.2e-01] wce = 1.8e-01
trial 76 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.3e+01] error = [1.1e-16 4.1e-03 7.2e-01] wce = 1.6e-01
trial 77 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 4.4e-01] wce = 1.7e-01
trial 78 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 5.1e-02 2.9e-01] wce = 1.7e-01
trial 79 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-02 2.4e-01] wce = 1.8e-01
trial 80 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 7.5e-02] wce = 1.9e-01
trial 81 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.8e-01 1.6e-02] wce = 1.8e-01
trial 82 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 8.3e-02] wce = 1.6e-01
trial 83 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.2e-01 3.1e-01] wce = 1.5e-01
trial 84 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.7e-01] wce = 1.5e-01
trial 85 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 4.8e-01] wce = 1.5e-01
trial 86 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.1e-02 3.4e-01] wce = 1.7e-01
trial 87 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 6.3e-02] wce = 1.7e-01
trial 88 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.2e-01 2.2e-02] wce = 1.9e-01
trial 89 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.3e+01] error = [0.0e+00 1.5e-01 6.2e-01] wce = 1.6e-01
trial 90 time 15.1 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 3.2e-01 3.1e-01] wce = 1.6e-01
trial 91 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.1e-02 1.2e-01] wce = 1.6e-01
trial 92 time 15.1 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.8e-01 4.2e-01] wce = 1.5e-01
trial 93 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.2e-01 1.0e-01] wce = 1.7e-01
trial 94 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.0e-02 1.6e-01] wce = 1.6e-01
trial 95 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.0e-02 3.4e-01] wce = 1.6e-01
trial 96 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [2.2e-16 7.4e-02 5.9e-01] wce = 1.7e-01
trial 97 time 15.1 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [1.1e-16 1.8e-01 6.1e-02] wce = 1.6e-01
trial 98 time 15.1 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [1.1e-16 1.5e-01 3.9e-01] wce = 1.6e-01
trial 99 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 4.8e-02] wce = 2.0e-01
N = 32
trial 0 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 2.9e-01] wce = 1.2e-01
trial 1 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 6.7e-02 2.2e-01] wce = 1.1e-01
trial 2 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.0e-02 1.9e-03] wce = 1.1e-01
trial 3 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 2.8e-01] wce = 1.1e-01
trial 4 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.5e-03 8.6e-02] wce = 1.0e-01
trial 5 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 5.2e-02 9.1e-02] wce = 1.3e-01
trial 6 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 1.5e-01 3.9e-02] wce = 1.0e-01
trial 7 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.5e-03 1.4e-01] wce = 1.1e-01
trial 8 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.6e-02 2.6e-01] wce = 1.3e-01
trial 9 time 15.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.9e-01] wce = 1.1e-01
trial 10 time 15.1 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.3e-01 2.0e-01] wce = 1.1e-01
trial 11 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 9.1e-02] wce = 1.0e-01
trial 12 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.1e-01] wce = 1.1e-01
trial 13 time 15.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 1.2e-01] wce = 1.0e-01
trial 14 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.8e-01 1.5e-01] wce = 1.1e-01
trial 15 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.0e-02 1.1e-01] wce = 1.2e-01
trial 16 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.2e-01 2.0e-01] wce = 1.1e-01
trial 17 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.8e-02 4.1e-01] wce = 1.3e-01
trial 18 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.1e+01] error = [1.1e-16 7.2e-02 5.4e-01] wce = 1.1e-01
trial 19 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.0e-02 2.0e-01] wce = 1.1e-01
trial 20 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.3e-02 9.1e-02] wce = 1.1e-01
trial 21 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 9.7e-02 7.5e-02] wce = 1.1e-01
trial 22 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.0e-02 4.3e-01] wce = 1.1e-01
trial 23 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 9.9e-02 3.3e-01] wce = 1.2e-01
trial 24 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 8.2e-02 1.6e-02] wce = 1.0e-01
trial 25 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 1.3e-01] wce = 1.1e-01
trial 26 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 1.9e-02] wce = 1.2e-01
trial 27 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 1.6e-01] wce = 1.1e-01
trial 28 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 1.6e-01] wce = 1.0e-01
trial 29 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.0e-02 7.3e-02] wce = 1.0e-01
trial 30 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.2e-01] wce = 1.0e-01
trial 31 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-02 2.0e-02] wce = 1.2e-01
trial 32 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 1.3e-01 2.4e-01] wce = 1.1e-01
trial 33 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.6e-02 1.6e-01] wce = 1.2e-01
trial 34 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.3e-01 3.0e-02] wce = 1.3e-01
trial 35 time 15.2 Tk_hat = [1.0e+00 6.3e+00 1.2e+01] error = [0.0e+00 2.5e-01 1.3e-01] wce = 1.1e-01
trial 36 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.2e-01 1.6e-01] wce = 1.2e-01
trial 37 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 1.2e-01 1.0e-01] wce = 1.1e-01
trial 38 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 5.6e-02 1.0e-01] wce = 1.1e-01
trial 39 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 6.9e-02 9.2e-02] wce = 1.1e-01
trial 40 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.2e-02 4.3e-01] wce = 1.0e-01
trial 41 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 3.6e-01] wce = 1.2e-01
trial 42 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 8.3e-02 3.0e-02] wce = 1.2e-01
trial 43 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 2.1e-01] wce = 1.1e-01
trial 44 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 1.3e-01] wce = 1.1e-01
trial 45 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.5e-03 1.4e-01] wce = 1.1e-01
trial 46 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.1e-01 2.2e-01] wce = 1.2e-01
trial 47 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.0e-01 4.0e-01] wce = 1.2e-01
trial 48 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.1e-02 1.2e-02] wce = 1.1e-01
trial 49 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 2.2e-01] wce = 1.1e-01
trial 50 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.9e-02 4.1e-01] wce = 1.1e-01
trial 51 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 3.4e-02] wce = 1.1e-01
trial 52 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 1.2e-01 2.0e-02] wce = 1.1e-01
trial 53 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [1.1e-16 7.4e-02 2.8e-01] wce = 1.1e-01
trial 54 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.9e-02 2.7e-02] wce = 1.2e-01
trial 55 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 8.7e-02] wce = 1.1e-01
trial 56 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.7e-02 5.7e-02] wce = 1.1e-01
trial 57 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 2.6e-01] wce = 1.1e-01
trial 58 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 3.0e-02] wce = 1.3e-01
trial 59 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-03 1.9e-01] wce = 1.1e-01
trial 60 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-02 5.6e-02] wce = 1.0e-01
trial 61 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.6e-02 1.7e-01] wce = 1.1e-01
trial 62 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.4e-02 9.2e-02] wce = 1.1e-01
trial 63 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 1.9e-01] wce = 1.0e-01
trial 64 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 2.7e-01] wce = 1.0e-01
trial 65 time 15.2 Tk_hat = [1.0e+00 5.7e+00 1.2e+01] error = [0.0e+00 2.7e-01 1.9e-02] wce = 1.1e-01
trial 66 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-03 2.6e-01] wce = 1.1e-01
trial 67 time 15.2 Tk_hat = [1.0e+00 6.2e+00 1.2e+01] error = [0.0e+00 2.0e-01 1.0e-02] wce = 1.2e-01
trial 68 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 5.7e-02 1.8e-01] wce = 1.1e-01
trial 69 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 2.0e-01] wce = 1.1e-01
trial 70 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.2e-02 7.1e-02] wce = 1.1e-01
trial 71 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-02 2.7e-01] wce = 1.3e-01
trial 72 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.5e-02 1.4e-01] wce = 1.2e-01
trial 73 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 9.6e-02 1.4e-01] wce = 1.1e-01
trial 74 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.1e+01] error = [0.0e+00 6.6e-02 5.4e-01] wce = 1.2e-01
trial 75 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 6.3e-02] wce = 1.1e-01
trial 76 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.9e-02 4.1e-01] wce = 1.2e-01
trial 77 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [1.1e-16 1.8e-01 2.8e-01] wce = 1.0e-01
trial 78 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.4e-02 3.4e-01] wce = 1.2e-01
trial 79 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [1.1e-16 1.8e-01 1.2e-01] wce = 1.1e-01
trial 80 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.1e-02 2.2e-01] wce = 1.2e-01
trial 81 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.5e-02 8.2e-02] wce = 1.1e-01
trial 82 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.9e-02 9.6e-02] wce = 1.1e-01
trial 83 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 6.3e-02] wce = 1.0e-01
