Datasets:

arushram
/

fnbm-current-simulation-identifiability-canary-v1

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-1.012692	80,017	-0.057785	0.039076	0.041117	-0.056652	0.00005	0.022178	0.032904	-0.023828	-0.059553	0.021661	-0.057435	-0.025461	-0.066281	-0.120944	-0.019517	-0.025564	-0.009829	0.03189	0.01058	0.00339	0.000003	0.004187	0.003411	-0.010932	-0.119032	0.009476	-0.033571	0.000757	-0.000821	0.020255	0.003704	-0.011439	0.03189	-0.000001	-0.000008	0.003213	-0.000002	-0.000029	-0.00018	0.085372	0.000005	0.000034	0.000021	0.057931	0.000099	0.000004	-0.000031	0.01058	-0.000008	-0	0.000185	-0	-0	-0.000014	0.049707	-0	-0.000117	0.000004	0.034651	-0	-0	0.00339	0.003213	0.000185	0.000312	0	0.000593	0.000258	0.000003	0.046379	-0.00001	0.000377	-0.000501	0.005635	0.00724	0.000062	-0.000732	0.000003	0	-0	0.000007	-0	0.000006	0.004187	-0.000002	-0	0.000593	-0	-0	-0.000014	0.019915	-0.000018	-0.000009	0.010361	-0	-0	0.003411	-0.000029	-0	0.000258	-0	-0.000021	0.019837	-0.000037	0.000202	0.00101	-0	-0.010932	-0.00018	-0.000014	0.000003	-0.000014	-0.000021	0.000062	-0.033465	0.000014	-0.000348	0.000028	-0.013068	-0.000203	0.000035	0.000009	-0.119032	0.085372	0.049707	0.046379	0.000007	0.019915	0.019837	-0.033465	-0.006134	0.040324	-0.10295	0.020393	-0.012357	0.011721	0.013074	-0.031424	0.009476	0.000005	-0	-0.00001	0.000014	0.040324	-0	0.000031	0.000053	0.019407	-0	-0	-0.033571	0.000034	-0.000117	0.000377	-0.000018	-0.000037	-0.000348	-0.10295	0.000031	-0.000115	0.000276	-0.060014	0.000281	0.000061	-0.000054	0.000757	0.000021	0.000004	-0.000501	-0	-0.000009	0.000202	0.000028	0.020393	0.000053	0.000276	0.000027	0.002978	0.000694	0.000106	-0.000038	-0.000821	0.057931	0.034651	0.005635	0.000006	0.010361	0.00101	-0.013068	-0.012357	0.019407	-0.060014	0.002978	-0.010626	0.015543	0.002067	-0.008281	0.020255	0.000099	-0	0.00724	-0	-0.000203	0.011721	-0	0.000281	0.000694	0.015543	0	0.003704	0.000004	-0	0.000062	-0	-0	0.000035	0.013074	-0	0.000061	0.000106	0.002067	0	-0	-0.011439	-0.000031	-0.000732	0.000009	-0.031424	-0.000054	-0.000038	-0.008281	0.670007	2.022263	0.751137
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End of preview. Expand in Data Studio

fnbm-current-simulation-identifiability-canary-v1

Canary validating the new training-time simulation_eval hook: per-sample model contributions (pred, z1_f{k}, z2_f{i}f{j}, model_z_abs*) extracted via forward_interpret on the 20260706_simulation valid split, at the final epoch (9) of a 10-epoch canary run. Baseline (all-zero) antiabsorption penalties -- validates plumbing on real data/GPU, not a scientific result.

