Joosep Pata
commited on
Commit
·
03aca79
1
Parent(s):
c07626f
added clic v2.2.0 model
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- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/.gitattributes +4 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_1.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_2.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_3.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_4.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_5.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/hyperparameters.json +1 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/model_kwargs.pkl +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/overridden_config.yaml +224 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_eta.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_eta.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_pt.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_pt.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_pt_log.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_pt_log.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_bins_0p5_1p5.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_bins_0p5_1p5.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_bins_0p5_1p5_vstarget.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_bins_0p5_1p5_vstarget.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_vstarget.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_res_vstarget.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_10.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_10.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_100.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_100.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_20.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_20.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_200.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_200.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_40.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_40.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_400.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_400.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_60.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_60.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_80.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_80.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_eta.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_binned_eta.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_eta.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_eta.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_pt.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_pt.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_pt_vstarget.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_iqr_over_med_pt_vstarget.png +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_med_eta.pdf +3 -0
- clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/plots_checkpoint-05-1.995116/clic_edm_qq_pf/jet_response_med_eta.png +3 -0
clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/.gitattributes
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plots_checkpoint*/** filter=lfs diff=lfs merge=lfs -text
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preds_checkpoint*/** filter=lfs diff=lfs merge=lfs -text
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runs/** filter=lfs diff=lfs merge=lfs -text
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checkpoints/** filter=lfs diff=lfs merge=lfs -text
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-05-1.995116.pth
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size 619129078
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_1.json
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{"train": {"Regression_pt": 0.1305352703831158, "Regression_eta": 0.0001703609830854827, "Regression_sin_phi": 0.00011389742359422293, "Regression_cos_phi": 0.00011350113057241124, "Regression_energy": 0.13012066721346552, "Classification_binary": 2.3982768406913437, "Classification": 0.019027657360685162, "MET": 5.1761743545396195, "Sliced_Wasserstein_Loss": 44.2138250956898, "Total": 2.6783336899412786}, "valid": {"Regression_pt": 0.11193011826572029, "Regression_eta": 0.00015753862806038385, "Regression_sin_phi": 0.00010198930552825324, "Regression_cos_phi": 0.00010130293065498918, "Regression_energy": 0.11214985005215578, "Classification_binary": 2.1906955858163046, "Classification": 0.016067762814627188, "MET": 3.8647029962822295, "Sliced_Wasserstein_Loss": 40.229381753503795, "Total": 2.431203068163582}, "epoch_train_time": 132967.39482712746, "epoch_valid_time": 4570.915577888489, "epoch_total_time": 137538.31040644646}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_2.json
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{"train": {"Regression_pt": 0.10480801537648884, "Regression_eta": 0.00014531593974815654, "Regression_sin_phi": 9.258517870290743e-05, "Regression_cos_phi": 9.23779745192392e-05, "Regression_energy": 0.10448024252683474, "Classification_binary": 2.0554677656134843, "Classification": 0.015208731034772247, "MET": 3.69504114364168, "Sliced_Wasserstein_Loss": 39.60444749542353, "Total": 2.2802871585478925}, "valid": {"Regression_pt": 0.10290886489314753, "Regression_eta": 0.00014659665135173118, "Regression_sin_phi": 9.237539580738888e-05, "Regression_cos_phi": 9.211300018064042e-05, "Regression_energy": 0.10316577804041403, "Classification_binary": 2.0031310179736814, "Classification": 0.014308269513384141, "MET": 3.4699974757943726, "Sliced_Wasserstein_Loss": 38.35105849470418, "Total": 2.2238372773349737}, "epoch_train_time": 133856.32013082504, "epoch_valid_time": 4569.6252617836, "epoch_total_time": 138425.94539380074}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_3.json
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{"train": {"Regression_pt": 0.09813356137668497, "Regression_eta": 0.00013694942749972418, "Regression_sin_phi": 8.56519779856205e-05, "Regression_cos_phi": 8.55102180383193e-05, "Regression_energy": 0.0979228353340525, "Classification_binary": 1.9320134381760692, "Classification": 0.013767266464514538, "MET": 3.4966348839835484, "Sliced_Wasserstein_Loss": 38.183917576016924, "Total": 2.142123867769774}, "valid": {"Regression_pt": 0.09853313328098254, "Regression_eta": 0.0001411075526741822, "Regression_sin_phi": 8.771219801441085e-05, "Regression_cos_phi": 8.797908296071872e-05, "Regression_energy": 0.09849909281136328, "Classification_binary": 1.9181835582272386, "Classification": 0.013032377958680341, "MET": 3.3652922562051995, "Sliced_Wasserstein_Loss": 38.05247004386434, "Total": 2.1285604254707393}, "epoch_train_time": 133805.38659882545, "epoch_valid_time": 4571.792712926865, "epoch_total_time": 138377.17933630943}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_4.json
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{"train": {"Regression_pt": 0.0939493963110394, "Regression_eta": 0.00013135263595216482, "Regression_sin_phi": 8.168683719655415e-05, "Regression_cos_phi": 8.153408107581176e-05, "Regression_energy": 0.09374886818767385, "Classification_binary": 1.8394567746594395, "Classification": 0.012325539255755504, "MET": 3.375277857023988, "Sliced_Wasserstein_Loss": 37.20878800846349, "Total": 2.039784259622471}, "valid": {"Regression_pt": 0.09506831888949997, "Regression_eta": 0.00013458357656194627, "Regression_sin_phi": 8.367013966984911e-05, "Regression_cos_phi": 8.353278179582944e-05, "Regression_energy": 0.09523754174969241, "Classification_binary": 1.8408782981839094, "Classification": 0.012000219725256516, "MET": 3.4283472471113727, "Sliced_Wasserstein_Loss": 36.69639657109233, "Total": 2.0434852927409866}, "epoch_train_time": 133771.94926667213, "epoch_valid_time": 4636.674633026123, "epoch_total_time": 138408.6239004135}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/history/epoch_5.json
