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Super-squash dataset history to drop stale LFS objects
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Database Reference

This project keeps local SQLite metadata databases for Danbooru, Gelbooru, and a deduplicated quality union.

Databases

DB Purpose
quality_80_union.db Main query DB: Gelbooru 80 selection union Danbooru 80 selection, deduped by md5
gelbooru.db Normalized Gelbooru source metadata
danbooru2025_candidate.db Danbooru source metadata with md5
danbooru.db Older Danbooru DB retained for compatibility

SQLite -shm and -wal files are runtime sidecars. They are not part of the durable data model.

quality_80_union.db

images

2,988,704 rows. Primary key: md5.

Column Type Meaning
md5 TEXT PK File hash used for deduplication
canonical_rating TEXT Stricter merged rating
canonical_file_url TEXT Unified original file URL
canonical_preview_url TEXT Unified preview URL, mostly Gelbooru
canonical_sample_url TEXT Unified sample URL, mostly Gelbooru
canonical_source TEXT Unified source URL
canonical_width INTEGER Unified image width
canonical_height INTEGER Unified image height
present_in_gelbooru INTEGER 1 if this md5 exists in Gelbooru
present_in_danbooru INTEGER 1 if this md5 exists in Danbooru
selected_by_gelbooru80 INTEGER 1 if selected by Gelbooru 80th-threshold rule
selected_by_danbooru80 INTEGER 1 if selected by Danbooru 80th-threshold rule
quality_score REAL max(gelbooru_score_pct, danbooru_score_pct), range 0..1
quality_tier TEXT Current tier label, p80
gelbooru_id INTEGER Gelbooru post ID, nullable
gelbooru_rating TEXT Gelbooru rating, nullable
gelbooru_score INTEGER Gelbooru raw score, nullable
gelbooru_score_pct REAL Gelbooru rating-bucket percentile, nullable
gelbooru_file_url TEXT Gelbooru original file URL, nullable
gelbooru_preview_url TEXT Gelbooru preview URL, nullable
gelbooru_sample_url TEXT Gelbooru sample URL, nullable
gelbooru_source TEXT Gelbooru source URL/text, nullable
gelbooru_tags_text TEXT Gelbooru raw tag string, nullable
gelbooru_status TEXT Gelbooru post status, nullable
danbooru_id INTEGER Danbooru post ID, nullable
danbooru_rating TEXT Danbooru rating mapped to full names, nullable
danbooru_score INTEGER Danbooru raw score, nullable
danbooru_score_pct REAL Danbooru rating-bucket percentile, nullable
danbooru_file_url TEXT Danbooru original file URL, nullable
danbooru_source TEXT Danbooru source URL/text, nullable
danbooru_pixiv_id INTEGER Pixiv artwork ID from Danbooru, nullable
danbooru_fav_count INTEGER Danbooru favorite count, nullable
danbooru_file_size INTEGER Danbooru file size in bytes, nullable
danbooru_file_ext TEXT Danbooru file extension, nullable
image_parquet_file TEXT Future local image parquet shard filename, nullable

Source-specific fields are nullable because the DB is a union. Use present_in_gelbooru and present_in_danbooru to interpret which side fields are expected to exist. image_parquet_file is intentionally nullable until image parquet shards are written by a later storage pipeline.

URL Fields

Field Non-empty rows
canonical_file_url 2,988,704
canonical_preview_url 2,696,467
canonical_sample_url 1,667,457
canonical_source 2,766,129
gelbooru_file_url 2,696,467
gelbooru_preview_url 2,696,467
gelbooru_sample_url 1,667,457
gelbooru_source 2,451,875
danbooru_file_url 2,428,840
danbooru_source 2,386,988

Use canonical_file_url for a single original image URL. Use source-specific URL fields when the caller needs provenance.

Tags

Table Meaning
gelbooru_image_tags(md5, tag_name) Gelbooru tag associations
danbooru_image_tags(md5, tag_name, tag_type) Danbooru tag associations

Quality Score

quality_score uses rating_bucket_cume_dist_v1.

pct(score, rating) = count(score <= current_score within rating) / count(rating)
quality_score = max(gelbooru_score_pct, danbooru_score_pct)

Current verified counts:

Metric Count
Total images 2,988,704
quality_score >= 0.8 2,973,255
quality_score < 0.8 15,449
quality_score = 1.0 9
Selected by Gelbooru 80 2,034,916
Selected by Danbooru 80 1,850,329
Selected by both 896,541
Selected by neither 0
Present in both sources 2,136,603

The DB is still the union of both raw 80th-threshold selections. The <0.8 rows are boundary rows caused by discrete raw-score buckets after true percentile repair.

gelbooru.db

Verified counts:

Metric Count
posts 9,956,288
tags 931,306
post_tags 321,358,388

Main schema:

posts(id, created_at, score, width, height, md5, directory, image,
      rating, source, change, owner, creator_id, parent_id, sample,
      preview_height, preview_width, tags, title, has_notes, has_comments,
      file_url, preview_url, sample_url, sample_height, sample_width,
      status, post_locked, has_children, attr_limit, attr_offset, attr_count)

tags(id, name)
post_tags(post_id, tag_id)

danbooru2025_candidate.db

Verified counts:

Metric Count
posts 9,113,284
tags 859,440
post_tags 330,953,940

Main schema:

posts(id, pixiv_id, source, rating, score, fav_count,
      image_width, image_height, file_size, file_ext,
      md5, file_url, created_at, updated_at, uploader_id, parent_id)

tags(id, name, type)
post_tags(post_id, tag_id)

Danbooru raw ratings are g, s, q, e; the union DB maps them to general, sensitive, questionable, explicit.

Rebuild and Repair

/Users/charslee/miniconda3/bin/python3 convert_gelbooru.py --overwrite

/Users/charslee/miniconda3/bin/python3 convert_danbooru.py \
  --output-db /Users/charslee/Repo/private/pixiv_spider/danbooru2025_candidate.db

/Users/charslee/miniconda3/bin/python3 build_quality_union_db.py --overwrite

/Users/charslee/miniconda3/bin/python3 repair_quality_percentiles.py

Known Technical Debt

  • quality_80_union.db keeps staging tables: selected_md5, selected_gelbooru_posts, selected_danbooru_posts.
  • quality_80_union.db keeps percentile lookup tables: gel_score_percentiles, dan_score_percentiles.
  • Do not vacuum or rebuild the 26 GB union DB by default on low free disk space. A safe cleanup needs enough temporary room for SQLite to rewrite the database.