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If you're curious about how much KV Cache quantization affects Qwen3.5 27B, take a look at the table below. The model used in all of these benchmarks is Unsloth's Q8_K_XL. KV Cache BF 16 vs F16 vs Q8_0 KV Cache TypeMean PPL(Q)ΔPPL (Q - base)PPL Ratioln RatioMean KLDMax KLDRMS Δp (%)Same Top-p (%)BF166.8653 ± 0.04470———————F166.866214 …
Continue reading "Qwen3.5 27B Q8 – KV Cache Benchmarks BF16 vs F16 vs Q8_0"
This is part 2 of the Rose Online Asset File Format Technical Specification document. Part 1 can be found here. In part 1 we stopped right before getting into the IFO file format. 3.6 IFO Zone Object Files (.ifo) Object Type Enumeration: enum BlockType { DeprecatedMapInfo = 0, DecoObject = 1, Npc = 2, CnstObject …
Continue reading "Rose Online Asset File Format Technical Specification Part 2"
The goal here is that we want to run Qwen 3.5 27B on our local Windows machine with our GPU and serve it to the Docker container via the API. Then we want the Docker container to run the aider benchmarks while using the API to make the calls. This way the benchmarks run in …
Continue reading "How To Run Aider Polygot Benchmarks on Locally Hosted Models (LLMs)"
This document will serve as a technical reference for the very old MMORPG Rose Online. The goal is that this information is never lost and may help decades later. This is part 1 of 2. The document got very large so I had to split it up for loading purposes. Part 2 can be found …
Continue reading "Rose Online Asset File Format Technical Specification Part 1"
I made the following diagram for the BGP FSM because the ones shown by Cisco in their Cisco Press books don't accurately capture the RFC's rules. I've marked the one-way transitions as red arrows, while the two-way transitions are blue. I've also added a noteworthy item that shows you can go directly from the Active …
Continue reading "Accurate BGP Finite State Machine (FSM) Diagram"
The easiest way I found to cheat in Heroes of Hammerwatch 2 is to modify the assets.bin file. However, doing this causes the game's anti-cheat to trigger and close the game with a warning. Below I show you how to defeat the anti-cheat. Here's a high-level plan: Modify the assets.bin file to change merchant behavior …
