Datasets:
Update characters documentation, taxonomy, measured progress and validation
Browse files
README.md
CHANGED
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@@ -22,25 +22,15 @@ configs:
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- split: train
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path:
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- data/*.tar
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- extension-data/humans-*.tar
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- extension-data/specials-*.tar
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- job-data/*.tar
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- config_name: base
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data_files:
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- split: train
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path: data/*.tar
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- config_name: humans_extra
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data_files:
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- split: train
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path: extension-data/humans-*.tar
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- config_name: specials
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data_files:
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- split: train
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path: extension-data/specials-*.tar
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- config_name: jobs
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data_files:
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- split: train
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path: job-data/*.tar
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dataset_info:
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- config_name: default
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features: &id001
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dtype: string
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- name: __url__
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dtype: string
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-
- config_name: base
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features: *id001
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- config_name: humans_extra
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features: *id001
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- config_name: specials
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-
features: *id001
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- config_name: jobs
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features: *id001
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---
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# Complete character collection and professional outfit plan
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**Planned total: 840 identities, 12,140 images.** The expression/special collection contains 7,500 planned images. A further **464 adult humans × 10 professional outfits = 4,640 sprites** reuse those identities and their neutral references; they do not add new personality IDs. See [all 100 jobs and the exact outfit allocation](JOB_OUTFITS.md). Job sprites uploaded so far: **16/4,640**. The `jobs` streaming configuration becomes available when its first TAR is uploaded.
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-
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The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checksums, both LAION classifier scores, operational thresholds and any replacements. Intended ages, professions and demographic attributes describe prompting, not inferred real-world classifications.
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# Vivarium warm-painted greenscreen people and special characters
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**Combined uploaded snapshot: 5,086/7,500 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 5,000/5,000 images uploaded; the extension has 86/2,500.
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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**.
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-
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Named streaming configurations separate the original `base`, additional `humans_extra`, and `specials` families as their TARs become available. `default` reads all currently uploaded families. Demographic labels are intended prompt attributes; special creatures are not assigned human ethnicities. Use identity IDs for train/evaluation splitting.
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# Complete character collection and professional outfit plan
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**Planned total: 840 identities, 12,140 images.** The expression/special collection contains 7,500 planned images. A further **464 adult humans × 10 professional outfits = 4,640 sprites** reuse those identities and their neutral references; they do not add new personality IDs. See [all 100 jobs and the exact outfit allocation](JOB_OUTFITS.md). Job sprites uploaded so far: **16/4,640**. The `jobs` streaming configuration becomes available when its first TAR is uploaded.
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@@ -354,7 +325,7 @@ Named streaming configurations separate the original `base`, additional `humans_
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The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checksums, both LAION classifier scores, operational thresholds and any replacements. Intended ages, professions and demographic attributes describe prompting, not inferred real-world classifications.
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#
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**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.
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@@ -461,7 +432,7 @@ image, metadata, prompt = sample["png"], sample["json"], sample["txt"]
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print(metadata["personality_id"], metadata["emotion"], image.size)
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```
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The
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```bash
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python tools/read_webdataset.py pilot-person-0253.tar \
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- split: train
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path:
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- data/*.tar
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- job-data/*.tar
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- config_name: jobs
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data_files:
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- split: train
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path: job-data/*.tar
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- config_name: base
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data_files:
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- split: train
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path: data/*.tar
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dataset_info:
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- config_name: default
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features: &id001
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dtype: string
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- name: __url__
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dtype: string
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- config_name: jobs
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features: *id001
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- config_name: base
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features: *id001
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---
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# Complete character collection and professional outfit plan
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**Planned total: 840 identities, 12,140 images.** The expression/special collection contains 7,500 planned images. A further **464 adult humans × 10 professional outfits = 4,640 sprites** reuse those identities and their neutral references; they do not add new personality IDs. See [all 100 jobs and the exact outfit allocation](JOB_OUTFITS.md). Job sprites uploaded so far: **16/4,640**. The `jobs` streaming configuration becomes available when its first TAR is uploaded.
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The [teen/child detector recheck](SAFETY_RECHECK.md) reports actual image checksums, both LAION classifier scores, operational thresholds and any replacements. Intended ages, professions and demographic attributes describe prompting, not inferred real-world classifications.
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+
# Vivarium warm-painted greenscreen characters
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| 329 |
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**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.
