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module resampling

function compute_mixing_time

compute_mixing_time(
    sampler: Callable,
    data: Tensor,
    params: Dict[str, Tensor],
    n_max_sweeps: int,
    beta: float
) → Dict[str, list]

Computes the mixing time using the t and t/2 method. The sampling will halt when the mixing time is reached or the limit of n_max_sweeps sweeps is reached.

Args:

  • sampler (Callable): Sampling function.
  • data (torch.Tensor): Initial data.
  • params (Dict[str, torch.Tensor]): Parameters for the sampling.
  • n_max_sweeps (int): Maximum number of sweeps.
  • beta (float): Inverse temperature for the sampling.

Returns:

  • Dict[str, list]: Results of the mixing time analysis.

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