Add jobs taxonomy,exact prompts,metadata and progress (16)

README.md

@@ -48,6 +48,7 @@ configs:
     - data/train-g2-00027.tar
     - data/train-g2-00028.tar
     - data/train-g2-00029.tar
+    - data/train-g2-00031.tar
     - data/train-g3-00001.tar
     - data/train-g3-00007.tar
     - data/train-g3-00011.tar
@@ -57,6 +58,7 @@ configs:
     - data/train-g3-00022.tar
     - data/train-g3-00023.tar
     - data/train-g3-00026.tar
+    - data/train-g3-00030.tar
     - data/train-g4-00008.tar
     - data/train-g4-00013.tar
     - data/train-g4-00019.tar
@@ -121,6 +123,7 @@ configs:
     - data/train-g2-00027.tar
     - data/train-g2-00028.tar
     - data/train-g2-00029.tar
+    - data/train-g2-00031.tar
     - data/train-g3-00001.tar
     - data/train-g3-00007.tar
     - data/train-g3-00011.tar
@@ -130,6 +133,7 @@ configs:
     - data/train-g3-00022.tar
     - data/train-g3-00023.tar
     - data/train-g3-00026.tar
+    - data/train-g3-00030.tar
     - data/train-g4-00008.tar
     - data/train-g4-00013.tar
     - data/train-g4-00019.tar
@@ -377,6 +381,8 @@ dataset_info:
       dtype: string
     - name: seed_strategy
       dtype: string
+    - name: safety_reference_strategy
+      dtype: string
     - name: safety_check
       struct:
       - name: max_score
@@ -397,6 +403,8 @@ dataset_info:
         dtype: float64
       - name: positive_text_encoding_seconds
         dtype: float64
+      - name: retained_original
+        dtype: bool
       - name: views
         struct:
         - name: original
@@ -455,7 +463,7 @@ The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checks
 
 # Vivarium warm-painted greenscreen people and special characters
 
-**Combined uploaded snapshot: 4,480/7,500 images.** The collection comprises an original 500-person series, an extension of 240 adult people with the same ten emotions, and 100 fantasy / science-fiction specials with one neutral portrait each. All images are 832×1,248, in the selected Ghibli-inspired warm-painted style, with solid greenscreen backgrounds. The original collection has 4,480/5,000 images uploaded; the extension has 0/2,500.
+**Combined uploaded snapshot: 4,520/7,500 images.** The collection comprises an original 500-person series, an extension of 240 adult people with the same ten emotions, and 100 fantasy / science-fiction specials with one neutral portrait each. All images are 832×1,248, in the selected Ghibli-inspired warm-painted style, with solid greenscreen backgrounds. The original collection has 4,520/5,000 images uploaded; the extension has 0/2,500.
 
 See the detailed [extension allocation and 25-class special taxonomy](EXTENSIONS.md), including all 100 variants, exact prompt plans, CSVs, inference examples and measured progress. The base model is [FLUX.2-klein-base-9B](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B); the [rank-64 character LoRA](https://huggingface.co/laion/FLUX.2-klein-base-9B-vivarium-loras) is linked with examples and inference instructions. Native generation uses **50 steps, real CFG 4 and BF16**.
 

SAFETY_RECHECK.md

@@ -1,6 +1,6 @@
 # Teen and child classifier recheck
 
-Requested dataset scope: **276 identities × 10 expressions = 2,760 images**, covering babies, preschoolers, both school-age groups and both teen groups, including 18-year-olds in the older-teen category. **Six previously published child/teen model-gallery examples** are checked separately; their scores and any replacement commit are in the gallery reports. The published snapshot has checked **2,620 current dataset images**; **1,077 pass the operational criteria** and **1,543 require further processing**. This is an ongoing snapshot unless the linked completion report explicitly says complete.
+Requested dataset scope: **276 identities × 10 expressions = 2,760 images**, covering babies, preschoolers, both school-age groups and both teen groups, including 18-year-olds in the older-teen category. **Six previously published child/teen model-gallery examples** are checked separately; their scores and any replacement commit are in the gallery reports. The published snapshot has checked **2,720 current dataset images**; **1,098 pass the operational criteria** and **1,622 require further processing**. This is an ongoing snapshot unless the linked completion report explicitly says complete.
 
