added CLIC 2nd and 3rd retraining

clic/clusters/v2.3.0/README.md

@@ -1,7 +1,12 @@
 ```
 pyg-clic_20250204_081614_352844 - legacy GNNLSH model, full dataset, 2 epochs / ~90 hours
 pyg-clic_20250211_145811_219129 - transformer, full dataset, 2 epochs / ~45 hours
-pyg-clic_20250130_214007_333962 - transformer + flash attention, full dataset, 10 epochs / ~80 hours
+
 pyg-clic_20250208_095515_010468 - transformer + flash attention, 1M events from each dataset, 10 epochs / ~12 hours
 pyg-clic_20250209_100514_187330 - transformer + flash attention, 4M events from each dataset, 10 epochs / ~40 hours
+
+#main training
+pyg-clic_20250130_214007_333962 - transformer + flash attention, full dataset, 10 epochs / ~80 hours, 1st run
+pyg-clic_20250306_105311_290722 - transformer + flash attention, full dataset, 10 epochs / ~80 hours, 2nd run
+pyg-clic_20250309_173756_957486 - transformer + flash attention, full dataset, 10 epochs / ~80 hours, 3rd run
 ```

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/.gitattributes

@@ -0,0 +1,4 @@
+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

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/checkpoints/checkpoint-10-1.934364.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:13653b5dc872c1cea5d05f9fa32db5deb66479248203a5d99b8a747f7dfe6fd1
+size 631766830

