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Datasets:
laion
/
Vivarium-Greenscreen-Characters-FLUX-9B

Tasks:
Text-to-Image
Languages:
English
Size:
1K<n<10K
Tags:
Synthetic
characters
greenscreen
webdataset
flux
animation
Libraries:
WebDataset
License:
Dataset card Data Studio Files
xet
 Community
ChristophSchuhmann commited on
Commit
8e92d6f
·
verified ·
1 Parent(s): cb97769

Update characters documentation, taxonomy, measured progress and validation

Browse files
Files changed (12) hide show
  1. README.md +1 -1
  2. metadata/hub-streaming-validation.json +18 -18
  3. metadata/inference-records.jsonl +0 -0
  4. metadata/integrity-validation.json +5 -5
  5. metadata/performance.json +5 -5
  6. metadata/progress.json +9 -9
  7. metadata/quality-review.json +126 -4
  8. metadata/remote-verification.json +5 -5
  9. metadata/sample-index.json +3042 -42
  10. metadata/shards.json +11 -0
  11. metadata/skin-tone-pilot.json +4 -1
  12. tools/character_pilot.py +3 -1
README.md CHANGED
@@ -27,7 +27,7 @@ configs:
27
 
28
  **500 fictional people ×10 natural facial expressions =5,000 portrait images**, each832×1,248 pixels. The selected aesthetic is the **ghibli-warm-painted** direction: restrained facial proportions, delicate drawn lines, warm painted shading and a solid chroma-green backdrop. Generation uses the **undistilled9B base**, the **rank64 character LoRA**, **50 steps**, real **CFG4**, and **BF16**, with no quantization or distilled checkpoint.
29
 
30
- **Production snapshot: 38/500 complete people; 380/5,000 images uploaded.** Pilot and production validation are recorded in the linked metadata. Counts describe the snapshot; incremental shard commits can be newer.
31
 
32
  The [base model](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B) and [character LoRA with examples and instructions](https://huggingface.co/laion/FLUX.2-klein-base-9B-vivarium-loras) are linked separately. The compatible [background dataset](https://huggingface.co/datasets/laion/Anim-E-Ghibli-Backgrounds-FLUX-9B) contains wide warm-painted environments for these foreground characters.
33
 
 
27
 
28
  **500 fictional people ×10 natural facial expressions =5,000 portrait images**, each832×1,248 pixels. The selected aesthetic is the **ghibli-warm-painted** direction: restrained facial proportions, delicate drawn lines, warm painted shading and a solid chroma-green backdrop. Generation uses the **undistilled9B base**, the **rank64 character LoRA**, **50 steps**, real **CFG4**, and **BF16**, with no quantization or distilled checkpoint.
29
 
30
+ **Production snapshot: 40/500 complete people; 400/5,000 images uploaded.** Pilot and production validation are recorded in the linked metadata. Counts describe the snapshot; incremental shard commits can be newer.
31
 
32
  The [base model](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B) and [character LoRA with examples and instructions](https://huggingface.co/laion/FLUX.2-klein-base-9B-vivarium-loras) are linked separately. The compatible [background dataset](https://huggingface.co/datasets/laion/Anim-E-Ghibli-Backgrounds-FLUX-9B) contains wide warm-painted environments for these foreground characters.
33
 
metadata/hub-streaming-validation.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "status": "passed",
3
- "utc": "2026-10-06T15:40:12.689773+00:00",
4
  "repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
5
- "revision": "97721691ea8c7a3cb3106fea88660056440ae3e4",
6
  "anonymous": true,
7
  "datasets_version": "5.1.0",
8
  "samples_verified": 16,
@@ -12,22 +12,22 @@
12
  "txt"
13
  ],
14
  "sample_ids": [
15
- "person-0089-afraid",
16
- "person-0089-angry",
17
- "person-0089-grateful",
18
- "person-0089-joyful",
19
- "person-0089-neutral",
20
- "person-0089-playful",
21
- "person-0133-afraid",
22
- "person-0133-angry",
23
- "person-0133-annoyed",
24
- "person-0133-disgust",
25
- "person-0133-grateful",
26
- "person-0133-joyful",
27
- "person-0133-neutral",
28
- "person-0133-pain",
29
- "person-0133-playful",
30
- "person-0133-sad"
31
  ],
32
  "note": "Loader smoke check; complete content integrity uses local decode plus remote whole-shard checksums"
33
  }
 
