qmctorch.solver.solver_base module¶
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class
qmctorch.solver.solver_base.
SolverBase
(wf=None, sampler=None, optimizer=None, scheduler=None, output=None, rank=0)[source]¶ Bases:
object
Base Class for QMC solver
Parameters: - wf (qmctorch.WaveFunction, optional) – wave function. Defaults to None.
- sampler (qmctorch.sampler, optional) – Sampler. Defaults to None.
- optimizer (torch.optim, optional) – optimizer. Defaults to None.
- scheduler (torch.optim, optional) – scheduler. Defaults to None.
- output (str, optional) – hdf5 filename. Defaults to None.
- rank (int, optional) – rank of he process. Defaults to 0.
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configure_resampling
(mode='update', resample_every=1, nstep_update=25)[source]¶ Configure the resampling
Parameters:
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track_observable
(obs_name)[source]¶ define the observalbe we want to track
Parameters: obs_name (list) – list of str defining the observalbe. Each str must correspond to a WaveFuncion method
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store_observable
(pos, local_energy=None, ibatch=None, **kwargs)[source]¶ store observale in the dictionary
Parameters:
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print_observable
(cumulative_loss, verbose=False)[source]¶ Print the observalbe to csreen
Parameters:
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resample
(n, pos)[source]¶ Resample the wave function
Parameters: - n (int) – current epoch value
- pos (torch.tensor) – positions of the walkers
Returns: new positions of the walkers
Return type: (torch.tensor)
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single_point
(with_tqdm=True, hdf5_group='single_point')[source]¶ Performs a single point calculatin
Parameters: Returns: contains the local energy, positions, …
Return type: SimpleNamespace
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load_checkpoint
(filename)[source]¶ load a model/optmizer
Parameters: filename (str) – filename Returns: epoch number and loss Return type: tuple
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sampling_traj
(pos=None, with_tqdm=True, hdf5_group='sampling_trajectory')[source]¶ Compute the local energy along a sampling trajectory
Parameters: - pos (torch.tensor) – positions of the walkers along the trajectory
- hdf5_group (str, optional) – name of the group where to store the data. Defaults to ‘sampling_trajecory’
Returns: contains energy/positions/
Return type: SimpleNamespace
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print_parameters
(grad=False)[source]¶ print parameter values
Parameters: grad (bool, optional) – also print the gradient. Defaults to False.