Note

Go to the end to download the full example code

Solving positive definite linear systems

This benchmark compares the performances of KeOps versus Numpy and Pytorch on a inverse matrix operation. It uses the functions torch.KernelSolve (see also here) and numpy.KernelSolve (see also here).

In a nutshell, given \(x \in\mathbb R^{N\times D}\) and \(b \in \mathbb R^{N\times D_v}\), we compute \(a \in \mathbb R^{N\times D_v}\) so that

\[b = (\alpha\operatorname{Id} + K_{x,x}) a \quad \Leftrightarrow \quad a = (\alpha\operatorname{Id}+ K_{x,x})^{-1} b\]

where \(K_{x,x} = \Big[\exp(-\|x_i -x_j\|^2 / \sigma^2)\Big]_{i,j=1}^N\). The method is based on a conjugate gradient scheme. The benchmark tests various values of \(N \in [10, \cdots,10^6]\).

Note

In this demo, we implement the linear operator \(K_xx\) using a bruteforce implementation and do not leverage any multiscale or low-rank (Nystroem/multipole) decomposition of the Kernel matrix. Going further, advanced strategies and solvers are now available through the GPyTorch and Falkon libraries, which rely on a KeOps backend whenever relevant.

Setup

Standard imports:

import numpy as np
import torch
from matplotlib import pyplot as plt

from scipy.sparse import diags
from scipy.sparse.linalg import aslinearoperator, cg
from scipy.sparse.linalg.interface import IdentityOperator

from pykeops.numpy import KernelSolve as KernelSolve_np, LazyTensor
from pykeops.torch import KernelSolve
from pykeops.torch.utils import squared_distances as sqdist_torch
from pykeops.numpy.utils import squared_distances as sqdist_np

from benchmark_utils import flatten, random_normal, unit_tensor, full_benchmark

use_cuda = torch.cuda.is_available()

if torch.__version__ >= "1.8":
    torchsolve = lambda A, B: torch.linalg.solve(A, B)
else:
    torchsolve = lambda A, B: torch.solve(B, A)[0]

/home/code/keops/pykeops/pykeops/benchmarks/plot_benchmark_invkernel.py:40: DeprecationWarning:

`scipy.sparse.linalg.interface.IdentityOperator` is deprecated along with the `scipy.sparse.linalg.interface` namespace. `scipy.sparse.linalg.interface.IdentityOperator` will be removed in SciPy 1.14.0, and the `scipy.sparse.linalg.interface` namespace will be removed in SciPy 2.0.0.

Benchmark specifications:

D = 3  # Let's do this in 3D
Dv = 1  # Dimension of the vectors (= number of linear problems to solve)

# Numbers of samples that we'll loop upon:
problem_sizes = flatten(
    [[1 * 10**k, 2 * 10**k, 5 * 10**k] for k in [1, 2, 3, 4, 5]] + [[10**6]]
)
D = 3  # We work with 3D points
Dv = 1  # and solve one problem at a time.

Create some random input data:

def generate_samples(N, device="cuda", lang="torch", **kwargs):
    """Generates a point cloud x, a scalar signal b of size N and two regularization parameters.

    Args:
        N (int): number of point.
        device (str, optional): "cuda", "cpu", etc. Defaults to "cuda".
        lang (str, optional): "torch", "numpy", etc. Defaults to "torch".

    Returns:
        3-uple of arrays: x, y, b
    """
    randn = random_normal(device=device, lang=lang)
    ones = unit_tensor(device=device, lang=lang)

    x = randn((N, D))
    b = randn((N, Dv))
    gamma = ones((1,)) / (2 * 0.01**2)  # kernel bandwidth
    alpha = ones((1,)) * 0.8  # regularization
    return x, b, gamma, alpha

KeOps kernel

Define a Gaussian RBF kernel:

formula = "Exp(- g * SqDist(x,y)) * a"
aliases = [
    "x = Vi(" + str(D) + ")",  # First arg:  i-variable of size D
    "y = Vj(" + str(D) + ")",  # Second arg: j-variable of size D
    "a = Vj(" + str(Dv) + ")",  # Third arg:  j-variable of size Dv
    "g = Pm(1)",
]  # Fourth arg: scalar parameter

Note

This operator uses a conjugate gradient solver and assumes that formula defines a symmetric, positive and definite linear reduction with respect to the alias "a" specified trough the third argument.

Define the Kernel solver, with a ridge regularization alpha:

def Kinv_keops(x, b, gamma, alpha, **kwargs):
    Kinv = KernelSolve(formula, aliases, "a", axis=1)
    res = Kinv(x, x, b, gamma, alpha=alpha)
    return res


def Kinv_keops_numpy(x, b, gamma, alpha, **kwargs):
    Kinv = KernelSolve_np(formula, aliases, "a", axis=1, dtype="float32")
    res = Kinv(x, x, b, gamma, alpha=alpha)
    return res


def Kinv_scipy(x, b, gamma, alpha, **kwargs):
    x_i = LazyTensor(np.sqrt(gamma) * x[:, None, :])
    y_j = LazyTensor(np.sqrt(gamma) * x[None, :, :])

    K_ij = (-((x_i - y_j) ** 2).sum(2)).exp()

    A = aslinearoperator(diags(alpha * np.ones(x.shape[0]))) + aslinearoperator(K_ij)
    A.dtype = np.dtype("float32")
    res = cg(A, b)
    return res

