Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/LAUNCH_RECEIPT.json +34 -0
- paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/MATCHED_PARENT_REUSE_AUDIT.json +6 -0
- paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/PROTOCOL.json +550 -0
- paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/README.md +31 -0
paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/LAUNCH_RECEIPT.json
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| 1 |
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{
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| 2 |
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"observed_at": "2026-10-13T12:42:23.207391+00:00",
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| 3 |
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"requested": "Run trunkx4+LoRA representative experiment",
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| 4 |
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"execution_host": "server_2",
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| 5 |
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"gpu_status_snapshot": {
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| 6 |
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"phase": "training",
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| 7 |
+
"host": "spark-0110.local",
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| 8 |
+
"at": "2026-10-13T12:40:27.398127+00:00",
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| 9 |
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"arm": "panel_matched_1x",
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| 10 |
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"draw": 0,
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| 11 |
+
"log": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/trunk4x_lora_sepsis_20261013/runs/panel_matched_1x/draw0/train.log"
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| 12 |
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},
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| 13 |
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"first_training": {
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| 14 |
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"steps": 3000,
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| 15 |
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"train_pairs": 5,
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| 16 |
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"validation_pairs": 0,
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| 17 |
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"test_pairs": 77,
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| 18 |
+
"trainable_parameters": 2217824,
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| 19 |
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"base_parameters": 239955168,
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| 20 |
+
"wall_seconds": 337.9,
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| 21 |
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"checkpoint_sha256": "d2ef291b0e2d3ad7df40683a79000bb02c77ecc36cdf81331530747766cc6e09"
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| 22 |
+
},
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| 23 |
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"gpu_service": "pbisc-trunk4x-sepsis-20261013.service",
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| 24 |
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"collector_service": "pbisc-trunk4x-collect-20261013.service",
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| 25 |
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"requested_draws": 5,
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| 26 |
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"requested_new_adapters": 10,
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| 27 |
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"evaluation_preflight_passed": true,
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| 28 |
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"comparison_complete": false,
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| 29 |
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"new_pretraining": false,
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| 30 |
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"existing_results_reused": [
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| 31 |
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"current_f01",
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| 32 |
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"scsemi"
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| 33 |
+
]
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| 34 |
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}
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paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/MATCHED_PARENT_REUSE_AUDIT.json
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{
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| 2 |
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"candidate_training_records": [],
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| 3 |
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"registry_observation": "2026-10-13T00:45:19Z",
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| 4 |
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"limitation": "Registry is a bounded snapshot; both current run roots and cross-host parent locations inspected separately.",
