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edm4hep postprocessing #159

Merged
merged 19 commits into from
Jan 24, 2023
Merged

edm4hep postprocessing #159

merged 19 commits into from
Jan 24, 2023

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jpata
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@jpata jpata commented Jan 12, 2023

Implement postprocessing of EDM4HEP samples from the Key4HEP CLIC simulation.

Here is a multiplicity plot of tracks, clusters, PF particles and gen particles per event:
image

Below is a plot of PF jets, matched to gen-jets, showing that PF jets reproduce gen-jets well:
image

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jpata commented Jan 19, 2023

The basic TF model is also training on this dataset (still need to fix the pipeline).

jet_res
met_res

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jpata commented Jan 19, 2023

Jet-related quantities are converging.

Screenshot from 2023-01-19 16-30-43
Screenshot from 2023-01-19 16-30-53
Screenshot from 2023-01-19 16-31-21
Screenshot from 2023-01-19 16-31-30

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jpata commented Jan 20, 2023

Epoch 76:
jet_res
met_res

Epoch 189:
jet_res
met_res

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jpata commented Jan 23, 2023

ttbar:
jet_res
met_res

ZZ_fullhad:
jet_res
met_res

It ultimately starts to overtrain around epoch 430 (driven by classification):
Screenshot from 2023-01-23 16-49-03

The jet and MET response wasserstein distance converges:
Screenshot from 2023-01-23 16-49-25
Screenshot from 2023-01-23 16-49-39

@jpata jpata merged commit 9ec3162 into main Jan 24, 2023
@jpata jpata deleted the edm4hep branch January 26, 2023 11:14
jpata added a commit that referenced this pull request Sep 15, 2023
* scripts to postprocess fcc/edm4hep data

* training on the new clic dataset

* added aggregated particle info to net

* revert

* added cards

* work on the new pipeline

* build tfds

* added new datasets

* clic pipeline

* add missing
jpata added a commit that referenced this pull request Sep 15, 2023
* scripts to postprocess fcc/edm4hep data

* training on the new clic dataset

* added aggregated particle info to net

* revert

* added cards

* work on the new pipeline

* build tfds

* added new datasets

* clic pipeline

* add missing

Former-commit-id: 4d161eb
jpata added a commit that referenced this pull request Sep 15, 2023
* scripts to postprocess fcc/edm4hep data

* training on the new clic dataset

* added aggregated particle info to net

* revert

* added cards

* work on the new pipeline

* build tfds

* added new datasets

* clic pipeline

* add missing

Former-commit-id: 4d161eb
jpata added a commit that referenced this pull request Sep 25, 2023
* scripts to postprocess fcc/edm4hep data

* training on the new clic dataset

* added aggregated particle info to net

* revert

* added cards

* work on the new pipeline

* build tfds

* added new datasets

* clic pipeline

* add missing
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