{
  "test_id": "3.4",
  "issue": "SAIL-168",
  "name": "sam3-posefix-retune",
  "generated_at": "2026-09-07T14:11:05.489918+00:00",
  "status": "blocked_gpu_cpu_baseline_complete",
  "baseline_label": "PRE-RELABEL BASELINE",
  "product_question": "Can retuning SAM3 stop it spoiling sail lines that deep20 already gets right?",
  "product_verdict": "UNKNOWN: retuning did not run; no measured improvement or yes/no efficacy result.",
  "bottom_line": "Retune benefit is unmeasured. The cached current redraw harms 496/921 already-close lines (53.9%) under the stated geometric definition.",
  "holdout": {
    "path": "server/inference/test-holdout-ids-canonical.json",
    "freeze_date": "2026-08-25",
    "count": 332,
    "sha256": "a49d9139d6eac54951c4c3e257770855192a75f8c941799ef4141c49a4c11243"
  },
  "execution": {
    "gpu_training_ran": false,
    "new_inference_ran": false,
    "cpu_cached_analysis_ran": true,
    "gpu_access_evidence": [
      "RunPod REST GET /v1/pods: HTTP 403, Cloudflare error code 1010 (configured key present; credential validity not established).",
      "SSH to previously recorded pod 64.247.206.80:26108: connection refused."
    ],
    "weights_promoted": false,
    "deployed": false,
    "training_photos_used": 0,
    "holdout_photos_used_for_training": 0
  },
  "coverage": {
    "photos_scored": 332,
    "missing_ids": [],
    "failed_ids": [],
    "input_lines": 1319,
    "accepted_redraws": 1139,
    "unchanged_lines": 180,
    "one_to_one_matched_lines": 1043,
    "unmatched_input_lines": 276
  },
  "metric_definition": {
    "matching": "Greedy global nearest, one-to-one, orientation-invariant 20-point arc-length distance <=3% image diagonal; match BEFORE only.",
    "good_input": "Both human-to-input coverage and input-to-human overhang mean distance <=0.5% image diagonal AND shared single-line geometry rules pass.",
    "distance": "100 equal arc-length samples to exact nearest polyline segment; pixel coordinates in cached upright label frame.",
    "harm": "Max(coverage, overhang) increases by >0.5px OR redraw violates shared single-line geometry rules. Denominator includes unchanged good inputs.",
    "threshold_status": "Operational analysis definition, not a validated sailor acceptance threshold; sensitivity shown without selecting a winning setting.",
    "scope": "Cached raw redraw-stage diagnostic. Full production sibling rules, boom-relative metrics and human visual grades were not evaluated; not a shipped-scan accuracy claim."
  },
  "current_redraw_baseline": {
    "correct_line_threshold_fraction_of_diagonal": 0.005,
    "good_input_lines": 921,
    "good_input_photos": 321,
    "accepted_redraws_of_good_lines": 855,
    "unchanged_good_inputs": 66,
    "geometrically_worsened_good_lines": 323,
    "geometry_invalid_after_good_input": 395,
    "geometrically_worsened_good_line_pct": 35.07057546145494,
    "harmed_good_lines": 496,
    "harmed_good_line_pct": 53.85450597176982,
    "harmed_pct_among_accepted_good_redraws": 58.01169590643275,
    "good_to_incorrect_lines": 464,
    "good_to_incorrect_pct": 50.3800217155266,
    "photos_with_harmed_good_line": 274,
    "mean_max_distance_before_px": 3.596423296086192,
    "mean_max_distance_after_px": 11.802327934494715,
    "photo_cluster_bootstrap_95pct_interval": [
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      57.01704636492573
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  },
  "sensitivity": [
    {
      "correct_line_threshold_fraction_of_diagonal": 0.0025,
      "good_input_lines": 705,
      "good_input_photos": 316,
      "accepted_redraws_of_good_lines": 693,
      "unchanged_good_inputs": 12,
      "geometrically_worsened_good_lines": 274,
      "geometry_invalid_after_good_input": 368,
      "geometrically_worsened_good_line_pct": 38.86524822695036,
      "harmed_good_lines": 441,
      "harmed_good_line_pct": 62.5531914893617,
      "harmed_pct_among_accepted_good_redraws": 63.63636363636363,
      "good_to_incorrect_lines": 423,
      "good_to_incorrect_pct": 60.0,
      "photos_with_harmed_good_line": 263,
      "mean_max_distance_before_px": 2.5755454629735715,
      "mean_max_distance_after_px": 10.952519415384186
    },
    {
      "correct_line_threshold_fraction_of_diagonal": 0.005,
      "good_input_lines": 921,
      "good_input_photos": 321,
      "accepted_redraws_of_good_lines": 855,
      "unchanged_good_inputs": 66,
      "geometrically_worsened_good_lines": 323,
      "geometry_invalid_after_good_input": 395,
      "geometrically_worsened_good_line_pct": 35.07057546145494,
