add v2.3.0 model

cms/v2.3.0/pyg-cms_20250122_185427_365548/.gitattributes

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+plots_checkpoint*/** filter=lfs diff=lfs merge=lfs -text
+preds_checkpoint*/** filter=lfs diff=lfs merge=lfs -text
+runs/** filter=lfs diff=lfs merge=lfs -text
+checkpoints/** filter=lfs diff=lfs merge=lfs -text

cms/v2.3.0/pyg-cms_20250122_185427_365548/checkpoints/checkpoint-10-3.541986.pth

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_1.json

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+{"train": {"Regression_pt": 0.31199515387813104, "Regression_eta": 0.001314922233353435, "Regression_sin_phi": 0.0006517720992954242, "Regression_cos_phi": 0.000656776133747004, "Regression_energy": 0.3586100115459482, "Classification_binary": 2.9695244327559536, "Classification": 0.045433043021917564, "ispu": 0.05942164906916961, "MET": 510.20017417605595, "Sliced_Wasserstein_Loss": 176.04626273939957, "Total": 3.747617414645098}, "valid": {"Regression_pt": 0.3217059723116549, "Regression_eta": 0.0013453976564906875, "Regression_sin_phi": 0.0006617720079408233, "Regression_cos_phi": 0.0006658702855169777, "Regression_energy": 0.36445090460343715, "Classification_binary": 3.0347471245864512, "Classification": 0.046492919406890446, "ispu": 0.14442453435855518, "MET": 37.54098852054977, "Sliced_Wasserstein_Loss": 175.64976574816262, "Total": 3.9144672019672715}, "epoch_train_time": 55894.05164480209, "epoch_valid_time": 2079.4056289196014, "epoch_total_time": 57973.45727562904}

cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_10.json

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+{"train": {"Regression_pt": 0.2826659321441171, "Regression_eta": 0.0012776134763712048, "Regression_sin_phi": 0.0006384486618156621, "Regression_cos_phi": 0.0006433375787799334, "Regression_energy": 0.32845713104157775, "Classification_binary": 2.827163878451757, "Classification": 0.0441176734189699, "ispu": 0.05473049566626042, "MET": 276.50603818550985, "Sliced_Wasserstein_Loss": 169.93458776277518, "Total": 3.5397012239198493}, "valid": {"Regression_pt": 0.27927842229028355, "Regression_eta": 0.0012816473966403231, "Regression_sin_phi": 0.0006433141737892464, "Regression_cos_phi": 0.0006479874045159006, "Regression_energy": 0.3256942945869507, "Classification_binary": 2.8355702672247265, "Classification": 0.04414303404353643, "ispu": 0.054743790522237275, "MET": 26.14281313142527, "Sliced_Wasserstein_Loss": 169.96092102049425, "Total": 3.5419859643182274}, "epoch_train_time": 59103.94183802605, "epoch_valid_time": 2099.0440561771393, "epoch_total_time": 61202.985897779465}

cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_2.json

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+{"train": {"Regression_pt": 0.2944737573303202, "Regression_eta": 0.0012915075321873373, "Regression_sin_phi": 0.0006441846597803957, "Regression_cos_phi": 0.0006491914799396474, "Regression_energy": 0.3403999711968066, "Classification_binary": 2.8834861485628007, "Classification": 0.04455066575004256, "ispu": 0.05591833346388314, "MET": 546.1806644841206, "Sliced_Wasserstein_Loss": 172.37236176317484, "Total": 3.6214181039480726}, "valid": {"Regression_pt": 0.3025549001723583, "Regression_eta": 0.0013261093673944914, "Regression_sin_phi": 0.0006536176340891847, "Regression_cos_phi": 0.0006592934330194176, "Regression_energy": 0.34624543084019804, "Classification_binary": 2.969545179519062, "Classification": 0.04496079428008499, "ispu": 0.15879959637353733, "MET": 30.546264737882186, "Sliced_Wasserstein_Loss": 174.43749583675645, "Total": 3.8247208545196174}, "epoch_train_time": 56620.06070494652, "epoch_valid_time": 2095.933919906616, "epoch_total_time": 58715.99462938309}

cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_3.json

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+{"train": {"Regression_pt": 0.28951827430015026, "Regression_eta": 0.0012853104619581978, "Regression_sin_phi": 0.0006416997332476202, "Regression_cos_phi": 0.0006465989648592174, "Regression_energy": 0.3353665052166469, "Classification_binary": 2.8606079632503323, "Classification": 0.0443780952253927, "ispu": 0.05530207830922171, "MET": 560.7457695695186, "Sliced_Wasserstein_Loss": 171.37277870019267, "Total": 3.587770793191838}, "valid": {"Regression_pt": 0.29523825982664254, "Regression_eta": 0.0013091128442666326, "Regression_sin_phi": 0.0006492558080852488, "Regression_cos_phi": 0.0006545290212281621, "Regression_energy": 0.33945917037657924, "Classification_binary": 2.9012121283611254, "Classification": 0.04462399438152936, "ispu": 0.08023790031321469, "MET": 29.364058995936674, "Sliced_Wasserstein_Loss": 172.4560028421076, "Total": 3.6634027993649667}, "epoch_train_time": 56782.459089279175, "epoch_valid_time": 2096.910280942917, "epoch_total_time": 58879.36937737465}

cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_4.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_5.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_6.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_7.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_8.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/history/epoch_9.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/hyperparameters.json