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{"train": {"Regression_pt": 0.09087318845021158, "Regression_eta": 0.00012659103211811747, "Regression_sin_phi": 7.860582842907444e-05, "Regression_cos_phi": 7.848353851052094e-05, "Regression_energy": 0.09071914008637341, "Classification_binary": 1.7849193471697216, "Classification": 0.01164742623439283, "MET": 3.2853502484368686, "Sliced_Wasserstein_Loss": 36.545714166844974, "Total": 1.9784337630459072}, "valid": {"Regression_pt": 0.0924317333498549, "Regression_eta": 0.00013063854873786193, "Regression_sin_phi": 8.12281475126316e-05, "Regression_cos_phi": 8.116436601514114e-05, "Regression_energy": 0.09261981461715657, "Classification_binary": 1.7982992537712634, "Classification": 0.011474268186713484, "MET": 3.238939256913983, "Sliced_Wasserstein_Loss": 36.15146236760458, "Total": 1.9951164561490318}, "epoch_train_time": 133846.90239071846, "epoch_valid_time": 4573.774159908295, "epoch_total_time": 138420.676551342}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/hyperparameters.json
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{"num_mlpf_params": 51577874, "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": "experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-01-2.431203.pth", "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": "float32", "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": 512, "width": 512, "num_convs": 8, "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": "math", "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"]}
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/model_kwargs.pkl
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version https://git-lfs.github.com/spec/v1
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size 552
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clic/clusters/v2.2.0/pyg-clic_20250106_193536_269746/overridden_config.yaml
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1 |
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checkpoint_freq: 1
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2 |
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comet: true
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|
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comet_offline: false
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comet_step_freq: 100
|
6 |
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conv_type: attention
|
7 |
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data_dir: /scratch/persistent/joosep/tensorflow_datasets
|
8 |
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dataset: clic
|
9 |
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dtype: float32
|
10 |
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enabled_test_datasets:
|
11 |
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- clic_edm_qq_pf
|
12 |
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gpu_batch_multiplier: 256
|
13 |
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gpus: 1
|
14 |
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load: experiments/pyg-clic_20250106_193536_269746/checkpoints/checkpoint-01-2.431203.pth
|
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lr: 0.0001
|
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lr_schedule: cosinedecay
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lr_schedule_config:
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onecycle:
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pct_start: 0.3
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make_plots: null
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model:
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attention:
|
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activation: relu
|
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attention_type: math
|
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conv_type: attention
|
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energy_mode: direct-elemtype-split
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38 |
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gnn_lsh:
|
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activation: elu
|
40 |
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|
41 |
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conv_type: gnn_lsh
|
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distance_dim: 128
|
43 |
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|
44 |
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|
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|
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|
50 |
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width: 512
|
51 |
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input_encoding: split
|
52 |
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learned_representation_mode: last
|
53 |
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mamba:
|
54 |
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activation: elu
|
55 |
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conv_type: mamba
|
56 |
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d_conv: 4
|
57 |
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d_state: 16
|
58 |
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|
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|
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|
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width: 128
|
64 |
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pt_mode: direct-elemtype-split
|
65 |
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sin_phi_mode: linear
|
66 |
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trainable: all
|
67 |
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ntest: 2000
|
68 |
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ntrain: null
|
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|
70 |
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|
71 |
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|
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patience: 20
|
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prefetch_factor: 100
|
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raytune:
|
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asha:
|
76 |
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brackets: 1
|
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grace_period: 10
|
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max_t: 200
|
79 |
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reduction_factor: 4
|
80 |
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default_metric: val_loss
|
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default_mode: min
|
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hyperband:
|
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max_t: 200
|
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reduction_factor: 4
|
85 |
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hyperopt:
|
86 |
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n_random_steps: 10
|
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local_dir: null
|
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nevergrad:
|
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n_random_steps: 10
|
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sched: null
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91 |
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|
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|
93 |
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sort_data: false
|
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|
95 |
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|
96 |
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|
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|
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|
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clic:
|
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|
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batch_size: 1
|
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samples:
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