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Balanced CLIP (Updated)

Updated: Aug 9, 2026

base model3dnsfwsfwrealismclip

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PONY_BALANCED_2_clip_l.safetensors471.71 MB

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Type
CLIP
Stats

354

Reviews
Published

Dec 24, 2025

Base Model

Pony

Training
Steps: 60,000
Epochs: 10
Hash
AutoV2
57D20A631E
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Reactions - 70030

70K

Downloads - 652077

652.1K

Generations - 5069147

5.1M

Krea 2 Training Contest Community Winner
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Balanced CLIP (1M)

Training CLIP-G took >15KwH of energy, CLIP-L took far less <1KwH

The full negative reinforcement (Cosine Dissimilarity) is available on my huggingface, this was paired with a positive reinforcement (Contrastive Loss) using the full frozen vision model in latent space.

PONY CLIP-L has a further 10 epochs using ASGD for very fine-tuned loss.