trial 84 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.6e-02 1.7e-02] wce = 9.8e-02
trial 85 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-02 2.9e-01] wce = 1.1e-01
trial 86 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 1.3e-02] wce = 1.1e-01
trial 87 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.4e-01 1.8e-01] wce = 1.1e-01
trial 88 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 2.1e-02] wce = 1.1e-01
trial 89 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.7e-02 1.9e-01] wce = 1.0e-01
trial 90 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.7e-01 3.2e-01] wce = 1.2e-01
trial 91 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 1.8e-02] wce = 1.1e-01
trial 92 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.1e-01 2.6e-02] wce = 1.1e-01
trial 93 time 15.2 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 1.5e-01 1.6e-01] wce = 1.1e-01
trial 94 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.1e-02 7.7e-02] wce = 1.0e-01
trial 95 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-02 6.0e-02] wce = 1.1e-01
trial 96 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 1.6e-01] wce = 1.0e-01
trial 97 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 7.0e-02] wce = 1.1e-01
trial 98 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 2.3e-01] wce = 1.2e-01
trial 99 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-02 4.5e-02] wce = 9.9e-02
N = 64
trial 0 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-02 1.3e-01] wce = 7.1e-02
trial 1 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 1.4e-01] wce = 7.1e-02
trial 2 time 15.2 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.9e-02 7.7e-02] wce = 7.0e-02
trial 3 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.9e-02 9.5e-02] wce = 6.9e-02
trial 4 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.8e-02] wce = 7.0e-02
trial 5 time 15.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 2.7e-01] wce = 7.0e-02
trial 6 time 15.2 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.5e-02 4.3e-02] wce = 7.1e-02
trial 7 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 6.8e-02] wce = 7.2e-02
trial 8 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 1.3e-01] wce = 7.5e-02
trial 9 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 6.4e-02 1.1e-01] wce = 7.0e-02
trial 10 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.2e-02 1.0e-01] wce = 6.9e-02
trial 11 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 6.2e-02 2.2e-01] wce = 7.3e-02
trial 12 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-02 1.3e-01] wce = 7.4e-02
trial 13 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.1e-02 2.9e-02] wce = 7.5e-02
trial 14 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 1.3e-01 7.6e-02] wce = 7.7e-02
trial 15 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 7.7e-02] wce = 8.0e-02
trial 16 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 2.1e-01] wce = 7.1e-02
trial 17 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 9.2e-02 1.4e-01] wce = 7.1e-02
trial 18 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.1e-02 2.3e-01] wce = 7.5e-02
trial 19 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 7.7e-02 1.8e-01] wce = 7.3e-02
trial 20 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.0e-02 1.3e-01] wce = 6.7e-02
trial 21 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.6e-04 5.9e-02] wce = 7.1e-02
trial 22 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.8e-02 9.7e-02] wce = 6.8e-02
trial 23 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-04 1.9e-01] wce = 7.2e-02
trial 24 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.0e-02 1.3e-01] wce = 7.1e-02
trial 25 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 1.4e-01 7.7e-02] wce = 7.4e-02
trial 26 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-03 1.0e-01] wce = 7.4e-02
trial 27 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.0e-03 2.2e-02] wce = 7.0e-02
trial 28 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 2.6e-02] wce = 7.2e-02
trial 29 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.8e-02 1.4e-01] wce = 7.0e-02
trial 30 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 2.7e-02] wce = 7.6e-02
trial 31 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 4.0e-02] wce = 7.7e-02
trial 32 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.2e-03 8.7e-02] wce = 7.2e-02
trial 33 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.3e-01] wce = 7.1e-02
trial 34 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.1e-02 4.2e-03] wce = 7.7e-02
trial 35 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.8e-02 1.9e-01] wce = 7.4e-02
trial 36 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 6.0e-02] wce = 8.1e-02
trial 37 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.9e-02] wce = 6.8e-02
trial 38 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 1.0e-01 2.7e-03] wce = 7.0e-02
trial 39 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 6.5e-03] wce = 6.8e-02
trial 40 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.2e-02 1.9e-01] wce = 7.0e-02
trial 41 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.3e-02 2.0e-03] wce = 7.0e-02
trial 42 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.2e-03 8.3e-03] wce = 7.0e-02
trial 43 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 7.9e-02] wce = 6.8e-02
trial 44 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 8.5e-02 1.2e-02] wce = 6.8e-02
trial 45 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.4e-03 5.2e-02] wce = 7.2e-02
trial 46 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 1.3e-01] wce = 7.2e-02
trial 47 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.1e-02 1.1e-02] wce = 7.1e-02
trial 48 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.3e-02 5.2e-02] wce = 7.5e-02
trial 49 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 6.9e-02] wce = 7.8e-02
trial 50 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 7.4e-02] wce = 7.2e-02
trial 51 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 9.2e-02] wce = 7.5e-02
trial 52 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.2e-03 2.8e-02] wce = 7.6e-02
trial 53 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.4e-02 8.2e-02] wce = 7.8e-02
trial 54 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.2e-02 1.8e-01] wce = 7.5e-02
trial 55 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.0e-02 5.9e-02] wce = 6.8e-02
trial 56 time 15.3 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.3e-02 9.4e-02] wce = 7.5e-02
trial 57 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.2e-02 6.3e-02] wce = 6.5e-02
trial 58 time 15.3 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.0e-02 5.8e-02] wce = 8.0e-02
trial 59 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-02 5.8e-02] wce = 7.3e-02
trial 60 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.6e-02 4.8e-02] wce = 6.8e-02
trial 61 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [4.4e-16 1.9e-03 3.9e-02] wce = 6.8e-02
trial 62 time 15.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-04 8.0e-02] wce = 7.7e-02
trial 63 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.2e-02 1.6e-02] wce = 7.5e-02
trial 64 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-02 2.3e-01] wce = 7.1e-02
trial 65 time 15.4 Tk_hat = [1.0e+00 5.8e+00 1.2e+01] error = [0.0e+00 2.1e-01 1.2e-01] wce = 7.5e-02
trial 66 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 1.1e-01] wce = 6.6e-02
trial 67 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 6.0e-02] wce = 7.0e-02
trial 68 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 1.4e-01] wce = 7.1e-02
trial 69 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.3e-02 1.1e-01] wce = 6.9e-02
trial 70 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-02 2.0e-02] wce = 7.1e-02
trial 71 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.5e-02 1.7e-01] wce = 7.3e-02
trial 72 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.6e-03 3.8e-04] wce = 7.4e-02
trial 73 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.2e-02 5.2e-02] wce = 7.7e-02
trial 74 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-03 2.6e-01] wce = 7.7e-02
trial 75 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.4e-02 4.3e-02] wce = 7.6e-02
trial 76 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 6.7e-03] wce = 6.8e-02
trial 77 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 7.2e-02] wce = 7.0e-02
trial 78 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.2e-03 1.7e-01] wce = 7.3e-02
trial 79 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.4e-02 1.8e-02] wce = 7.2e-02
trial 80 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.5e-01] wce = 7.2e-02
trial 81 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 1.7e-02] wce = 7.9e-02
trial 82 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 7.1e-02 4.1e-02] wce = 7.1e-02
trial 83 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.7e-02 1.9e-02] wce = 7.1e-02
trial 84 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-02 1.7e-02] wce = 6.8e-02
trial 85 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.4e-02 1.1e-01] wce = 7.9e-02
trial 86 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.0e-02 8.1e-02] wce = 7.3e-02
trial 87 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.9e-02 1.7e-01] wce = 7.4e-02
trial 88 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 9.2e-03 1.6e-01] wce = 7.0e-02
trial 89 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 7.7e-02 1.0e-01] wce = 7.0e-02
trial 90 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 8.7e-02 1.7e-01] wce = 7.5e-02
trial 91 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 6.3e-04] wce = 7.3e-02
trial 92 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [2.2e-16 1.1e-01 1.1e-01] wce = 7.1e-02
trial 93 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-02 1.3e-01] wce = 7.9e-02
