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""" | ||
2D Posterior analysis of Resolve inference | ||
------------------------------------------ | ||
All plotting in GeoBIPy can be carried out using the 3D inference class | ||
""" | ||
|
||
import matplotlib.pyplot as plt | ||
import numpy as np | ||
from geobipy import Model | ||
from geobipy import Inference2D | ||
|
||
def plot_2d_summary(folder, data_type, model_type): | ||
#%% | ||
# Inference for a line of inferences | ||
# ++++++++++++++++++++++++++++++++++ | ||
# | ||
# We can instantiate the inference handler by providing a path to the directory containing | ||
# HDF5 files generated by GeoBIPy. | ||
# | ||
# The InfereceXD classes are low memory. They only read information from the HDF5 files | ||
# as and when it is needed. | ||
# | ||
# The first time you use these classes to create plots, expect longer initial processing times. | ||
# I precompute expensive properties and store them in the HDF5 files for later use. | ||
|
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from numpy.random import Generator | ||
from numpy.random import PCG64DXSM | ||
generator = PCG64DXSM(seed=0) | ||
prng = Generator(generator) | ||
|
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#%% | ||
results_2d = Inference2D.fromHdf('{}/{}/{}/0.0.h5'.format(folder, data_type, model_type), prng=prng) | ||
|
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kwargs = { | ||
"log" : 10, | ||
"cmap" : 'jet' | ||
} | ||
|
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true_model = Model.create_synthetic_model(model_type) | ||
true_model.mesh.y_edges = true_model.mesh.y_edges / 10.0 | ||
|
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kwargs['vmin'] = np.log10(np.min(true_model.values)) | ||
kwargs['vmax'] = np.log10(np.max(true_model.values)) | ||
|
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t = results_2d.inference_1d(index=7) | ||
|
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plt.figure() | ||
t.model.plot_posteriors(edges_kwargs={ | ||
'transpose': True, | ||
'trim': False}, | ||
values_kwargs={ | ||
'colorbar': False, | ||
'flipY': True, | ||
'xscale': 'log', | ||
'credible_interval_kwargs': { | ||
}}) | ||
|
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tmp = t.model.values.posterior | ||
|
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|
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plt.show(block=True) | ||
# plt.savefig('{}_{}.png'.format(data_type, model_type), dpi=300) | ||
|
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if __name__ == '__main__': | ||
models = ['glacial']#, 'saline_clay', 'resistive_dolomites', 'resistive_basement', 'coastal_salt_water', 'ice_over_salt_water'] | ||
|
||
for model in models: | ||
# try: | ||
plot_2d_summary("../../../Parallel_Inference/", "resolve", model) | ||
# except Exception as e: | ||
# print(model) | ||
# print(e) | ||
# pass |
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