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Run hyperparameter optimization using the new hypertune command in the pipeline script.
Run the chief script on the chief node and run the tuner script once on each worker node in order to perform a distributed hyperparameter search with keras-tuner. You need to pass appropriate IPs and ports to each script.
Slurm scripts to perform distributed training, hyperparameter optimization and more on Flatiron Institute's HPC system.
Slurm scripts to perform distributed training, hyperparameter optimization and more on the JUWELS Booster in Jülich Supercomputing Centre at Forschungszentrum Jülich.
Choose between Adam, AdamW and SGD. Also specify optimizer hyperparameters in the config file.
Also
- simplify JUWELS and Flatiron slurm scripts
- turn off histogram writing in CustomTensorboard
when hypertuning
Pytorch training updated + LRP
…into jpata_sept21
LSH configurable, update gun sample training [TF]
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* Initial commit * add template dataset definitions * Add initial CMS particle-flow dataset implementation Also changed to a new tensorflow dataset template * add test scripts * Run black formatting on python files * Add instructions to cms_pf, use manual_dir for preprocessing * fix: ability to choose data directory for the tfrecords files * feat: Add Delphes dataset * fix: support loading both .pkl.bz2 and .pkl * fix: remove extra dimension in cms_pf data items * fix cms * fixes for delphes * ensure dir exists * separate cms datasets * clarify manual dir * cleanup print * added singleele and singlemu * update 1.1 * cleanup cms datasets * update datamodel * added new datasets * gen/sim 12_3_0_pre6 generation (#1) * 1.2 format, ztt dataset * version 1.3.0 with new gensim truth * new dataset * add qcd * add some asserts * add new features * keep PS * add tau as pf target * 1.3.1 remove ps and brem (#2) * fix HF labeling (#3) * add new high-PU QCD dataset, update energy * up * fix * Add gen jet index (#4) * first attempt at gen jet clustering * add other reqs * revert test * fix mapping to before masking particles * fix out of index bufg * benchmark training for CMS * move path * move path * remove submodule * remove * move * fix import * format * format * remove some dummy files * up * try with masking * use a different dataset for logging the jet/met distributions * clean * added clic ttbar Co-authored-by: Eric Wulff <eric.g.t.wulff@gmail.com> Co-authored-by: Eric Wulff <eric.wulff@cern.ch> Co-authored-by: Javier Duarte <jduarte@ucsd.edu>
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Sep 22, 2023
Update üle pika aja, et panna Calibration plote Former-commit-id: 8be4e3a
erwulff
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Sep 22, 2023
* Initial commit * add template dataset definitions * Add initial CMS particle-flow dataset implementation Also changed to a new tensorflow dataset template * add test scripts * Run black formatting on python files * Add instructions to cms_pf, use manual_dir for preprocessing * fix: ability to choose data directory for the tfrecords files * feat: Add Delphes dataset * fix: support loading both .pkl.bz2 and .pkl * fix: remove extra dimension in cms_pf data items * fix cms * fixes for delphes * ensure dir exists * separate cms datasets * clarify manual dir * cleanup print * added singleele and singlemu * update 1.1 * cleanup cms datasets * update datamodel * added new datasets * gen/sim 12_3_0_pre6 generation (#1) * 1.2 format, ztt dataset * version 1.3.0 with new gensim truth * new dataset * add qcd * add some asserts * add new features * keep PS * add tau as pf target * 1.3.1 remove ps and brem (#2) * fix HF labeling (#3) * add new high-PU QCD dataset, update energy * up * fix * Add gen jet index (#4) * first attempt at gen jet clustering * add other reqs * revert test * fix mapping to before masking particles * fix out of index bufg * benchmark training for CMS * move path * move path * remove submodule * remove * move * fix import * format * format * remove some dummy files * up * try with masking * use a different dataset for logging the jet/met distributions * clean * added clic ttbar Co-authored-by: Eric Wulff <eric.g.t.wulff@gmail.com> Co-authored-by: Eric Wulff <eric.wulff@cern.ch> Co-authored-by: Javier Duarte <jduarte@ucsd.edu> Former-commit-id: fb89d79
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