File size: 1,353 Bytes
6d96029
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
{
  "paper_row": "K562 base flow (teacher for reflow)",
  "dataset": "Replogle K562",
  "run_dir": "runs/b200_k562_flow_bs2048_krrinit_mask_30k",
  "backbone": "hf-assets/checkpoints/crispri_k562/scFATE_epoch700_periodic.pt",
  "h5ad_rel": "datasets/scFATE/processed/replogle_k562/replogle_k562.h5ad",
  "training_script": "scripts/train_flow.py",
  "seed": 1,
  "result_json": "experiments/results/fair_comparison/replogle_rotation_vs_direct__flow__b200_k562_flow_bs2048_krrinit_mask_30k_K128.json",
  "teacher": null,
  "teachers": null,
  "launch_script": "runs/launch_tx_bch_combo.sh",
  "checkpoint": {
    "path": "runs/b200_k562_flow_bs2048_krrinit_mask_30k/flow_best.pt",
    "size_mb": 46.5,
    "files_in_dir": [
      "config.json",
      "flow_best.pt",
      "flow_metrics.jsonl",
      "krr_prior.pkl",
      "reproduce.sh"
    ]
  },
  "hparams_top": {
    "_v_net_state_dict_present": true,
    "theta_dim": 192,
    "d_embed": 1824,
    "d_hidden": 512,
    "n_blocks": 4,
    "sigma": 0.05,
    "n_steps": 20,
    "epoch": 28000,
    "loss": 3.408003710949113e-05,
    "pert_names": "<list len=1093 sample=['AAMP', 'AARS', 'AATF', 'ABCB7', 'ABCE1']>",
    "mv_gene_names": "<list len=1085 sample=['AAMP', 'AARS', 'AATF', 'ABCB7', 'ABCE1']>",
    "prior": "krr",
    "krr_gamma": 0.01,
    "krr_alpha": 1.0
  },
  "hparams_nested": {}
}