1
  {
2
  "status": "passed",
3
+ "utc": "2026-10-06T16:10:36.885588+00:00",
4
  "repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
5
+ "revision": "cb977697f308ac0c7f12d61c8e85af8e045ba9f5",
6
  "anonymous": true,
7
  "datasets_version": "5.1.0",
8
  "samples_verified": 16,
 
12
  "txt"
13
  ],
14
  "sample_ids": [
15
+ "person-0002-afraid",
16
+ "person-0002-angry",
17
+ "person-0002-annoyed",
18
+ "person-0002-disgust",
19
+ "person-0002-grateful",
20
+ "person-0002-joyful",
21
+ "person-0002-neutral",
22
+ "person-0002-pain",
23
+ "person-0002-playful",
24
+ "person-0002-sad",
25
+ "person-0120-afraid",
26
+ "person-0120-angry",
27
+ "person-0120-disgust",
28
+ "person-0120-joyful",
29
+ "person-0120-neutral",
30
+ "person-0120-sad"
31
  ],
32
  "note": "Loader smoke check; complete content integrity uses local decode plus remote whole-shard checksums"
33
  }
metadata/inference-records.jsonl CHANGED
The diff for this file is too large to render. See raw diff
 
metadata/integrity-validation.json CHANGED
@@ -1,11 +1,11 @@
1
  {
2
  "status": "passed",
3
  "scope": "closed-shard snapshot",
4
- "utc": "2026-10-06T15:48:44.035153+00:00",
5
- "images_verified": 100,
6
- "persons_verified": 10,
7
- "shards_verified": 10,
8
- "bytes_verified": 113336320,
9
  "checks": [
10
  "TAR SHA256 and byte size",
11
  "three adjacent unique members per sample",
 
1
  {
2
  "status": "passed",
3
  "scope": "closed-shard snapshot",
4
+ "utc": "2026-10-06T16:10:13.113666+00:00",
5
+ "images_verified": 400,
6
+ "persons_verified": 40,
7
+ "shards_verified": 26,
8
+ "bytes_verified": 444282880,
9
  "checks": [
10
  "TAR SHA256 and byte size",
11
  "three adjacent unique members per sample",
metadata/performance.json CHANGED
@@ -1,11 +1,11 @@
1
  {
2
  "hardware": "8 × NVIDIA A100-SXM4-80GB",
3
  "batch_size_per_gpu": 1,
4
- "steady_samples": 334,
5
- "mean_seconds": 39.272562890362366,
6
- "median_seconds": 39.89011165779084,
7
- "neutral_mean_seconds": 31.531493236086572,
8
- "reference_edit_mean_seconds": 39.95337357656903,
9
  "timings_include": "50 denoising steps with real CFG4, reference VAE encode when applicable, VAE decode; CUDA synchronized",
10
  "timings_exclude": "Positive prompt preencoding, model loading, compile warmup, PNG/TAR writes and upload",
11
  "pilot_excluded": "Pilot GPU7 was shared with background production and used CPU offload; it is not a dedicated-GPU benchmark"
 
1
  {
2
  "hardware": "8 × NVIDIA A100-SXM4-80GB",
3
  "batch_size_per_gpu": 1,
4
+ "steady_samples": 354,
5
+ "mean_seconds": 39.29156395161951,
6
+ "median_seconds": 39.89066860359162,
7
+ "neutral_mean_seconds": 31.561002173188047,
8
+ "reference_edit_mean_seconds": 39.981367925694926,
9
  "timings_include": "50 denoising steps with real CFG4, reference VAE encode when applicable, VAE decode; CUDA synchronized",
10
  "timings_exclude": "Positive prompt preencoding, model loading, compile warmup, PNG/TAR writes and upload",
11
  "pilot_excluded": "Pilot GPU7 was shared with background production and used CPU offload; it is not a dedicated-GPU benchmark"
metadata/progress.json CHANGED
@@ -1,17 +1,17 @@
1
  {
2
- "utc": "2026-10-06T16:06:50.660024+00:00",
3
  "people": {
4
- "done": 38,
5
- "queued": 453,
6
- "running": 9
7
  },
8
  "shards": {
9
- "uploaded": 25
10
  },
11
- "images_in_closed_shards": 380,
12
- "images_generated": 430,
13
  "target_people": 500,
14
  "target_images": 5000,
15
- "images_uploaded": 380,
16
- "buffer_free_gb": 301.755633664
17
  }
 
