clm for Ollaya

Ollaya package of Contrastive-LM/CLM-v0.1-8B and Qwen/Qwen3-8B by Contrastive-LM (projection heads) and the Qwen team (Qwen3-8B encoder). Ollaya runs open decision models locally, the way Ollama runs LLMs: typed questions in, calibrated answers out, behind a TypeSafe-compatible API.

ollaya run clm

What is in this repository

This repository holds only the files Ollaya derives, with no weights. Each graph is an ONNX export of the original model whose weights reference the authors' own weight files by byte offset, so ollaya pull downloads the weights from the upstream repositories, unmodified and pinned to a commit, and verifies their sha256.

Tag	Upstream	Files
clm:8b	Contrastive-LM/CLM-v0.1-8B@e939398, Qwen/Qwen3-8B@b968826	8b/model-fp32.onnx, 8b/decision.json, 8b/calibration.json

Each tag has an fp32 graph, used on CPU and GPU. Each tag also has decision.json (sequence layout, special tokens) and calibration.json (temperatures).

Parity

Ollaya's Rust runtime matches the reference (upstream clm.schema and heads, the Qwen3-8B encoder in fp32 on its BF16 weights) on 480 questions from 117 requests, on CPU and CUDA: the same state and option texts and token ids, the same rejections, the same decision on every question, option logits within 1.3e-4 and probabilities within 2.9e-5.

License

Same as the upstream model (Apache-2.0). Ollaya itself is Apache-2.0.