{ "seed": 42, "dataset_name": "pancreatic_full", "do_train": true, "load_model": null, "GEPC": true, "ecs_thres": 0.7, "dab_weight": 0, "this_weight": 1, "next_weight": 0, "n_rounds": 3, "next_cell_pred_type": "identity", "ecs_weight": 1, "cell_type_classifier": true, "cell_type_classifier_weight": 1, "perturbation_classifier_weight": 10, "perturbation_input": false, "CCE": true, "mask_ratio": 0.15, "epochs": 450, "lr": 0.005, "batch_size": 128, "layer_size": 32, "schedule_ratio": 0.995, "save_eval_interval": 5, "log_interval": 200, "fast_transformer": true, "amp": true, "do_sample_in_train": false, "ADV": false, "adv_weight": 10000, "adv_E_delay_epochs": 2, "adv_D_delay_epochs": 2, "lr_ADV": 0.001, "DSBN": false, "per_seq_batch_sample": false, "use_batch_label": false, "schedule_interval": 1, "cce_mode": "cell+geno", "n_hvg": 2000, "ps_weight": 0, "mask_value": -1, "cls_value": -3, "cls_token": "", "sampling_mode": "hvg", "non_hvg_size": 1000, "fix_nonzero_prop": true, "nonzero_prop": 0.9, "hvg_col": "highly_variable", "mvc_masked_train": true, "max_seq_len": 3001, "n_pert": 40, "nlayers_pert": 4, "n_ps": 1, "ntoken": 36604, "d_model": 32, "nhead": 4, "d_hid": 32, "nlayers": 2, "nlayers_cls": 3, "n_cls": 20, "vocab": null, "dropout": 0.1, "pad_token": "", "pad_value": -2, "do_mvc": true, "do_dab": false, "use_batch_labels": false, "num_batch_labels": null, "domain_spec_batchnorm": false, "input_emb_style": "continuous", "n_bins": 51, "cell_emb_style": "cls", "mvc_decoder_style": "inner product", "ecs_threshold": 0.7, "explicit_zero_prob": true, "use_fast_transformer": true, "fast_transformer_backend": "flash", "pre_norm": false, "pred_lochness_next": false, "ps_decoder2_nlayer": 3, "pert_pad_id": null, "pert_dim": null }