trial 94 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 1.6e-01] wce = 6.8e-02
trial 95 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-03 1.1e-01] wce = 7.0e-02
trial 96 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 6.0e-02] wce = 7.2e-02
trial 97 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-02 2.4e-02] wce = 7.1e-02
trial 98 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-02 1.2e-01] wce = 7.3e-02
trial 99 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.6e-02 8.6e-02] wce = 6.6e-02
N = 128
trial 0 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.5e-02 8.6e-02] wce = 4.6e-02
trial 1 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 1.1e-02] wce = 4.7e-02
trial 2 time 15.4 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 7.6e-03] wce = 4.6e-02
trial 3 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-03 2.6e-02] wce = 4.4e-02
trial 4 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 1.6e-02] wce = 4.9e-02
trial 5 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 1.2e-01] wce = 4.9e-02
trial 6 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.5e-02] wce = 4.6e-02
trial 7 time 15.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.6e-02 1.0e-01] wce = 4.5e-02
trial 8 time 15.4 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.4e-02 3.3e-02] wce = 4.8e-02
trial 9 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.4e-02] wce = 4.2e-02
trial 10 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.2e-03 2.6e-02] wce = 4.8e-02
trial 11 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.3e-02 8.1e-02] wce = 4.6e-02
trial 12 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.3e-02 4.6e-02] wce = 4.5e-02
trial 13 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 1.5e-02] wce = 4.5e-02
trial 14 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 1.9e-02] wce = 4.5e-02
trial 15 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.9e-02 4.1e-02] wce = 4.7e-02
trial 16 time 15.5 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 7.1e-02 7.7e-02] wce = 4.6e-02
trial 17 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.6e-03 5.3e-02] wce = 4.7e-02
trial 18 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 9.3e-03 6.1e-03] wce = 4.6e-02
trial 19 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-03 5.8e-02] wce = 4.4e-02
trial 20 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 1.5e-01] wce = 4.8e-02
trial 21 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.3e-04 7.8e-02] wce = 4.6e-02
trial 22 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.6e-03 6.8e-02] wce = 4.7e-02
trial 23 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 7.0e-02] wce = 4.5e-02
trial 24 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 9.3e-03] wce = 4.5e-02
trial 25 time 15.5 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 8.2e-02 2.3e-02] wce = 4.7e-02
trial 26 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.7e-03 6.1e-02] wce = 4.9e-02
trial 27 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-03 4.0e-02] wce = 4.6e-02
trial 28 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.0e-02 1.2e-02] wce = 4.7e-02
trial 29 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-02 2.4e-02] wce = 4.4e-02
trial 30 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-03 1.2e-02] wce = 4.9e-02
trial 31 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.1e-03 1.2e-01] wce = 4.8e-02
trial 32 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.2e-02 4.6e-02] wce = 5.1e-02
trial 33 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 9.7e-02] wce = 4.7e-02
trial 34 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-02 9.5e-02] wce = 4.7e-02
trial 35 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.1e-02 1.8e-02] wce = 5.0e-02
trial 36 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 6.5e-02] wce = 4.8e-02
trial 37 time 15.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.3e-02 1.5e-02] wce = 4.4e-02
trial 38 time 15.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [2.2e-16 6.1e-02 7.9e-02] wce = 4.8e-02
trial 39 time 15.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [1.1e-16 5.7e-02 5.7e-02] wce = 4.7e-02
trial 40 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.9e-02 4.4e-02] wce = 4.7e-02
trial 41 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.3e-04 4.6e-02] wce = 4.5e-02
trial 42 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 2.1e-02] wce = 4.6e-02
trial 43 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.6e-03 1.8e-02] wce = 4.5e-02
trial 44 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 8.6e-03] wce = 4.5e-02
trial 45 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.7e-02 1.6e-03] wce = 4.7e-02
trial 46 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-02 1.1e-02] wce = 4.7e-02
trial 47 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.8e-04 2.2e-03] wce = 5.0e-02
trial 48 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 8.3e-03] wce = 4.8e-02
trial 49 time 15.6 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 6.6e-02 1.8e-03] wce = 4.7e-02
trial 50 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.8e-02] wce = 4.6e-02
trial 51 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 5.4e-02] wce = 4.4e-02
trial 52 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.9e-02 6.5e-02] wce = 4.9e-02
trial 53 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 1.2e-01] wce = 4.5e-02
trial 54 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.9e-02] wce = 4.5e-02
trial 55 time 15.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 3.7e-03] wce = 4.6e-02
trial 56 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 4.2e-03] wce = 4.7e-02
trial 57 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.5e-02 3.0e-02] wce = 4.3e-02
trial 58 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.0e-02 1.2e-02] wce = 4.8e-02
trial 59 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.0e-03 3.9e-02] wce = 4.4e-02
trial 60 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 6.8e-02] wce = 4.6e-02
trial 61 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.5e-02 5.2e-02] wce = 4.5e-02
trial 62 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.5e-02 2.3e-02] wce = 4.8e-02
trial 63 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.0e-02 2.0e-02] wce = 4.8e-02
trial 64 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 7.0e-03 6.5e-02] wce = 4.5e-02
trial 65 time 15.6 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.3e-02 4.1e-02] wce = 4.5e-02
trial 66 time 15.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.8e-02 9.8e-02] wce = 4.8e-02
trial 67 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.4e-02 5.9e-02] wce = 4.6e-02
trial 68 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-03 2.3e-02] wce = 4.4e-02
trial 69 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-02 1.1e-01] wce = 4.8e-02
trial 70 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-02 2.2e-02] wce = 4.6e-02
trial 71 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 4.4e-02] wce = 4.6e-02
trial 72 time 15.7 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.8e-02 4.9e-02] wce = 4.8e-02
trial 73 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-02 6.0e-02] wce = 4.9e-02
trial 74 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.6e-03 7.4e-03] wce = 4.7e-02
trial 75 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 2.0e-02] wce = 4.8e-02
trial 76 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 1.5e-04] wce = 4.6e-02
trial 77 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 1.1e-01] wce = 4.6e-02
trial 78 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.8e-03 1.4e-01] wce = 4.7e-02
trial 79 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.4e-02 3.9e-02] wce = 4.6e-02
trial 80 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 2.0e-01] wce = 4.9e-02
trial 81 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 7.6e-03] wce = 4.5e-02
trial 82 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 7.2e-03 1.9e-02] wce = 4.7e-02
trial 83 time 15.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 6.1e-02 5.0e-04] wce = 4.7e-02
trial 84 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.7e-03 6.4e-02] wce = 4.6e-02
trial 85 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-02 6.6e-02] wce = 4.5e-02
trial 86 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 1.7e-01] wce = 4.6e-02
trial 87 time 15.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 5.8e-02 9.6e-02] wce = 4.7e-02
trial 88 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.4e-03 1.1e-01] wce = 4.7e-02
trial 89 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.7e-03 5.4e-02] wce = 4.5e-02
trial 90 time 15.7 Tk_hat = [1.0e+00 5.9e+00 1.2e+01] error = [0.0e+00 7.3e-02 3.7e-02] wce = 4.5e-02
trial 91 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-03 4.7e-02] wce = 4.5e-02
trial 92 time 15.7 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.5e-02 2.7e-02] wce = 4.6e-02
trial 93 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-02 8.2e-02] wce = 5.2e-02
trial 94 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.9e-03 1.2e-01] wce = 4.6e-02
trial 95 time 15.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.1e-02 1.9e-02] wce = 4.4e-02
trial 96 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.9e-02 6.2e-02] wce = 4.8e-02
trial 97 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 9.6e-03] wce = 4.5e-02
trial 98 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.2e-03 5.0e-02] wce = 4.8e-02
trial 99 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-04 1.3e-01] wce = 4.6e-02
N = 256
trial 0 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 2.7e-03] wce = 3.0e-02
trial 1 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-03 2.5e-02] wce = 3.1e-02
trial 2 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.3e-02 6.6e-04] wce = 2.9e-02
