Ornith-1.5-9B-MTP-DFlash-Paretrix

Model overview

**Paretrix** is an empirical, activation-aware quantization suite for GGUF language models and speculative decoding modules. **Pareto + Matrix → Paretrix.** Each rung is planned so that no better trade exists at its weight among the options measured. Around three stock bases (Q8_0, Q6_K-imx, IQ4_XS-imx), every tensor class is moved alone to every type and measured against the BF16 logits; an exact knapsack then plans each rung from those cells, and a duel at the verdict regime decides whether the plan replaces the champion. What one model measures, the next model of its family inherits. Standard uniform quantization applies one bitwidth family across the whole network. Paretrix reads the model's own response to each move (which classes are expensive to cut, which are nearly free, which pay back a buy), then spends the budget where the measurements show the greatest return.

Key features

特点摘要待依据来源补齐，不凭模型名称推断能力。

Limitations & considerations

Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.

Source prices & cost analysis

Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.

Public benchmarks & run configuration

暂无已采集的可核验公开评分。模型未上榜不代表能力较低。

Frequently asked questions

Sources & traceability

许可证：mit。模型介绍与第三方评测均以原来源的具体版本和方法为准。