Dataset Info

Rows: 10000
Columns: 277

Columns

Column	Type	Description
pred	Value('float32')	Model prediction (forward_interpret output) for this sequence
sample_idx	Value('int64')	Row index into the source 20260706_simulation valid split (matches {split}.csv and {split}_gt.parquet)
z1_f0	Value('float32')	No description provided
z1_f1	Value('float32')	No description provided
z1_f2	Value('float32')	No description provided
z1_f3	Value('float32')	No description provided
z1_f4	Value('float32')	No description provided
z1_f5	Value('float32')	No description provided
z1_f6	Value('float32')	No description provided
z1_f7	Value('float32')	No description provided
z1_f8	Value('float32')	No description provided
z1_f9	Value('float32')	No description provided
z1_f10	Value('float32')	No description provided
z1_f11	Value('float32')	No description provided
z1_f12	Value('float32')	No description provided
z1_f13	Value('float32')	No description provided
z1_f14	Value('float32')	No description provided
z1_f15	Value('float32')	No description provided
z2_f0_f0	Value('float32')	No description provided
z2_f0_f1	Value('float32')	No description provided
z2_f0_f2	Value('float32')	No description provided
z2_f0_f3	Value('float32')	No description provided
z2_f0_f4	Value('float32')	No description provided
z2_f0_f5	Value('float32')	No description provided
z2_f0_f6	Value('float32')	No description provided
z2_f0_f7	Value('float32')	No description provided
z2_f0_f8	Value('float32')	No description provided
z2_f0_f9	Value('float32')	No description provided
z2_f0_f10	Value('float32')	No description provided
z2_f0_f11	Value('float32')	No description provided
z2_f0_f12	Value('float32')	No description provided
z2_f0_f13	Value('float32')	No description provided
z2_f0_f14	Value('float32')	No description provided
z2_f0_f15	Value('float32')	No description provided
z2_f1_f0	Value('float32')	No description provided
z2_f1_f1	Value('float32')	No description provided
z2_f1_f2	Value('float32')	No description provided
z2_f1_f3	Value('float32')	No description provided
z2_f1_f4	Value('float32')	No description provided
z2_f1_f5	Value('float32')	No description provided
z2_f1_f6	Value('float32')	No description provided
z2_f1_f7	Value('float32')	No description provided
z2_f1_f8	Value('float32')	No description provided
z2_f1_f9	Value('float32')	No description provided
z2_f1_f10	Value('float32')	No description provided
z2_f1_f11	Value('float32')	No description provided
z2_f1_f12	Value('float32')	No description provided
z2_f1_f13	Value('float32')	No description provided
z2_f1_f14	Value('float32')	No description provided
z2_f1_f15	Value('float32')	No description provided
z2_f2_f0	Value('float32')	No description provided
z2_f2_f1	Value('float32')	No description provided
z2_f2_f2	Value('float32')	No description provided
z2_f2_f3	Value('float32')	No description provided
z2_f2_f4	Value('float32')	No description provided
z2_f2_f5	Value('float32')	No description provided
z2_f2_f6	Value('float32')	No description provided
z2_f2_f7	Value('float32')	No description provided
z2_f2_f8	Value('float32')	No description provided
z2_f2_f9	Value('float32')	No description provided
z2_f2_f10	Value('float32')	No description provided
z2_f2_f11	Value('float32')	No description provided
z2_f2_f12	Value('float32')	No description provided
z2_f2_f13	Value('float32')	No description provided
z2_f2_f14	Value('float32')	No description provided
z2_f2_f15	Value('float32')	No description provided
z2_f3_f0	Value('float32')	No description provided
z2_f3_f1	Value('float32')	No description provided
z2_f3_f2	Value('float32')	No description provided
z2_f3_f3	Value('float32')	No description provided
z2_f3_f4	Value('float32')	No description provided
z2_f3_f5	Value('float32')	No description provided
z2_f3_f6	Value('float32')	No description provided
z2_f3_f7	Value('float32')	No description provided
z2_f3_f8	Value('float32')	No description provided
