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Model: Naphula/Riemannian-Redshift-12B-v1 Source: Original Platform
2026-04-13 08:28:57 +08:00
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+---
+base_model:
+- Vortex5/Astral-Noctra-12B
+- Vortex5/Azure-Starlight-12B
+- Vortex5/Crimson-Constellation-12B
+- Vortex5/Red-Synthesis-12B
+- Vortex5/Shining-Seraph-12B
+- Vortex5/Starlit-Shadow-12B
+- Vortex5/Vermilion-Sage-12B
+- Vortex5/Scarlet-Seraph-12B
+- Vortex5/Maroon-Sunset-12B
+- Vortex5/Amber-Starlight-12B
+language:
+- en
+library_name: transformers
+license: apache-2.0
+tags:
+- karcher
+- merge
+- mergekit
+- mistral
+- nemo
+widget:
+  - text: "Riemannian-Redshift-12B-v1"
+    output:
+      url: https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/-5OsIfrWlUxoJZP4U83uq.png
+---
+
+> [!NOTE]
+> <span style="color:red; font-weight:bold">⚠️ Note:</span> This model requires **Mistral Tekken** chat template.
+>
+
+# 🌌 Riemannian Redshift 12B v1
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+![Redshift](https://cdn-uploads.huggingface.co/production/uploads/68e840caa318194c44ec2a04/-5OsIfrWlUxoJZP4U83uq.png)
+
+## Merge Details
+### Merge Method
+
+This is an experimental `karcher` merge of several high quality [Vortex5](https://huggingface.co/Vortex5) models. I used `float32` precision and `max_iter: 1000` to ensure the best bits were chosen for the Riemannian center. This merge took 5 hours using [graph_v18](https://huggingface.co/spaces/Naphula/model_tools/blob/main/graph_v18.py) as an accelerant with 8GB VRAM.
+
+This model was merged using the [Karcher Mean](https://en.wikipedia.org/wiki/Karcher_mean) merge method.
+
+### Models Merged
+
+The following models were included in the merge:
+* [Vortex5/Maroon-Sunset-12B](https://huggingface.co/Vortex5/Maroon-Sunset-12B)
+* [Vortex5/Azure-Starlight-12B](https://huggingface.co/Vortex5/Azure-Starlight-12B)
+* [Vortex5/Scarlet-Seraph-12B](https://huggingface.co/Vortex5/Scarlet-Seraph-12B)
+* [Vortex5/Amber-Starlight-12B](https://huggingface.co/Vortex5/Amber-Starlight-12B)
+* [Vortex5/Shining-Seraph-12B](https://huggingface.co/Vortex5/Shining-Seraph-12B)
+* [Vortex5/Red-Synthesis-12B](https://huggingface.co/Vortex5/Red-Synthesis-12B)
+* [Vortex5/Starlit-Shadow-12B](https://huggingface.co/Vortex5/Starlit-Shadow-12B)
+* [Vortex5/Crimson-Constellation-12B](https://huggingface.co/Vortex5/Crimson-Constellation-12B)
+* [Vortex5/Vermilion-Sage-12B](https://huggingface.co/Vortex5/Vermilion-Sage-12B)
+* [Vortex5/Astral-Noctra-12B](https://huggingface.co/Vortex5/Astral-Noctra-12B)
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+models:
+  - model: B:/12B/models--Vortex5--Astral-Noctra-12B
+  - model: B:/12B/models--Vortex5--Azure-Starlight-12B
+  - model: B:/12B/models--Vortex5--Crimson-Constellation-12B
+  - model: B:/12B/models--Vortex5--Red-Synthesis-12B
+  - model: B:/12B/models--Vortex5--Shining-Seraph-12B
+  - model: B:/12B/models--Vortex5--Starlit-Shadow-12B
+  - model: B:/12B/models--Vortex5--Vermilion-Sage-12B
+  - model: B:/12B/models--Vortex5--Scarlet-Seraph-12B
+  - model: B:/12B/models--Vortex5--Maroon-Sunset-12B
+  - model: B:/12B/models--Vortex5--Amber-Starlight-12B
+merge_method: karcher
+parameters:
+  max_iter: 1000
+  tol: 1.0e-9
+dtype: float32
+out_dtype: bfloat16
+tokenizer:  
+  source: union
+chat_template: auto
+name: 🌌 Riemannian-Redshift-12B-v1
+```