One frozen public checkpoint is loaded at a time on a 24 GB GPU. A hash router picks it. Optional chains pass text from one expert to the next. A bag of those chains votes on the final string. A separate 128-dimensional cache, shared only by the routers, can slide along the chain. This repository is an assembly of published methods. It does not introduce a new routing, memory, or decoding algorithm. The bibliography at the bottom is the full set of ideas used in the code. Upstream weight files keep their own licenses and are not redistributed here. A request is hashed into a bag of word ids. A small classifier scores 138 expert ids. Confidence under 0.45 selects the int4 14B coder. An image…
Independent publisher
Hallford
Ehraim
Machine Learning, LLMs
Models in Library1
Datasets in Library0
Models on Hugging Face17
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Published tasks: Text generation.
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