z2_f3_f9	Value('float32')	No description provided
z2_f3_f10	Value('float32')	No description provided
z2_f3_f11	Value('float32')	No description provided
z2_f3_f12	Value('float32')	No description provided
z2_f3_f13	Value('float32')	No description provided
z2_f3_f14	Value('float32')	No description provided
z2_f3_f15	Value('float32')	No description provided
z2_f4_f0	Value('float32')	No description provided
z2_f4_f1	Value('float32')	No description provided
z2_f4_f2	Value('float32')	No description provided
z2_f4_f3	Value('float32')	No description provided
z2_f4_f4	Value('float32')	No description provided
z2_f4_f5	Value('float32')	No description provided
z2_f4_f6	Value('float32')	No description provided
z2_f4_f7	Value('float32')	No description provided
z2_f4_f8	Value('float32')	No description provided
z2_f4_f9	Value('float32')	No description provided
z2_f4_f10	Value('float32')	No description provided
z2_f4_f11	Value('float32')	No description provided
z2_f4_f12	Value('float32')	No description provided
z2_f4_f13	Value('float32')	No description provided
z2_f4_f14	Value('float32')	No description provided
z2_f4_f15	Value('float32')	No description provided
z2_f5_f0	Value('float32')	No description provided
z2_f5_f1	Value('float32')	No description provided
z2_f5_f2	Value('float32')	No description provided
z2_f5_f3	Value('float32')	No description provided
z2_f5_f4	Value('float32')	No description provided
z2_f5_f5	Value('float32')	No description provided
z2_f5_f6	Value('float32')	No description provided
z2_f5_f7	Value('float32')	No description provided
z2_f5_f8	Value('float32')	No description provided
z2_f5_f9	Value('float32')	No description provided
z2_f5_f10	Value('float32')	No description provided
z2_f5_f11	Value('float32')	No description provided
z2_f5_f12	Value('float32')	No description provided
z2_f5_f13	Value('float32')	No description provided
z2_f5_f14	Value('float32')	No description provided
z2_f5_f15	Value('float32')	No description provided
z2_f6_f0	Value('float32')	No description provided
z2_f6_f1	Value('float32')	No description provided
z2_f6_f2	Value('float32')	No description provided
z2_f6_f3	Value('float32')	No description provided
z2_f6_f4	Value('float32')	No description provided
z2_f6_f5	Value('float32')	No description provided
z2_f6_f6	Value('float32')	No description provided
z2_f6_f7	Value('float32')	No description provided
z2_f6_f8	Value('float32')	No description provided
z2_f6_f9	Value('float32')	No description provided
z2_f6_f10	Value('float32')	No description provided
z2_f6_f11	Value('float32')	No description provided
z2_f6_f12	Value('float32')	No description provided
z2_f6_f13	Value('float32')	No description provided
z2_f6_f14	Value('float32')	No description provided
z2_f6_f15	Value('float32')	No description provided
z2_f7_f0	Value('float32')	No description provided
z2_f7_f1	Value('float32')	No description provided
z2_f7_f2	Value('float32')	No description provided
z2_f7_f3	Value('float32')	No description provided
z2_f7_f4	Value('float32')	No description provided
z2_f7_f5	Value('float32')	No description provided
z2_f7_f6	Value('float32')	No description provided
z2_f7_f7	Value('float32')	No description provided
z2_f7_f8	Value('float32')	No description provided
z2_f7_f9	Value('float32')	No description provided
z2_f7_f10	Value('float32')	No description provided
z2_f7_f11	Value('float32')	No description provided
z2_f7_f12	Value('float32')	No description provided
z2_f7_f13	Value('float32')	No description provided
z2_f7_f14	Value('float32')	No description provided
z2_f7_f15	Value('float32')	No description provided
z2_f8_f0	Value('float32')	No description provided
z2_f8_f1	Value('float32')	No description provided
z2_f8_f2	Value('float32')	No description provided
z2_f8_f3	Value('float32')	No description provided
z2_f8_f4	Value('float32')	No description provided
z2_f8_f5	Value('float32')	No description provided
