feat: add normal camera atlas maintenance tooling

This commit is contained in:
2026-07-03 10:22:39 +02:00
parent 36594e6449
commit 5442e4ee4c
116 changed files with 59290 additions and 94 deletions
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{
"schema": "sxcp_normal_camera_review_manifest_v1",
"no_generation": true,
"atlas_root": "/media/unraid/davinci/Qwen_edit_lora/pornpic/sorted",
"folder": "piledriver",
"folder_alias": {
"exact_source_folder": "piledriver",
"canonical_folder": "piledriver",
"canonical_key": "piledriver",
"alias_applied": false,
"alias_reason": ""
},
"image_count": 27,
"action_family": "piledriver_or_pretzel",
"source_camera_view": "mixed_or_unspecified",
"source_catalog_status": "action_reference_only",
"review_state": "contact_sheet_ready",
"methodology": [
"Treat this folder as a cue-expansion pool, not automatic prompt truth.",
"Cluster only repeated non-POV camera/pose families.",
"Draft positive-only visual prompt cues from selected atlas references.",
"Keep weak, mixed, or one-off groups as needs_samples."
],
"review_bucket_values": {
"back_view": "Rear-facing normal-camera view where back/hips face camera.",
"back_three_quarter": "Rear-offset normal-camera view with enough side/torso context.",
"side_view": "Profile or near-profile lateral view with the body/action axis across frame.",
"front_view": "Front-facing normal-camera view where the contact plane faces camera.",
"front_three_quarter": "Front-offset normal-camera view.",
"top_or_low_special": "Overhead, high-downward, low-angle, or under-view special camera.",
"reject_or_unclear": "POV-like, mismatched, unclear, duplicate-only, or too mixed for cue drafting."
},
"selected_subvariants": [
{
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"review_bucket": "reject_or_unclear",
"status": "needs_samples",
"selection_date": "2026-06-29",
"reference_images": [
"piledriver/0001.jpg",
"piledriver/0012_2.jpg",
"piledriver/617.jpg"
],
"evidence_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
},
{
"variant_key": "normal_piledriver_high_front_down_view",
"review_bucket": "top_or_low_special",
"status": "pre_ab_candidate",
"selection_date": "2026-07-02",
"reference_images": [
"piledriver/0002.jpg",
"piledriver/0004_2.jpg",
"piledriver/0005.jpg",
"piledriver/0006_2.jpg",
"piledriver/0009.jpg",
"piledriver/0009_2.jpg",
"piledriver/0012.jpg",
"piledriver/0013.jpg",
"piledriver/282.jpg",
"piledriver/317.jpg",
"piledriver/317_2.jpg",
"piledriver/318.jpg",
"piledriver/319.jpg",
"piledriver/494_2.jpg",
"piledriver/538.jpg"
],
"evidence_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
}
],
"review_items": [
{
"reference_image": "piledriver/0001.jpg",
"review_decision": "selected_reference",
"review_bucket": "reject_or_unclear",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"selection_date": "2026-06-29",
"review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
"index": 1
},
{
"reference_image": "piledriver/0002.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 2
},
{
"index": 3,
"reference_image": "piledriver/0004.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/0004_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 4
},
{
"reference_image": "piledriver/0005.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 5
},
{
"index": 6,
"reference_image": "piledriver/0006.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/0006_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 7
},
{
"index": 8,
"reference_image": "piledriver/0007.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"index": 9,
"reference_image": "piledriver/0007_2.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/0009.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 10
},
{
"reference_image": "piledriver/0009_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 11
},
{
"index": 12,
"reference_image": "piledriver/0011.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/0012.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 13
},
{
"reference_image": "piledriver/0012_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "reject_or_unclear",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"selection_date": "2026-06-29",
"review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
"index": 14
},
{
"reference_image": "piledriver/0013.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 15
},
{
"index": 16,
"reference_image": "piledriver/0021.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"index": 17,
"reference_image": "piledriver/267.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/282.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 18
},
{
"reference_image": "piledriver/317.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 19
},
{
"reference_image": "piledriver/317_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 20
},
{
"index": 21,
"reference_image": "piledriver/317_3.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/318.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 22
},
{
"reference_image": "piledriver/319.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 23
},
{
"index": 24,
"reference_image": "piledriver/494.jpg",
"review_decision": "residual_unassigned",
"review_bucket": "unassigned",
"variant_key": null,
"selection_date": null,
"review_notes": "",
"exclusion_reason": "outside_selected_subvariants_or_pending_manual_bucket"
},
{
"reference_image": "piledriver/494_2.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 25
},
{
"reference_image": "piledriver/538.jpg",
"review_decision": "selected_reference",
"review_bucket": "top_or_low_special",
"variant_key": "normal_piledriver_high_front_down_view",
"selection_date": "2026-07-02",
"review_notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route.",
"index": 26
},
{
"reference_image": "piledriver/617.jpg",
"review_decision": "selected_reference",
"review_bucket": "reject_or_unclear",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"selection_date": "2026-06-29",
"review_notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples.",
"index": 27
}
],
"contact_sheet_pages": [
{
"page": 1,
"html_anchor": "page-01",
"start_index": 1,
"end_index": 27,
"image_count": 27,
"images": [
{
"index": 1,
"reference_image": "piledriver/0001.jpg",
"review_bucket": "reject_or_unclear",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
},
{
"index": 2,
"reference_image": "piledriver/0002.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 3,
"reference_image": "piledriver/0004.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 4,
"reference_image": "piledriver/0004_2.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 5,
"reference_image": "piledriver/0005.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 6,
"reference_image": "piledriver/0006.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 7,
"reference_image": "piledriver/0006_2.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 8,
"reference_image": "piledriver/0007.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 9,
"reference_image": "piledriver/0007_2.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 10,
"reference_image": "piledriver/0009.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 11,
"reference_image": "piledriver/0009_2.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 12,
"reference_image": "piledriver/0011.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 13,
"reference_image": "piledriver/0012.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 14,
"reference_image": "piledriver/0012_2.jpg",
"review_bucket": "reject_or_unclear",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
},
{
"index": 15,
"reference_image": "piledriver/0013.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 16,
"reference_image": "piledriver/0021.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 17,
"reference_image": "piledriver/267.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 18,
"reference_image": "piledriver/282.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 19,
"reference_image": "piledriver/317.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 20,
"reference_image": "piledriver/317_2.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 21,
"reference_image": "piledriver/317_3.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 22,
"reference_image": "piledriver/318.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 23,
"reference_image": "piledriver/319.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 24,
"reference_image": "piledriver/494.jpg",
"review_bucket": "unassigned",
"review_decision": "residual_unassigned",
"variant_key": null,
"notes": ""
},
{
"index": 25,
"reference_image": "piledriver/494_2.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 26,
"reference_image": "piledriver/538.jpg",
"review_bucket": "top_or_low_special",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_high_front_down_view",
"notes": "Residual-pool review found a repeated high/front-down piledriver camera family where the folded body remains readable below the partner. Tight top crops, side drifts, and mixed examples remain outside this route."
},
{
"index": 27,
"reference_image": "piledriver/617.jpg",
"review_bucket": "reject_or_unclear",
"review_decision": "selected_reference",
"variant_key": "normal_piledriver_mixed_camera_folder_pool",
"notes": "Residual-pool review preserved the existing mixed source-pool anchor. The full folder remains too broad for one camera route because it mixes tight top crops, side drifts, and selected high/front-down examples."
}
]
}
]
}