From 9f79e224cd585d25558d6fc23f0871fe50ea883d Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 17 Aug 2026 17:47:16 +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: iselabvn/Tini-8B-A1B-GGUF Source: Original Platform --- .gitattributes | 39 ++++++++++++++++++++++++++++++++++++ README.md | 44 +++++++++++++++++++++++++++++++++++++++++ Tini-8B-A1B-BF16.gguf | 3 +++ Tini-8B-A1B-Q4_K_M.gguf | 3 +++ Tini-8B-A1B-Q6_K.gguf | 3 +++ Tini-8B-A1B-Q8_0.gguf | 3 +++ 6 files changed, 95 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 Tini-8B-A1B-BF16.gguf create mode 100644 Tini-8B-A1B-Q4_K_M.gguf create mode 100644 Tini-8B-A1B-Q6_K.gguf create mode 100644 Tini-8B-A1B-Q8_0.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..f665d1b --- /dev/null +++ b/.gitattributes @@ -0,0 +1,39 @@ +*.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 +Tini-8B-A1B-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Tini-8B-A1B-BF16.gguf filter=lfs diff=lfs merge=lfs -text +Tini-8B-A1B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Tini-8B-A1B-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..5bf6ed6 --- /dev/null +++ b/README.md @@ -0,0 +1,44 @@ +--- +base_model: +- dungnvt/Tini-8B-A1B +language: +- en +library_name: transformers +tags: +- gguf +- lfm2_moe +- reasoning +- agent +- function-calling +pipeline_tag: text-generation +--- + +# Tini-8B-A1B-GGUF + +This repository contains GGUF format versions of the fine-tuned model **Tini-8B-A1B**, which is based on the **LiquidAI/LFM2.5-8B-A1B** architecture and optimized for agent reasoning and function-calling. + +## Files Available + +* **Tini-8B-A1B-BF16.gguf** (15.78 GB): Unquantized Brain Float 16 base GGUF file. +* **Tini-8B-A1B-Q8_0.gguf** (8.39 GB): 8-bit standard quantization. High accuracy, recommended for general inference. +* **Tini-8B-A1B-Q6_K.gguf** (6.48 GB): 6-bit quantization. Good balance between size and perplexity. +* **Tini-8B-A1B-Q4_K_M.gguf** (4.80 GB): 4-bit Medium K-quantized model. Highly efficient resource usage. + +## Running the Model + +Since the `lfm2_moe` architecture is relatively new, make sure to use a recent version of `llama.cpp` or downstream tools (LM Studio, Ollama, etc.) that support this model type. + +### Using llama-cli + +You can run the model directly using `llama-cli`: + +```bash +llama-cli -m Tini-8B-A1B-Q8_0.gguf -p "<|im_start|>user\nHello, how can you help me today?<|im_end|>\n<|im_start|>assistant\n" +``` + +## Model Architecture Details + +* **Architecture**: `Lfm2MoeForCausalLM` +* **Experts**: 32 experts (MoE) +* **Experts per Token**: 4 active experts +* **Context Window**: Up to 128k tokens \ No newline at end of file diff --git a/Tini-8B-A1B-BF16.gguf b/Tini-8B-A1B-BF16.gguf new file mode 100644 index 0000000..4d170c6 --- /dev/null +++ b/Tini-8B-A1B-BF16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d444a342e0d88b412248b3e768ce5a0f6a28604714d72bd7f96ae51777d93149 +size 16947261472 diff --git a/Tini-8B-A1B-Q4_K_M.gguf b/Tini-8B-A1B-Q4_K_M.gguf new file mode 100644 index 0000000..1dc6683 --- /dev/null +++ b/Tini-8B-A1B-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f4a7cc08ce7a8686a7de6e1d6f2df9839b448b641954f01ecafdb6515355add +size 5155565600 diff --git a/Tini-8B-A1B-Q6_K.gguf b/Tini-8B-A1B-Q6_K.gguf new file mode 100644 index 0000000..3493c58 --- /dev/null +++ b/Tini-8B-A1B-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cc1bba2d54356f663fda8be9373090bb292936e2423fc4af8386f59511e4184 +size 6959788064 diff --git a/Tini-8B-A1B-Q8_0.gguf b/Tini-8B-A1B-Q8_0.gguf new file mode 100644 index 0000000..b734cea --- /dev/null +++ b/Tini-8B-A1B-Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:62dab0cf8a888c8a8596358a4e4797e6579e56a0324ab34a6840b88a0c5834f5 +size 9010196512