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| 5 |
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"reason": "Parent checkpoints differ from existing final-panel LoRA; matched old-panel x1 is necessary control."
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| 6 |
+
}
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paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/PROTOCOL.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"schema": "pbisc.trunk-lora.representative.v1",
|
| 3 |
+
"cohort": "ye2026_sepsis",
|
| 4 |
+
"primary_comparison": "legacy_panel_1x_vs_legacy_panel_trunk4x",
|
| 5 |
+
"draws": [
|
| 6 |
+
{
|
| 7 |
+
"draw": 0,
|
| 8 |
+
"train": [
|
| 9 |
+
"HC07",
|
| 10 |
+
"Abd-S66",
|
| 11 |
+
"Res-S150",
|
| 12 |
+
"Skin-S74",
|
| 13 |
+
"Res-S77"
|
| 14 |
+
],
|
| 15 |
+
"test": [
|
| 16 |
+
"Abd-PS04",
|
| 17 |
+
"Abd-PS05",
|
| 18 |
+
"Abd-PS07",
|
| 19 |
+
"Abd-PS19",
|
| 20 |
+
"Abd-PS20",
|
| 21 |
+
"Abd-PS23",
|
| 22 |
+
"Abd-PS27",
|
| 23 |
+
"Abd-S102",
|
| 24 |
+
"Abd-S103",
|
| 25 |
+
"Abd-S120",
|
| 26 |
+
"Abd-S123",
|
| 27 |
+
"Abd-S156",
|
| 28 |
+
"Abd-S39",
|
| 29 |
+
"Abd-S42",
|
| 30 |
+
"Abd-S47",
|
| 31 |
+
"Abd-S51",
|
| 32 |
+
"Abd-S54",
|
| 33 |
+
"Abd-S57",
|
| 34 |
+
"Abd-S79",
|
| 35 |
+
"Abd-S83",
|
| 36 |
+
"Abd-S98",
|
| 37 |
+
"HC01",
|
| 38 |
+
"HC05",
|
| 39 |
+
"HC09",
|
| 40 |
+
"HC12",
|
| 41 |
+
"HC13",
|
| 42 |
+
"HC16",
|
| 43 |
+
"IC10",
|
| 44 |
+
"IC15",
|
| 45 |
+
"IC16",
|
| 46 |
+
"IC19",
|
| 47 |
+
"IC22",
|
| 48 |
+
"IC23",
|
| 49 |
+
"PHC01",
|
| 50 |
+
"PHC02",
|
| 51 |
+
"PHC03",
|
| 52 |
+
"PHC05",
|
| 53 |
+
"PIC01",
|
| 54 |
+
"PIC02",
|
| 55 |
+
"PIC04",
|
| 56 |
+
"PIC05",
|
| 57 |
+
"Res-PS02",
|
| 58 |
+
"Res-PS03",
|
| 59 |
+
"Res-PS12",
|
| 60 |
+
"Res-PS16",
|
| 61 |
+
"Res-PS21",
|
| 62 |
+
"Res-PS22",
|
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"Skin-S140",
|
| 463 |
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"Skin-S152",
|
| 464 |
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"Skin-S38",
|
| 465 |
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"Skin-S43",
|
| 466 |
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"Skin-S52",
|
| 467 |
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"Skin-S74",
|
| 468 |
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"Uri-S134",
|
| 469 |
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"Uri-S147",
|
| 470 |
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"Uri-S157",
|
| 471 |
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"Uri-S20",
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| 472 |
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"Uri-S93"
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| 473 |
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],
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"support_sha256": "e72d06f5f4f5c10cf7fff8edaee1493e18c67dc4bbf65793eae6c984120cc4d2",
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"support_cells": 44863,
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"non_support_expression_entries": 0,
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"cell_rng_row_order_preserved": true,
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"legacy_run": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/runs/ye2026_sepsis/fewshot_n5/draw4/lora/RUN.json"
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| 480 |
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}
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| 481 |
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],
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| 482 |
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"arms": {
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| 483 |
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"trunk4x": {
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| 484 |
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"run": "s0_6k_allK_topup16_seed20260627_arch4x_ctx512_v1",
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"sha256": "f780813e784d0467ad278e0aea07b629349089ae4cd09aab718f1ce70bd179fd"
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"panel_matched_1x": {
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"run": "s0_6k_allK_topup16_seed20260627_bundle_v2",
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"train": {
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"rank": 16,
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"batch_size": 256,
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"ema": 0.999,
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"sampling": {
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"steps": 50,
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"seed": 20260928,
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"cells_per_sample": 1500,
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|
| 550 |
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|
paper-releases/pbisc-diffusion/updates/20261013T124345Z-trunk4x-lora-sepsis-launch/diffusion/dataset/server_1/model8/plans/trunk4x_lora_sepsis_20261013/README.md
ADDED
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| 1 |
+
# Trunk ×4 + LoRA: representative paired Sepsis comparison
|
| 2 |
+
|
| 3 |
+
User-authorized2026-10-13. Run on server_2 through its verified ml-run/guard/exclusive lock. Existing server_1 campaign remains untouched.
