From 54b9fe0600b82545f439e18ad5824322a6246f48 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 17 Jun 2026 03:48:15 +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: theprint/TiTan-Gemma3-0.27B-GGUF Source: Original Platform --- .gitattributes | 41 ++++++++++++++++++ README.md | 79 ++++++++++++++++++++++++++++++++++ TiTan-Gemma3-0.27B-f16.gguf | 3 ++ TiTan-Gemma3-0.27B-q3_k_m.gguf | 3 ++ TiTan-Gemma3-0.27B-q4_k_m.gguf | 3 ++ TiTan-Gemma3-0.27B-q5_k_m.gguf | 3 ++ TiTan-Gemma3-0.27B-q6_k.gguf | 3 ++ TiTan-Gemma3-0.27B-q8_0.gguf | 3 ++ 8 files changed, 138 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 TiTan-Gemma3-0.27B-f16.gguf create mode 100644 TiTan-Gemma3-0.27B-q3_k_m.gguf create mode 100644 TiTan-Gemma3-0.27B-q4_k_m.gguf create mode 100644 TiTan-Gemma3-0.27B-q5_k_m.gguf create mode 100644 TiTan-Gemma3-0.27B-q6_k.gguf create mode 100644 TiTan-Gemma3-0.27B-q8_0.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d062468 --- /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 +TiTan-Gemma3-0.27B-f16.gguf filter=lfs diff=lfs merge=lfs -text +TiTan-Gemma3-0.27B-q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text +TiTan-Gemma3-0.27B-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text +TiTan-Gemma3-0.27B-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text +TiTan-Gemma3-0.27B-q6_k.gguf filter=lfs diff=lfs merge=lfs -text +TiTan-Gemma3-0.27B-q8_0.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..5bf6960 --- /dev/null +++ b/README.md @@ -0,0 +1,79 @@ +--- +base_model: google/gemma-3-270m-it +library_name: gguf +pipeline_tag: text-generation +language: en +license: apache-2.0 +tags: +- gguf +- quantized +- llama.cpp +- titan-gemma3-0.27b +model_type: llama +quantized_by: theprint +--- +# TiTan-Gemma3-0.27B - GGUF Quantized + +Quantized GGUF versions of [TiTan-Gemma3-0.27B](https://huggingface.co/theprint/TiTan-Gemma3-0.27B) for use with llama.cpp and other GGUF-compatible inference engines. + +## Original Model + +- **Base model:** [google/gemma-3-270m-it](https://huggingface.co/google/gemma-3-270m-it) +- **Fine-tuned model:** [theprint/TiTan-Gemma3-0.27B](https://huggingface.co/theprint/TiTan-Gemma3-0.27B) +- **Quantized by:** theprint + +## Available Quantizations + +- `TiTan-Gemma3-0.27B-f16.gguf` (837.7 MB) - 16-bit float (original precision, largest file) +- `TiTan-Gemma3-0.27B-q3_k_m.gguf` (320.8 MB) - 3-bit quantization (medium quality) +- `TiTan-Gemma3-0.27B-q4_k_m.gguf` (351.4 MB) - 4-bit quantization (medium, recommended for most use cases) +- `TiTan-Gemma3-0.27B-q5_k_m.gguf` (368.0 MB) - 5-bit quantization (medium, good quality) +- `TiTan-Gemma3-0.27B-q6_k.gguf` (439.9 MB) - 6-bit quantization (high quality) +- `TiTan-Gemma3-0.27B-q8_0.gguf` (448.0 MB) - 8-bit quantization (very high quality) + +## Usage + +### With llama.cpp + +```bash +# Download recommended quantization +wget https://huggingface.co/theprint/TiTan-Gemma3-0.27B-GGUF/resolve/main/TiTan-Gemma3-0.27B-q4_k_m.gguf + +# Run inference +./llama.cpp/main -m TiTan-Gemma3-0.27B-q4_k_m.gguf \ + -p "Your prompt here" \ + -n 256 \ + --temp 0.7 \ + --top-p 0.9 +``` + +### With other GGUF tools + +These files are compatible with: +- [llama.cpp](https://github.com/ggerganov/llama.cpp) +- [Ollama](https://ollama.ai/) (import as custom model) +- [KoboldCpp](https://github.com/LostRuins/koboldcpp) +- [text-generation-webui](https://github.com/oobabooga/text-generation-webui) + +## Quantization Info + +**Recommended:** `q4_k_m` provides the best balance of size, speed, and quality for most use cases. + +**For maximum quality:** Use `q8_0` or `f16` +**For maximum speed/smallest size:** Use `q3_k_m` or `q4_k_s` + +## License + +apache-2.0 + +## Citation + +```bibtex +@misc{titan_gemma3_0.27b_gguf, + title={TiTan-Gemma3-0.27B GGUF Quantized Models}, + author={theprint}, + year={2025}, + publisher={Hugging Face}, + url={https://huggingface.co/theprint/TiTan-Gemma3-0.27B-GGUF} +} +``` diff --git a/TiTan-Gemma3-0.27B-f16.gguf b/TiTan-Gemma3-0.27B-f16.gguf new file mode 100644 index 0000000..590fd64 --- /dev/null +++ b/TiTan-Gemma3-0.27B-f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50a411f5dd4fa97ba663edb336731f08c774ce1dde480cf995fe9b9864973d84 +size 878379232 diff --git a/TiTan-Gemma3-0.27B-q3_k_m.gguf b/TiTan-Gemma3-0.27B-q3_k_m.gguf new file mode 100644 index 0000000..05d6cca --- /dev/null +++ b/TiTan-Gemma3-0.27B-q3_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90aaa362234c663965bbd87b54b7a419696ab69066e21b9ebe9ed490dfc26559 +size 336335072 diff --git a/TiTan-Gemma3-0.27B-q4_k_m.gguf b/TiTan-Gemma3-0.27B-q4_k_m.gguf new file mode 100644 index 0000000..4c558d6 --- /dev/null +++ b/TiTan-Gemma3-0.27B-q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:da80d125fc1386cc95b89d16228c42978ff4fade29b438584572ef5ed1c7f8d6 +size 368457952 diff --git a/TiTan-Gemma3-0.27B-q5_k_m.gguf b/TiTan-Gemma3-0.27B-q5_k_m.gguf new file mode 100644 index 0000000..545b467 --- /dev/null +++ b/TiTan-Gemma3-0.27B-q5_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1108abb464facd7a6248cfae845bcf3fdd491e9bc6129041ad6a4d1eb35c1cf7 +size 385855712 diff --git a/TiTan-Gemma3-0.27B-q6_k.gguf b/TiTan-Gemma3-0.27B-q6_k.gguf new file mode 100644 index 0000000..aae979b --- /dev/null +++ b/TiTan-Gemma3-0.27B-q6_k.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a33a8ce066adea347829b0c735d193106c3a617a2e066a644695bd2185885b4c +size 461232352 diff --git a/TiTan-Gemma3-0.27B-q8_0.gguf b/TiTan-Gemma3-0.27B-q8_0.gguf new file mode 100644 index 0000000..925cc53 --- /dev/null +++ b/TiTan-Gemma3-0.27B-q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb108ee0519f51c18e8a3002e6994bf0d978e2acced403c264b7eabc6148f64a +size 469803232