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e01|photo|A weathered fisherman mending a net on a wooden pier at dawn, soft golden light, shallow depth of field, 85mm photograph
e02|illus|A cozy treehouse library at dusk in a flat vector illustration style, warm lanterns, muted teal and orange palette
e03|text-en|A vintage bakery storefront with a hand-painted sign that reads "FRESH BREAD DAILY", morning street scene
e04|text-zh|一家老式茶馆的木质招牌,上面用金色书法写着"清风茶社",傍晚的灯笼光
e05|multi|Three fruits on a marble table: a red apple on the left, a halved lemon in the middle and a bunch of purple grapes on the right, studio lighting
e07|photo|Macro photograph of dew drops on a spider web in a misty forest, backlit, bokeh
e08|illus|A watercolor painting of a Venetian canal with gondolas, loose brushstrokes, soft pastel colors
e09|text-en|A movie poster for a science fiction film titled "ORBITAL DRIFT" with the tagline "No signal. No way home.", astronaut silhouette against a planet
e10|text-zh|地铁站的指示牌,白底蓝字写着"出口 A 人民广场",现代简洁的设计
e11|multi|A golden retriever wearing a blue scarf sitting next to a black cat wearing a yellow raincoat on a wooden porch
e13|photo|Portrait of an elderly woman with silver hair laughing, window light, natural skin texture, 50mm photograph
e14|illus|A pixel art scene of a small village in winter with smoke rising from chimneys, 16-bit style
e15|text-en|A chalkboard menu in a cafe listing "ESPRESSO 3.50", "LATTE 4.20" and "MATCHA 4.80" in neat handwriting
e16|text-zh|一本书的封面,标题是"星河之旅",下方小字"第一卷",深蓝色背景配银色星空
e17|multi|A red bicycle leaning against a yellow wall under a green window with white shutters, bright midday sun
e19|photo|Aerial photograph of terraced rice fields after rain, reflections of clouds in the water, high detail
e20|illus|A Japanese ukiyo-e style woodblock print of a giant wave crashing over a lighthouse
e21|text-en|A neon sign on a brick wall that says "OPEN LATE" in pink cursive letters, night, wet reflections
e22|text-zh|春节贴在红色木门上的对联,左联"春回大地千山秀",右联"日照神州万里明",横批"万象更新"
e23|multi|Four toy blocks stacked in a tower, red, blue, green and yellow from bottom to top, showing the letters A, B, C and D
e25|photo|A bowl of ramen with a soft-boiled egg, chashu pork and scallions, steam rising, overhead food photograph on a dark wooden table
e26|illus|A children's book illustration of a fox and a rabbit sharing an umbrella in the rain, gouache texture
e27|text-en|A label on a glass jar of honey that reads "WILDFLOWER HONEY" and "NET WT 12 OZ", rustic kitchen background
e28|text-zh|夜市摊位上的手写价格牌,写着"烤红薯 每斤十二元",暖黄色灯光
e29|multi|A chess board mid-game with a white queen, a black knight and a white pawn in the foreground, the rest of the board out of focus
e31|photo|A snowy mountain cabin at night under the aurora borealis, long exposure, stars visible
e32|illus|An isometric illustration of a tiny office with a desk, plants, a bookshelf and a cat asleep on a chair, soft pastel colors
e33|text-en|A retro video game title screen with the words "PRESS START" under a logo reading "STAR RUNNER"
e34|text-zh|一张毕业典礼的横幅,红底白字写着"热烈祝贺二零二六届毕业生"
e35|multi|A kitchen counter with a blue kettle, a white teapot, two green cups and a plate of cookies, arranged from left to right
e37|photo|Street photograph of a busy crosswalk in Tokyo at night, motion blur, neon reflections on wet asphalt
e38|illus|An oil painting of a lighthouse keeper reading by candlelight, dramatic chiaroscuro, visible brush texture
e39|text-en|A road sign in a desert that reads "LAST GAS 120 MILES", heat haze, blue sky
e40|text-zh|餐厅菜单的一页,标题"今日推荐",列出"宫保鸡丁"、"麻婆豆腐"、"清蒸鲈鱼"
e41|multi|Two astronauts in white suits planting a small tree on the surface of the moon, the Earth rising behind them
e43|photo|A hummingbird feeding from a red flower, frozen wings, high shutter speed, green background
e44|illus|A cyberpunk city skyline in a synthwave illustration style, magenta and cyan, a large sun setting behind skyscrapers
e45|text-en|A handwritten birthday card that says "Happy 30th, Maya!" with balloons drawn around the text
e46|text-zh|快递包裹上的标签,写着"易碎物品 小心轻放",纸箱纹理清晰
e47|multi|A bookshelf with exactly five books: red, orange, green, blue and purple, lined up in that order
e01|photo|A weathered fisherman mending a net on a wooden pier at dawn, soft golden light, shallow depth of field, 85mm photograph
e02|illus|A cozy treehouse library at dusk in a flat vector illustration style, warm lanterns, muted teal and orange palette
e03|text-en|A vintage bakery storefront with a hand-painted sign that reads "FRESH BREAD DAILY", morning street scene
e04|text-zh|一家老式茶馆的木质招牌,上面用金色书法写着"清风茶社",傍晚的灯笼光
e05|multi|Three fruits on a marble table: a red apple on the left, a halved lemon in the middle and a bunch of purple grapes on the right, studio lighting
e07|photo|Macro photograph of dew drops on a spider web in a misty forest, backlit, bokeh
e08|illus|A watercolor painting of a Venetian canal with gondolas, loose brushstrokes, soft pastel colors
e09|text-en|A movie poster for a science fiction film titled "ORBITAL DRIFT" with the tagline "No signal. No way home.", astronaut silhouette against a planet
e10|text-zh|地铁站的指示牌,白底蓝字写着"出口 A 人民广场",现代简洁的设计
e11|multi|A golden retriever wearing a blue scarf sitting next to a black cat wearing a yellow raincoat on a wooden porch
e13|photo|Portrait of an elderly woman with silver hair laughing, window light, natural skin texture, 50mm photograph
e14|illus|A pixel art scene of a small village in winter with smoke rising from chimneys, 16-bit style
e15|text-en|A chalkboard menu in a cafe listing "ESPRESSO 3.50", "LATTE 4.20" and "MATCHA 4.80" in neat handwriting
e16|text-zh|一本书的封面,标题是"星河之旅",下方小字"第一卷",深蓝色背景配银色星空
e17|multi|A red bicycle leaning against a yellow wall under a green window with white shutters, bright midday sun
e19|photo|Aerial photograph of terraced rice fields after rain, reflections of clouds in the water, high detail
e20|illus|A Japanese ukiyo-e style woodblock print of a giant wave crashing over a lighthouse
e21|text-en|A neon sign on a brick wall that says "OPEN LATE" in pink cursive letters, night, wet reflections
e22|text-zh|春节贴在红色木门上的对联,左联"春回大地千山秀",右联"日照神州万里明",横批"万象更新"
e23|multi|Four toy blocks stacked in a tower, red, blue, green and yellow from bottom to top, showing the letters A, B, C and D
e25|photo|A bowl of ramen with a soft-boiled egg, chashu pork and scallions, steam rising, overhead food photograph on a dark wooden table
e26|illus|A children's book illustration of a fox and a rabbit sharing an umbrella in the rain, gouache texture
e27|text-en|A label on a glass jar of honey that reads "WILDFLOWER HONEY" and "NET WT 12 OZ", rustic kitchen background
e28|text-zh|夜市摊位上的手写价格牌,写着"烤红薯 每斤十二元",暖黄色灯光
e29|multi|A chess board mid-game with a white queen, a black knight and a white pawn in the foreground, the rest of the board out of focus
e31|photo|A snowy mountain cabin at night under the aurora borealis, long exposure, stars visible
e32|illus|An isometric illustration of a tiny office with a desk, plants, a bookshelf and a cat asleep on a chair, soft pastel colors
e33|text-en|A retro video game title screen with the words "PRESS START" under a logo reading "STAR RUNNER"
e34|text-zh|一张毕业典礼的横幅,红底白字写着"热烈祝贺二零二六届毕业生"
e35|multi|A kitchen counter with a blue kettle, a white teapot, two green cups and a plate of cookies, arranged from left to right
e37|photo|Street photograph of a busy crosswalk in Tokyo at night, motion blur, neon reflections on wet asphalt
e38|illus|An oil painting of a lighthouse keeper reading by candlelight, dramatic chiaroscuro, visible brush texture
e39|text-en|A road sign in a desert that reads "LAST GAS 120 MILES", heat haze, blue sky
e40|text-zh|餐厅菜单的一页,标题"今日推荐",列出"宫保鸡丁"、"麻婆豆腐"、"清蒸鲈鱼"
e41|multi|Two astronauts in white suits planting a small tree on the surface of the moon, the Earth rising behind them
e43|photo|A hummingbird feeding from a red flower, frozen wings, high shutter speed, green background
e44|illus|A cyberpunk city skyline in a synthwave illustration style, magenta and cyan, a large sun setting behind skyscrapers
e45|text-en|A handwritten birthday card that says "Happy 30th, Maya!" with balloons drawn around the text
e46|text-zh|快递包裹上的标签,写着"易碎物品 小心轻放",纸箱纹理清晰
e47|multi|A bookshelf with exactly five books: red, orange, green, blue and purple, lined up in that order