 The exact [policy](metadata/minor-safety/policy.json), [detector provenance](metadata/minor-safety/detector-provenance.json), [per-image scores](metadata/minor-safety/scores.jsonl) and [current validation](metadata/minor-safety/current-validation.json) are checksum-specific. They identify the actual PNG bytes, not only filenames. Already-public TAR contents are matched to their remote SHA256 and byte size before scoring the identical local images.
 
@@ -8,4 +8,4 @@ Two official LAION image models are used: the [CLIP ViT-L/14 binary classifier](
 
 The deliberately strict operational threshold is **0.10**: an image is queued for replacement if either model/view reaches it. Scores at least0.50 are recorded separately as positive. These thresholds are project criteria, not documented guarantees or a calibration for this illustrated domain. The two models can disagree; a flagged score does not establish that an image depicts sexual content. Model scores can produce false positives and false negatives.
 
-New teen/child TARs are held until the exact image checksums pass. During repair the default/base Datasets configurations whitelist already-uploaded, checksum-approved original TARs; entire flagged TARs are temporarily omitted. The [stream-filter snapshot](metadata/minor-safety/public-stream-filter.json) records that reduced subset. Previously uploaded files may still be visible in the repository while their replacements are pending. The complete500-person plan remains the target, not a claim about this temporarily filtered stream. Full wildcard streaming is restored after the recheck completes. Replacements use fully covered, age-appropriate opaque clothing and are checked again. If a neutral reference changes, all ten emotions must be regenerated against the new reference. Published replacement audits record old/new hashes, parameters and the corresponding TAR changes. Individual image assets remain inside TARs.
+New teen/child TARs are held until the exact image checksums pass. During repair the default/base Datasets configurations whitelist already-uploaded, checksum-approved original TARs; entire flagged TARs are temporarily omitted. The [stream-filter snapshot](metadata/minor-safety/public-stream-filter.json) records that reduced subset. Previously uploaded files may still be visible in the repository while their replacements are pending. The complete500-person plan remains the target, not a claim about this temporarily filtered stream. Full wildcard streaming is restored after the recheck and all replacement uploads complete. Replacements use fully covered, age-appropriate opaque clothing and are checked again. If a neutral reference changes, all ten emotions are regenerated against the new reference. When the original neutral already passes, its exact pixels and other passing expressions are retained; only flagged expressions are regenerated against that same neutral. Every released group still has ten passing expressions. Published replacement audits distinguish changed and retained PNG hashes, parameters and the corresponding TAR changes. Individual image assets remain inside TARs.

metadata/job-outfits/progress.json

@@ -1,5 +1,5 @@
 {
-  "utc": "2026-10-06T22:10:04.528345+00:00",
+  "utc": "2026-10-06T22:23:22.175220+00:00",
   "jobs": {
     "done": 16,
     "queued": 4624
@@ -13,7 +13,7 @@
   "images_in_open_shards": 0,
   "images_currently_generating": 0,
   "inference_attempts_completed": 16,
-  "buffer_free_gb": 291.772674048,
+  "buffer_free_gb": 291.561529344,
   "images_uploaded": 16,
   "target_images": 4640
 }

metadata/minor-safety/current-validation.json

@@ -1,14 +1,14 @@
 {
   "status": "checking",
-  "utc": "2026-10-06T22:10:01.127154+00:00",
+  "utc": "2026-10-06T22:23:08.947949+00:00",
   "expected_images": 2760,
-  "current_images_checked": 2620,
-  "current_images_passed": 1077,
-  "current_images_flagged": 1543,
+  "current_images_checked": 2720,
+  "current_images_passed": 1098,
+  "current_images_flagged": 1622,
   "expected_profiles": 276,
   "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
   "expected_public_model_examples": 6,
-  "public_model_examples_complete": false,
+  "public_model_examples_complete": true,
   "checks": [
     "Both LAION classifiers",
     "Original and foreground views",