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_1.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.12979366051369373, "Regression_eta": 0.00016941138982313708, "Regression_sin_phi": 0.00011288723801533795, "Regression_cos_phi": 0.00011268490842401995, "Regression_energy": 0.12923438270793214, "Classification_binary": 2.397188814991798, "Classification": 0.01908004721201308, "ispu": 1.033468204855882e-05, "MET": 4.628628114376055, "Sliced_Wasserstein_Loss": 44.177168770653545, "Total": 2.6757278516748686}, "valid": {"Regression_pt": 0.11204563253918369, "Regression_eta": 0.00015665086511750903, "Regression_sin_phi": 0.0001005228603665454, "Regression_cos_phi": 0.00010105897694893083, "Regression_energy": 0.11209482895163556, "Classification_binary": 2.1811274255777255, "Classification": 0.016184130875046807, "ispu": 1.4203518952497302e-13, "MET": 3.8198878985235907, "Sliced_Wasserstein_Loss": 40.382950411896864, "Total": 2.4218091784128597}, "epoch_train_time": 26399.626488685608, "epoch_valid_time": 1025.564513206482, "epoch_total_time": 27425.191003084183}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_10.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.08359816580932174, "Regression_eta": 0.00011542510950052089, "Regression_sin_phi": 7.212006994449267e-05, "Regression_cos_phi": 7.206192626038969e-05, "Regression_energy": 0.08364166222764068, "Classification_binary": 1.706796947435989, "Classification": 0.010793733570728357, "ispu": 0.0, "MET": 3.0768311817987306, "Sliced_Wasserstein_Loss": 35.21326640990895, "Total": 1.8850881044504673}, "valid": {"Regression_pt": 0.08810899203328942, "Regression_eta": 0.00012201193859197882, "Regression_sin_phi": 7.627267205958775e-05, "Regression_cos_phi": 7.624285379501413e-05, "Regression_energy": 0.08854270274720498, "Classification_binary": 1.7465665161616026, "Classification": 0.010865072419940055, "ispu": 0.0, "MET": 3.0769698833850434, "Sliced_Wasserstein_Loss": 35.03203233657858, "Total": 1.9343635491334117}, "epoch_train_time": 26433.400540351868, "epoch_valid_time": 1028.305912733078, "epoch_total_time": 27461.706489801407}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_2.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.10525648004927134, "Regression_eta": 0.00014458790237625914, "Regression_sin_phi": 9.164727312594109e-05, "Regression_cos_phi": 9.181209669681559e-05, "Regression_energy": 0.10500311660485462, "Classification_binary": 2.0744415370991134, "Classification": 0.015394307627101015, "ispu": 1.8309431874948604e-13, "MET": 3.7076457486389462, "Sliced_Wasserstein_Loss": 39.738068492499345, "Total": 2.300418419989064}, "valid": {"Regression_pt": 0.10443229507963785, "Regression_eta": 0.00014560027748451547, "Regression_sin_phi": 9.152400655594436e-05, "Regression_cos_phi": 9.167733212339695e-05, "Regression_energy": 0.10491847369560421, "Classification_binary": 2.0300572710495346, "Classification": 0.014596276504159088, "ispu": 1.694383492088524e-13, "MET": 3.6975027916711243, "Sliced_Wasserstein_Loss": 38.479836444848615, "Total": 2.2543312693912485}, "epoch_train_time": 26347.84041595459, "epoch_valid_time": 1023.7922224998474, "epoch_total_time": 27371.632643699646}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_3.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.0989646946990229, "Regression_eta": 0.0001358652954885125, "Regression_sin_phi": 8.51865677787872e-05, "Regression_cos_phi": 8.517934091222146e-05, "Regression_energy": 0.09882936476980957, "Classification_binary": 1.9546546994983716, "Classification": 0.0140160750898392, "ispu": 5.1852929017197437e-14, "MET": 3.5253704265031023, "Sliced_Wasserstein_Loss": 38.3811425718565, "Total": 2.1667595333190692}, "valid": {"Regression_pt": 0.09923266395217048, "Regression_eta": 0.00013898720368352358, "Regression_sin_phi": 8.767766723967471e-05, "Regression_cos_phi": 8.74940706495679e-05, "Regression_energy": 0.09955552275504506, "Classification_binary": 1.940876751899005, "Classification": 0.01328625142848516, "ispu": 9.121719819694997e-15, "MET": 3.299126725152455, "Sliced_Wasserstein_Loss": 37.24443337434471, "Total": 2.153268386581256}, "epoch_train_time": 26454.66288137436, "epoch_valid_time": 1032.9273328781128, "epoch_total_time": 27487.590215444565}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_4.