Text-to-Image
English
numpy
machine-learning
deep-learning
generative-ai
text-2-image
image-generation
open-weights
model-weights
ai-art
pixel-art
game-development
gamedev
game-assets
asset-generator
sprite-generator
offline
tiny-model
numpy-runtime
int8-quantization
self-supervised
procedural-data
gpt
english-prompts
awesome-ai
File size: 1,837 Bytes
d3781c9 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 | {
"model": "PXG-Tiny v0.4",
"params": 483040,
"author": "Chowdhury Tarul Ahsan",
"author_email": "tarulahsan@gmail.com",
"quantization": "all-fp32 precision bundle (no weight quantization) -- guaranteed zero quantization drift for language conditioning and decoding; fp32 arrays retained under the .npz container name for runtime compatibility",
"bundle_bytes": 1809878,
"parity": {
"teacher_forced_max_abs_logit_err": 2e-05,
"argmax_match": 1.0,
"greedy_rollout_agreement": 0.73861
},
"val_ce": 0.028889039531350136,
"step": 8200,
"corpus": {
"rows": 97005,
"classes": 38,
"img": "16x16 master-palette indices",
"license": "self-generated (procedural), shipped CC0",
"augmentation": "paraphrase self-teaching, counterfactual twins"
},
"license": "MIT",
"train_data_hook": "OpenGameArt-CC0 ingestion deferred (procedural ground truth gives exact caption alignment at tiny scale)",
"val_top1": 0.9889424443244934,
"verification": {
"full_grid_38_classes": {
"pass": 152,
"total": 152,
"rate": 1.0,
"note": "2 prompts x 2 seeds per class, user-path pipeline"
},
"fresh_phrasing_sweep": {
"pass": 116,
"total": 117,
"rate": 0.9915
},
"showcase_gallery": {
"pass": 31,
"total": 31
},
"raw_heldout_retry_disabled": {
"mean_pass": 0.5942,
"strict_3of3": 0.5,
"n_prompts": 46
},
"fixes": [
"head-noun parser (wizard staff)",
"fighter-word fallback",
"plural class nouns",
"idiom-safe glow (shining armor)",
"capability-filtered material/attribute checks",
"GT-calibrated leg/wing/extent thresholds",
"escalating self-guidance + spatial priors + canonical anchor",
"deer structural antler prefix (AR cascade fix)"
]
}
} |