metadata/minor-safety/lora-gallery-completion.json

@@ -0,0 +1,242 @@
+{
+  "status": "complete",
+  "utc": "2026-10-06T22:19:17.489893+00:00",
+  "repo": "laion/FLUX.2-klein-base-9B-vivarium-loras",
+  "revision": "fb6bf384c2d28516c460f95bafa2766a91b36beb",
+  "images": 6,
+  "all_six_images_passed": true,
+  "replacements": 2,
+  "unchanged_original_examples": 4,
+  "adapter_weights_unchanged": true,
+  "anonymous_png_sha_verified": true,
+  "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
+  "images_checked": [
+    {
+      "file": "examples/characters/teen-boy-ghibli-prompt.png",
+      "image_sha256": "d86293bb2215198645caf78c5a35d4c398a2c59ba612ada2d683b3e0dc5a12a4",
+      "bytes": 1118929,
+      "views": {
+        "original": {
+          "clip_nsfw": 0.0011015067575499415,
+          "efficientnet_nsfw": 0.09292493760585785,
+          "efficientnet_classes": {
+            "drawing": 0.8396463990211487,
+            "hentai": 0.03761087357997894,
+            "neutral": 0.06742866337299347,
+            "porn": 0.028933001682162285,
+            "sexy": 0.026381060481071472
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 0.000541543704457581,
+          "efficientnet_nsfw": 0.08389092981815338,
+          "efficientnet_classes": {
+            "drawing": 0.8512730598449707,
+            "hentai": 0.03845025971531868,
+            "neutral": 0.06483608484268188,
+            "porn": 0.02387574128806591,
+            "sexy": 0.02156493067741394
+          }
+        }
+      },
+      "max_score": 0.09292493760585785,
+      "decision": "pass",
+      "replaced": false,
+      "previous_image_sha256": "d86293bb2215198645caf78c5a35d4c398a2c59ba612ada2d683b3e0dc5a12a4"
+    },
+    {
+      "file": "examples/characters/teen-girl-ghibli-prompt.png",
+      "image_sha256": "2e6958e28e62ffcf49e3705aaf9b7b4c8d61ede2f6921634345eb7de8f225621",
+      "bytes": 1188231,
+      "views": {
+        "original": {
+          "clip_nsfw": 0.00046718440717086196,
+          "efficientnet_nsfw": 0.0562998503446579,
+          "efficientnet_classes": {
+            "drawing": 0.9087434411048889,
+            "hentai": 0.025405153632164,
+            "neutral": 0.03495665639638901,
+            "porn": 0.01398818101733923,
+            "sexy": 0.016906512901186943
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 6.144664803287014e-05,
+          "efficientnet_nsfw": 0.06421561539173126,
+          "efficientnet_classes": {
+            "drawing": 0.8930438160896301,
+            "hentai": 0.028844712302088737,
+            "neutral": 0.04274056851863861,
+            "porn": 0.014916511252522469,
+            "sexy": 0.020454389974474907
+          }
+        }
+      },
+      "max_score": 0.06421561539173126,
+      "decision": "pass",
+      "replaced": true,
+      "previous_image_sha256": "a7ec3e62f00149e6468fe29b3e488111dfd876cd4712bfbdbec44c59f545372b"
+    },
+    {
+      "file": "examples/characters/school-age-boy-ghibli-prompt.png",
+      "image_sha256": "795c7dc97d2aa6a744e60bf5a4af309881ee60ea4b7b7c2af34d33cae749c600",
+      "bytes": 1178946,
+      "views": {
+        "original": {
+          "clip_nsfw": 0.00010603469854686409,
+          "efficientnet_nsfw": 0.09201060235500336,
+          "efficientnet_classes": {
+            "drawing": 0.7554181814193726,
+            "hentai": 0.04388470947742462,
+            "neutral": 0.1525711715221405,
+            "porn": 0.02530522085726261,
+            "sexy": 0.02282067760825157
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 7.377698057098314e-05,
+          "efficientnet_nsfw": 0.0821162611246109,
+          "efficientnet_classes": {
+            "drawing": 0.7734559774398804,
+            "hentai": 0.042049288749694824,
+            "neutral": 0.14442770183086395,
+            "porn": 0.018831204622983932,
+            "sexy": 0.021235764026641846
+          }
+        }
+      },
+      "max_score": 0.09201060235500336,
+      "decision": "pass",
+      "replaced": true,
+      "previous_image_sha256": "b2d150c307354bb96f3a4c670e2e6022000dde8d344dd1b7860fc488b11b6c89"
+    },
+    {
+      "file": "examples/characters/school-age-girl-ghibli-prompt.png",
+      "image_sha256": "2fccd3e095c29362d4529f99fc6cece77c2eca16c4cf05b151fc15f9ad69902e",
+      "bytes": 1116916,
+      "views": {
+        "original": {
