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Balanced CLIP (Updated)

Updated: Jan 17, 2026

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fp32 SafeTensor

PONY_BALANCED_2_clip_l.safetensors

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Type
Checkpoint Trained
Stats

325

Reviews
Published

Dec 24, 2025

Base Model

Pony

Training
Steps: 60,000
Epochs: 10
Hash
AutoV2
57D20A631E
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64.6K

Downloads - 597137

597.1K

Generations - 4915519

4.9M

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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.