Define the same Kernel solver, using a tensorized implementation:

def Kinv_pytorch(x, b, gamma, alpha, **kwargs):
    K_xx = alpha * torch.eye(x.shape[0], device=x.get_device()) + torch.exp(
        -gamma * sqdist_torch(x, x)
    )
    res = torchsolve(K_xx, b)
    return res


def Kinv_numpy(x, b, gamma, alpha, **kwargs):
    K_xx = alpha * np.eye(x.shape[0]) + np.exp(-gamma * sqdist_np(x, x))
    res = np.linalg.solve(K_xx, b)
    return res

Run the benchmark

routines = [
    (Kinv_numpy, "NumPy", {"lang": "numpy"}),
    (Kinv_pytorch, "PyTorch", {}),
    (Kinv_keops_numpy, "NumPy + KeOps", {"lang": "numpy"}),
    (Kinv_keops, "PyTorch + KeOps", {}),
    (Kinv_scipy, "Scipy + KeOps", {"lang": "numpy"}),
]
full_benchmark(
    "Inverse radial kernel matrix",
    routines,
    generate_samples,
    problem_sizes=problem_sizes,
    max_time=1,
)

plt.show()
Inverse radial kernel matrix
Benchmarking : Inverse radial kernel matrix ===============================
NumPy -------------
  1x100 loops of size   10 :   1x100x  44.1 µs
  1x100 loops of size   20 :   1x100x  54.8 µs
  1x100 loops of size   50 :   1x100x  92.9 µs
  1x100 loops of size  100 :   1x100x 206.3 µs
  1x100 loops of size  200 :   1x100x 497.2 µs
  1x100 loops of size  500 :   1x100x   2.5 ms
  1x100 loops of size   1 k:   1x100x  11.0 ms
  1x 10 loops of size   2 k:   1x 10x  70.5 ms
  1x 10 loops of size   5 k:   1x 10x 709.4 ms
  1x  1 loops of size  10 k:   1x  1x    4.5 s
** Too slow!
PyTorch -------------
  1x100 loops of size   10 :   1x100x 344.5 µs
  1x100 loops of size   20 :   1x100x 360.6 µs
  1x100 loops of size   50 :   1x100x 424.9 µs
  1x100 loops of size  100 :   1x100x 543.4 µs
  1x100 loops of size  200 :   1x100x 753.0 µs
  1x100 loops of size  500 :   1x100x   1.5 ms
  1x100 loops of size   1 k:   1x100x   2.9 ms
  1x100 loops of size   2 k:   1x100x   6.7 ms
  1x100 loops of size   5 k:   1x100x  25.0 ms
  1x 10 loops of size  10 k:   1x 10x  85.2 ms
  1x 10 loops of size  20 k:   1x 10x 409.1 ms
  1x  1 loops of size  50 k:   1x  1x    4.9 s
** Too slow!
NumPy + KeOps -------------
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   10 :   1x100x 194.4 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   20 :   1x100x 193.4 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
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[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   50 :   1x100x 320.0 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size  100 :   1x100x 196.8 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size  200 :   1x100x 337.7 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size  500 :   1x100x 654.5 µs
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   1 k:   1x100x   1.6 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   2 k:   1x100x   2.2 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size   5 k:   1x100x   3.6 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size  10 k:   1x100x   7.0 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x100 loops of size  20 k:   1x100x  13.3 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x 10 loops of size  50 k:   1x 10x  72.7 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x 10 loops of size 100 k:   1x 10x 237.8 ms
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
[pyKeOps] Warning : keyword argument dtype in KernelSolve is deprecated ; argument is ignored.
  1x  1 loops of size 200 k:   1x  1x    1.1 s
** Too slow!
PyTorch + KeOps -------------
  1x100 loops of size   10 :   1x100x 340.8 µs
  1x100 loops of size   20 :   1x100x 339.8 µs
  1x100 loops of size   50 :   1x100x 339.4 µs
  1x100 loops of size  100 :   1x100x 339.5 µs
  1x100 loops of size  200 :   1x100x 346.2 µs
  1x100 loops of size  500 :   1x100x 573.9 µs
  1x100 loops of size   1 k:   1x100x 615.2 µs
  1x100 loops of size   2 k:   1x100x   1.5 ms
  1x100 loops of size   5 k:   1x100x   2.9 ms
  1x100 loops of size  10 k:   1x100x   4.9 ms
  1x100 loops of size  20 k:   1x100x   9.1 ms
  1x100 loops of size  50 k:   1x100x  43.7 ms
  1x 10 loops of size 100 k:   1x 10x 160.5 ms
  1x  1 loops of size 200 k:   1x  1x 607.3 ms
  1x  1 loops of size 500 k:   1x  1x    4.3 s
** Too slow!
Scipy + KeOps -------------
  1x100 loops of size   10 :   1x100x 416.7 µs
  1x100 loops of size   20 :   1x100x 401.8 µs
  1x100 loops of size   50 :   1x100x 405.8 µs
  1x100 loops of size  100 :   1x100x 652.1 µs
  1x100 loops of size  200 :   1x100x   1.2 ms
  1x100 loops of size  500 :   1x100x   1.5 ms
  1x100 loops of size   1 k:   1x100x   2.2 ms
  1x100 loops of size   2 k:   1x100x   2.8 ms
  1x100 loops of size   5 k:   1x100x   4.5 ms
  1x100 loops of size  10 k:   1x100x   7.4 ms
  1x100 loops of size  20 k:   1x100x  13.8 ms
  1x 10 loops of size  50 k:   1x 10x  61.6 ms
  1x 10 loops of size 100 k:   1x 10x 197.2 ms
  1x  1 loops of size 200 k:   1x  1x 838.0 ms
  1x  1 loops of size 500 k:   1x  1x    6.2 s
** Too slow!

Total running time of the script: (1 minutes 26.153 seconds)

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