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--- |
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base_model: |
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- grimjim/mistralai-Mistral-Nemo-Base-2407 |
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- grimjim/magnum-consolidatum-v1-12b |
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- nbeerbower/Mistral-Nemo-Prism-12B |
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- TheDrummer/Rocinante-12B-v1.1 |
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- grimjim/magnum-twilight-12b |
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- grimjim/mistralai-Mistral-Nemo-Instruct-2407 |
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library_name: transformers |
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pipeline_tag: text-generation |
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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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--- |
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# Magnolia-v3-12B |
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This repo contains a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). |
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This merge takes advantage of task arithmetic to incorporate the influence of two additional models at low weight in order to improve default creative outputs. |
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Tested at temperature 1.0 with minP 0.01; that was it. Mistral prompt formats for Nemo should work, although I successfully tested with a variant: |
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``` |
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User message prefix: [INST]user |
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User message suffix: [/INST] |
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Assistant message prefix: [INST]assistant |
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Assistant message suffix: [/INST] |
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``` |
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Testing with a blank sysprompt was not awful, though a good sysprompt will elicit more desired behavior. |
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## Merge Details |
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### Merge Method |
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This model was merged using the [task arithmetic](https://arxiv.org/abs/2212.04089) merge method using [grimjim/mistralai-Mistral-Nemo-Base-2407](https://huggingface.co/grimjim/mistralai-Mistral-Nemo-Base-2407) as a base. |
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### Models Merged |
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The following models were included in the merge: |
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* [grimjim/magnum-consolidatum-v1-12b](https://huggingface.co/grimjim/magnum-consolidatum-v1-12b) |
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* [nbeerbower/Mistral-Nemo-Prism-12B](https://huggingface.co/nbeerbower/Mistral-Nemo-Prism-12B) |
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* [TheDrummer/Rocinante-12B-v1.1](https://huggingface.co/TheDrummer/Rocinante-12B-v1.1) |
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* [grimjim/magnum-twilight-12b](https://huggingface.co/grimjim/magnum-twilight-12b) |
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* [grimjim/mistralai-Mistral-Nemo-Instruct-2407](https://huggingface.co/grimjim/mistralai-Mistral-Nemo-Instruct-2407) |
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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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base_model: grimjim/mistralai-Mistral-Nemo-Base-2407 |
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dtype: bfloat16 |
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merge_method: task_arithmetic |
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parameters: |
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normalize: true |
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slices: |
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- sources: |
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- layer_range: [0, 40] |
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model: grimjim/mistralai-Mistral-Nemo-Base-2407 |
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- layer_range: [0, 40] |
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model: grimjim/mistralai-Mistral-Nemo-Instruct-2407 |
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parameters: |
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weight: 0.9 |
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- layer_range: [0, 40] |
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model: grimjim/magnum-consolidatum-v1-12b |
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parameters: |
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weight: 0.1 |
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- layer_range: [0, 40] |
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model: grimjim/magnum-twilight-12b |
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parameters: |
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weight: 0.001 |
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- layer_range: [0, 40] |
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model: TheDrummer/Rocinante-12B-v1.1 |
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parameters: |
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weight: 0.001 |
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- layer_range: [0, 40] |
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model: nbeerbower/Mistral-Nemo-Prism-12B |
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parameters: |
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weight: 0.05 |
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``` |
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