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.09458784874213977, "Regression_eta": 0.00013088133088946612, "Regression_sin_phi": 8.154594447324085e-05, "Regression_cos_phi": 8.156958057800878e-05, "Regression_energy": 0.09444084083138685, "Classification_binary": 1.8669159579083756, "Classification": 0.012597301905679427, "ispu": 5.7542482191916285e-15, "MET": 3.3874627047523953, "Sliced_Wasserstein_Loss": 37.424934027530135, "Total": 2.068845021158738}, "valid": {"Regression_pt": 0.09607529122395554, "Regression_eta": 0.00013392545761903415, "Regression_sin_phi": 8.431920345114988e-05, "Regression_cos_phi": 8.392199432325704e-05, "Regression_energy": 0.0963868859159356, "Classification_binary": 1.863430445597518, "Classification": 0.012154098907434789, "ispu": 3.6319946432241416e-15, "MET": 3.1778735406413823, "Sliced_Wasserstein_Loss": 36.515018187653794, "Total": 2.0683451658954746}, "epoch_train_time": 26469.82538151741, "epoch_valid_time": 1026.574518918991, "epoch_total_time": 27496.399903059006}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_5.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.09144814330773185, "Regression_eta": 0.00012684862598317343, "Regression_sin_phi": 7.870364335952533e-05, "Regression_cos_phi": 7.872276763230399e-05, "Regression_energy": 0.09131142618289827, "Classification_binary": 1.8162989890164754, "Classification": 0.01193415129816436, "ispu": 2.022069204261125e-15, "MET": 3.2954091927584814, "Sliced_Wasserstein_Loss": 36.76734006133657, "Total": 2.011282555333666}, "valid": {"Regression_pt": 0.0930680935811624, "Regression_eta": 0.00013085047778081319, "Regression_sin_phi": 8.128190456360589e-05, "Regression_cos_phi": 8.138938678118257e-05, "Regression_energy": 0.0934360480071313, "Classification_binary": 1.8320690712929282, "Classification": 0.011763504434807793, "ispu": 5.623966085457983e-15, "MET": 3.189039389309404, "Sliced_Wasserstein_Loss": 36.052022039156945, "Total": 2.0306285606344283}, "epoch_train_time": 26413.086638450623, "epoch_valid_time": 1028.1525597572327, "epoch_total_time": 27441.23920559883}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_6.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.08903731340303533, "Regression_eta": 0.0001236123047680328, "Regression_sin_phi": 7.662284426100456e-05, "Regression_cos_phi": 7.659055292074967e-05, "Regression_energy": 0.08892326154555369, "Classification_binary": 1.7830555134560064, "Classification": 0.011565267542324906, "ispu": 4.191319238783483e-16, "MET": 3.2203788810831373, "Sliced_Wasserstein_Loss": 36.291601288543376, "Total": 1.972871607766921}, "valid": {"Regression_pt": 0.09148296218664745, "Regression_eta": 0.00012762551385731165, "Regression_sin_phi": 7.970160668682156e-05, "Regression_cos_phi": 7.968310099738772e-05, "Regression_energy": 0.0918635193569795, "Classification_binary": 1.802380819046218, "Classification": 0.011469922525379967, "ispu": 0.0, "MET": 3.155984206162405, "Sliced_Wasserstein_Loss": 35.67671111051674, "Total": 1.9974820630951107}, "epoch_train_time": 26384.877464056015, "epoch_valid_time": 1025.1494944095612, "epoch_total_time": 27410.026964187622}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_7.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.08696408280065021, "Regression_eta": 0.00012078761453621511, "Regression_sin_phi": 7.48722761216887e-05, "Regression_cos_phi": 7.484509176714025e-05, "Regression_energy": 0.08688133280919395, "Classification_binary": 1.7580619398283528, "Classification": 0.01129733999493691, "ispu": 0.0, "MET": 3.160284127380358, "Sliced_Wasserstein_Loss": 35.899695100206834, "Total": 1.9434601817511827}, "valid": {"Regression_pt": 0.0901757180403806, "Regression_eta": 0.0001257100283327977, "Regression_sin_phi": 7.83175124807818e-05, "Regression_cos_phi": 7.841752100159194e-05, "Regression_energy": 0.0904653069041203, "Classification_binary": 1.7862467987723334, "Classification": 0.011265354844176272, "ispu": 0.0, "MET": 3.155142734634107, "Sliced_Wasserstein_Loss": 35.49922100674013, "Total": 1.9784328778618807}, "epoch_train_time": 26342.352874279022, "epoch_valid_time": 1027.8331654071808, "epoch_total_time": 27370.18604040146}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_8.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.08530957052144997, "Regression_eta": 0.00011837351235168267, "Regression_sin_phi": 7.35654602620315e-05, "Regression_cos_phi": 7.352787488775904e-05, "Regression_energy": 0.08527290560624837, "Classification_binary": 1.7355653647504934, "Classification": 0.011068390322811913, "ispu": 0.0, "MET": 3.1197155160116967, "Sliced_Wasserstein_Loss": 35.573493925778, "Total": 1.9174825930746737}, "valid": {"Regression_pt": 0.08910513123152816, "Regression_eta": 0.00012390775783592282, "Regression_sin_phi": 7.736310482382251e-05, "Regression_cos_phi": 7.738319835497553e-05, "Regression_energy": 0.08945124960716005, "Classification_binary": 1.7611470425002675, "Classification": 0.011013775008546358, "ispu": 0.0, "MET": 3.116623314967369, "Sliced_Wasserstein_Loss": 35.3441712581577, "Total": 1.950995097023109}, "epoch_train_time": 26370.40579557419, "epoch_valid_time": 1030.266229391098, "epoch_total_time": 27400.672025442123}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/history/epoch_9.json