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cms/v2.3.0/pyg-cms_20250122_185427_365548/model_kwargs.pkl

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cms/v2.3.0/pyg-cms_20250122_185427_365548/overridden_config.yaml

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+checkpoint_freq: 1
+comet: true
+comet_name: particleflow-pt
+comet_offline: false
+comet_step_freq: 10
+conv_type: attention
+data_dir: /scratch/persistent/joosep/tensorflow_datasets
+dataset: cms
+dtype: bfloat16
+enabled_test_datasets:
+- cms_pf_qcd
+finetune: null
+gpu_batch_multiplier: 5
+gpus: 1
+load: experiments/pyg-cms_20250122_185427_365548/checkpoints/checkpoint-06-3.547059.pth
+lr: 1.0e-05
+lr_schedule: constant
+lr_schedule_config:
+  onecycle:
+    pct_start: 0.3
+make_plots: null
+model:
+  attention:
+    activation: relu
+    attention_type: flash
+    conv_type: attention
+    dropout_conv_id_ff: 0.0
+    dropout_conv_id_mha: 0.0
+    dropout_conv_reg_ff: 0.0
+    dropout_conv_reg_mha: 0.0
+    dropout_ff: 0.0
+    head_dim: 16
+    num_convs: 3
+    num_heads: 16
+    use_pre_layernorm: true
+  cos_phi_mode: linear
+  energy_mode: direct-elemtype-split
+  eta_mode: linear
+  gnn_lsh:
+    activation: elu
+    bin_size: 320
+    conv_type: gnn_lsh
+    distance_dim: 128
+    dropout_ff: 0.0
+    embedding_dim: 512
+    ffn_dist_hidden_dim: 128
+    ffn_dist_num_layers: 2
+    layernorm: true
+    max_num_bins: 200
+    num_convs: 8
+    num_node_messages: 2
+    width: 512
+  input_encoding: split
+  learned_representation_mode: last
+  mamba:
+    activation: elu
+    conv_type: mamba
+    d_conv: 4
+    d_state: 32
+    dropout_ff: 0.0
+    embedding_dim: 1024
+    expand: 2
+    num_convs: 4
+    width: 1024
+  pt_mode: direct-elemtype-split
+  sin_phi_mode: linear
+  trainable: all
+ntest: 1000
+ntrain: null
+num_epochs: 10
+num_workers: 8
+nvalid: null
+patience: 20
+prefetch_factor: 50
+raytune:
+  asha:
+    brackets: 1
+    grace_period: 10
+    max_t: 200
+    reduction_factor: 4
+  default_metric: val_loss
+  default_mode: min
+  hyperband:
+    max_t: 200
+    reduction_factor: 4
+  hyperopt:
+    n_random_steps: 10
+  local_dir: null
+  nevergrad:
+    n_random_steps: 10
+  sched: asha
+  search_alg: hyperopt
+save_attention: false
+sort_data: true
+test: null
+test_dataset:
+  cms_pf_qcd:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_qcd_nopu:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_ttbar:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_ttbar_nopu:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_ztt:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
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+    - 5
+    - 6
+    - 7
+    - 8
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+    - 10
+    version: 2.5.0
+train: true
+train_dataset:
+  cms:
+    physical_nopu:
+      batch_size: 8
+      samples:
+        cms_pf_qcd_nopu:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
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+        cms_pf_ttbar_nopu:
+          splits:
+          - 1
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+          - 4
+          - 5
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+          - 7
+          - 8
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+        cms_pf_ztt_nopu:
+          splits:
+          - 1
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+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+    physical_pu:
+      batch_size: 1
+      samples:
+        cms_pf_qcd:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        cms_pf_ttbar:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        cms_pf_ztt:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+val_freq: null
+valid_dataset:
+  cms:
+    physical_nopu:
+      batch_size: 8
+      samples:
+        cms_pf_qcd_nopu:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        cms_pf_ttbar_nopu:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        cms_pf_ztt_nopu:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+    physical_pu:
+      batch_size: 1
+      samples:
+        cms_pf_qcd:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        cms_pf_ttbar:
+          splits:
+          - 1
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+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
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+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
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+          version: 2.5.0

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