1
  {
2
+ "utc": "2026-10-06T16:11:06.991096+00:00",
3
  "people": {
4
+ "done": 40,
5
+ "queued": 445,
6
+ "running": 15
7
  },
8
  "shards": {
9
+ "uploaded": 26
10
  },
11
+ "images_in_closed_shards": 400,
12
+ "images_generated": 482,
13
  "target_people": 500,
14
  "target_images": 5000,
15
+ "images_uploaded": 400,
16
+ "buffer_free_gb": 301.692870656
17
  }
metadata/quality-review.json CHANGED
@@ -189,7 +189,127 @@
189
  "person-0457-sad",
190
  "person-0457-annoyed",
191
  "person-0457-pain",
192
- "person-0457-disgust"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
193
  ],
194
  "findings": [
195
  "Focused reference edit prompts produce clear natural neutral/joyful/angry differences for baby,schoolgirl and17-year-old girl while maintaining closely matched identity,hair,outfit and pose. Baby sadness was inspected separately when present.",
@@ -198,14 +318,16 @@
198
  "All30 final focused-edit pilot images visually inspected across baby,schoolchild and older teen. Reference identity and outfit remain closely matched; joyful,grateful,playful,anger,annoyance and discomfort visible. Mild fear/sadness/disgust overlap. Production infant person0024 and schoolboy person0089 also inspected in all ten expressions.",
199
  "All ten variants also reviewed for preschool boy person0045 and schoolgirl person0112; identity,outfit and pose consistent with subtle natural expression changes.",
200
  "All ten expressions visually reviewed for older schoolgirl0158,younger teen0181/0206,older teen0229/0254,young adult0277,middle adult0325/0348,old senior0457. Stable hair,pose and clothing; mild expressions can overlap. Requested near-adult proportions are visible for older teens.",
201
- "Rejected the first person0436 series because the joyful edit visibly lightened facial skin. Removed all ten samples, then regenerated the complete group with explicit original skin tone and exposure/lighting. The new first five variants were inspected and showed improved consistency; remaining expressions pending review."
 
 
202
  ],
203
- "status": "production pilot passed",
204
  "limitations": [
205
  "Reference conditioning can slightly alter facial details and clothing folds",
206
  "Visual assessment of rendered age and identity is subjective; demographic labels are intended prompt attributes",
207
  "Mild fear,sadness and disgust can be visually close; labels record the requested expression,not a ground-truth expression classifier",
208
  "Reference edits can alter skin tone or lighting; explicit preservation wording reduces observed changes but does not guarantee identical pixels."
209
  ],
210
- "utc": "2026-10-06T16:06:03.781263+00:00"
211
  }
 
