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gpCAM grid method without pairwise distance matrix#1218

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shuds13 merged 6 commits intogpCAM_gridfrom
gpCAM_grid_without_D
Feb 7, 2024
Merged

gpCAM grid method without pairwise distance matrix#1218
shuds13 merged 6 commits intogpCAM_gridfrom
gpCAM_grid_without_D

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@shuds13 shuds13 commented Jan 11, 2024

An attempt to implement the gpCAM with grid method without constructing the huge pairwise distance matrix.

The points are compared for distance only against points already added to the eligible points list.

At five dimensions we still run into memory problems when call my_gp2S.posterior_covariance which constructs it's own pairwise distance matrix, so these are now handled in groups.

NaNs returned from simulations are removed from points before updating the GP.

A test point file can be provided (can be a history file from previous run), and mean squared error is taken at those points each step.

@shuds13 shuds13 self-assigned this Jan 11, 2024
@shuds13 shuds13 marked this pull request as ready for review February 7, 2024 21:27
@shuds13 shuds13 requested a review from jmlarson1 February 7, 2024 21:27
@shuds13 shuds13 merged commit 1462a21 into gpCAM_grid Feb 7, 2024
@jmlarson1 jmlarson1 deleted the gpCAM_grid_without_D branch February 8, 2024 17:10
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