add mlpf_5M_attn2x3x245_bm5_relu_checkpoint5_1xa100_fp32_fused (pre v2.2.0)

cms/v2.2.0/pyg-cms_20241212_101648_120237/.gitattributes

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+plots_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/v2.2.0/pyg-cms_20241212_101648_120237/checkpoints/checkpoint-05-3.498507.onnx

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cms/v2.2.0/pyg-cms_20241212_101648_120237/checkpoints/checkpoint-05-3.498507.pth

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cms/v2.2.0/pyg-cms_20241212_101648_120237/checkpoints/mlpf_5M_attn2x3x245_bm5_relu_checkpoint5_1xa100_fp32_fused.onnx

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+checkpoint-05-3.498507.onnx

cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_1.json

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+{"train": {"Regression_pt": 0.31156241211017005, "Regression_eta": 0.001316665634619696, "Regression_sin_phi": 0.0006521530636419124, "Regression_cos_phi": 0.0006571010827824671, "Regression_energy": 0.359427194223572, "Classification_binary": 2.968830874062817, "Classification": 0.045433842896466396, "MET": 547.0180911192415, "Sliced_Wasserstein_Loss": 175.33519022443053, "Total": 3.687831051692789}, "valid": {"Regression_pt": 0.3220755685949886, "Regression_eta": 0.0013367511674645639, "Regression_sin_phi": 0.0006635678895220657, "Regression_cos_phi": 0.0006678784288240824, "Regression_energy": 0.3664120525207052, "Classification_binary": 3.0561378699735773, "Classification": 0.0453471275614356, "MET": 32.62293225570087, "Sliced_Wasserstein_Loss": 176.34276261740348, "Total": 3.792640981304261}, "epoch_train_time": 44770.95735692978, "epoch_valid_time": 2073.4421622753143, "epoch_total_time": 46844.80876612663}

cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_2.json

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+{"train": {"Regression_pt": 0.2948764122507938, "Regression_eta": 0.0012932485241929092, "Regression_sin_phi": 0.0006446230699364433, "Regression_cos_phi": 0.0006494716317841697, "Regression_energy": 0.3420755445468832, "Classification_binary": 2.880109328780743, "Classification": 0.04455460730053017, "MET": 766.3980934382995, "Sliced_Wasserstein_Loss": 171.69138766014453, "Total": 3.5641049916489242}, "valid": {"Regression_pt": 0.30969794193524214, "Regression_eta": 0.0013269147930733516, "Regression_sin_phi": 0.0006558470174712901, "Regression_cos_phi": 0.0006609639988690506, "Regression_energy": 0.3533084385824433, "Classification_binary": 2.966897356617892, "Classification": 0.04493653579712931, "MET": 30.82899893420965, "Sliced_Wasserstein_Loss": 173.9605657570442, "Total": 3.6774960726735797}, "epoch_train_time": 45036.88065099716, "epoch_valid_time": 2111.463278532028, "epoch_total_time": 47148.71570444107}

cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_3.json

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+{"train": {"Regression_pt": 0.28999349615258413, "Regression_eta": 0.0012868873230793142, "Regression_sin_phi": 0.000642257702965372, "Regression_cos_phi": 0.00064706598498595, "Regression_energy": 0.3371921080483647, "Classification_binary": 2.8574013721915343, "Classification": 0.0443892597394267, "MET": 465.471802475471, "Sliced_Wasserstein_Loss": 170.6992255826633, "Total": 3.5315629340524057}, "valid": {"Regression_pt": 0.29685327307269577, "Regression_eta": 0.0013051373837305819, "Regression_sin_phi": 0.000651146682294406, "Regression_cos_phi": 0.0006574468999968082, "Regression_energy": 0.3422297655955104, "Classification_binary": 2.89888209971801, "Classification": 0.044594680918605814, "MET": 28.92946355219042, "Sliced_Wasserstein_Loss": 171.60404778293403, "Total": 3.5851594938606035}, "epoch_train_time": 44267.214087724686, "epoch_valid_time": 2058.5301587581635, "epoch_total_time": 46326.16120815277}

cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_4.json

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cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_5.json

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cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_6.json

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cms/v2.2.0/pyg-cms_20241212_101648_120237/history/epoch_7.json

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cms/v2.2.0/pyg-cms_20241212_101648_120237/hyperparameters.json

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+{"Num of mlpf parameters": 5066785, "config": "parameters/pytorch/pyg-cms.yaml", "prefix": null, "data_dir": "/scratch/persistent/joosep/tensorflow_datasets", "gpus": 1, "gpu_batch_multiplier": 5, "num_workers": 8, "prefetch_factor": 50, "resume_training": null, "load": "experiments/pyg-cms_20241212_101648_120237/checkpoints/checkpoint-05-3.498507.pth", "train": true, "test": null, "num_epochs": 10, "patience": null, "lr": null, "conv_type": "attention", "num_convs": null, "make_plots": null, "ntrain": null, "ntest": null, "nvalid": null, "val_freq": null, "checkpoint_freq": 1, "hpo": null, "ray_train": false, "local": null, "ray_cpus": null, "ray_gpus": null, "raytune_num_samples": null, "comet": true, "comet_offline": false, "comet_step_freq": null, "experiments_dir": null, "pipeline": null, "dtype": null, "attention_type": null, "test_datasets": {"cms_pf_ttbar": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "cms_pf_qcd": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "cms_pf_ztt": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "cms_pf_ttbar_nopu": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "cms_pf_qcd_nopu": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "cms_pf_ztt_nopu": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}}}

cms/v2.2.0/pyg-cms_20241212_101648_120237/mlpf_losses.pkl

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cms/v2.2.0/pyg-cms_20241212_101648_120237/model_kwargs.pkl

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cms/v2.2.0/pyg-cms_20241212_101648_120237/overridden_config.yaml

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+backend: pytorch
+checkpoint_freq: 1
+comet: true
+comet_name: particleflow-pt
+comet_offline: false
+comet_step_freq: 10
+config: parameters/pytorch/pyg-cms.yaml
+conv_type: attention
+data_dir: /scratch/persistent/joosep/tensorflow_datasets
+dataset: cms
+dtype: bfloat16
+gpu_batch_multiplier: 5
+gpus: 1
+load: experiments/pyg-cms_20241212_101648_120237/checkpoints/checkpoint-05-3.498507.pth
+lr: 0.0001
+lr_schedule: cosinedecay
+lr_schedule_config:
+  onecycle:
+    pct_start: 0.3
+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: null
+ntrain: null
+num_epochs: 10
+num_workers: 8
+nvalid: null
+patience: 20
+prefetch_factor: 50
+ray_train: false
+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_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
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+    - 10
+    version: 2.5.0
+  cms_pf_ttbar:
+    splits:
+    - 1
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+    - 3
+    - 4
+    - 5
+    - 6
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+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_ttbar_nopu:
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+    - 4
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+    - 6
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+    - 8
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+    - 10
+    version: 2.5.0
+  cms_pf_ztt:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  cms_pf_ztt_nopu:
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+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+test_datasets: []
+train: true
+train_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:
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+          - 8
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+          version: 2.5.0
+        cms_pf_ztt_nopu:
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+          - 8
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+          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
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+          version: 2.5.0
+val_freq: null
+valid_dataset:
+  cms:
+    physical_nopu:
+      batch_size: 8
+      samples:
+        cms_pf_qcd_nopu:
+          splits:
+          - 1
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+    physical_pu:
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+      samples:
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+          - 4
+          - 5
+          - 6
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+          - 8
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+          - 10
+          version: 2.5.0

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