P-H3-Image GGUF: measurements

Everything behind the numbers in AtomicChat/P-H3-Image-GGUF, measured 2026-11-04 in ComfyUI v0.44.0 (2c75dc1b) + ComfyUI-GGUF (6ea2651) on one NVIDIA A100 40 GB.

  • captions/: the 40 evaluation requests and the 12 calibration requests (no request shared), and the captions Pruna's prompt upsampler wrote for them (eval_captions.jsonl, calib_captions.jsonl; greedy, Pruna's upsample_prompt).
  • renders/: every render, <file>/<caption id>-s<seed>.png. ref is the BF16 reference (seeds 42 and 43), final-* the free-running render of each file on seed 42.
  • teacher/metrics/: the teacher-forced output error, one line per caption and step (rel_l2, cos), for every file, the scan groups (scan-*) and the imatrix-only rungs (*-imat).
  • lpips-final-s42.json: free-run LPIPS per file and per image; floor-newseed.txt, lpips-floor-repeat.json: the floors (new seed 0.586, BF16 repeat 0.0001).
  • imatrix/imatrix-bf16.dat: the importance matrix, stable-diffusion.cpp format, collected by a hook on every linear layer of the BF16 model in ComfyUI.
  • layouts/: the per-tensor type map of each file. logs/: conversion commands, chains, the stable-diffusion.cpp check of AD-Q4_K with Pruna's encoder and VAE.
  • code/: the scripts (ComfyUI driver, imatrix and teacher-forcing nodes, the layout planner, the chains).

The published AD-Q5_K is the row AD-Q5_K-S here; AD-Q5_K (14.13 GB) and AD-Q2_K (8.29 GB) were measured and not published. Unsloth has no P-H3-Image files; the U-UD-* rows are their MiniMax-H3 per-tensor recipe applied by us to P-H3-Image's weights.

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