      "harmed_good_lines": 496,
      "harmed_good_line_pct": 53.85450597176982,
      "harmed_pct_among_accepted_good_redraws": 58.01169590643275,
      "good_to_incorrect_lines": 464,
      "good_to_incorrect_pct": 50.3800217155266,
      "photos_with_harmed_good_line": 274,
      "mean_max_distance_before_px": 3.596423296086192,
      "mean_max_distance_after_px": 11.802327934494715
    },
    {
      "correct_line_threshold_fraction_of_diagonal": 0.01,
      "good_input_lines": 999,
      "good_input_photos": 323,
      "accepted_redraws_of_good_lines": 900,
      "unchanged_good_inputs": 99,
      "geometrically_worsened_good_lines": 335,
      "geometry_invalid_after_good_input": 401,
      "geometrically_worsened_good_line_pct": 33.533533533533536,
      "harmed_good_lines": 511,
      "harmed_good_line_pct": 51.151151151151154,
      "harmed_pct_among_accepted_good_redraws": 56.77777777777778,
      "good_to_incorrect_lines": 457,
      "good_to_incorrect_pct": 45.745745745745744,
      "photos_with_harmed_good_line": 277,
      "mean_max_distance_before_px": 4.321465927378602,
      "mean_max_distance_after_px": 11.872847271049938
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  ],
  "retuned_redraw": {
    "status": "NOT_RUN",
    "harmed_good_lines": null,
    "harmed_good_line_pct": null,
    "improvement_percentage_points": null,
    "relative_harm_reduction_pct": null
  },
  "training_data_audit": {
    "label_records_unique": 4924,
    "canonical_ids_with_labels": 332,
    "nonholdout_label_records": 4592,
    "nonholdout_labeled_photos_with_local_image": 4592,
    "audited_deep20_cache_dirs": [
      "runs/hopeval/C-deep20-sam3",
      "runs/hybrid-sam3-v26-deep20-20260902/deep20-responses"
    ],
    "cached_deep20_photo_ids": 332,
    "cached_nonholdout_photo_ids": 0,
    "eligible_cached_training_pairs": 0,
    "identity_pairs_built": 0,
    "training_pairs_built": 0,
    "note": "Both audited actual-output caches contain only frozen evaluation photos; none may supply retune pairs."
  },
  "provenance": {
    "envelope_directory": "runs/hopeval/C-deep20-sam3",
    "envelope_manifest_sha256": "8275aad0b964673a6a7f30712d205d49060ef16ba23719dc0427d427e1950eb5",
    "labels": [
      {
        "path": "training-data-mixed/labels.jsonl",
        "sha256": "39a276e6256a8d28e4bcb6ae782592291423203dec7abbf26a8319dfb7e71441"
      },
      {
        "path": "holdout-staging-live-v1/labels.jsonl",
        "sha256": "ab30aa290238034bd27e77f4bc654c43c25779d93ad6be1a3e9391a0fd5b38ca"
      }
    ],
    "label_precedence": "training-data-mixed first, holdout-staging-live-v1 fills missing IDs, matching historical hop scorer.",
    "geometry_authority": "server/pipeline/stripeFilters.js::isGeometryViolation",
    "geometry_sha256": "bae7a6eff41d88ab65dd8e283df09d94a6c79216aea62c789671dc21770a7811",
    "checkpoint_sha256": null,
    "cache_limitation": "Cached envelopes identify finder=deep20, but contain no verified checkpoint digest. No fresh checkpoint reproduction performed."
  },
  "limitations": [
    "Pre-relabel labels may be wrong; geometrically close is not human-confirmed correct.",
    "Historical hop scorer allowed multiple inputs to reuse a human stripe despite its comment; this audit enforces one-to-one matching.",
    "No paired retuned arm, trained checkpoint, training loss, or improvement estimate exists.",
    "Current Meta SAM3 refine_line is text-on-crop; polyline input affects the crop and candidate matching only. Existing concept-mask trainer is not an input-conditioned PoseFix trainer."
  ],
  "remaining_work": [
    "On an accessible RunPod GPU, create a per-run venv and pin ultralytics==8.4.84 for deep20 inference; use canonical Meta SAM3 for retune/inference, never substitute base Ultralytics SAM3.",
    "Generate upright deep20 outputs for training photos only; require --holdout-ids and reject all canonical IDs before splitting train/validation. Dereference symlinked images before tarring.",
    "Build real input-to-human correction pairs plus already-correct-input-to-identical-output pairs; split all pairs by source photo before augmentation. Implement a trainer that actually consumes the input polyline / identity objective.",
    "Select checkpoint on training-pool validation only; run one fixed retuned arm on all 332 with matching frozen to original deep20 inputs; measure harm reduction, lost good lines, full product rules and server metrics. Never auto-promote."
  ],
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