trial 3 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-02 2.8e-02] wce = 2.8e-02
trial 4 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 1.9e-02] wce = 3.0e-02
trial 5 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.7e-03 3.0e-04] wce = 2.9e-02
trial 6 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.5e-02] wce = 2.8e-02
trial 7 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-03 2.1e-02] wce = 3.0e-02
trial 8 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.0e-03 2.0e-02] wce = 2.9e-02
trial 9 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-02 1.2e-02] wce = 2.9e-02
trial 10 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.5e-02 1.1e-02] wce = 3.0e-02
trial 11 time 15.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 7.7e-03] wce = 3.0e-02
trial 12 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.3e-03 9.0e-03] wce = 2.9e-02
trial 13 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-04 1.9e-02] wce = 2.9e-02
trial 14 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-03 3.2e-03] wce = 2.9e-02
trial 15 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 8.7e-03] wce = 2.9e-02
trial 16 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.5e-02 4.0e-02] wce = 3.0e-02
trial 17 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.1e-03 2.3e-02] wce = 3.0e-02
trial 18 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.7e-03 1.9e-02] wce = 2.9e-02
trial 19 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 5.3e-02] wce = 3.0e-02
trial 20 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.6e-02 7.0e-02] wce = 3.1e-02
trial 21 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 2.4e-02] wce = 2.8e-02
trial 22 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.5e-03 1.9e-02] wce = 3.0e-02
trial 23 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 3.6e-02] wce = 2.9e-02
trial 24 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-02 2.9e-02] wce = 3.0e-02
trial 25 time 15.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 6.6e-02] wce = 2.9e-02
trial 26 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 4.8e-02] wce = 3.1e-02
trial 27 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-02 2.2e-02] wce = 3.0e-02
trial 28 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.6e-03 3.5e-03] wce = 2.9e-02
trial 29 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.5e-03 2.2e-02] wce = 2.8e-02
trial 30 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 2.3e-02] wce = 3.0e-02
trial 31 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.5e-03 1.6e-02] wce = 3.0e-02
trial 32 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 6.2e-02] wce = 3.0e-02
trial 33 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.8e-03 4.1e-02] wce = 3.0e-02
trial 34 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.0e-02 8.7e-02] wce = 3.0e-02
trial 35 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.1e-02 3.8e-02] wce = 3.0e-02
trial 36 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.3e-02 5.8e-02] wce = 2.8e-02
trial 37 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 2.8e-02] wce = 2.9e-02
trial 38 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 8.8e-03] wce = 3.1e-02
trial 39 time 16.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-02 2.3e-02] wce = 3.0e-02
trial 40 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-03 3.2e-02] wce = 3.0e-02
trial 41 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.8e-03 2.1e-02] wce = 2.8e-02
trial 42 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-04 2.2e-02] wce = 2.9e-02
trial 43 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.3e-03 4.3e-02] wce = 2.9e-02
trial 44 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-04 2.4e-02] wce = 3.0e-02
trial 45 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-03 1.9e-02] wce = 2.9e-02
trial 46 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 3.9e-03] wce = 3.0e-02
trial 47 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 6.2e-02] wce = 3.0e-02
trial 48 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.5e-03] wce = 2.9e-02
trial 49 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-02 1.6e-02] wce = 2.9e-02
trial 50 time 16.1 Tk_hat = [1.0e+00 6.1e+00 1.2e+01] error = [0.0e+00 5.6e-02 2.9e-02] wce = 3.0e-02
trial 51 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.0e-02 1.2e-02] wce = 2.9e-02
trial 52 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 6.9e-03] wce = 3.0e-02
trial 53 time 16.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 2.6e-02] wce = 3.0e-02
trial 54 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.6e-02 2.5e-02] wce = 2.9e-02
trial 55 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.6e-02 1.5e-02] wce = 2.9e-02
trial 56 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-03 2.6e-02] wce = 2.9e-02
trial 57 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.5e-03 4.9e-02] wce = 2.8e-02
trial 58 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.3e-03 4.5e-02] wce = 3.0e-02
trial 59 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.0e-02 3.2e-02] wce = 2.9e-02
trial 60 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.6e-02 1.9e-02] wce = 3.0e-02
trial 61 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 3.5e-02] wce = 3.0e-02
trial 62 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-03 1.8e-02] wce = 3.0e-02
trial 63 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-02 3.5e-02] wce = 2.9e-02
trial 64 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-03 2.1e-02] wce = 2.9e-02
trial 65 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 2.0e-02] wce = 2.9e-02
trial 66 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.0e-02 2.0e-02] wce = 2.9e-02
trial 67 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 4.3e-02] wce = 3.0e-02
trial 68 time 16.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-03 2.4e-02] wce = 2.9e-02
trial 69 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.8e-03 7.0e-02] wce = 3.0e-02
trial 70 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 1.0e-02] wce = 3.1e-02
trial 71 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-02 2.0e-02] wce = 2.8e-02
trial 72 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-02 4.8e-03] wce = 2.9e-02
trial 73 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.4e-03 1.3e-02] wce = 3.0e-02
trial 74 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 7.0e-04] wce = 3.0e-02
trial 75 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.3e-03 1.3e-02] wce = 2.8e-02
trial 76 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-04 6.0e-03] wce = 3.0e-02
trial 77 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 2.5e-02] wce = 2.8e-02
trial 78 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-02 8.6e-02] wce = 3.0e-02
trial 79 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-02 3.3e-02] wce = 2.9e-02
trial 80 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 8.3e-03 5.2e-02] wce = 3.0e-02
trial 81 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.7e-02] wce = 3.0e-02
trial 82 time 16.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.5e-03 2.2e-02] wce = 2.9e-02
trial 83 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 1.6e-03] wce = 3.1e-02
trial 84 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 2.2e-02] wce = 3.0e-02
trial 85 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.7e-03 2.7e-02] wce = 3.0e-02
trial 86 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-02 4.7e-02] wce = 2.8e-02
trial 87 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 4.3e-02] wce = 2.8e-02
trial 88 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 1.7e-02] wce = 3.0e-02
trial 89 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.9e-03 6.2e-03] wce = 2.9e-02
trial 90 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.0e-03 3.2e-03] wce = 2.8e-02
trial 91 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.5e-04 1.3e-02] wce = 2.9e-02
trial 92 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-02 1.0e-02] wce = 3.0e-02
trial 93 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.3e-03 3.2e-02] wce = 3.2e-02
trial 94 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-02 3.3e-02] wce = 2.9e-02
trial 95 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.2e-03 3.3e-02] wce = 2.9e-02
trial 96 time 16.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 2.8e-02] wce = 3.0e-02
trial 97 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.7e-03 1.2e-02] wce = 3.0e-02
trial 98 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-02 8.0e-02] wce = 3.1e-02
trial 99 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-02 8.8e-02] wce = 3.0e-02
N = 512
trial 0 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 9.4e-03] wce = 1.9e-02
trial 1 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 3.9e-02] wce = 1.9e-02
trial 2 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 2.1e-02] wce = 1.8e-02
trial 3 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 8.1e-03 2.4e-02] wce = 1.8e-02
trial 4 time 16.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.6e-03 9.6e-04] wce = 1.8e-02
trial 5 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.5e-04] wce = 1.9e-02
trial 6 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.6e-03 2.5e-03] wce = 1.9e-02
trial 7 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.1e-03 2.5e-02] wce = 1.9e-02
trial 8 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.3e-02] wce = 2.0e-02
trial 9 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 2.6e-02] wce = 1.9e-02
trial 10 time 16.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 1.4e-03] wce = 1.9e-02
trial 11 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 2.7e-02] wce = 1.8e-02
trial 12 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.2e-03 8.3e-03] wce = 1.8e-02
trial 13 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.6e-03 1.0e-02] wce = 1.9e-02