z2_f8_f6	Value('float32')	No description provided
z2_f8_f7	Value('float32')	No description provided
z2_f8_f8	Value('float32')	No description provided
z2_f8_f9	Value('float32')	No description provided
z2_f8_f10	Value('float32')	No description provided
z2_f8_f11	Value('float32')	No description provided
z2_f8_f12	Value('float32')	No description provided
z2_f8_f13	Value('float32')	No description provided
z2_f8_f14	Value('float32')	No description provided
z2_f8_f15	Value('float32')	No description provided
z2_f9_f0	Value('float32')	No description provided
z2_f9_f1	Value('float32')	No description provided
z2_f9_f2	Value('float32')	No description provided
z2_f9_f3	Value('float32')	No description provided
z2_f9_f4	Value('float32')	No description provided
z2_f9_f5	Value('float32')	No description provided
z2_f9_f6	Value('float32')	No description provided
z2_f9_f7	Value('float32')	No description provided
z2_f9_f8	Value('float32')	No description provided
z2_f9_f9	Value('float32')	No description provided
z2_f9_f10	Value('float32')	No description provided
z2_f9_f11	Value('float32')	No description provided
z2_f9_f12	Value('float32')	No description provided
z2_f9_f13	Value('float32')	No description provided
z2_f9_f14	Value('float32')	No description provided
z2_f9_f15	Value('float32')	No description provided
z2_f10_f0	Value('float32')	No description provided
z2_f10_f1	Value('float32')	No description provided
z2_f10_f2	Value('float32')	No description provided
z2_f10_f3	Value('float32')	No description provided
z2_f10_f4	Value('float32')	No description provided
z2_f10_f5	Value('float32')	No description provided
z2_f10_f6	Value('float32')	No description provided
z2_f10_f7	Value('float32')	No description provided
z2_f10_f8	Value('float32')	No description provided
z2_f10_f9	Value('float32')	No description provided
z2_f10_f10	Value('float32')	No description provided
z2_f10_f11	Value('float32')	No description provided
z2_f10_f12	Value('float32')	No description provided
z2_f10_f13	Value('float32')	No description provided
z2_f10_f14	Value('float32')	No description provided
z2_f10_f15	Value('float32')	No description provided
z2_f11_f0	Value('float32')	No description provided
z2_f11_f1	Value('float32')	No description provided
z2_f11_f2	Value('float32')	No description provided
z2_f11_f3	Value('float32')	No description provided
z2_f11_f4	Value('float32')	No description provided
z2_f11_f5	Value('float32')	No description provided
z2_f11_f6	Value('float32')	No description provided
z2_f11_f7	Value('float32')	No description provided
z2_f11_f8	Value('float32')	No description provided
z2_f11_f9	Value('float32')	No description provided
z2_f11_f10	Value('float32')	No description provided
z2_f11_f11	Value('float32')	No description provided
z2_f11_f12	Value('float32')	No description provided
z2_f11_f13	Value('float32')	No description provided
z2_f11_f14	Value('float32')	No description provided
z2_f11_f15	Value('float32')	No description provided
z2_f12_f0	Value('float32')	No description provided
z2_f12_f1	Value('float32')	No description provided
z2_f12_f2	Value('float32')	No description provided
z2_f12_f3	Value('float32')	No description provided
z2_f12_f4	Value('float32')	No description provided
z2_f12_f5	Value('float32')	No description provided
z2_f12_f6	Value('float32')	No description provided
z2_f12_f7	Value('float32')	No description provided
z2_f12_f8	Value('float32')	No description provided
z2_f12_f9	Value('float32')	No description provided
z2_f12_f10	Value('float32')	No description provided
z2_f12_f11	Value('float32')	No description provided
z2_f12_f12	Value('float32')	No description provided
z2_f12_f13	Value('float32')	No description provided
z2_f12_f14	Value('float32')	No description provided
z2_f12_f15	Value('float32')	No description provided
z2_f13_f0	Value('float32')	No description provided
z2_f13_f1	Value('float32')	No description provided