189
  "person-0457-sad",
190
  "person-0457-annoyed",
191
  "person-0457-pain",
192
+ "person-0457-disgust",
193
+ "person-0302-neutral",
194
+ "person-0302-joyful",
195
+ "person-0302-grateful",
196
+ "person-0302-playful",
197
+ "person-0302-angry",
198
+ "person-0302-afraid",
199
+ "person-0302-sad",
200
+ "person-0302-annoyed",
201
+ "person-0302-pain",
202
+ "person-0302-disgust",
203
+ "person-0369-neutral",
204
+ "person-0369-joyful",
205
+ "person-0369-grateful",
206
+ "person-0369-playful",
207
+ "person-0369-angry",
208
+ "person-0369-afraid",
209
+ "person-0369-sad",
210
+ "person-0369-annoyed",
211
+ "person-0369-pain",
212
+ "person-0369-disgust",
213
+ "person-0392-neutral",
214
+ "person-0392-joyful",
215
+ "person-0392-grateful",
216
+ "person-0392-playful",
217
+ "person-0392-angry",
218
+ "person-0392-afraid",
219
+ "person-0392-sad",
220
+ "person-0392-annoyed",
221
+ "person-0392-pain",
222
+ "person-0392-disgust",
223
+ "person-0413-neutral",
224
+ "person-0413-joyful",
225
+ "person-0413-grateful",
226
+ "person-0413-playful",
227
+ "person-0413-angry",
228
+ "person-0413-afraid",
229
+ "person-0413-sad",
230
+ "person-0413-annoyed",
231
+ "person-0413-pain",
232
+ "person-0413-disgust",
233
+ "person-0480-neutral",
234
+ "person-0480-joyful",
235
+ "person-0480-grateful",
236
+ "person-0480-playful",
237
+ "person-0480-angry",
238
+ "person-0480-afraid",
239
+ "person-0480-sad",
240
+ "person-0480-annoyed",
241
+ "person-0480-pain",
242
+ "person-0480-disgust",
243
+ "person-0046-neutral",
244
+ "person-0046-joyful",
245
+ "person-0046-grateful",
246
+ "person-0046-playful",
247
+ "person-0046-angry",
248
+ "person-0046-afraid",
249
+ "person-0046-sad",
250
+ "person-0046-annoyed",
251
+ "person-0046-pain",
252
+ "person-0046-disgust",
253
+ "person-0067-neutral",
254
+ "person-0067-joyful",
255
+ "person-0067-grateful",
256
+ "person-0067-playful",
257
+ "person-0067-angry",
258
+ "person-0067-afraid",
259
+ "person-0067-sad",
260
+ "person-0067-annoyed",
261
+ "person-0067-pain",
262
+ "person-0067-disgust",
263
+ "person-0134-neutral",
264
+ "person-0134-joyful",
265
+ "person-0134-grateful",
266
+ "person-0134-playful",
267
+ "person-0134-angry",
268
+ "person-0134-afraid",
269
+ "person-0134-sad",
270
+ "person-0134-annoyed",
271
+ "person-0134-pain",
272
+ "person-0134-disgust",
273
+ "person-0205-neutral",
274
+ "person-0205-joyful",
275
+ "person-0205-grateful",
276
+ "person-0205-playful",
277
+ "person-0205-angry",
278
+ "person-0205-afraid",
279
+ "person-0205-sad",
280
+ "person-0205-annoyed",
281
+ "person-0205-pain",
282
+ "person-0205-disgust",
283
+ "person-0230-neutral",
284
+ "person-0230-joyful",
285
+ "person-0230-grateful",
286
+ "person-0230-playful",
287
+ "person-0230-angry",
288
+ "person-0230-afraid",
289
+ "person-0230-sad",
290
+ "person-0230-annoyed",
291
+ "person-0230-pain",
292
+ "person-0230-disgust",
293
+ "person-0347-neutral",
294
+ "person-0347-joyful",
295
+ "person-0347-grateful",
296
+ "person-0347-playful",
297
+ "person-0347-angry",
298
+ "person-0347-afraid",
299
+ "person-0347-sad",
300
+ "person-0347-annoyed",
301
+ "person-0347-pain",
302
+ "person-0347-disgust",
303
+ "person-0436-neutral",
304
+ "person-0436-joyful",
305
+ "person-0436-grateful",
306
+ "person-0436-playful",
307
+ "person-0436-angry",
308
+ "person-0436-afraid",
309
+ "person-0436-sad",
310
+ "person-0436-annoyed",
311
+ "person-0436-pain",
312
+ "person-0436-disgust"
313
  ],
314
  "findings": [
315
  "Focused reference edit prompts produce clear natural neutral/joyful/angry differences for baby,schoolgirl and17-year-old girl while maintaining closely matched identity,hair,outfit and pose. Baby sadness was inspected separately when present.",
 
