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Balanced CLIP (Updated)

Updated: Jan 17, 2026

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Verified:

SafeTensor

Type

Checkpoint Trained

Stats

291

0

Reviews

Published

Sep 30, 2025

Base Model

Pony

Training

Steps: 5,000,000
Epochs: 10

Hash

AutoV2
7CCCF9C6A3
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Felldude's Avatar

Felldude

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.