From 03a52983d1ded46962a3cc2cbafecd8519a51047 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 15 May 2026 19:00:53 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: Lewdiculous/Erosumika-7B-GGUF-IQ-Imatrix Source: Original Platform --- .gitattributes | 49 +++++++++++++++++++++++ Erosumika-7B-F16.gguf | 3 ++ Erosumika-7B-IQ3_M-imat.gguf | 3 ++ Erosumika-7B-IQ3_S-imat.gguf | 3 ++ Erosumika-7B-IQ3_XS-imat.gguf | 3 ++ Erosumika-7B-IQ3_XXS-imat.gguf | 3 ++ Erosumika-7B-IQ4_NL-imat.gguf | 3 ++ Erosumika-7B-IQ4_XS-imat.gguf | 3 ++ Erosumika-7B-Q4_K_M-imat.gguf | 3 ++ Erosumika-7B-Q4_K_S-imat.gguf | 3 ++ Erosumika-7B-Q5_K_M-imat.gguf | 3 ++ Erosumika-7B-Q5_K_S-imat.gguf | 3 ++ Erosumika-7B-Q6_K-imat.gguf | 3 ++ Erosumika-7B-Q8_0-imat.gguf | 3 ++ README.md | 73 ++++++++++++++++++++++++++++++++++ imatrix.dat | 3 ++ 16 files changed, 164 insertions(+) create mode 100644 .gitattributes create mode 100644 Erosumika-7B-F16.gguf create mode 100644 Erosumika-7B-IQ3_M-imat.gguf create mode 100644 Erosumika-7B-IQ3_S-imat.gguf create mode 100644 Erosumika-7B-IQ3_XS-imat.gguf create mode 100644 Erosumika-7B-IQ3_XXS-imat.gguf create mode 100644 Erosumika-7B-IQ4_NL-imat.gguf create mode 100644 Erosumika-7B-IQ4_XS-imat.gguf create mode 100644 Erosumika-7B-Q4_K_M-imat.gguf create mode 100644 Erosumika-7B-Q4_K_S-imat.gguf create mode 100644 Erosumika-7B-Q5_K_M-imat.gguf create mode 100644 Erosumika-7B-Q5_K_S-imat.gguf create mode 100644 Erosumika-7B-Q6_K-imat.gguf create mode 100644 Erosumika-7B-Q8_0-imat.gguf create mode 100644 README.md create mode 100644 imatrix.dat diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4a67526 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs 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+inference: false +license: cc-by-4.0 +--- + +## GGUF-Imatrix quantizations for [localfultonextractor/Erosumika-7B](https://huggingface.co/localfultonextractor/Erosumika-7B/). + +All credits belong to the author. + +If you like these also check out [FantasiaFoundry's GGUF-Quantization-Script](https://huggingface.co/FantasiaFoundry/GGUF-Quantization-Script). + +## What does "Imatrix" mean? + +It stands for **Importance Matrix**, a technique used to improve the quality of quantized models.
+[[1]](https://github.com/ggerganov/llama.cpp/discussions/5006/)
+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 and lead to better performance, especially when the calibration data is diverse.
+[[2]](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384/) + +For --imatrix data, included `imatrix.dat` was used. + +Using [llama.cpp-b2327](https://github.com/ggerganov/llama.cpp/releases/tag/b2327/): + +``` +Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants) +``` + +The new **IQ3_S** quant-option has shown to be better than the old Q3_K_S, so I added that instead of the later. Only supported in `koboldcpp-1.59.1` or higher. + +If you want any specific quantization to be added, feel free to ask. + + + +## Original model information: + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/6512681f4151fb1fa719e033/AU4YsdxSuyVM0vVh27Cu-.png) + +# Erosumika-7B + +This is an attempt to create a model that combines multiple "established" 7Bs and a very small WIP private dataset with [Eros'](https://huggingface.co/tavtav/eros-7b-test) raw creative power. In terms of instruction formats, ChatML and Alpaca work best. The merge isn't purely ChatML, and as such, my previous attempts to integrate it with ChatML strings out of the box were Sisyphean and uninformed. + +[GGUF](https://huggingface.co/localfultonextractor/Erosumika-7B-GGUF) + +[exl2, 4bpw](https://huggingface.co/localfultonextractor/Erosumika-7B-4.0bpw-exl2) + +[exl2, 6bpw](https://huggingface.co/localfultonextractor/Erosumika-7B-6.0bpw-exl2) + +# Merge config.yml: +* I was asked to upload the merge configuration I used, sadly the one for the 'sumitest02' model is lost to time, like tears in rain: +```slices: + - sources: + - model: localfultonextractor/sumitest02 + layer_range: [0, 32] + - model: tavtav/eros-7b-test + layer_range: [0, 32] +merge_method: slerp +base_model: localfultonextractor/sumitest02 +parameters: + t: + - filter: self_attn + value: [0, 0.2, 0.4, 0.55, 0.8] + - filter: mlp + value: [0.7, 0.3, 0.4, 0.3, 0] + - value: 0.37 # fallback for rest of tensors +dtype: float16 +``` \ No newline at end of file diff --git a/imatrix.dat b/imatrix.dat new file mode 100644 index 0000000..f5242ef --- /dev/null +++ b/imatrix.dat @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:625d54370e4d75aabcc171db3b5d481403ee76bd1929cc37beccc81258affb00 +size 4988126