+          "clip_nsfw": 0.001439143088646233,
+          "efficientnet_nsfw": 0.07280952483415604,
+          "efficientnet_classes": {
+            "drawing": 0.8815203905105591,
+            "hentai": 0.031079977750778198,
+            "neutral": 0.045670051127672195,
+            "porn": 0.01995694264769554,
+            "sexy": 0.021772604435682297
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 0.0012781645637005568,
+          "efficientnet_nsfw": 0.06499172747135162,
+          "efficientnet_classes": {
+            "drawing": 0.8889558911323547,
+            "hentai": 0.03321600705385208,
+            "neutral": 0.04605237394571304,
+            "porn": 0.015482240356504917,
+            "sexy": 0.01629348285496235
+          }
+        }
+      },
+      "max_score": 0.07280952483415604,
+      "decision": "pass",
+      "replaced": false,
+      "previous_image_sha256": "2fccd3e095c29362d4529f99fc6cece77c2eca16c4cf05b151fc15f9ad69902e"
+    },
+    {
+      "file": "examples/characters/young-schoolboy-ghibli-prompt.png",
+      "image_sha256": "285d02c1c55195e9e6b7897be8a1b0f856563f49419fecf388e93d127e3c9593",
+      "bytes": 1260612,
+      "views": {
+        "original": {
+          "clip_nsfw": 8.126475586323068e-05,
+          "efficientnet_nsfw": 0.07969586551189423,
+          "efficientnet_classes": {
+            "drawing": 0.8535759449005127,
+            "hentai": 0.040844667702913284,
+            "neutral": 0.0667281374335289,
+            "porn": 0.019075391814112663,
+            "sexy": 0.019775807857513428
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 6.336216756608337e-05,
+          "efficientnet_nsfw": 0.08117237687110901,
+          "efficientnet_classes": {
+            "drawing": 0.8512442708015442,
+            "hentai": 0.0444144569337368,
+            "neutral": 0.06758337467908859,
+            "porn": 0.01795409433543682,
+            "sexy": 0.018803829327225685
+          }
+        }
+      },
+      "max_score": 0.08117237687110901,
+      "decision": "pass",
+      "replaced": false,
+      "previous_image_sha256": "285d02c1c55195e9e6b7897be8a1b0f856563f49419fecf388e93d127e3c9593"
+    },
+    {
+      "file": "examples/characters/young-schoolgirl-ghibli-prompt.png",
+      "image_sha256": "42991ba626cd78ac866b66b7ee4afbc4273114eeb42261e33802671be995e653",
+      "bytes": 1130955,
+      "views": {
+        "original": {
+          "clip_nsfw": 0.0004618869279511273,
+          "efficientnet_nsfw": 0.07411675900220871,
+          "efficientnet_classes": {
+            "drawing": 0.8839522004127502,
+            "hentai": 0.04879102483391762,
+            "neutral": 0.041931066662073135,
+            "porn": 0.013789602555334568,
+            "sexy": 0.0115361288189888
+          }
+        },
+        "foreground": {
+          "clip_nsfw": 0.0003181248321197927,
+          "efficientnet_nsfw": 0.08371015638113022,
+          "efficientnet_classes": {
+            "drawing": 0.8767185807228088,
+            "hentai": 0.04755960404872894,
+            "neutral": 0.03957129642367363,
+            "porn": 0.015586544759571552,
+            "sexy": 0.02056400664150715
+          }
+        }
+      },
+      "max_score": 0.08371015638113022,
+      "decision": "pass",
+      "replaced": false,
+      "previous_image_sha256": "42991ba626cd78ac866b66b7ee4afbc4273114eeb42261e33802671be995e653"
+    }
+  ],
+  "preview": {
+    "views": {
+      "original": {
+        "clip_nsfw": 0.0008851185557432473,
+        "efficientnet_nsfw": 0.17116215825080872,
+        "efficientnet_classes": {
+          "drawing": 0.14130106568336487,
+          "hentai": 0.0695890262722969,
+          "neutral": 0.6875368356704712,
+          "porn": 0.045275524258613586,
+          "sexy": 0.05629761517047882
+        }
+      },
+      "foreground": {
+        "clip_nsfw": 0.00018161819025408477,
+        "efficientnet_nsfw": 0.13652312755584717,
+        "efficientnet_classes": {
+          "drawing": 0.1166950985789299,
+          "hentai": 0.05678253620862961,
+          "neutral": 0.7467817068099976,
+          "porn": 0.039979372173547745,
+          "sexy": 0.03976121544837952
+        }
+      }
+    },
+    "max_score": 0.17116215825080872,
+    "decision": "omit_composite_preview",
+    "sha256": "ad52b0838eeadc44e315e778da468d9d796fb6eed23b5efd7f45768cdf4bde20"
+  }
+}