@@ -0,0 +1 @@
+{"train": {"Regression_pt": 0.08459189703168461, "Regression_eta": 0.0001168214534836336, "Regression_sin_phi": 7.289619006860745e-05, "Regression_cos_phi": 7.28511851113275e-05, "Regression_energy": 0.08459905356808538, "Classification_binary": 1.7173454847490668, "Classification": 0.010892298462880456, "ispu": 0.0, "MET": 3.09931809874474, "Sliced_Wasserstein_Loss": 35.39608147302855, "Total": 1.8976791509164823}, "valid": {"Regression_pt": 0.08850889082476329, "Regression_eta": 0.00012276859299772063, "Regression_sin_phi": 7.671043810850033e-05, "Regression_cos_phi": 7.660236284160685e-05, "Regression_energy": 0.0889469896444882, "Classification_binary": 1.7540274453033058, "Classification": 0.010950986568948426, "ispu": 0.0, "MET": 3.100285979124318, "Sliced_Wasserstein_Loss": 35.12966727292179, "Total": 1.94271244282925}, "epoch_train_time": 26409.28018307686, "epoch_valid_time": 1024.5951590538025, "epoch_total_time": 27433.875349521637}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/hyperparameters.json

@@ -0,0 +1 @@
+{"num_mlpf_params": 52630547, "train": true, "test": null, "make_plots": null, "comet": true, "save_attention": true, "dataset": "clic", "sort_data": false, "data_dir": "/scratch/persistent/joosep/tensorflow_datasets", "gpus": 1, "gpu_batch_multiplier": 256, "load": null, "finetune": null, "num_epochs": 10, "patience": 20, "lr": 0.0001, "lr_schedule": "cosinedecay", "conv_type": "attention", "ntrain": null, "ntest": 2000, "nvalid": null, "num_workers": 8, "prefetch_factor": 100, "checkpoint_freq": 1, "comet_name": "particleflow-pt", "comet_offline": false, "comet_step_freq": 100, "dtype": "bfloat16", "val_freq": null, "model": {"trainable": "all", "learned_representation_mode": "last", "input_encoding": "split", "pt_mode": "direct-elemtype-split", "eta_mode": "linear", "sin_phi_mode": "linear", "cos_phi_mode": "linear", "energy_mode": "direct-elemtype-split", "gnn_lsh": {"conv_type": "gnn_lsh", "embedding_dim": 1024, "width": 1024, "num_convs": 3, "activation": "elu", "bin_size": 32, "max_num_bins": 200, "distance_dim": 128, "layernorm": true, "num_node_messages": 2, "ffn_dist_hidden_dim": 128, "ffn_dist_num_layers": 2}, "attention": {"conv_type": "attention", "num_convs": 3, "dropout_ff": 0.0, "dropout_conv_id_mha": 0.0, "dropout_conv_id_ff": 0.0, "dropout_conv_reg_mha": 0.0, "dropout_conv_reg_ff": 0.0, "activation": "relu", "head_dim": 32, "num_heads": 32, "attention_type": "flash", "use_pre_layernorm": true}, "mamba": {"conv_type": "mamba", "embedding_dim": 128, "width": 128, "num_convs": 2, "dropout": 0.0, "activation": "elu", "num_heads": 2, "d_state": 16, "d_conv": 4, "expand": 2}}, "lr_schedule_config": {"onecycle": {"pct_start": 0.3}}, "raytune": {"local_dir": null, "sched": null, "search_alg": null, "default_metric": "val_loss", "default_mode": "min", "asha": {"max_t": 200, "reduction_factor": 4, "brackets": 1, "grace_period": 10}, "hyperband": {"max_t": 200, "reduction_factor": 4}, "hyperopt": {"n_random_steps": 10}, "nevergrad": {"n_random_steps": 10}}, "train_dataset": {"clic": {"physical": {"batch_size": 1, "samples": {"clic_edm_qq_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ttbar_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ww_fullhad_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}}}}}, "valid_dataset": {"clic": {"physical": {"batch_size": 1, "samples": {"clic_edm_qq_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ttbar_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ww_fullhad_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}}}}}, "test_dataset": {"clic_edm_qq_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ttbar_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}, "clic_edm_ww_fullhad_pf": {"version": "2.5.0", "splits": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}}, "enabled_test_datasets": ["clic_edm_qq_pf"]}

