#pixaiart

[sugar-radish]

[xetcx]

[king-engine913]

AIArt　AIイラスト　萌え　PixAIArt　ウマ娘　ジェンティルドンナ

[roni1718]

Since I can't draw, I used Pixai, but what came of it... Oh my (´⌒｀;)

[gravecestlover]

she reminds me of mine... my little sister. rumi, I love you

[sakura-chrissy-akb]

I'm Shipping Yamcha from Dragon Ball Z/Super and Hoshi my Oc, Goku's Little sister. ⭐️💜🩷

[ai-slop-trough]

Mai Shiranui

[joshuawister]

LLM use for QAOA (Quantum Approximate Optimization Algorithm) on PixAI Stable Diffusion prompt

image: PixAI generated (sample) https://pixai.art/artwork/2022695968130728588?utm_source=copy_android

Use QAOA -Quantum Approximate Optimazation Algorithm to optimize the prompt given for Stable Diffusion-based generator on PixAI, for the AI artists.

🎯Optimization targets (12 Qubits): ['officer', 'blue eyes', 'shirt', 'epaulettes', 'military', 'lady', 'blonde hair', 'green eyes', 'brown hair', 'uniform', 'school', 'jacket']

Loading semantic model...

<LLM Model Used>

Here, we use Hugging Face small LLM, the purpose to check and choose the word sets to Quantum device simulator as below;

modules.json: 100% 349/349 [00:00<00:00, 26.3kB/s]

config_sentence_transformers.json: 100% 116/116 [00:00<00:00, 6.36kB/s]

README.md: 100% 10.5k/10.5k [00:00<00:00, 1.16MB/s]

sentence_bert_config.json: 100% 53.0/53.0 [00:00<00:00, 5.68kB/s]

config.json: 100% 612/612 [00:00<00:00, 63.9kB/s]

model.safetensors: 100% 90.9M/90.9M [00:01<00:00, 68.2MB/s]

Loading weights: 100% 103/103 [00:00<00:00, 2912.08it/s]

tokenizer_config.json: 100% 350/350 [00:00<00:00, 40.0kB/s]

vocab.txt: 100% 232k/232k [00:00<00:00, 16.0MB/s]

tokenizer.json: 100% 466k/466k [00:00<00:00, 24.9MB/s]

special_tokens_map.json: 100% 112/112 [00:00<00:00, 13.3kB/s]

config.json: 100% 190/190 [00:00<00:00, 20.3kB/s]

<Result>

Loading weights: 100% 103/103 [00:00<00:00, 3043.12it/s]

⚙️ QUBO configured for exactly 6 words (Penalty P=300.0)

🔄 Running QAOA (Depth=3, 5 restarts)... Please wait.

  ➔ Restart 1: Energy -10004.89 (New Best)

  ➔ Restart 2: Energy -10026.37 (New Best)

  ➔ Restart 3: Energy -10051.08 (New Best)

  ➔ Restart 5: Energy -10053.38 (New Best)

✅ Optimization complete.

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🚀 QAOA Results (LLM + Quantum Fusion)

============================================================

Best bit string : 001101010101

Overall probability : 0.25%

Probability AMONG VALID: 1.05%

Words selected : 6 / 6

✅ Constraint SATISFIED!

📝 Optimized Prompt: shirt, epaulettes, lady, green eyes, uniform, jacket

the Prompt input on PixAI and generated as the image above this post.

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