trial 14 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-02 2.1e-02] wce = 1.9e-02
trial 15 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.4e-03 8.5e-03] wce = 1.9e-02
trial 16 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-03 1.2e-02] wce = 1.9e-02
trial 17 time 16.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 8.0e-03] wce = 1.9e-02
trial 18 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-03 1.1e-02] wce = 1.9e-02
trial 19 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.4e-03 4.9e-03] wce = 2.0e-02
trial 20 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 2.6e-02] wce = 1.9e-02
trial 21 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.3e-03 3.6e-02] wce = 1.8e-02
trial 22 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 6.8e-03] wce = 1.8e-02
trial 23 time 16.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.7e-05 2.2e-02] wce = 1.8e-02
trial 24 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 6.9e-03] wce = 1.9e-02
trial 25 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.2e-03 3.0e-02] wce = 1.9e-02
trial 26 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.9e-04 7.4e-03] wce = 1.9e-02
trial 27 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-04 5.7e-04] wce = 1.8e-02
trial 28 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 5.9e-03] wce = 1.9e-02
trial 29 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-03 2.0e-02] wce = 1.8e-02
trial 30 time 16.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.9e-03 1.3e-02] wce = 1.8e-02
trial 31 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-04 3.5e-03] wce = 1.9e-02
trial 32 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 3.1e-02] wce = 1.9e-02
trial 33 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.7e-04 3.2e-02] wce = 1.9e-02
trial 34 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 2.8e-02] wce = 1.8e-02
trial 35 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-03 2.5e-04] wce = 1.9e-02
trial 36 time 17.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.7e-03 1.4e-02] wce = 1.8e-02
trial 37 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.0e-02 1.6e-02] wce = 1.9e-02
trial 38 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.1e-03 8.2e-04] wce = 1.9e-02
trial 39 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.3e-03 1.5e-02] wce = 1.9e-02
trial 40 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 3.8e-03] wce = 1.9e-02
trial 41 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-03 1.3e-02] wce = 1.8e-02
trial 42 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 8.5e-03] wce = 1.8e-02
trial 43 time 17.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-02 3.3e-02] wce = 1.8e-02
trial 44 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-03 9.0e-03] wce = 1.9e-02
trial 45 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.3e-03 2.3e-02] wce = 1.9e-02
trial 46 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.2e-03 1.4e-02] wce = 1.9e-02
trial 47 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.3e-04 3.3e-02] wce = 1.8e-02
trial 48 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-03 3.3e-03] wce = 1.9e-02
trial 49 time 17.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.9e-03 7.4e-03] wce = 1.9e-02
trial 50 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.8e-03 1.4e-02] wce = 1.9e-02
trial 51 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.5e-02 1.7e-02] wce = 1.9e-02
trial 52 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-02 1.9e-02] wce = 1.9e-02
trial 53 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-04 2.1e-03] wce = 1.9e-02
trial 54 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 1.3e-02] wce = 1.9e-02
trial 55 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 4.8e-03] wce = 1.9e-02
trial 56 time 17.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-03 3.2e-02] wce = 1.9e-02
trial 57 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-02 6.5e-03] wce = 1.8e-02
trial 58 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.8e-03 1.4e-02] wce = 1.9e-02
trial 59 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.4e-02 1.0e-02] wce = 1.9e-02
trial 60 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 3.9e-02] wce = 1.9e-02
trial 61 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 7.0e-03 2.3e-02] wce = 1.8e-02
trial 62 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-02 2.2e-02] wce = 1.9e-02
trial 63 time 17.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 1.2e-02] wce = 1.8e-02
trial 64 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 1.7e-02] wce = 1.9e-02
trial 65 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 7.5e-03] wce = 1.9e-02
trial 66 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-02 2.9e-02] wce = 1.8e-02
trial 67 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 2.0e-02] wce = 1.9e-02
trial 68 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.5e-04 1.5e-02] wce = 1.9e-02
trial 69 time 17.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-02 3.8e-02] wce = 2.0e-02
trial 70 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 9.8e-04 2.5e-02] wce = 2.0e-02
trial 71 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.2e-03 7.1e-03] wce = 1.8e-02
trial 72 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-02 1.9e-02] wce = 1.9e-02
trial 73 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-03 3.4e-03] wce = 1.9e-02
trial 74 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-03 1.4e-02] wce = 1.8e-02
trial 75 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 6.3e-03] wce = 1.8e-02
trial 76 time 17.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-03 1.4e-02] wce = 1.8e-02
trial 77 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.5e-05 2.0e-02] wce = 1.8e-02
trial 78 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.1e-03 1.6e-02] wce = 1.8e-02
trial 79 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-02 2.1e-02] wce = 1.9e-02
trial 80 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 8.4e-03 4.9e-03] wce = 1.9e-02
trial 81 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.4e-03 2.2e-02] wce = 1.9e-02
trial 82 time 17.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.1e-04 1.3e-02] wce = 1.8e-02
trial 83 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 1.0e-02] wce = 1.9e-02
trial 84 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-03 3.3e-02] wce = 1.9e-02
trial 85 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.6e-03 1.1e-02] wce = 1.9e-02
trial 86 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 1.6e-02] wce = 1.9e-02
trial 87 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.8e-03 3.5e-04] wce = 1.9e-02
trial 88 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 8.1e-03 6.6e-04] wce = 1.8e-02
trial 89 time 17.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-04 3.7e-03] wce = 1.9e-02
trial 90 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.8e-04 1.9e-02] wce = 1.9e-02
trial 91 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.5e-03 1.8e-02] wce = 1.9e-02
trial 92 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-02 2.6e-02] wce = 1.9e-02
trial 93 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 7.0e-03 1.5e-02] wce = 1.8e-02
trial 94 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-04 8.4e-03] wce = 1.8e-02
trial 95 time 17.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 1.5e-02] wce = 1.9e-02
trial 96 time 18.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-04 1.1e-02] wce = 1.8e-02
trial 97 time 18.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.2e-03 1.7e-02] wce = 1.9e-02
trial 98 time 18.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-03 2.5e-02] wce = 1.8e-02
trial 99 time 18.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-02 1.8e-02] wce = 1.9e-02
N = 1024
trial 0 time 18.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.0e-03 3.8e-03] wce = 1.2e-02
trial 1 time 18.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-03 1.1e-02] wce = 1.2e-02
trial 2 time 18.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 8.0e-03 7.8e-03] wce = 1.1e-02
trial 3 time 18.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 1.7e-03] wce = 1.1e-02
trial 4 time 18.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.6e-03 3.5e-04] wce = 1.1e-02
trial 5 time 18.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.5e-03 1.3e-03] wce = 1.2e-02
trial 6 time 18.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 4.1e-03] wce = 1.2e-02
trial 7 time 18.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.0e-03 2.1e-03] wce = 1.2e-02
trial 8 time 18.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-03 1.5e-03] wce = 1.2e-02
trial 9 time 18.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-03 8.3e-03] wce = 1.2e-02
trial 10 time 18.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.0e-03 7.3e-04] wce = 1.2e-02
trial 11 time 18.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-04 5.0e-04] wce = 1.2e-02
trial 12 time 18.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 1.6e-03] wce = 1.2e-02
trial 13 time 18.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-04 9.8e-03] wce = 1.2e-02
trial 14 time 18.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 4.1e-03] wce = 1.2e-02
trial 15 time 18.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.5e-03 1.3e-02] wce = 1.2e-02
trial 16 time 18.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.2e-03 4.2e-03] wce = 1.2e-02
trial 17 time 18.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.9e-03 3.4e-03] wce = 1.2e-02
trial 18 time 18.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 2.1e-04] wce = 1.2e-02
trial 19 time 18.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 7.5e-03] wce = 1.2e-02
trial 20 time 18.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.0e-03 6.7e-04] wce = 1.2e-02
trial 21 time 18.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 7.9e-03] wce = 1.2e-02