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/model_kwargs.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2784c409dcad68c684a808b0e9c311e9eb8ee97cd7c92d4d4f1771878dd87f5
+size 553

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/overridden_config.yaml

@@ -0,0 +1,225 @@
+checkpoint_freq: 1
+comet: true
+comet_name: particleflow-pt
+comet_offline: false
+comet_step_freq: 100
+conv_type: attention
+data_dir: /scratch/persistent/joosep/tensorflow_datasets
+dataset: clic
+dtype: bfloat16
+enabled_test_datasets:
+- clic_edm_qq_pf
+finetune: null
+gpu_batch_multiplier: 256
+gpus: 1
+load: null
+lr: 0.0001
+lr_schedule: cosinedecay
+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: 32
+    num_convs: 3
+    num_heads: 32
+    use_pre_layernorm: true
+  cos_phi_mode: linear
+  energy_mode: direct-elemtype-split
+  eta_mode: linear
+  gnn_lsh:
+    activation: elu
+    bin_size: 32
+    conv_type: gnn_lsh
+    distance_dim: 128
+    embedding_dim: 1024
+    ffn_dist_hidden_dim: 128
+    ffn_dist_num_layers: 2
+    layernorm: true
+    max_num_bins: 200
+    num_convs: 3
+    num_node_messages: 2
+    width: 1024
+  input_encoding: split
+  learned_representation_mode: last
+  mamba:
+    activation: elu
+    conv_type: mamba
+    d_conv: 4
+    d_state: 16
+    dropout: 0.0
+    embedding_dim: 128
+    expand: 2
+    num_convs: 2
+    num_heads: 2
+    width: 128
+  pt_mode: direct-elemtype-split
+  sin_phi_mode: linear
+  trainable: all
+ntest: 2000
+ntrain: null
+num_epochs: 10
+num_workers: 8
+nvalid: null
+patience: 20
+prefetch_factor: 100
+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: null
+  search_alg: null
+save_attention: true
+sort_data: false
+test: null
+test_dataset:
+  clic_edm_qq_pf:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  clic_edm_ttbar_pf:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+  clic_edm_ww_fullhad_pf:
+    splits:
+    - 1
+    - 2
+    - 3
+    - 4
+    - 5
+    - 6
+    - 7
+    - 8
+    - 9
+    - 10
+    version: 2.5.0
+train: true
+train_dataset:
+  clic:
+    physical:
+      batch_size: 1
+      samples:
+        clic_edm_qq_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        clic_edm_ttbar_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        clic_edm_ww_fullhad_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+val_freq: null
+valid_dataset:
+  clic:
+    physical:
+      batch_size: 1
+      samples:
+        clic_edm_qq_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        clic_edm_ttbar_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0
+        clic_edm_ww_fullhad_pf:
+          splits:
+          - 1
+          - 2
+          - 3
+          - 4
+          - 5
+          - 6
+          - 7
+          - 8
+          - 9
+          - 10
+          version: 2.5.0

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_0.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:905a7fb4ff4ba30df4eaa260da49b465802dda16bc92805f648d5a6c75ef2a79
+size 1532817

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_1.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61ee9f8e8cdbbfe1e52c5f5bdc60320601806f2b459511f0249ca09f5c44db7e
+size 1569396

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_10.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aaeb7801cbfee99d2dc4f7412b89cc1f22154b938d13c7f55dfc5fc79e52e5e7
+size 1524942

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_11.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82e8f0062effeca309f9a173b37bdffa8449c5ba4b54ed6f27a6d56733f84a16
+size 1611324

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_12.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:558e9947e516e334bc467f4aaeb0a4e3259250a87364a333f296bf54d601ca7a
+size 1491042

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_13.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66628dac53405bc314970d95461c50de50d1bfb7d0fd633bd776fa39b3dbe4cf
+size 1600088

