Update README.md

README.md

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 ---
+library_name: transformers
 license: cc-by-4.0
+language:
+- en
+tags:
+- gguf
+- quantized
+- roleplay
+- imatrix
+- mistral
+- merge
+inference: false
+# base_model:
+# - Epiculous/Fett-uccine-Long-Noodle-7B-120k-Context
+# - Epiculous/Mika-7B
 ---
+
+This repository hosts GGUF-IQ-Imatrix quantizations for [KatyTheCutie/LemonadeRP-4.5.3](https://huggingface.co/KatyTheCutie/LemonadeRP-4.5.3).
+
+```
+--contextsize 8192
+```
+
+**What does "Imatrix" mean?**
+
+It stands for **Importance Matrix**, a technique used to improve the quality of quantized models.
+The **Imatrix** is calculated based on calibration data, and it helps determine the importance of different model activations during the quantization process.
+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.
+[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006) [[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384)
+
+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).
+
+**Steps:**
+```
+Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants)
+```
+**Quants:**
+```python
+    quantization_options = [
+        "Q4_K_M", "IQ4_XS", "Q5_K_M", "Q5_K_S", "Q6_K",
+        "Q8_0", "IQ3_M", "IQ3_S", "IQ3_XXS"
+    ]
+```
+
+If you want anything that's not here or another model, feel free to request.
+
+**Original model information:**
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/653a2392341143f7774424d8/MtdRhFSBULJF4Upqch2gA.png)
+Lemonade RP 4.5.3
+
+8192 context length.
+
+7B roleplay focused model, creativity and less cliché is the focus of this merge.
+SillyTavern settings:
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/653a2392341143f7774424d8/tI2lp0Aeveu6KYBeNFilJ.png)
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/653a2392341143f7774424d8/lGhuJiL5jGRwviNr5GcbN.png)
+Models used in merge:
+- NeverSleep/Noromaid-7B-0.4-DPO
+- cgato/Thespis-7b-v0.5-SFTTest-2Epoch
+- NurtureAI/neural-chat-7b-v3-1-16k
+- cgato/Thespis-CurtainCall-7b-v0.2.2
+- tavtav/eros-7b-test
+
+
+Feedback is always greatly appreciated! <3