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import numpy as np | |
class HamiltonianMC(object): | |
""" | |
Hamiltonian/hybrid Monte Carlo | |
Uses Hamiltonian dynamics to make proposals using | |
kinetic energy of the proposal. Employs leapfrog | |
integration for time-reversibility and to ensure |
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""" | |
Registers jacobian for basic PyTorch layers | |
""" | |
import torch | |
from torch import nn | |
from .metric import register_jacobian | |
@register_jacobian(nn.Linear) |
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