318
  "All30 final focused-edit pilot images visually inspected across baby,schoolchild and older teen. Reference identity and outfit remain closely matched; joyful,grateful,playful,anger,annoyance and discomfort visible. Mild fear/sadness/disgust overlap. Production infant person0024 and schoolboy person0089 also inspected in all ten expressions.",
319
  "All ten variants also reviewed for preschool boy person0045 and schoolgirl person0112; identity,outfit and pose consistent with subtle natural expression changes.",
320
  "All ten expressions visually reviewed for older schoolgirl0158,younger teen0181/0206,older teen0229/0254,young adult0277,middle adult0325/0348,old senior0457. Stable hair,pose and clothing; mild expressions can overlap. Requested near-adult proportions are visible for older teens.",
321
+ "Rejected the first person0436 series because the joyful edit visibly lightened facial skin. Removed all ten samples, then regenerated the complete group with explicit original skin tone and exposure/lighting. The new first five variants were inspected and showed improved consistency; remaining expressions pending review.",
322
+ "Complete ten-expression groups reviewed for young adult0302,older adult0369/0392,younger senior0413,older senior0480 and independent outfit allocations0046/0067/0134/0205/0230/0347. Clothes,pose and hair remain closely matched; formal,school,outdoors,crafts and dress variants present. Slight lighting differences can remain in earlier reference prompts.",
323
+ "All ten regenerated person0436 expressions were subsequently inspected. Facial skin now stays closely matched to the neutral reference, including joyful. The replacement group is accepted; the earlier rejected group remains excluded from the dataset."
324
  ],
325
+ "status": "ongoing stratified visual review; accepted production",
326
  "limitations": [
327
  "Reference conditioning can slightly alter facial details and clothing folds",
328
  "Visual assessment of rendered age and identity is subjective; demographic labels are intended prompt attributes",
329
  "Mild fear,sadness and disgust can be visually close; labels record the requested expression,not a ground-truth expression classifier",
330
  "Reference edits can alter skin tone or lighting; explicit preservation wording reduces observed changes but does not guarantee identical pixels."
331
  ],
332
+ "utc": "2026-10-06T16:09:58.335638+00:00"
333
  }
metadata/remote-verification.json CHANGED
@@ -1,13 +1,13 @@
1
  {
2
  "status": "passed",
3
  "scope": "uploaded-shard snapshot",
4
- "utc": "2026-10-06T15:40:07.255558+00:00",
5
  "repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
6
- "revision": "97721691ea8c7a3cb3106fea88660056440ae3e4",
7
  "anonymous_access": true,
8
- "shards_verified": 7,
9
- "images_verified": 70,
10
- "bytes_verified": 78776320,
11
  "checks": [
12
  "Remote byte size",
13
  "Remote LFS SHA256",
 
1
  {
2
  "status": "passed",
3
  "scope": "uploaded-shard snapshot",
4
+ "utc": "2026-10-06T16:10:31.127085+00:00",
5
  "repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
6
+ "revision": "cb977697f308ac0c7f12d61c8e85af8e045ba9f5",
7
  "anonymous_access": true,
8
+ "shards_verified": 26,
9
+ "images_verified": 400,
10
+ "bytes_verified": 444282880,
11
  "checks": [
12
  "Remote byte size",
13
  "Remote LFS SHA256",
metadata/sample-index.json CHANGED
@@ -399,6 +399,406 @@
399
  "image_sha256": "d6d1bc3e5aa98e9bf3262852edec71475017bd5745b0fea1e0038cfe4c301797",
400
  "seed": 2844801242
401
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
402
  {
403
  "id": "person-0089-neutral",
404
  "personality_id": "person-0089",
@@ -499,6 +899,406 @@
499
  "image_sha256": "23101dfd528830286e5208560e3a2cf15c38942e4b0ab62dad114ecc8660231a",
500
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+ "seed": 467756987
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+ "image_sha256": "7ce0dd23625d3d9d6b72a34af43cd6908957a6d159d7022cd6f0dabc83a7e4bb",
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+ "personality_id": "person-0436",
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+ "shard": "train-g7-00001.tar",
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+ "image_offset": 20640256,
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+ "image_sha256": "862e7c1337b90f6659c14c83992d71ef6ebc28a3f1a71d1cae2d1c8f7477bea5",
4000
+ "seed": 467756987
4001
  }
4002
  ]
metadata/shards.json CHANGED
@@ -273,5 +273,16 @@
273
  "revision": "669bcb0a38b5fd2ee0a85697880ce1bf184349f8",
274
  "created": "2026-10-06T15:55:01.765307+00:00",
275
  "uploaded": "2026-10-06T15:55:06.114813+00:00"
 
 
 
 
 
 
 
 
 
 
 
276
  }
277
  ]
 
