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--- |
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base_model: |
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- Endevor/InfinityRP-v1-7B |
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- l3utterfly/mistral-7b-v0.1-layla-v4 |
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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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- roleplay |
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- sillytavern |
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--- |
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This repository hosts GGUF-IQ-Imatrix quantizations for **[Nitral-AI/Infinitely-Laydiculus-9b](https://huggingface.co/Nitral-AI/Infinitely-Laydiculus-9b)**. |
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Huge thanks to [@Nitral-AI](https://huggingface.co/Nitral-AI) for merging this one. |
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**What does "Imatrix" mean?** |
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It stands for **Importance Matrix**, a technique used to improve the quality of quantized models. |
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The **Imatrix** is calculated based on calibration data, and it helps determine the importance of different model activations during the quantization process. |
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The idea is to preserve the most important information during quantization, which can help reduce the loss of model performance, especially when the calibration data is diverse. |
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[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006) [[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384) |
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For imatrix data generation, kalomaze's `groups_merged.txt` with added roleplay chats was used, you can find it [here](https://huggingface.co/Lewdiculous/Datura_7B-GGUF-Imatrix/blob/main/imatrix-with-rp-format-data.txt). This was just to add a bit more diversity to the data. |
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**Steps:** |
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``` |
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Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants) |
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``` |
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*Using the latest llama.cpp at the time.* |
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**Quants:** |
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```python |
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quantization_options = [ |
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"Q4_K_M", "Q4_K_S", "IQ4_XS", "Q5_K_M", "Q5_K_S", |
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"Q6_K", "Q8_0", "IQ3_M", "IQ3_S", "IQ3_XXS" |
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] |
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``` |
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If you want anything that's not here or another model, feel free to request. |
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**Original model information:** |
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![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/65d4cf2693a0a3744a27536c/V4vZg4XQkb2mDIJp9ttgN.jpeg) |
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This model was merged using the passthrough merge method. |
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### Models Merged |
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The following models were included in the merge: |
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* [Endevor/InfinityRP-v1-7B](https://huggingface.co/Endevor/InfinityRP-v1-7B) |
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* [l3utterfly/mistral-7b-v0.1-layla-v4](https://huggingface.co/l3utterfly/mistral-7b-v0.1-layla-v4) |
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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: Endevor/InfinityRP-v1-7B |
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layer_range: [0, 20] |
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- sources: |
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- model: l3utterfly/mistral-7b-v0.1-layla-v4 |
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layer_range: [12, 32] |
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merge_method: passthrough |
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dtype: float16 |
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``` |
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