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_14.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b8db8d6bc40a0dff3665f00fca83dfbe4de1b56836857fb8376de937b772967
+size 1620163

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_15.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddfca2b71291351f3cc4dc960176e2eac2d15779eb7a36add2efed2e6323db5c
+size 1547203

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_16.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b7f26b260c332f1df5e29b8627f8694b8a1ab41805d4c002c178d6525431fe19
+size 1531320

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_17.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:465d7ea1f9ad2409ba38b36f52e02e26ef882dbd2d134a853ee975246efc91cb
+size 1492587

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_18.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5021ed9edb26c52886a3b8573270ff9b4df1f010d91438db7c820f216db4c3f4
+size 1560657

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_19.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd28aabd6e9f61f7a2c051934db40f7f055bbb8ea4d5e8bd50b412ca02b3316d
+size 1483847

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_2.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3f247da327295847fb14c4dcebb79aea2467b2f33068698a44dc0d248a4ae99
+size 1508696

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_20.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6c83d8ae48086eecfdf506a178664cd6d9cdf65110723042840b47238c9ff83d
+size 1557564

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_21.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e115049a0b9827ac2e8167ab66539588aee70aa68f547e8ab0af7fe2992222ab
+size 1538079

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_22.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c94275d44a01ef14500269eeb58d16782881508c72023c462b3749568fc1c96
+size 1504413

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_23.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7aafd6324fb9fbeebd794c0393258245aedb9967ab2ab0fbbe9d2d13bcc59caf
+size 1613210

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_24.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e59645cebffe452432b15e3f154c2bb4c4847b701d67026a030ff24a9147d40a
+size 1646122

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_25.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8bff12be24f965f97066d422965e777a9fd6f1057e90b0dfeb837559083dca59
+size 1566351

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_26.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3579a896a10541cf48b7b525546e89571fe45a510364c13441f49ffa58c36068
+size 1601485

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_27.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:440e3c40d33bcd6e45b97c1040ec3e95d9f393402a8031b240664f1c23b6adb1
+size 1454718

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_28.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74c37d86925eb2a15b57a4b3e923a7c32b3dc4d0d13901cba763bcee363a52e7
+size 1635748

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_29.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bed60a6717e301f3d92f3592041300e89cdf5ca6cb234ea51900cedd29cc482c
+size 1538446

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_3.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c5809f5e7043ed39e267dc3d21f06bfa53281fe90de1e03819ad7e6225d78da
+size 1648250

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_30.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05e6b6295f3c35551fa2d87bb0c0aa0f837e4f1b65538aa303e4b16037462d1d
+size 1613255

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_31.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b57280cc915997a46d44a07c3650a92ae3480f7d845f5ea945f515643d3d07d
+size 1582280

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_32.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0987b83add59984d0771abd20202ae9b63216009fb3189d95e2ca1d53c306658
+size 1449032

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_33.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c1d455eaddcdb4d9bfcb7158552a5f7ddfa31d2aef9fc74c89a3a09091c3227
+size 1451677

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_34.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db85338f4370c7c5b1decd8c6cfa96572d173a2b0dfe342ffdf294dc566efbdf
+size 1598081

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_35.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:818dc566d633a4ba9f14092e371ac1ee33b31041a338af3bc7f2f3fdb9feec5a
+size 1511584

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_36.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1dc8599ef9e455196dff7604db2d9be9e617ecbc1dccaf837666cc882e34350
+size 1629234

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_37.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:14c23a30e949c3d57a288f3bdee5a4073de18f91ccee298effa042da97a0ef4b
+size 1556883

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_38.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db7084f0577b56698d2b6e9f63dbac7784157e1e3b9c510b37d54e640285d63f
+size 1516322

clic/clusters/v2.3.0/pyg-clic_20250306_105311_290722/preds_checkpoint-10-1.934364/clic_edm_qq_pf/pred_0_39.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28c07424fd5d3d88825a121702d777900d1f650cbf5e382936cfd815793c4881
+size 1481323