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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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--- |
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# final_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 [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 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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* ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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* ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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### Evolve Configuration |
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```yaml |
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genome: |
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models: |
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- tokyotech-llm/Swallow-MS-7b-v0.1 |
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- Nexusflow/Starling-LM-7B-beta |
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- mistralai/Mistral-7B-Instruct-v0.2 |
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merge_method: dare_ties |
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base_model: tokyotech-llm/Swallow-MS-7b-v0.1 |
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tokenizer_source: base |
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layer_granularity: 4 # sane default |
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normalize: true |
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allow_negative_weights: true # useful with task_arithmetic |
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tasks: |
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- name: elyzatasks100 |
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weight: 1.0 |
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``` |
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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: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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dtype: bfloat16 |
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merge_method: dare_ties |
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parameters: |
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int8_mask: 1.0 |
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normalize: 1.0 |
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slices: |
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- sources: |
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- layer_range: [0, 4] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 1.0 |
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weight: 0.20736632024943663 |
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- layer_range: [0, 4] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 1.0 |
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weight: 0.2876973518761861 |
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- layer_range: [0, 4] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 1.0 |
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weight: 0.39790911189850287 |
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- sources: |
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- layer_range: [4, 8] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 1.0 |
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weight: 0.3259754595200053 |
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- layer_range: [4, 8] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 1.0 |
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weight: 0.36312222325553534 |
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- layer_range: [4, 8] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 0.8606873476749896 |
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weight: 0.13151678264284256 |
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- sources: |
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- layer_range: [8, 12] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 1.0 |
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weight: 0.16690975724594306 |
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- layer_range: [8, 12] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 0.8737746997323794 |
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weight: 0.5267457266976868 |
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- layer_range: [8, 12] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 1.0 |
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weight: 0.37203078821341173 |
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- sources: |
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- layer_range: [12, 16] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 0.9041657657943898 |
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weight: 0.411866096762198 |
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- layer_range: [12, 16] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 0.8768235480939731 |
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weight: 0.24309153870225503 |
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- layer_range: [12, 16] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 1.0 |
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weight: 0.40805997159088514 |
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- sources: |
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- layer_range: [16, 20] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 1.0 |
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weight: 0.20153807161142293 |
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- layer_range: [16, 20] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 1.0 |
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weight: 0.2651496946837373 |
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- layer_range: [16, 20] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 0.881089793974409 |
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weight: 0.018551645245409754 |
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- sources: |
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- layer_range: [20, 24] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 1.0 |
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weight: 0.05396099731564888 |
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- layer_range: [20, 24] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 1.0 |
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weight: 0.2544355076223701 |
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- layer_range: [20, 24] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 1.0 |
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weight: 0.17428773365086464 |
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- sources: |
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- layer_range: [24, 28] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 0.9948454730348346 |
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weight: 0.13561950438761128 |
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- layer_range: [24, 28] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 0.9012771361348846 |
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weight: 0.21474768477949524 |
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- layer_range: [24, 28] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 0.5686565104560466 |
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weight: 0.5862075607169237 |
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- sources: |
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- layer_range: [28, 32] |
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model: ../evol_merge_storage/input_models/Swallow-MS-7b-v0.1_259979065 |
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parameters: |
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density: 0.7293804704051091 |
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weight: 0.5832263789977623 |
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- layer_range: [28, 32] |
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model: ../evol_merge_storage/input_models/Starling-LM-7B-beta_581094980 |
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parameters: |
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density: 1.0 |
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weight: 0.25251733788362796 |
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- layer_range: [28, 32] |
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model: ../evol_merge_storage/input_models/Mistral-7B-Instruct-v0.2_674785087 |
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parameters: |
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density: 1.0 |
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weight: 0.7295319486730514 |
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tokenizer_source: base |
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``` |
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