|
| 4 |
+
|
| 5 |
+
## Question and controlled comparison
|
| 6 |
+
|
| 7 |
+
Does the saved trunk×4 model's advantage transfer to **five-pair LoRA disease reconstruction**? Use Ye Sepsis, all five existing support draws, 5 training donors / 0 validation / 77 held-out donors per draw.
|
| 8 |
+
|
| 9 |
+
The requested trunk×4 checkpoint uses the historical6k gene panel, while the current f01 model uses a different6k panel. Therefore:
|
| 10 |
+
|
| 11 |
+
1. **Primary width comparison:** old-panel×1 versus old-panel trunk×4. Same genes, corpus,16-part pretraining schedule, context512, LoRA rank16/alpha16, lr0.0005, batch256, warmup200, EMA0.999, fixed3000steps and training seed20260927.
|
| 12 |
+
2. **Current-paper reference:** reuse the current f01×1 LoRA and scSemi generated outputs from the strict campaign, without training/regenerating them.
|
| 13 |
+
3. All four arms are evaluated on the **4258 common panel genes;4243 genes measured in both assays**, with the complete frozen1006-gene annotation query retained. This is a newly defined common-axis comparison; do not compare these scores numerically with full-panel historical headline values.
|
| 14 |
+
|
| 15 |
+
Ten new adapters total: two checkpoint parents × five draws. No new pretraining. Rank is matched; parameter count is not: trunk×4 has2,217,824 trainable LoRA parameters versus1,296,224 for×1. This is the width+fixed-rank comparison, not a parameter-matched adapter-budget claim.
|
| 16 |
+
|
| 17 |
+
Support/test IDs exactly reproduce saved runs. Training inputs stream **only five support donors' expression ranges** from saved full-axis counts, project to the old panel, and leave every other cell row empty while preserving original cell indexing/RNG semantics. No held-out sc expression is loaded by the trainer. Observed reference construction is separate CPU evaluation.
|
| 18 |
+
|
| 19 |
+
## Execution and outputs
|
| 20 |
+
|
| 21 |
+
- `PROTOCOL.json`: immutable training/sampling contract, input hashes and checkpoint identities.
|
| 22 |
+
- `reuse_candidates.json`: registry query found no trunk×4 LoRA candidate; new work is justified by the changed pretrained parent. Same-panel×1 adaptation is required to separate width from gene-panel changes.
|
| 23 |
+
- Remote `GPU_STATUS.json`, `campaign.log`, `runs/<arm>/drawN/train.log`: live GPU progress.
|
| 24 |
+
- Local `STATUS.json`: result collection and CPU scoring progress. No automatic scientific-operation retries.
|
| 25 |
+
- `reference/READY.json`: common-axis reference with preserved frozen observed labels and refreshed normalization/aggregates.
|
| 26 |
+
- `scores/drawN/summary.json`: four-arm common-axis metrics.
|
| 27 |
+
- `COMPARISON.csv`, `COMPARISON_MEANS.csv`, `DONOR_PAIRED_CI.csv`, `COMPARISON.png/pdf/svg`, `RESULT.json`: produced only after all five draws finish.
|
| 28 |
+
|
| 29 |
+
Metrics: disease logFC Pearson/partial correlation, donor-pseudobulk top50DEG overlap, composition L1, precision/coverage and donor expression correlation. Shared-donor paired bootstrap carries all appearances across draws for donor-level metrics. Draw scatter is descriptive, not independent biological replication. Primary disease contrast definitions use existing benchmark code; no winner-selected endpoint or extra training runs.
|
| 30 |
+
|
| 31 |
+
GPU controller service on server_2: `pbisc-trunk4x-sepsis-20261013.service` (executes ml-run). Local collector: `pbisc-trunk4x-collect-20261013.service`. Checkpoints remain on server_2; completed generated arrays and small run receipts are copied to server_1 and hash-verified. A failure stops the workflow and preserves outputs/logs; guard stops are never auto-restarted.
|