{ "dataset": "HLCA", "architecture": "TransformerGenerator", "d_model": 384, "nhead": 6, "nlayers": 12, "dim_embedding": 384, "dropout": 0.1, "nclass": 2, "pad_token": "", "cell_emb_style": "avg-pool", "context_specific_projections": true, "constant_ctx": false, "only_contrastive": true, "DA": true, "lambda_sinkhorn": 0.005, "contexts": [ "disease", "cell_type", "tissue" ], "merged_contexts": "disease_cell_type_tissue", "vocab_size": 18711, "max_length_up": 1024, "max_length_down": 1024, "temperature": 0.1, "seed": 20, "training_epoch": 2, "training_global_step": 3682000, "data_composition": { "diseases": [ "COVID-19", "chronic obstructive pulmonary disease", "chronic rhinitis", "cystic fibrosis", "hypersensitivity pneumonitis", "interstitial lung disease", "lung adenocarcinoma", "lung large cell carcinoma", "lymphangioleiomyomatosis", "non-specific interstitial pneumonia", "normal", "pleomorphic carcinoma", "pneumonia", "pulmonary fibrosis", "pulmonary sarcoidosis", "squamous cell lung carcinoma" ], "tissues": [ "lung", "lung parenchyma", "nose", "respiratory airway" ], "cell_type_ontology_ids": [ "CL:0000037", "CL:0000057", "CL:0000077", "CL:0000084", "CL:0000097", "CL:0000158", "CL:0000186", "CL:0000192", "CL:0000236", "CL:0000313", "CL:0000319", "CL:0000451", "CL:0000499", "CL:0000583", "CL:0000622", "CL:0000623", "CL:0000624", "CL:0000625", "CL:0000784", "CL:0000786", "CL:0000860", "CL:0000861", "CL:0000875", "CL:0000990", "CL:0002062", "CL:0002063", "CL:0002075", "CL:0002138", "CL:0002144", "CL:0002145", "CL:0002399", "CL:0002480", "CL:0002543", "CL:0002632", "CL:0002633", "CL:0005006", "CL:0005012", "CL:0009089", "CL:0010003", "CL:0019001", "CL:0019003", "CL:0019019", "CL:1000223", "CL:1000312", "CL:1001568", "CL:1001603", "CL:2000093", "CL:4028004", "CL:4028006", "CL:4030023", "unknown" ] } }