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Monte Carlo prototype #4765

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Monte Carlo prototype #4765

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@jngrad jngrad commented Jul 28, 2023

Fixes #4617

@jngrad jngrad changed the title Monte carlo Monte Carlo prototype Jul 28, 2023
jngrad and others added 2 commits July 29, 2023 00:25
Provide an alternative implementation of SingleReaction,
ReactionAlgorithm and ConstantpHEnsemble in pure Python
for rapid prototyping of new Monte Carlo methods.

Co-authored-by: Pablo Miguel Blanco Andrés <[email protected]>
If the exclusion radius of one particle type is not defined, the value of the parameter provided in ``exclusion_range`` is used by default.
If the value in ``exclusion_radius_per_type`` is equal to 0, then the exclusion range of that particle type with any other particle is 0.
This integration instabilities can be avoided by defining a distance around
the particles which already exist in the system where new particles will not
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@jonaslandsgesell jonaslandsgesell Jul 29, 2023

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Could you improve this sentence here please:
"... where new particles will not be inserted and old particles will not be removed (to maintain detailed balance)."

acceptance_rate = reaction.get_acceptance_rate()
print(f"acceptance rate = {100. * acceptance_rate:.0f}%")
print(f"alpha = {alpha_avg:.2f} +/- {alpha_err:.2f}")
print(f"runtime = {tock - tick:.2f}s")
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@jonaslandsgesell jonaslandsgesell Jul 29, 2023

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What do you think about splitting this file into yet another python module to separate the example and the mc functionality?

Did you already consider using just in time compilation in some of the functions to cut down the factor 4 difference?

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Prototype reaction method in Python
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