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print(metadata["personality_id"], metadata["emotion"], image.size)
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```
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The card config selects only `data/*.tar` so index files are not mistaken for training examples. An alternate standard-library TAR/HTTP reader avoids extracting image files:
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```bash
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python tools/read_webdataset.py pilot-person-0253.tar \
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metadata/hub-streaming-validation.json
CHANGED
|
@@ -1,33 +1,54 @@
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{
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"status": "passed",
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"utc": "2026-10-
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"repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
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"revision": "
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"anonymous": true,
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"datasets_version": "5.1.0",
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"samples_verified": 16,
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"fields": [
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"png",
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"json",
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"txt"
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],
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-
"
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"person-0277-job-081",
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"person-0281-job-001",
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"person-0285-job-049",
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"person-0289-job-067",
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"person-0305-job-011",
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"person-0316-job-042",
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"person-0327-job-012",
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"person-0333-job-079",
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"person-0359-job-021",
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"person-0373-job-030",
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"person-0375-job-033",
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"person-0392-job-003",
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"person-0397-job-028",
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"person-0417-job-063",
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"person-0423-job-056",
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"person-0446-job-022"
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],
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"note": "Loader smoke check; complete content integrity uses local decode plus remote whole-shard checksums"
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}
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{
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"status": "passed",
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"utc": "2026-10-07T00:08:29.022836+00:00",
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"repo": "laion/Vivarium-Greenscreen-Characters-FLUX-9B",
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"revision": "38cde8a97f8feffac30ba2612f9a1f8d0bdb97ee",
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"configuration": "base",
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"anonymous": true,
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"samples_verified": 16,
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"actually_regenerated_samples_verified": 10,
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"sample_ids": [
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"person-0002-neutral",
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"person-0002-angry",
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"person-0002-joyful",
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"person-0002-sad",
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"person-0002-afraid",
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"person-0002-disgust",
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"person-0002-pain",
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"person-0002-annoyed",
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"person-0002-grateful",
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"person-0002-playful",
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"person-0120-neutral",
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"person-0120-angry",
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"person-0120-joyful",
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"person-0120-sad",
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"person-0120-afraid",
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"person-0120-disgust"
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],
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"regenerated_sample_ids": [
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"person-0002-neutral",
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"person-0002-angry",
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"person-0002-joyful",
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"person-0002-sad",
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+
"person-0002-afraid",
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"person-0002-disgust",
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"person-0002-pain",
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"person-0002-annoyed",
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"person-0002-grateful",
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"person-0002-playful"
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],
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"checks": [
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"Actual public PNG bytes SHA256 match current source records",
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"PNG CRC and full decode",
