data: batch_size: 144 count_cell_norm_method: null count_count_norm_method: shifted_log count_gene_norm_method: null dataset_name: hst_corpus_110m model_input_size: 2816 n_neighs: 10 n_segments: 11 num_workers: 16 pin_memory: true precomputed_n_nonzero_tokens: /fsx-shared/s3/hst_corpus_110m/hst_corpus_110m_32_None_None_None_None_None_shifted_log_knn_10_n_nonzero_tokens_train.pkl precomputed_split: /fsx-shared/s3/hst_corpus_110m/hst_corpus_110m_32_None_None_None_None_None_shifted_log_knn_10_precomputed_split_train.pkl random_state: 0 rank_cell_norm_method: null rank_count_norm_method: null rank_gene_norm_method: null raw_data_folder_path: /lustre/scratch126/cellgen/lotfollahi/DATASETS/silver/hst_corpus_110m sample_subset: false sampling_strategy: null sep_gene_tokens_neb: false seq_len_cell: 256 seq_len_neighborhood: 2560 split: 0 stratify: false test_batch_ids: - 49_batch0 token_dict_folder_path: /fsx-shared/s3/token_dictionary_homo_sapiens.pkl tokenized_data_folder_path: /fsx-shared/s3/hst_corpus_110m/hst_corpus_110m_32_None_None_None_None_None_shifted_log_knn_10.dataset tokenizer_type: cell_graph use_sampler: true val_batch_ids: - 49_batch0 mask: block_masking: true cell_masking: false context_mask_size: 200 n_contexts: 1 n_targets: 1 per_block_mask_ratio: 0.8 sample_segments: true target_mask_size: 50 targets_list: null restrict_special_attention: False meta: add_cls: false api_version: v3 cell_pos_enc: coord count_encoding: mlp enc_depth: 12 enc_emb_dim: 384 gt_type: combined mlp_ratio: 4 n_value_bins: 100 num_heads: 6 pos_learnable: false pred_depth: 12 pred_emb_dim: 192 predict_gene: true seg_learnable: false special_tokens: [] use_bfloat16: true use_flash_attention: true use_layer_norm: true restrict_special_attention: false optimization: clip_grad: 2.0 ema: - 0.9995 - 1.0 epochs: 5 final_lr: 1.0e-06 final_weight_decay: 0.4 ipe_scale: 1.25 lr: 6.0e-05 start_lr: 1.0e-06 warmup: 1 weight_decay: 0.04 state: checkpoint_freq: 1 checkpoint_freq_iter: 5000 folder_path: null load_checkpoint: false log_freq: 20 read_checkpoint: null read_timestamp: 'nichejepa-ep2.pth.tar' write_tag: nichejepa