273
  "revision": "669bcb0a38b5fd2ee0a85697880ce1bf184349f8",
274
  "created": "2026-10-06T15:55:01.765307+00:00",
275
  "uploaded": "2026-10-06T15:55:06.114813+00:00"
276
+ },
277
+ {
278
+ "name": "train-g7-00001.tar",
279
+ "worker": 7,
280
+ "count": 20,
281
+ "bytes": 21729280,
282
+ "sha256": "89b3e856d7c5d4418ceb902b832437c5344355b52882db0cb141781f405f71be",
283
+ "status": "uploaded",
284
+ "revision": "cb977697f308ac0c7f12d61c8e85af8e045ba9f5",
285
+ "created": "2026-10-06T16:08:17.271705+00:00",
286
+ "uploaded": "2026-10-06T16:08:18.771035+00:00"
287
  }
288
  ]
metadata/skin-tone-pilot.json CHANGED
@@ -210,5 +210,8 @@
210
  "old_sha256": "bbed1b0abb0b1ce27c53d57de30d8d5b21b4985f4d11e8a5fe93b50e83ebb192",
211
  "new_sha256": "ceb63d427c4254ee8fa8dbb843ce06d928fbd1bd30e49a5b2f405ec541ed3594"
212
  }
213
- ]
 
 
 
214
  }
 
210
  "old_sha256": "bbed1b0abb0b1ce27c53d57de30d8d5b21b4985f4d11e8a5fe93b50e83ebb192",
211
  "new_sha256": "ceb63d427c4254ee8fa8dbb843ce06d928fbd1bd30e49a5b2f405ec541ed3594"
212
  }
213
+ ],
214
+ "accepted_replacement": true,
215
+ "replacement_reviewed_utc": "2026-10-06T16:09:58.335638+00:00",
216
+ "reviewed_images": 10
217
  }
tools/character_pilot.py CHANGED
@@ -20,6 +20,8 @@ LORA_SHA='977642f4d7427fa3203b5b3b3c3a4ef9cb72186c59bd71b63e870ff53bfa6451'
20
  def now():return datetime.now(timezone.utc).isoformat()
21
 
22
  def metadata(person,expression,image_bytes,reference_sha,seconds,encode_seconds,shard,profile):
 
 
23
  record={k:v for k,v in person.items() if k!='expressions'}
24
  record.update(expression)
25
  record.update(dict(schema_version='1.0',generated_utc=now(),image_sha256=hashlib.sha256(image_bytes).hexdigest(),
@@ -30,7 +32,7 @@ def metadata(person,expression,image_bytes,reference_sha,seconds,encode_seconds,
30
  steps=50,guidance_scale=4.0,seed=expression['seed'],width=832,height=1248,dtype='bfloat16',
31
  quantization=False,distillation=False,max_sequence_length=256,cfg_mode='batched',lora_fused=True,
32
  qkv_fused=True,compile_mode='default',negative_embedding_cached=True,positive_embedding_cached=True),
33
- runtime=dict(profile=profile,gpu=torch.cuda.get_device_name(0),physical_gpu=int(os.environ.get('CUDA_VISIBLE_DEVICES','0')),
34
  batch_size=1,generation_seconds=seconds,positive_text_encoding_seconds=encode_seconds,
35
  torch=torch.__version__,cuda=torch.version.cuda,includes_compile_warmup=False,
36
  gpu_shared_with_backgrounds=profile.startswith('shared'),model_cpu_offload=profile.startswith('shared')),
 
20
  def now():return datetime.now(timezone.utc).isoformat()
21
 
22
  def metadata(person,expression,image_bytes,reference_sha,seconds,encode_seconds,shard,profile):
23
+ physical_label=os.environ.get('CUDA_VISIBLE_DEVICES','0').split(',')[0].strip()
24
+ physical_gpu=int(physical_label) if physical_label.isdecimal() else physical_label
25
  record={k:v for k,v in person.items() if k!='expressions'}
26
  record.update(expression)
27
  record.update(dict(schema_version='1.0',generated_utc=now(),image_sha256=hashlib.sha256(image_bytes).hexdigest(),
 
32
  steps=50,guidance_scale=4.0,seed=expression['seed'],width=832,height=1248,dtype='bfloat16',
33
  quantization=False,distillation=False,max_sequence_length=256,cfg_mode='batched',lora_fused=True,
34
  qkv_fused=True,compile_mode='default',negative_embedding_cached=True,positive_embedding_cached=True),
35
+ runtime=dict(profile=profile,gpu=torch.cuda.get_device_name(0),physical_gpu=physical_gpu,
36
  batch_size=1,generation_seconds=seconds,positive_text_encoding_seconds=encode_seconds,
37
  torch=torch.__version__,cuda=torch.version.cuda,includes_compile_warmup=False,
38
  gpu_shared_with_backgrounds=profile.startswith('shared'),model_cpu_offload=profile.startswith('shared')),