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"Prompt and actual seed match current metadata",
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"Current under20 model scores pass per-model cutoffs",
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"Repaired samples actually stream in base configuration"
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],
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"datasets_version": "5.1.0",
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"fields": [
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"png",
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"json",
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"txt"
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],
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"note": "Actual anonymous base-configuration streaming check with exact PNG hashes and full decode;complete5000-image integrity and257-shard remote checksums are separate reports."
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}
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metadata/minor-safety/future-teen-native-pilot-validation.json
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|
| 1 |
+
{
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| 2 |
+
"status": "passed",
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| 3 |
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| 4 |
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"scope": "Actual20 native-screened sprites from complete19-year-old male/female expression prefixes inside in-progress paired TARs; this does not claim their parent TARs are already closed or uploaded",
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 24 |
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| 25 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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"sexy": 0.03043505549430847
|
| 562 |
+
}
|
| 563 |
+
}
|
| 564 |
+
}
|
| 565 |
+
},
|
| 566 |
+
{
|
| 567 |
+
"id": "person-0574-playful",
|
| 568 |
+
"image_sha256": "49d785ab65bc527efe6cd2cc17a9c90f1328eb6411a63942620822c27151b8ef",
|
| 569 |
+
"seed": 4248501980,
|
| 570 |
+
"passed": true,
|
| 571 |
+
"attempt": 0,
|
| 572 |
+
"views": {
|
| 573 |
+
"original": {
|
| 574 |
+
"clip_nsfw": 0.0009453609236516058,
|
| 575 |
+
"efficientnet_nsfw": 0.10133752971887589,
|
| 576 |
+
"efficientnet_classes": {
|
| 577 |
+
"drawing": 0.8562358021736145,
|
| 578 |
+
"hentai": 0.04630421847105026,
|
| 579 |
+
"neutral": 0.04242662712931633,
|
| 580 |
+
"porn": 0.024614647030830383,
|
| 581 |
+
"sexy": 0.03041866421699524
|
| 582 |
+
}
|
| 583 |
+
},
|
| 584 |
+
"foreground": {
|
| 585 |
+
"clip_nsfw": 0.001259966054931283,
|
| 586 |
+
"efficientnet_nsfw": 0.13262318074703217,
|
| 587 |
+
"efficientnet_classes": {
|
| 588 |
+
"drawing": 0.8117056488990784,
|
| 589 |
+
"hentai": 0.07643532752990723,
|
| 590 |
+
"neutral": 0.05567106232047081,
|
| 591 |
+
"porn": 0.025435784831643105,
|
| 592 |
+
"sexy": 0.030752066522836685
|
| 593 |
+
}
|
| 594 |
+
}
|
| 595 |
+
}
|
| 596 |
+
},
|
| 597 |
+
{
|
| 598 |
+
"id": "person-0574-sad",
|
| 599 |
+
"image_sha256": "59c53fe341be35a1bb0b661a6c9fffb1058bfbfe2289b5b340b2239b6c4bd783",
|
| 600 |
+
"seed": 4248501980,
|
| 601 |
+
"passed": true,
|
| 602 |
+
"attempt": 0,
|
| 603 |
+
"views": {
|
| 604 |
+
"original": {
|
| 605 |
+
"clip_nsfw": 0.0009067696519196033,
|
| 606 |
+
"efficientnet_nsfw": 0.09861751645803452,
|
| 607 |
+
"efficientnet_classes": {
|
| 608 |
+
"drawing": 0.8553760647773743,
|
| 609 |
+
"hentai": 0.04348968714475632,
|
| 610 |
+
"neutral": 0.04600644111633301,
|
| 611 |
+
"porn": 0.025430399924516678,
|
| 612 |
+
"sexy": 0.02969742752611637
|
| 613 |
+
}
|
| 614 |
+
},
|
| 615 |
+
"foreground": {
|
| 616 |
+
"clip_nsfw": 0.0013001423794776201,
|
| 617 |
+
"efficientnet_nsfw": 0.13166630268096924,
|
| 618 |
+
"efficientnet_classes": {
|
| 619 |
+
"drawing": 0.8165575265884399,
|
| 620 |
+
"hentai": 0.07586159557104111,
|
| 621 |
+
"neutral": 0.0517762154340744,
|
| 622 |
+
"porn": 0.02466689795255661,
|
| 623 |
+
"sexy": 0.03113780915737152
|
| 624 |
+
}
|
| 625 |
+
}
|
| 626 |
+
}
|
| 627 |
+
}
|
| 628 |
+
],
|
| 629 |
+
"checks": [
|
| 630 |
+
"All four actual model/view outputs pass",
|
| 631 |
+
"Exact scored PNG SHA256 and full CRC/decode",
|
| 632 |
+
"Actual prompt/seed matches updated plan",
|
| 633 |
+
"Exact approved-neutral reference linkage",
|
| 634 |
+
"50-step CFG4 unquantized BF16 native9B inference"
|
| 635 |
+
]
|
| 636 |
+
}
|
metadata/minor-safety/public-stream-filter.json
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
{
|
| 2 |
"status": "restored_after_completed_recheck_and_all_replacement_uploads",
|
| 3 |
-
"utc": "2026-10-07T00:
|
| 4 |
"included_base_images": 5000,
|
| 5 |
"withheld_base_images": 0
|
| 6 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"status": "restored_after_completed_recheck_and_all_replacement_uploads",
|
| 3 |
+
"utc": "2026-10-07T00:23:10.353444+00:00",
|
| 4 |
"included_base_images": 5000,
|
| 5 |
"withheld_base_images": 0
|
| 6 |
}
|
metadata/minor-safety/release-summary.json
CHANGED
|
@@ -22,5 +22,8 @@
|
|
| 22 |
"full_base_integrity_verified": true,
|
| 23 |
"full_base_remote_TAR_SHA256_verified": true,
|
| 24 |
"future_under20_generations_screened_before_upload": true,
|
| 25 |
-
"scores_are_uncalibrated_model_outputs": true
|
|
|
|
|
|
|
|
|
|
| 26 |
}
|
|
|
|
| 22 |
"full_base_integrity_verified": true,
|
| 23 |
"full_base_remote_TAR_SHA256_verified": true,
|
| 24 |
"future_under20_generations_screened_before_upload": true,
|
| 25 |
+
"scores_are_uncalibrated_model_outputs": true,
|
| 26 |
+
"future_native_under20_pilot_images_verified": 20,
|
| 27 |
+
"future_native_under20_pilot_profiles_verified": 2,
|
| 28 |
+
"updated_utc": "2026-10-07T00:23:06.027481+00:00"
|
| 29 |
}
|
metadata/progress.json
CHANGED
|
@@ -1,5 +1,5 @@
|
|
| 1 |
{
|
| 2 |
-
"utc": "2026-10-07T00:
|
| 3 |
"people": {
|
| 4 |
"done": 500
|
| 5 |
},
|
|
@@ -11,5 +11,5 @@
|
|
| 11 |
"target_people": 500,
|
| 12 |
"target_images": 5000,
|
| 13 |
"images_uploaded": 5000,
|
| 14 |
-
"buffer_free_gb":
|
| 15 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"utc": "2026-10-07T00:23:09.672536+00:00",
|
| 3 |
"people": {
|
| 4 |
"done": 500
|
| 5 |
},
|
|
|
|
| 11 |
"target_people": 500,
|
| 12 |
"target_images": 5000,
|
| 13 |
"images_uploaded": 5000,
|
| 14 |
+
"buffer_free_gb": 289.924517888
|
| 15 |
}
|