trial 22 time 18.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 3.3e-03] wce = 1.2e-02
trial 23 time 19.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.0e-03 9.0e-03] wce = 1.2e-02
trial 24 time 19.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.3e-03 9.2e-03] wce = 1.2e-02
trial 25 time 19.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 8.6e-03] wce = 1.2e-02
trial 26 time 19.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 8.6e-05] wce = 1.2e-02
trial 27 time 19.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.3e-03 4.2e-03] wce = 1.2e-02
trial 28 time 19.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.3e-03 1.4e-02] wce = 1.1e-02
trial 29 time 19.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.0e-04 2.1e-03] wce = 1.2e-02
trial 30 time 19.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-03 8.7e-03] wce = 1.2e-02
trial 31 time 19.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-03 1.1e-02] wce = 1.2e-02
trial 32 time 19.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.4e-05 1.3e-02] wce = 1.2e-02
trial 33 time 19.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.9e-03 8.3e-03] wce = 1.2e-02
trial 34 time 19.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-03 1.7e-02] wce = 1.2e-02
trial 35 time 19.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-03 2.2e-03] wce = 1.1e-02
trial 36 time 19.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 2.2e-02] wce = 1.2e-02
trial 37 time 19.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.3e-03 1.9e-03] wce = 1.2e-02
trial 38 time 19.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.7e-03 6.8e-03] wce = 1.2e-02
trial 39 time 19.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.8e-04 9.2e-03] wce = 1.2e-02
trial 40 time 19.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-03 2.1e-03] wce = 1.2e-02
trial 41 time 19.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.4e-03 1.0e-02] wce = 1.1e-02
trial 42 time 19.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.3e-04 1.4e-02] wce = 1.2e-02
trial 43 time 19.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.8e-03 8.8e-03] wce = 1.2e-02
trial 44 time 19.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 3.1e-03] wce = 1.2e-02
trial 45 time 19.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 2.3e-02] wce = 1.2e-02
trial 46 time 19.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 7.4e-03] wce = 1.2e-02
trial 47 time 19.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.9e-03 4.8e-03] wce = 1.2e-02
trial 48 time 19.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 6.3e-03 1.1e-02] wce = 1.2e-02
trial 49 time 20.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.5e-03 2.1e-04] wce = 1.2e-02
trial 50 time 20.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.9e-03 8.0e-03] wce = 1.2e-02
trial 51 time 20.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 1.8e-03] wce = 1.2e-02
trial 52 time 20.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 4.3e-03 4.1e-03] wce = 1.2e-02
trial 53 time 20.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-03 3.2e-03] wce = 1.2e-02
trial 54 time 20.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 3.4e-03] wce = 1.2e-02
trial 55 time 20.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-03 6.6e-03] wce = 1.2e-02
trial 56 time 20.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-03 6.1e-03] wce = 1.2e-02
trial 57 time 20.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-04 6.3e-03] wce = 1.2e-02
trial 58 time 20.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.0e-04 1.4e-03] wce = 1.2e-02
trial 59 time 20.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 7.7e-03 1.6e-03] wce = 1.1e-02
trial 60 time 20.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-03 8.3e-03] wce = 1.2e-02
trial 61 time 20.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.1e-03 7.3e-03] wce = 1.2e-02
trial 62 time 20.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.8e-03 6.7e-03] wce = 1.2e-02
trial 63 time 20.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.1e-03 7.6e-03] wce = 1.2e-02
trial 64 time 20.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-04 6.2e-03] wce = 1.2e-02
trial 65 time 20.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 1.8e-03] wce = 1.2e-02
trial 66 time 20.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.4e-03 9.7e-03] wce = 1.2e-02
trial 67 time 20.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.3e-04 6.7e-03] wce = 1.2e-02
trial 68 time 20.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.6e-03 9.7e-03] wce = 1.2e-02
trial 69 time 20.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 6.6e-03] wce = 1.2e-02
trial 70 time 20.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-03 1.2e-04] wce = 1.2e-02
trial 71 time 20.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 4.5e-03] wce = 1.2e-02
trial 72 time 20.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-04 2.7e-02] wce = 1.2e-02
trial 73 time 21.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.9e-04 1.1e-03] wce = 1.2e-02
trial 74 time 21.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-03 9.6e-03] wce = 1.2e-02
trial 75 time 21.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 9.8e-03] wce = 1.1e-02
trial 76 time 21.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.0e-03 2.3e-03] wce = 1.2e-02
trial 77 time 21.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-04 2.0e-03] wce = 1.1e-02
trial 78 time 21.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-03 2.8e-03] wce = 1.2e-02
trial 79 time 21.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-04 1.1e-02] wce = 1.2e-02
trial 80 time 21.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.1e-03 2.8e-03] wce = 1.2e-02
trial 81 time 21.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-04 3.8e-04] wce = 1.2e-02
trial 82 time 21.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-03 1.9e-04] wce = 1.2e-02
trial 83 time 21.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.7e-03 5.5e-06] wce = 1.2e-02
trial 84 time 21.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 1.0e-02] wce = 1.2e-02
trial 85 time 21.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.0e-03 8.1e-03] wce = 1.2e-02
trial 86 time 21.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.5e-03 1.6e-02] wce = 1.2e-02
trial 87 time 21.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.1e-04 6.5e-03] wce = 1.2e-02
trial 88 time 21.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.5e-03 4.3e-04] wce = 1.2e-02
trial 89 time 21.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-04 9.9e-03] wce = 1.2e-02
trial 90 time 21.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.6e-03 1.9e-03] wce = 1.2e-02
trial 91 time 21.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 4.7e-03 3.6e-03] wce = 1.2e-02
trial 92 time 21.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.7e-03 2.9e-03] wce = 1.2e-02
trial 93 time 21.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.1e-03 1.7e-02] wce = 1.2e-02
trial 94 time 21.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.5e-04 2.2e-03] wce = 1.2e-02
trial 95 time 21.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.2e-03 2.0e-04] wce = 1.2e-02
trial 96 time 21.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-03 5.1e-03] wce = 1.2e-02
trial 97 time 22.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.2e-03 2.0e-05] wce = 1.2e-02
trial 98 time 22.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.7e-03 1.2e-02] wce = 1.2e-02
trial 99 time 22.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.0e-03 2.0e-03] wce = 1.2e-02
N = 2048
trial 0 time 22.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 6.1e-04 2.1e-03] wce = 7.2e-03
trial 1 time 22.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.5e-03 7.1e-03] wce = 7.5e-03
trial 2 time 22.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 5.2e-03] wce = 7.3e-03
trial 3 time 22.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.5e-05 5.5e-03] wce = 7.3e-03
trial 4 time 22.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.4e-04 3.4e-03] wce = 7.3e-03
trial 5 time 23.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.6e-04 2.1e-03] wce = 7.3e-03
trial 6 time 23.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 3.8e-03] wce = 7.4e-03
trial 7 time 23.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.8e-04 4.2e-03] wce = 7.3e-03
trial 8 time 23.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 2.2e-03] wce = 7.2e-03
trial 9 time 23.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.1e-04 1.7e-03] wce = 7.2e-03
trial 10 time 23.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.8e-03 3.8e-03] wce = 7.3e-03
trial 11 time 23.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 8.0e-04] wce = 7.4e-03
trial 12 time 24.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.7e-04 2.1e-03] wce = 7.4e-03
trial 13 time 24.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.2e-03 5.5e-03] wce = 7.3e-03
trial 14 time 24.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-03 8.3e-04] wce = 7.3e-03
trial 15 time 24.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.7e-04 1.3e-02] wce = 7.4e-03
trial 16 time 24.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.0e-04 6.6e-04] wce = 7.4e-03
trial 17 time 24.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-03 2.6e-03] wce = 7.4e-03
trial 18 time 24.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.0e-04 2.3e-03] wce = 7.4e-03
trial 19 time 25.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.6e-04 2.9e-03] wce = 7.3e-03
trial 20 time 25.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.1e-03 1.0e-03] wce = 7.5e-03
trial 21 time 25.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 7.5e-03] wce = 7.2e-03
trial 22 time 25.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-04 3.4e-04] wce = 7.4e-03
trial 23 time 25.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.3e-03 1.2e-03] wce = 7.4e-03
