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--- |
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base_model: [] |
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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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- sv |
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--- |
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# Evolutionary model merging |
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). However, only evaluated over 2 merges. |
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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 Mistral-7B-Instruct-v0.2 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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* Starling-LM-7B-beta_581094980 |
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* NeuralBeagle14-7B_2368216670 |
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* Mistral-7B-Instruct-v0.2_674785087 |
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* sol_2748493923 |
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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: /content/evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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dtype: bfloat16 |
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merge_method: task_arithmetic |
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parameters: |
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int8_mask: 1.0 |
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normalize: 0.0 |
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slices: |
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- sources: |
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- layer_range: [0, 8] |
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model: /content/evol_merge_storage/input_models/NeuralBeagle14-7B_2368216670 |
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parameters: |
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weight: 0.445198554642378 |
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- layer_range: [0, 8] |
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model: /content/evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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weight: 0.005659554655209731 |
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- layer_range: [0, 8] |
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model: /content/evol_merge_storage/input_models/sol_2748493923 |
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parameters: |
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weight: 0.3149085451085008 |
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- layer_range: [0, 8] |
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model: /content/evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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- sources: |
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- layer_range: [8, 16] |
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model: /content/evol_merge_storage/input_models/NeuralBeagle14-7B_2368216670 |
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parameters: |
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weight: 0.07684631401806669 |
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- layer_range: [8, 16] |
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model: /content/evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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weight: 0.4987353671063862 |
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- layer_range: [8, 16] |
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model: /content/evol_merge_storage/input_models/sol_2748493923 |
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parameters: |
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weight: 0.5082785378119663 |
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- layer_range: [8, 16] |
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model: /content/evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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- sources: |
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- layer_range: [16, 24] |
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model: /content/evol_merge_storage/input_models/NeuralBeagle14-7B_2368216670 |
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parameters: |
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weight: 0.5687639014384054 |
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- layer_range: [16, 24] |
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model: /content/evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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weight: 0.5007180726769771 |
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- layer_range: [16, 24] |
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model: /content/evol_merge_storage/input_models/sol_2748493923 |
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parameters: |
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weight: 0.3855348742111532 |
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- layer_range: [16, 24] |
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model: /content/evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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- sources: |
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- layer_range: [24, 32] |
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model: /content/evol_merge_storage/input_models/NeuralBeagle14-7B_2368216670 |
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parameters: |
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weight: 0.17691410154696996 |
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- layer_range: [24, 32] |
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model: /content/evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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weight: 0.2031085126199354 |
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- layer_range: [24, 32] |
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model: /content/evol_merge_storage/input_models/sol_2748493923 |
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parameters: |
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weight: 0.5603073995258283 |
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- layer_range: [24, 32] |
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model: /content/evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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``` |
