Lucasgitguy-co/K2-Horizon-4x0.9B-MoE-heretic-GGUF
text-generation model by Lucasgitguy-co
Older snapshot: check the original source for current information.
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
GGUF quants of K2-Horizon-4x0.9B-MoE-heretic for llama.cpp. Files · Usage · How they were made · Limits · Credits Measured with llama-perplexity --kl-divergence on 40 × 512 tokens of English technical text (llama.cpp's README and docs), each quant downloaded from this repo. With only 1.08B active parameters the model is sensitive to quantization: Q5KM is the smallest file that stays close to BF16. All quants are plain llama.cpp quants without an importance matrix. Q2K was made too but removed: perplexity 28.9 (5.4× BF16) and the same top token only 50% of the…
Read the full model card ↗ · Preview checked 2026-11-10T08:12:27.317Z
Inside the original model card — Document outline
Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.
Links from the model card
References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.
Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
Lucasgitguy-co/K2-Horizon-4x0.9B-MoE-heretic-GGUF is a text-generation model repository published by Lucasgitguy-co on Hugging Face. The source reports the gguf library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- gguf
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- Not reported
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-11-10T06:24:30.000Z
- Last modified
- 2026-11-10T06:49:23.000Z
Compatibility and lineage
Reported languages: en, zh
Reported base models: Lucasgitguy-co/K2-Horizon-4x0.9B-MoE-heretic
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.
Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-10T06:56:23.256Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.