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--- |
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license: apache-2.0 |
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language: |
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- en |
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library_name: transformers |
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tags: |
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- prune |
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- notus7b |
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- Arcee |
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base_model: argilla/notus-7b-v1 |
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pipeline_tag: text-generation |
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new_version: AINovice2005/LeEmpereur-final |
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--- |
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# Model Name: |
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- LeEmpereur_70 |
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# Model Description |
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The pruning was performed using the PruneMe library from Arcee.ai, significantly reducing the model's size. |
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The exact pruning strategy applied involves reducing the number of parameters by approximately 70%. |
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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: argilla/notus-7b-v1 |
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layer_range: [0, 1] |
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- sources: |
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- model: argilla/notus-7b-v1 |
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layer_range: [2,10] |
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merge_method: passthrough |
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dtype: bfloat16 |
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``` |
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๐๐๐ฌ๐ฎ๐ฅ๐ญ๐ฌ: Firstly, the ideal number of parameters to be pruned should be much lower in future iterations.Secondly, sizeable amount of finetuning should be done if model parameters are reduced to a greater extent. |
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๐๐จ๐ญ๐: This model is made with the intention to be used for fine-tuning. It should not to be used for inference as is. |
