Я новичок в Python и Pymc3. Я пытаюсь воспроизвести пример линейной регрессии, приведенный на сайте документа PYMC3 https://docs.pymc.io/notebooks/getting_started.html#A-Motivating-Example:-Linear-Regression. Я использую anaconda 5.2, python 3.6.5 в Windows 10. Это также приводит к зависанию моей консоли и исчезновению командной строки.
Может кто-нибудь помочь мне понять эту ошибку?
import numpy as np
import matplotlib.pyplot as plt
# Initialize random number generator
np.random.seed(123)
# True parameter values
alpha, sigma = 1, 1
beta = [1, 2.5]
# Size of dataset
size = 100
# Predictor variable
X1 = np.random.randn(size)
X2 = np.random.randn(size) * 0.2
# Simulate outcome variable
Y = alpha + beta[0]*X1 + beta[1]*X2 + np.random.randn(size)*sigma
import pymc3 as pm
print('Running on PyMC3 v{}'.format(pm.__version__))
basic_model = pm.Model()
with basic_model:
# Priors for unknown model parameters
alpha = pm.Normal('alpha', mu=0, sd=10)
beta = pm.Normal('beta', mu=0, sd=10, shape=2)
sigma = pm.HalfNormal('sigma', sd=1)
# Expected value of outcome
mu = alpha + beta[0]*X1 + beta[1]*X2
# Likelihood (sampling distribution) of observations
Y_obs = pm.Normal('Y_obs', mu=mu, sd=sigma, observed=Y)
map_estimate = pm.find_MAP(model=basic_model)
map_estimate
map_estimate = pm.find_MAP(model=basic_model, method='powell')
map_estimate
with basic_model:
# draw 500 posterior samples
trace = pm.sample(500)
with basic_model:
# instantiate sampler
step = pm.Slice()
# draw 5000 posterior samples
trace = pm.sample(5000, step=step)
pm.traceplot(trace);
pm.summary(trace).round(2)
Ошибка, которую я получаю:
Exception: ('The following error happened while compiling the node',
Alloc(TensorConstant{(1,) of 0.0}, Shape_i{0}.0), '\n', 'Compilation failed
(return status=3): ', '[Alloc(TensorConstant{(1,) of 0.0},
<TensorType(int64, scalar)>)]')
forrtl: error (200): program aborting due to control-C event
Image PC Routine Line Source
libifcoremd.dll 00007FFBD1A594C4 Unknown Unknown Unknown
KERNELBASE.dll 00007FFC0098717D Unknown Unknown Unknown
KERNEL32.DLL 00007FFC02EF2774 Unknown Unknown Unknown
ntdll.dll 00007FFC043D0D51 Unknown Unknown Unknown
ERROR: The process "4828" not found.
forrtl: error (200): program aborting due to control-C event
Image PC Routine Line Source
libifcoremd.dll 00007FFBD1A594C4 Unknown Unknown Unknown
KERNELBASE.dll 00007FFC0098717D Unknown Unknown Unknown
KERNEL32.DLL 00007FFC02EF2774 Unknown Unknown Unknown
ntdll.dll 00007FFC043D0D51 Unknown Unknown Unknown
Process finished with exit code 0