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runs/ccc_lambda/lam0.5_seed0/summary.json
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| 1 |
+
{
|
| 2 |
+
"line": "C32",
|
| 3 |
+
"truth": "/mnt/ssd/scdistill_data/arc_data/tahoe_holdout_h5ad/c26.h5ad",
|
| 4 |
+
"plate_filter": "plate10",
|
| 5 |
+
"train_plates": "all",
|
| 6 |
+
"split_toml": "/mnt/ssd/scdistill_data/arc_state_se/st_hvg_tahoe/fewshot/generalization.toml",
|
| 7 |
+
"teacher_sim": "/mnt/ssd/scdistill_data/scdistill_fewshot/C32_simulated_fewshot.h5ad",
|
| 8 |
+
"fewshot_test_only": true,
|
| 9 |
+
"inductive": false,
|
| 10 |
+
"kd_space": "raw",
|
| 11 |
+
"null_teacher": "none",
|
| 12 |
+
"student_arch": "state_xs",
|
| 13 |
+
"steps": 800000,
|
| 14 |
+
"bs": 256,
|
| 15 |
+
"dim": 2000,
|
| 16 |
+
"seed": 0,
|
| 17 |
+
"n_drugs": 417,
|
| 18 |
+
"distill_mode": "energy",
|
| 19 |
+
"param_total_m": 3.211472,
|
| 20 |
+
"param_active_m": 3.211472,
|
| 21 |
+
"flow_pairing": "ot",
|
| 22 |
+
"flow_rollout": "onpolicy",
|
| 23 |
+
"flow_roll_steps": 4,
|
| 24 |
+
"flow_lambda": 0.1,
|
| 25 |
+
"flow_end_steps": 4,
|
| 26 |
+
"ode_steps": 10,
|
| 27 |
+
"ode_method": "euler",
|
| 28 |
+
"val_frac": 0.15,
|
| 29 |
+
"eval_every": 1000,
|
| 30 |
+
"val_policy": "strict",
|
| 31 |
+
"val_target": "own",
|
| 32 |
+
"val_metric": "pearson_delta",
|
| 33 |
+
"val_inductive_frac": 0.0,
|
| 34 |
+
"log_test_trace": false,
|
| 35 |
+
"n_inductive_val_perts": 0,
|
| 36 |
+
"val_on_state_val": false,
|
| 37 |
+
"val_mode": "transductive",
|
| 38 |
+
"n_state_val_perts": 0,
|
| 39 |
+
"early_stop_patience": 200,
|
| 40 |
+
"early_stop_min_delta": 0.0001,
|
| 41 |
+
"early_stop_ema": 0.3,
|
| 42 |
+
"early_stop_min_steps": 120000,
|
| 43 |
+
"distill_residual": false,
|
| 44 |
+
"shape_gamma": 0.0,
|
| 45 |
+
"shape_n_proj": 50,
|
| 46 |
+
"shape_var_gamma": 0.0,
|
| 47 |
+
"shape_in_whitened": false,
|
| 48 |
+
"shape_whiten_rank": 0,
|
| 49 |
+
"wkdf_gamma": 1.0,
|
| 50 |
+
"wkdf_ratio": 2.0,
|
| 51 |
+
"wkdf_eps": 1e-05,
|
| 52 |
+
"wkdf_shape_gamma": 0.0,
|
| 53 |
+
"wkdf_shape_mode": "centred",
|
| 54 |
+
"reward_gamma": 0.0,
|
| 55 |
+
"reward_scramble": false,
|
| 56 |
+
"feat_gamma": 0.0,
|
| 57 |
+
"featalign_scramble": false,
|
| 58 |
+
"huber_gamma": 0.0,
|
| 59 |
+
"huber_delta": 0.9,
|
| 60 |
+
"teacher_denoise_rank": 0,
|
| 61 |
+
"teacher_denoise_mode": "truncate",
|
| 62 |
+
"fusion_mode": "off",
|
| 63 |
+
"fusion_scramble": false,
|
| 64 |
+
"laplacian_gamma": 0.0,
|
| 65 |
+
"laplacian_k": 15,
|
| 66 |
+
"laplacian_normalized": 1,
|
| 67 |
+
"laplacian_scramble": false,
|
| 68 |
+
"whiten_rank": 0,
|
| 69 |
+
"whiten_alpha": 1.0,
|
| 70 |
+
"whiten_shrink": 0.05,
|
| 71 |
+
"whiten_gmin": 0.2,
|
| 72 |
+
"whiten_gmax": 3.0,
|
| 73 |
+
"whiten_source": "delta",
|
| 74 |
+
"mbar_l2_norm": null,
|
| 75 |
+
"convergence": {
|
| 76 |
+
"distilled_plus_wkdf_ccc": {
|
| 77 |
+
"best_step": 232000,
|
| 78 |
+
"best_val": 0.6860578371798203,
|
| 79 |
+
"final_val": 0.6795778807497612,
|
| 80 |
+
"n_evals": 433,
|
| 81 |
+
"validated": true,
|
| 82 |
+
"val_trace": [
|
| 83 |
+
0.14899125238189456,
|
| 84 |
+
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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| 92 |
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| 93 |
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| 94 |
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| 95 |
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| 96 |
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| 99 |
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| 101 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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| 106 |
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| 107 |
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| 108 |
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| 109 |
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| 110 |
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