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--- |
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base_model: [] |
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tags: |
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- mergekit |
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- merge |
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- mistral |
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- german |
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- deutsch |
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- english |
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- roleplay |
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- chatml |
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language: |
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- de |
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- en |
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--- |
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# merge |
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This is a experimental 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 merge method. |
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### Models Merged |
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The following models were included in the merge: |
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* [OpenPipe/mistral-ft-optimized-1227](https://huggingface.co/OpenPipe/mistral-ft-optimized-1227) |
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* [DiscoResearch/DiscoLM_German_7b_v1](https://huggingface.co/DiscoResearch/DiscoLM_German_7b_v1) |
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#### Why this two models? |
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Because both used models are, to my knowledge, the two best models when it comes to German language generation. |
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DiscoLM German 7B is is up to this date (01/21/2024) by far the best German model and makes far fewer grammatical errors and his German generally sounds good. But it is finetuned on Mistral V0.2 or even V0.1. |
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Mistral FT Optimized 1227 is much better in German than Mistral 7B V0.2 and other German fine-tuning models that make grammar errors in almost every sentence. But even that model is a good step behind DiscoLM German 7B and creates not so well formed German sentences. |
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The ulterior motive was now combining this two models to get a even better German model, especially for German roleplay. |
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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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slices: |
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- sources: |
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- model: OpenPipe/mistral-ft-optimized-1227 |
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layer_range: [0, 32] |
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- model: DiscoResearch/DiscoLM_German_7b_v1 |
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layer_range: [0, 32] |
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merge_method: slerp |
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base_model: OpenPipe/mistral-ft-optimized-1227 |
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parameters: |
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t: |
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- value: [0.5, 0.9] |
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dtype: bfloat16 |
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``` |
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This settings are from the model [oshizo/japanese-e5-mistral-7b_slerp](https://huggingface.co/oshizo/japanese-e5-mistral-7b_slerp). |