Gw#1

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siyuchen95 wants to merge 33 commits into

johannbrehmer:masterfrom

Commits on Sep 1, 2020

Commits on Sep 7, 2020

made changes to train the network for a longer period of time.
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Commits on Sep 16, 2020

add OurTrainingTools.py.
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Commits on Sep 20, 2020

Commits on Sep 24, 2020

Tried 10 epochs, 50 epochs and 1000 epochs with different batch size to reproduce results.
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Commits on Sep 25, 2020

Commits on Sep 29, 2020

Tried to reproduce results using 10 epochs. Didn't manage.
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Commits on Sep 30, 2020

Compiled test results.
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Commits on Oct 20, 2020

wrote code on gw and fixed the bug of double angle curating + wrong normalisation of bsmparval
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Commits on Oct 21, 2020

Used new data in 2D format. Normalisation factor restored for the convention used in paper.
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new tests using new data and paper units.
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tested 4e-3, 5e-3, 6e-3 with more points: 3 million.
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Commits on Oct 27, 2020

Tested gw (with baseline model trained in old data format.
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Add baseline model trained with old data format (the one presented in paper).
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Add trained gw models.
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Add detials on gphi test: combined charges, 3 million points on 6e-3, 5e-3 and 4e-3. Yet the NBSMs in minus charge files are corrupted. Only tested 6e-3 for both charges, because its NBSM looks cor…
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Added reading minus charge data.
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Trained gw classifier.
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Uploaded Johann's notebook for testing. Checking NBSM and NSM.
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Commits on Oct 29, 2020

Regenerated 1e-2 and added 9e-3 for a more precise reach.
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Changed ChM 4e-3 and 5e-3 because the old files have enormous NBSMs.
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Add ChM files.
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Commits on Oct 30, 2020

Finished training on GW big batch 1000 epochs.
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fixed code for combined testing. added code for with XS and without XS tests.
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trying to reproduce paper reach for gphi... 3.5e-3 vs. 5e-3 that we see.
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