trial 24 time 25.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.3e-03 3.7e-03] wce = 7.3e-03
trial 25 time 25.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.3e-03 1.6e-03] wce = 7.2e-03
trial 26 time 26.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 2.4e-04] wce = 7.3e-03
trial 27 time 26.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.5e-03 1.2e-03] wce = 7.3e-03
trial 28 time 26.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.6e-04 6.6e-03] wce = 7.3e-03
trial 29 time 26.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.8e-04 4.5e-05] wce = 7.3e-03
trial 30 time 26.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.2e-03 4.1e-03] wce = 7.2e-03
trial 31 time 26.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.7e-04 2.7e-03] wce = 7.4e-03
trial 32 time 26.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.1e-05 7.0e-04] wce = 7.4e-03
trial 33 time 27.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-03 1.7e-03] wce = 7.3e-03
trial 34 time 27.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 3.7e-04] wce = 7.4e-03
trial 35 time 27.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 3.3e-03] wce = 7.3e-03
trial 36 time 27.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 9.3e-05 9.7e-03] wce = 7.2e-03
trial 37 time 27.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 2.9e-03] wce = 7.3e-03
trial 38 time 27.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.8e-04 5.6e-03] wce = 7.2e-03
trial 39 time 27.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.2e-03 5.3e-03] wce = 7.5e-03
trial 40 time 27.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.4e-04 7.4e-03] wce = 7.5e-03
trial 41 time 28.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.0e-03 4.2e-03] wce = 7.4e-03
trial 42 time 28.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.4e-04 6.0e-04] wce = 7.3e-03
trial 43 time 28.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 3.8e-03] wce = 7.2e-03
trial 44 time 28.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 9.7e-04 3.7e-03] wce = 7.2e-03
trial 45 time 28.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.8e-03 3.1e-03] wce = 7.3e-03
trial 46 time 28.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.0e-03 9.4e-04] wce = 7.4e-03
trial 47 time 28.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-04 9.0e-04] wce = 7.3e-03
trial 48 time 29.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.5e-03 2.1e-04] wce = 7.5e-03
trial 49 time 29.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-03 1.2e-03] wce = 7.3e-03
trial 50 time 29.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.3e-04 4.2e-03] wce = 7.2e-03
trial 51 time 29.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.5e-03 1.9e-03] wce = 7.4e-03
trial 52 time 29.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.5e-04 2.0e-03] wce = 7.4e-03
trial 53 time 29.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.8e-04 3.9e-03] wce = 7.3e-03
trial 54 time 29.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-03 4.8e-03] wce = 7.3e-03
trial 55 time 30.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.2e-03 4.0e-03] wce = 7.4e-03
trial 56 time 30.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.8e-03 2.1e-03] wce = 7.5e-03
trial 57 time 30.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.0e-03 6.5e-03] wce = 7.2e-03
trial 58 time 30.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.9e-03 3.2e-03] wce = 7.5e-03
trial 59 time 30.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 7.5e-05 2.3e-03] wce = 7.3e-03
trial 60 time 30.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 2.4e-03] wce = 7.3e-03
trial 61 time 30.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 2.2e-04 7.2e-03] wce = 7.3e-03
trial 62 time 30.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 3.8e-03] wce = 7.3e-03
trial 63 time 31.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 5.6e-03 1.7e-03] wce = 7.3e-03
trial 64 time 31.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.6e-03 5.6e-04] wce = 7.3e-03
trial 65 time 31.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-04 5.2e-03] wce = 7.2e-03
trial 66 time 31.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-03 2.6e-03] wce = 7.3e-03
trial 67 time 31.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.4e-04 9.5e-04] wce = 7.3e-03
trial 68 time 31.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 6.1e-04 1.7e-03] wce = 7.2e-03
trial 69 time 31.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.6e-04 7.4e-04] wce = 7.4e-03
trial 70 time 32.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 6.5e-04] wce = 7.5e-03
trial 71 time 32.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 1.1e-04] wce = 7.3e-03
trial 72 time 32.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 7.8e-04 1.0e-02] wce = 7.4e-03
trial 73 time 32.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-03 3.0e-03] wce = 7.4e-03
trial 74 time 32.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 7.9e-05 7.5e-03] wce = 7.3e-03
trial 75 time 32.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.8e-05 3.2e-03] wce = 7.3e-03
trial 76 time 32.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.7e-03 1.6e-03] wce = 7.5e-03
trial 77 time 33.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 2.5e-03] wce = 7.1e-03
trial 78 time 33.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.4e-03 6.3e-03] wce = 7.4e-03
trial 79 time 33.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 5.9e-04 8.9e-03] wce = 7.4e-03
trial 80 time 33.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 2.4e-03 3.4e-03] wce = 7.3e-03
trial 81 time 33.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.1e-03 8.2e-04] wce = 7.2e-03
trial 82 time 33.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 3.8e-03 3.2e-03] wce = 7.3e-03
trial 83 time 33.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-04 2.1e-03] wce = 7.4e-03
trial 84 time 34.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 5.6e-04 8.2e-03] wce = 7.4e-03
trial 85 time 34.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 6.5e-04 3.3e-03] wce = 7.3e-03
trial 86 time 34.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.4e-03 9.1e-03] wce = 7.4e-03
trial 87 time 34.4 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.4e-03 7.4e-04] wce = 7.4e-03
trial 88 time 34.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 1.1e-03 4.0e-03] wce = 7.3e-03
trial 89 time 34.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 4.2e-04 4.2e-03] wce = 7.3e-03
trial 90 time 34.8 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 8.0e-04 4.0e-03] wce = 7.3e-03
trial 91 time 34.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.7e-03 3.3e-03] wce = 7.4e-03
trial 92 time 35.1 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.3e-03 3.8e-03] wce = 7.3e-03
trial 93 time 35.2 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.7e-04 1.1e-02] wce = 7.2e-03
trial 94 time 35.3 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [2.2e-16 1.4e-03 1.8e-03] wce = 7.5e-03
trial 95 time 35.5 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 3.4e-04 3.1e-03] wce = 7.3e-03
trial 96 time 35.6 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [1.1e-16 2.7e-03 1.8e-03] wce = 7.3e-03
trial 97 time 35.7 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 3.0e-03 1.5e-03] wce = 7.3e-03
trial 98 time 35.9 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.6e-03 6.7e-03] wce = 7.3e-03
trial 99 time 36.0 Tk_hat = [1.0e+00 6.0e+00 1.2e+01] error = [0.0e+00 1.9e-03 1.2e-04] wce = 7.4e-03
In [6]:
Copied!
data = {
"names": [key for key,*_ in genf_ld_optw_decomp],
"Tk_hats": Tk_hats,
"errors": errors,
"wces": wces,
"n": n,
"nu": nu,
"d": d,
"r": r,
"s": s,
"N": N,
"nu_str": kernel.nu_str,
"p": p,
"body": body,
}
data["delta"] = delta
data["m"] = m
torch.save(data,"./out/data/IV.n%d.d%d.nu%s.pt"%(n,d,nu))
data = {
"names": [key for key,*_ in genf_ld_optw_decomp],
"Tk_hats": Tk_hats,
"errors": errors,
"wces": wces,
"n": n,
"nu": nu,
"d": d,
"r": r,
"s": s,
"N": N,
"nu_str": kernel.nu_str,
"p": p,
"body": body,
}
data["delta"] = delta
data["m"] = m
torch.save(data,"./out/data/IV.n%d.d%d.nu%s.pt"%(n,d,nu))
In [7]:
Copied!
TK_hats_means = Tk_hats.mean(-2)
fig,ax = pyplot.subplots(nrows=1,ncols=p,figsize=(MPLP["PW"],MPLP["PW"]/p),sharex=True,sharey=False)
for i,(key,*_) in enumerate(genf_ld_optw_decomp):
for k in range(1,p+1):
ax[k-1].plot(N,TK_hats_means[i,:,k],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i],label=key if k==1 else None)
for k in range(1,p+1):
ax[k-1].set_xscale("log",base=2)
ax[k-1].set_xlabel(r"$N$")
ax[k-1].set_title(r"$V_{%d}$"%k)
fig.legend(frameon=False,ncols=4,loc="lower center",bbox_to_anchor=(.5,-.1))
assert s==np.inf or s%1 in [0,1/2]
if s==np.inf:
s_str = r"\infty"
elif s%1==0:
s_str = r"%d"%s
elif s%1==1/2:
s_str = r"%d/2"%(2*s)
fig.suptitle(r"Approx chordal Matérn "+kernel.nu_str+r", $s = %s$"%s_str+r", $d=%d$"%d+r", $s/d = %.2f$"%(s/d))
fig.tight_layout()
# fig.savefig("./out/Vk.approx.%s.n%d.d%d.nu%s.png"%(body,n,d,nu),bbox_inches="tight")
TK_hats_means = Tk_hats.mean(-2)
fig,ax = pyplot.subplots(nrows=1,ncols=p,figsize=(MPLP["PW"],MPLP["PW"]/p),sharex=True,sharey=False)
for i,(key,*_) in enumerate(genf_ld_optw_decomp):
for k in range(1,p+1):
ax[k-1].plot(N,TK_hats_means[i,:,k],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i],label=key if k==1 else None)
for k in range(1,p+1):
ax[k-1].set_xscale("log",base=2)
ax[k-1].set_xlabel(r"$N$")
ax[k-1].set_title(r"$V_{%d}$"%k)
fig.legend(frameon=False,ncols=4,loc="lower center",bbox_to_anchor=(.5,-.1))
assert s==np.inf or s%1 in [0,1/2]
if s==np.inf:
s_str = r"\infty"
elif s%1==0:
s_str = r"%d"%s
elif s%1==1/2:
s_str = r"%d/2"%(2*s)
fig.suptitle(r"Approx chordal Matérn "+kernel.nu_str+r", $s = %s$"%s_str+r", $d=%d$"%d+r", $s/d = %.2f$"%(s/d))
fig.tight_layout()
# fig.savefig("./out/Vk.approx.%s.n%d.d%d.nu%s.png"%(body,n,d,nu),bbox_inches="tight")
In [8]:
Copied!
