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--- |
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base_model: |
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- CultriX/Qwen2.5-14B-Hyperionv5 |
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- arcee-ai/Virtuoso-Small-v2 |
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- sometimesanotion/Lamarck-14B-v0.7-rc4 |
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- sthenno-com/miscii-14b-1225 |
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- CultriX/Enhanced-TIES-Base-v1 |
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- CultriX/Qwen2.5-14B-Hyperionv3 |
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library_name: transformers |
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tags: |
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- mergekit |
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- merge |
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license: apache-2.0 |
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language: |
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- en |
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pipeline_tag: text-generation |
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--- |
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# merge |
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). |
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## Merge Details |
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### Merge Method |
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This model was merged using the [SLERP](https://en.wikipedia.org/wiki/Slerp) merge method. |
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### Models Merged |
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The following models were included in the merge: |
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* [CultriX/Qwen2.5-14B-Hyperionv5](https://huggingface.co/CultriX/Qwen2.5-14B-Hyperionv5) |
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* [arcee-ai/Virtuoso-Small-v2](https://huggingface.co/arcee-ai/Virtuoso-Small-v2) |
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* [sometimesanotion/Lamarck-14B-v0.7-rc4](https://huggingface.co/sometimesanotion/Lamarck-14B-v0.7-rc4) |
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* [sthenno-com/miscii-14b-1225](https://huggingface.co/sthenno-com/miscii-14b-1225) |
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* [CultriX/Enhanced-TIES-Base-v1](https://huggingface.co/CultriX/Enhanced-TIES-Base-v1) |
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* [CultriX/Qwen2.5-14B-Hyperionv3](https://huggingface.co/CultriX/Qwen2.5-14B-Hyperionv3) |
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### Configuration |
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The following YAML configuration was used to produce this model: |
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```yaml |
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name: UltimateMerge-14B-v1-slerp |
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merge_method: slerp |
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base_model: CultriX/Enhanced-TIES-Base-v1 |
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tokenizer_source: base |
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dtype: float32 |
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out_dtype: bfloat16 |
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parameters: |
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normalize: true |
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rescale: false |
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int8_mask: true |
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parameters: |
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t: |
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- value: 0.3 # Small value for refined tuning. |
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slices: |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 #Base model. |
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layer_range: [ 0, 8 ] |
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- model: arcee-ai/Virtuoso-Small-v2 #The arcee model focuses on IFEval so it is the best as the output layer |
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layer_range: [ 0, 8 ] |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 |
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layer_range: [ 8, 16 ] |
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- model: sometimesanotion/Lamarck-14B-v0.7-rc4 #Strong average score. |
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layer_range: [ 8, 16 ] |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 |
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layer_range: [ 16, 24 ] |
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- model: CultriX/Qwen2.5-14B-Hyperionv3 #Improve Reasoning benchmarks. |
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layer_range: [ 16, 24 ] |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 |
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layer_range: [ 24, 32 ] |
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- model: CultriX/Qwen2.5-14B-Hyperionv5 # General Benchmarks. |
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layer_range: [ 24, 32 ] |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 |
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layer_range: [ 32, 40 ] |
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- model: sthenno-com/miscii-14b-1225 #IFEval and BBH |
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layer_range: [ 32, 40 ] |
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- sources: |
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- model: CultriX/Enhanced-TIES-Base-v1 |
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layer_range: [ 40, 48 ] |
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- model: arcee-ai/Virtuoso-Small-v2 #Output layer |
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layer_range: [ 40, 48 ] |
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``` |
