Upload runs/_fr2/edge_grid_mmd_bw30_seed1/summary.json with huggingface_hub

runs/_fr2/edge_grid_mmd_bw30_seed1/summary.json

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+{
+  "line": "C32",
+  "truth": "/mnt/ssd/scdistill_data/arc_data/tahoe_holdout_h5ad/c26.h5ad",
+  "plate_filter": "plate10",
+  "train_plates": "all",
+  "split_toml": "/mnt/ssd/scdistill_data/arc_state_se/st_hvg_tahoe/fewshot/generalization.toml",
+  "teacher_sim": "/mnt/ssd/scdistill_data/scdistill_fewshot/C32_simulated_fewshot.h5ad",
+  "fewshot_test_only": true,
+  "inductive": false,
+  "kd_space": "raw",
+  "null_teacher": "none",
+  "student_arch": "state_xs",
+  "steps": 2,
+  "bs": 256,
+  "dim": 2000,
+  "seed": 0,
+  "n_drugs": 417,
+  "distill_mode": "energy",
+  "param_total_m": 3.211472,
+  "param_active_m": 3.211472,
+  "flow_pairing": "ot",
+  "flow_rollout": "onpolicy",
+  "flow_roll_steps": 4,
+  "flow_lambda": 0.1,
+  "flow_end_steps": 4,
+  "ode_steps": 10,
+  "ode_method": "euler",
+  "val_frac": 0.15,
+  "eval_every": 1,
+  "val_policy": "strict",
+  "val_target": "own",
+  "val_metric": "pearson_delta",
+  "val_inductive_frac": 0.0,
+  "log_test_trace": false,
+  "n_inductive_val_perts": 0,
+  "val_on_state_val": false,
+  "val_mode": "transductive",
+  "n_state_val_perts": 0,
+  "early_stop_patience": 45,
+  "early_stop_min_delta": 0.0001,
+  "early_stop_ema": 0.3,
+  "early_stop_min_steps": 0,
+  "distill_residual": false,
+  "shape_gamma": 0.0,
+  "shape_n_proj": 50,
+  "shape_var_gamma": 0.0,
+  "shape_in_whitened": false,
+  "shape_whiten_rank": 0,
+  "wkdf_gamma": 1.0,
+  "wkdf_ratio": 2.0,
+  "wkdf_eps": 1e-05,
+  "wkdf_shape_gamma": 0.0,
+  "wkdf_shape_mode": "centred",
+  "reward_gamma": 0.0,
+  "reward_scramble": false,
+  "feat_gamma": 0.0,
+  "featalign_scramble": false,
+  "huber_gamma": 0.0,
+  "huber_delta": 0.9,
+  "teacher_denoise_rank": 0,
+  "teacher_denoise_mode": "truncate",
+  "fusion_mode": "off",
+  "fusion_scramble": false,
+  "laplacian_gamma": 0.0,
+  "laplacian_k": 15,
+  "laplacian_normalized": 1,
+  "laplacian_scramble": false,
+  "whiten_rank": 0,
+  "whiten_alpha": 1.0,
+  "whiten_shrink": 0.05,
+  "whiten_gmin": 0.2,
+  "whiten_gmax": 3.0,
+  "whiten_source": "delta",
+  "mbar_l2_norm": null,
+  "convergence": {
+    "distilled_plus_wkdf_mmd": {
+      "best_step": 2,
+      "best_val": 0.14911250176117688,
+      "final_val": 0.14911250176117688,
+      "n_evals": 3,
+      "validated": true,
+      "val_trace": [
+        0.14899125238189456,
+        0.14158041525483825,
+        0.14911250176117688
+      ],
+      "val_metric": "pearson_delta",
+      "test_trace": null,
+      "val_alt_trace": null,
+      "val_alt_metric": "energy",
+      "early_stopped": false,
+      "stop_step": 2,
+      "ceiling": 2,
+      "undertrained": null,
+      "ema_decay": null,
+      "ema_val_trace": null,
+      "ema_test_trace": null,
+      "ema_final_test": null,
+      "ema_best_step": null,
+      "genfrontier_selected": "best_val",
+      "genfrontier_val": 0.14911250176117688,
+      "swa_frac": null,
+      "swa_tail_n": 0
+    }
+  },
+  "protocol": {
+    "mode": "smoke",
+    "family": "cell",
+    "select_metric": "pearson_delta",
+    "val_metric": "pearson_delta",
+    "ceiling": 2,
+    "eval_every": 1,
+    "val_frac": 0.15,
+    "val_mode": "transductive",
+    "early_stop_patience": 45,
+    "early_stop_min_steps": 0,
+    "arms": {
+      "distilled_plus_wkdf_mmd": {
+        "best_step": 2,
+        "early_stopped": false,
+        "stop_step": 2,
+        "ceiling": 2,
+        "undertrained": null
+      }
+    },
+    "undertrained": null,
+    "trained_to_full": null,
+    "canonical": "select_metric=pearson_delta val_frac=0.15 eval_every=1000 early_stop_patience=200 early_stop_min_delta=0.0001 early_stop_ema=0.3 early_stop_min_steps=120000 ceiling=800000 (backstop; early-stop fires first, but never before min_steps)"
+  },
+  "n_toml_test": 735,
+  "n_split_test": 735,
+  "n_split_train": 348,
+  "n_eval_perts": 70,
+  "n_real_train_perts": 347,
+  "energy": {
+    "distilled_plus_wkdf_mmd": {
+      "n_perts": 70,
+      "median_energy_to_truth": 1.9235115051269531
+    },
+    "teacher": {
+      "n_perts": 70,
+      "median_energy_to_truth": 0.13015079498291016
+    },
+    "mean": {
+      "n_perts": 70,
+      "median_energy_to_truth": 0.2804889678955078
+    }
+  }
+}