metadata/minor-safety/progress.json

@@ -1,24 +1,24 @@
 {
   "status": "checking",
-  "utc": "2026-10-06T22:10:01.127154+00:00",
+  "utc": "2026-10-06T22:23:08.947949+00:00",
   "expected_images": 2760,
-  "current_images_checked": 2620,
-  "current_images_passed": 1077,
-  "current_images_flagged": 1543,
+  "current_images_checked": 2720,
+  "current_images_passed": 1098,
+  "current_images_flagged": 1622,
   "expected_profiles": 276,
   "policy_sha256": "65246ed8dcbd11a1c2b65bf08063f55701042012b57399521e1a6e70563dc31d",
   "expected_public_model_examples": 6,
-  "public_model_examples_complete": false,
+  "public_model_examples_complete": true,
   "checks": [
     "Both LAION classifiers",
     "Original and foreground views",
     "Exact PNG SHA256",
     "Uploaded TAR SHA256/size identity"
   ],
-  "scored_image_versions": 2620,
+  "scored_image_versions": 2720,
   "decision_counts": {
-    "elevated": 1543,
-    "pass": 1077
+    "elevated": 1622,
+    "pass": 1098
   },
   "current_max_score": 0.45904630422592163
 }

metadata/minor-safety/public-stream-filter.json

@@ -1,8 +1,8 @@
 {
   "status": "active_while_repairing",
-  "utc": "2026-10-06T22:10:03.987607+00:00",
-  "included_shards": 69,
-  "included_base_images": 1330,
+  "utc": "2026-10-06T22:23:21.727298+00:00",
+  "included_shards": 71,
+  "included_base_images": 1370,
   "withheld_shards": 161,
   "withheld_base_images": 3150,
   "included": [
@@ -136,6 +136,11 @@
       "count": 20,
       "sha256": "ea316f15667b44301a13409b8ac244b9ceb372d0c27ec36d7fca0891ec597b60"
     },
+    {
+      "name": "train-g2-00031.tar",
+      "count": 20,
+      "sha256": "daedc86510ddc20d26b2e338b9c3c1be649a6db4914b7eaaf6542c6169796cc0"
+    },
     {
       "name": "train-g3-00001.tar",
       "count": 10,
@@ -181,6 +186,11 @@
       "count": 20,
       "sha256": "635802196b8dbb4d47f6c4fb6450d55ef5b1dba850d9e959d2ddc0cfc8d70c9e"
     },
+    {
+      "name": "train-g3-00030.tar",
+      "count": 20,
+      "sha256": "294159c9c4bdf5f7ce95d6e66a6d10cb2d94720b089fd4038c21ce35f743d9bf"
+    },
     {
       "name": "train-g4-00008.tar",
       "count": 20,

metadata/minor-safety/replacement-transaction-validation.json

@@ -0,0 +1,15 @@
+{
+  "status": "passed",
+  "utc": "2026-10-06T22:16:48.844393+00:00",
+  "private_fixture": "/tmp/vivarium-safety/test-replacement-mta58mtu",
+  "checks": [
+    "Interrupted TAR replacement recovered",
+    "All20 PNGs fully decoded",
+    "All10 replacement metadata/seed/reference links match plan",
+    "All30 unrelated members preserved byte for byte",
+    "Review invalidation",
+    "Upload gate rejects absent visual gate and mismatched PNG hash"
+  ],
+  "authentication_used": false,
+  "published": false
+}