errors_mean = errors.mean(-2)
wces_means = wces.mean(-1)
fig,ax = pyplot.subplots(nrows=1,ncols=p,figsize=(MPLP["PW"],MPLP["PW"]/p),sharex=True,sharey=False)
for i,(key,*_) in enumerate(genf_ld_optw_decomp):
for k in range(1,p+1):
ax[k-1].plot(N,errors_mean[i,:,k],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i],label=key+" ~ approx error" if k==1 else None)
ax[k-1].plot(N,wces_means[i],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i+len(genf_ld_optw_decomp)],label=key+ " ~ WCE" if k==1 else None,linestyle="dotted")
for k in range(1,p+1):
ax[k-1].set_xscale("log",base=2)
ax[k-1].set_yscale("log",base=10)
ax[k-1].set_xlabel(r"$N$")
ax[k-1].set_title(r"$V_{%d}$"%k)
xmin,xmax = ax[k-1].get_xlim()
ymin,ymax = ax[k-1].get_ylim()
ax[k-1].set_xlim([xmin,xmax])
ax[k-1].set_ylim([ymin,ymax])
ax[k-1].axline([xmin,ymax],[2*xmin,2**(-1/2)*ymax],color="k",alpha=0.5,linestyle="dashed",label=r"$\mathcal{O}(n^{-1/2})$" if k==1 else None)
ax[k-1].axline([xmin,ymax],[2*xmin,2**(-s/d)*ymax],color="k",alpha=0.5,linestyle="dotted",label=r"$\mathcal{O}(n^{-s/d})$" if k==1 else None)
fig.legend(frameon=False,ncols=3,loc="lower center",bbox_to_anchor=(.5,-.1))
assert s==np.inf or s%1 in [0,1/2]
if s==np.inf:
s_str = r"\infty"
elif s%1==0:
s_str = r"%d"%s
elif s%1==1/2:
s_str = r"%d/2"%(2*s)
fig.suptitle(r"Intrinsic Volume WCEs and approx errors: Matérn(%s)"%kernel.nu_str+r", $s = %s$"%s_str+r", $d=%d$"%d+r", $s/d = %.2f$"%(s/d))
fig.tight_layout()
fig.savefig("./out/Tk.error.%s.n%d.d%d.nu%s.png"%(body,n,d,nu),bbox_inches="tight")
errors_mean = errors.mean(-2)
wces_means = wces.mean(-1)
fig,ax = pyplot.subplots(nrows=1,ncols=p,figsize=(MPLP["PW"],MPLP["PW"]/p),sharex=True,sharey=False)
for i,(key,*_) in enumerate(genf_ld_optw_decomp):
for k in range(1,p+1):
ax[k-1].plot(N,errors_mean[i,:,k],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i],label=key+" ~ approx error" if k==1 else None)
ax[k-1].plot(N,wces_means[i],color=MPLP["COLORS"][i],marker=MPLP["MARKERS"][i+len(genf_ld_optw_decomp)],label=key+ " ~ WCE" if k==1 else None,linestyle="dotted")
for k in range(1,p+1):
ax[k-1].set_xscale("log",base=2)
ax[k-1].set_yscale("log",base=10)
ax[k-1].set_xlabel(r"$N$")
ax[k-1].set_title(r"$V_{%d}$"%k)
xmin,xmax = ax[k-1].get_xlim()
ymin,ymax = ax[k-1].get_ylim()
ax[k-1].set_xlim([xmin,xmax])
ax[k-1].set_ylim([ymin,ymax])
ax[k-1].axline([xmin,ymax],[2*xmin,2**(-1/2)*ymax],color="k",alpha=0.5,linestyle="dashed",label=r"$\mathcal{O}(n^{-1/2})$" if k==1 else None)
ax[k-1].axline([xmin,ymax],[2*xmin,2**(-s/d)*ymax],color="k",alpha=0.5,linestyle="dotted",label=r"$\mathcal{O}(n^{-s/d})$" if k==1 else None)
fig.legend(frameon=False,ncols=3,loc="lower center",bbox_to_anchor=(.5,-.1))
assert s==np.inf or s%1 in [0,1/2]
if s==np.inf:
s_str = r"\infty"
elif s%1==0:
s_str = r"%d"%s
elif s%1==1/2:
s_str = r"%d/2"%(2*s)
fig.suptitle(r"Intrinsic Volume WCEs and approx errors: Matérn(%s)"%kernel.nu_str+r", $s = %s$"%s_str+r", $d=%d$"%d+r", $s/d = %.2f$"%(s/d))
fig.tight_layout()
fig.savefig("./out/Tk.error.%s.n%d.d%d.nu%s.png"%(body,n,d,nu),bbox_inches="tight")
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wces_df = pd.DataFrame(wces.mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
wces_df['N'] = N
wces_df = wces_df.set_index('N')
print(r"WCEs")
wces_df
wces_df = pd.DataFrame(wces.mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
wces_df['N'] = N
wces_df = wces_df.set_index('N')
print(r"WCEs")
wces_df
WCEs
Out[9]:
| IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$ | IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$ | |
|---|---|---|
| N | ||
| 4 | 0.387621 | 0.379848 |
| 8 | 0.278088 | 0.262628 |
| 16 | 0.195409 | 0.172350 |
| 32 | 0.136307 | 0.111694 |
| 64 | 0.096670 | 0.072276 |
| 128 | 0.069413 | 0.046504 |
| 256 | 0.047775 | 0.029532 |
| 512 | 0.034263 | 0.018724 |
| 1024 | 0.024418 | 0.011767 |
| 2048 | 0.017133 | 0.007330 |
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for k in range(1,p+1):
Tk_hats_df_k = pd.DataFrame(Tk_hats[...,k].mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
Tk_hats_df_k['N'] = N
Tk_hats_df_k = Tk_hats_df_k.set_index('N')
print(r"Tk_hats for k=%d with true value %.5e"%(k,Tk_true[k]))
display(Tk_hats_df_k);
for k in range(1,p+1):
Tk_hats_df_k = pd.DataFrame(Tk_hats[...,k].mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
Tk_hats_df_k['N'] = N
Tk_hats_df_k = Tk_hats_df_k.set_index('N')
print(r"Tk_hats for k=%d with true value %.5e"%(k,Tk_true[k]))
display(Tk_hats_df_k);
Tk_hats for k=1 with true value 6.00000e+00
| IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$ | IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$ | |
|---|---|---|
| N | ||
| 4 | 5.996000 | 5.995754 |
| 8 | 6.001715 | 6.010632 |
| 16 | 5.986931 | 5.999759 |
| 32 | 5.987336 | 5.993912 |
| 64 | 5.998762 | 6.001336 |
| 128 | 5.997546 | 6.002302 |
| 256 | 6.003359 | 6.002636 |
| 512 | 5.999174 | 6.000291 |
| 1024 | 5.998635 | 6.000112 |
| 2048 | 6.000008 | 6.000245 |
Tk_hats for k=2 with true value 1.20000e+01
| IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$ | IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$ | |
|---|---|---|
| N | ||
| 4 | 11.953832 | 11.928484 |
| 8 | 11.978978 | 11.957213 |
| 16 | 12.003279 | 12.007293 |
| 32 | 11.979726 | 11.984077 |
| 64 | 11.982009 | 11.987063 |
| 128 | 11.979473 | 11.992405 |
| 256 | 11.990913 | 11.996985 |
| 512 | 11.993738 | 11.998863 |
| 1024 | 11.995521 | 12.000503 |
| 2048 | 11.997203 | 12.000000 |
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for k in range(1,p+1):
errors_df_k = pd.DataFrame(errors[...,k].mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
errors_df_k['N'] = N
errors_df_k = errors_df_k.set_index('N')
print(r"errors for k=%d"%k)
display(errors_df_k);
for k in range(1,p+1):
errors_df_k = pd.DataFrame(errors[...,k].mean(-1).T,columns=[name for (name,*_) in genf_ld_optw_decomp])
errors_df_k['N'] = N
errors_df_k = errors_df_k.set_index('N')
print(r"errors for k=%d"%k)
display(errors_df_k);
errors for k=1
| IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$ | IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$ | |
|---|---|---|
| N | ||
| 4 | 0.224501 | 0.233951 |
| 8 | 0.170078 | 0.180742 |
| 16 | 0.113621 | 0.107010 |
| 32 | 0.078298 | 0.069546 |
| 64 | 0.056174 | 0.040525 |
| 128 | 0.041778 | 0.024593 |
| 256 | 0.029538 | 0.013832 |
| 512 | 0.022281 | 0.006268 |
| 1024 | 0.016813 | 0.003096 |
| 2048 | 0.011300 | 0.001360 |
errors for k=2
| IID $\mathcal{X}$ ~ Equal $\boldsymbol{w}$ | IID $\mathcal{X}$ ~ Opt $\boldsymbol{w}$ | |
|---|---|---|
| N | ||
| 4 | 0.493847 | 0.506488 |
| 8 | 0.301307 | 0.316449 |
| 16 | 0.241716 | 0.257155 |
| 32 | 0.177972 | 0.160337 |
| 64 | 0.120802 | 0.090533 |
| 128 | 0.082619 | 0.049783 |
| 256 | 0.056576 | 0.026950 |
| 512 | 0.043684 | 0.015385 |
| 1024 | 0.030456 | 0.006145 |
| 2048 | 0.018682 | 0.003401 |
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