z2_f13_f2	Value('float32')	No description provided
z2_f13_f3	Value('float32')	No description provided
z2_f13_f4	Value('float32')	No description provided
z2_f13_f5	Value('float32')	No description provided
z2_f13_f6	Value('float32')	No description provided
z2_f13_f7	Value('float32')	No description provided
z2_f13_f8	Value('float32')	No description provided
z2_f13_f9	Value('float32')	No description provided
z2_f13_f10	Value('float32')	No description provided
z2_f13_f11	Value('float32')	No description provided
z2_f13_f12	Value('float32')	No description provided
z2_f13_f13	Value('float32')	No description provided
z2_f13_f14	Value('float32')	No description provided
z2_f13_f15	Value('float32')	No description provided
z2_f14_f0	Value('float32')	No description provided
z2_f14_f1	Value('float32')	No description provided
z2_f14_f2	Value('float32')	No description provided
z2_f14_f3	Value('float32')	No description provided
z2_f14_f4	Value('float32')	No description provided
z2_f14_f5	Value('float32')	No description provided
z2_f14_f6	Value('float32')	No description provided
z2_f14_f7	Value('float32')	No description provided
z2_f14_f8	Value('float32')	No description provided
z2_f14_f9	Value('float32')	No description provided
z2_f14_f10	Value('float32')	No description provided
z2_f14_f11	Value('float32')	No description provided
z2_f14_f12	Value('float32')	No description provided
z2_f14_f13	Value('float32')	No description provided
z2_f14_f14	Value('float32')	No description provided
z2_f14_f15	Value('float32')	No description provided
z2_f15_f0	Value('float32')	No description provided
z2_f15_f1	Value('float32')	No description provided
z2_f15_f2	Value('float32')	No description provided
z2_f15_f3	Value('float32')	No description provided
z2_f15_f4	Value('float32')	No description provided
z2_f15_f5	Value('float32')	No description provided
z2_f15_f6	Value('float32')	No description provided
z2_f15_f7	Value('float32')	No description provided
z2_f15_f8	Value('float32')	No description provided
z2_f15_f9	Value('float32')	No description provided
z2_f15_f10	Value('float32')	No description provided
z2_f15_f11	Value('float32')	No description provided
z2_f15_f12	Value('float32')	No description provided
z2_f15_f13	Value('float32')	No description provided
z2_f15_f14	Value('float32')	No description provided
z2_f15_f15	Value('float32')	No description provided
model_z_abs_1	Value('float32')	Sum of
model_z_abs_2	Value('float32')	Sum of
model_z_abs_ratio	Value('float32')	model_z_abs_2 / (model_z_abs_1 + model_z_abs_2) -- model's per-sample interaction fraction, compared against ground truth z_abs_ratio to diagnose first-order absorption into the interaction pathway

Generation Parameters

{
  "script_name": "train.py",
  "model": "FactorizedNBM (variants/fnbm_20260620.py)",
  "description": "Canary validating the new training-time simulation_eval hook: per-sample model contributions (pred, z1_f{k}, z2_f{i}_f{j}, model_z_abs_*) extracted via forward_interpret on the 20260706_simulation valid split, at the final epoch (9) of a 10-epoch canary run. Baseline (all-zero) antiabsorption penalties -- validates plumbing on real data/GPU, not a scientific result.",
  "hyperparameters": {
    "num_epochs": 10,
    "order_start_epoch": {
      "1": 0,
      "2": 3
    },
    "sequence_kernels": [
      [
        16,
        15
      ]
    ],
    "batch_size": 128,
    "init_lr": 0.001
  },
  "input_datasets": [
    "arushram-internal:/scratch/.../datasets/20260706_simulation (not yet on HF)"
  ],
  "experiment_name": "fnbm-current",
  "job_id": "torch:12719629",
  "cluster": "torch",
  "artifact_status": "final",
  "canary": true
}

Usage

from datasets import load_dataset

dataset = load_dataset("arushram/fnbm-current-simulation-identifiability-canary-v1", split="train")
print(f"Loaded {len(dataset)} rows")

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