commit 1ec8b132b7f2fa9f7591bb5c2ffacf3be67df5d0 Author: ModelHub XC Date: Wed Jun 17 09:38:15 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: SL-AI/GRaPE-Mini-Instruct-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d39d2a1 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,41 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +grape_mini_instruct.bf16.gguf filter=lfs diff=lfs merge=lfs -text +grape_mini_instruct.q2_k.gguf filter=lfs diff=lfs merge=lfs -text +grape_mini_instruct.q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +grape_mini_instruct.q6_k.gguf filter=lfs diff=lfs merge=lfs -text +grape_mini_instruct.q8_0.gguf filter=lfs diff=lfs merge=lfs -text +mmproj.bf16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..616d813 --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +--- +license: apache-2.0 +language: +- en +pipeline_tag: text-generation +library_name: transformers +--- + +![GRaPE_Logo](https://cdn-uploads.huggingface.co/production/uploads/66960602f0ffd8e3a381106a/XjHkzctrE41e1qqJYeDzN.png) + +_The **G**eneral **R**easoning **A**gent (for) **P**roject **E**xploration_ + +# The GRaPE Family +| Attribute | Size | Modalities | Domain | +| :--- | :--- | :--- | :--- | +| **GRaPE Flash** | 7B A1B | Text in, Text out | High-Speed Applications | +| **GRaPE Mini** *(Instruct)* | 3B | Text + Image + Video in, Text out | On-Device Deployment | +| **GRaPE Nano** | 700M | Text in, Text out | Extreme Edge Deployment | + +*** + +# Capabilities + +The GRaPE Family was trained on about **14 billion** tokens of data after pre-training. About half was code related tasks, with the rest being heavy on STEAM. Ensuring the model has a sound logical basis. + +*** + +GRaPE Flash and Nano are monomodal models, only accepting text. GRaPE Mini being trained most recently supports image and video inputs. + +# How to Run + +I recommend using **LM Studio** for running GRaPE Models, and have generally found these sampling parameters to work best: + +| Name | Value | +| :--- | :--- | +| **Temperature** | 0.6 | +| **Top K Sampling** | 40 | +| **Repeat Penalty** | 1 | +| **Top P Sampling** | 0.85 | +| **Min P Sampling** | 0.05 | + +# Uses of GRaPE Mini Right Now + +GRaPE Mini was foundational to the existence of [Andy-4.1](https://huggingface.co/Mindcraft-CE/Andy-4.1), a model trained to play Minecraft. This was a demo proving the efficiency and power this architecture can make. + +# GRaPE Mini as a Model + +GRaPE Mini Instruct is a version of GRaPE Mini that **was not** trained on any data regarding reasoning tasks. It was the foundation which allowed for the unique architecture shown in GRaPE Mini to truly be expressed. + +GRaPE Mini Instruct exists also as a way for lower compute devices to run GRaPE Models. + +# Architecture + +* GRaPE Flash: Built on the `OlMoE` Architecture, allowing for incredibly fast speeds where it matters. Allows for retaining factual information, but lacks in logical tasks. + +* GRaPE Mini: Built on the `Qwen3 VL` Architecture, allowing for edge case deployments, where logic cannot be sacrificed. + +* GRaPE Nano: Built on the `LFM 2` Architecture, allowing for the fastest speed, and the most knowledge in the tiniest package. + +*** + +# Notes + +The GRaPE Family started all the way back in August of 2025, meaning these models are severely out of date on architecture, and training data. + +GRaPE 2 will come sooner than the GRaPE 1 family had, and will show multiple improvements. + +There are no benchmarks for GRaPE 1 Models due to the costly nature of running them, as well as prioritization of newer models. + +Updates for GRaPE 2 models will be posted here on Huggingface, as well as [Skinnertopia](https://www.skinnertopia.com/) + +Demos for select GRaPE Models can be found here: https://github.com/Sweaterdog/GRaPE-Demos \ No newline at end of file diff --git a/grape_mini_instruct.bf16.gguf b/grape_mini_instruct.bf16.gguf new file mode 100644 index 0000000..2778d91 --- /dev/null +++ b/grape_mini_instruct.bf16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58cef32481f32cddcaf7a1a54179d3ba3918161cf18c968c4381967a1282e01f +size 5460977344 diff --git a/grape_mini_instruct.q2_k.gguf b/grape_mini_instruct.q2_k.gguf new file mode 100644 index 0000000..8f737c7 --- /dev/null +++ b/grape_mini_instruct.q2_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29e420ec15c60f47bd1c4183f862b3334c78b9c61fa88d39222d79476ea2b8d3 +size 1146797760 diff --git a/grape_mini_instruct.q4_k_m.gguf b/grape_mini_instruct.q4_k_m.gguf new file mode 100644 index 0000000..517892b --- /dev/null +++ b/grape_mini_instruct.q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:45bc24775d39b52c9a8bc1dd14a2c388a93b705ffcd7490a80e74f816f8f150f +size 1711849152 diff --git a/grape_mini_instruct.q6_k.gguf b/grape_mini_instruct.q6_k.gguf new file mode 100644 index 0000000..816756f --- /dev/null +++ b/grape_mini_instruct.q6_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46c6f3aa83acb7a755ce7f088c05cf2cb2ed92ab7d65d7da13a250245e771016 +size 2243870400 diff --git a/grape_mini_instruct.q8_0.gguf b/grape_mini_instruct.q8_0.gguf new file mode 100644 index 0000000..d5c763a --- /dev/null +++ b/grape_mini_instruct.q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:236b77e9b93ba252a8ba38f472d4a70bb2f894b66d7625e7b9e689bd16364812 +size 2904336064 diff --git a/mmproj.bf16.gguf b/mmproj.bf16.gguf new file mode 100644 index 0000000..7e62376 --- /dev/null +++ b/mmproj.bf16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e534ce2c7c7169811a85d88aa574bb6f381c09b7c07069b4cf13a786a0afa9e +size 822540480