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Run CMSSW validation of the 2024 attention model #321

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jpata opened this issue May 16, 2024 · 5 comments
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Run CMSSW validation of the 2024 attention model #321

jpata opened this issue May 16, 2024 · 5 comments
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CMS Concerns the CMS MLPF model

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@jpata
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jpata commented May 16, 2024

Following the PF validation documentation in https://github.com/jpata/particleflow/blob/main/mlpf/data_cms/README.md, rerun the CMSSW validation on:

We can use the high-stats PF validation to produce plots like this: https://jpata.web.cern.ch/jpata/mlpf/results/acat2022_20221004_model40M/ (old model from 2022).

Currently there is a blocker that the PF validation dataset is apparently only on FNAL disk and not accessible.
I'm in the process of transferring it temporarily to T2_EE_Estonia to make this validation possible.
https://cms-rucio-webui.cern.ch/rule?rule_id=24d4a7bf78ae4816a17136c8d33e1395

@jpata jpata added the CMS Concerns the CMS MLPF model label May 16, 2024
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jpata commented May 16, 2024

Looks like older relvals are agressively deleted these days so the usual PF validation workflows don't run any more.

Luckily I have these still at T2_EE_Estonia:

/store/relval/CMSSW_12_3_0_pre6/RelValQCD_FlatPt_15_3000HS_14/GEN-SIM-DIGI-RAW/PU_123X_mcRun3_2021_realistic_v11-v1/10000

which I think should work.

@jpata
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jpata commented May 23, 2024

I redid the validation on top of the sample using the ACAT2022 model and updated the recipe in
#322.

The next step is to put in the new pytorch->ONNX model: #216.

Then the validation can be redone and compared to the ACAT2022 model.

@jpata jpata self-assigned this May 23, 2024
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jpata commented May 27, 2024

The new model required a newer onnxruntime, I had to update the CMSSW validation recipe in #323.

@jpata jpata changed the title Run CMSSW validation Run CMSSW validation of the new model May 28, 2024
@jpata jpata changed the title Run CMSSW validation of the new model Run CMSSW validation of the 2024 attention model May 28, 2024
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jpata commented May 28, 2024

The jobs with the new model and CMSSW_14_1_0 are now running on CPU at T2_EE_Estonia.

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jpata commented Jun 13, 2024

The validations are available at https://indico.cern.ch/event/1426959/#2-cms-status-and-plans, some relevant code changes were done in #330.

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CMS Concerns the CMS MLPF model
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