commit d661a3fb5ffaea4fc14649dd2f57d1704ff85901 Author: ModelHub XC Date: Wed Jun 3 15:34:18 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/nora-4b-merge-v2-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4adaa16 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.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 +nora-4b-merge-v2.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +nora-4b-merge-v2.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..98deae6 --- /dev/null +++ b/README.md @@ -0,0 +1,88 @@ +--- +base_model: dmvevents/nora-4b-merge-v2 +datasets: +- proprietary-curated-sft-22k +language: +- en +library_name: transformers +license: apache-2.0 +license_name: apache-2.0 +model_creator: TSTT (Telecommunications Services of Trinidad and Tobago) +model_name: Nora 4B v2 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- large-language-model +- causal-lm +- qwen +- trinidad-and-tobago +- caribbean +- education +- government-services +- healthcare +- safety +- sovereign-ai +--- +## About + + + + + + + + + +static quants of https://huggingface.co/dmvevents/nora-4b-merge-v2 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#nora-4b-merge-v2-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/nora-4b-merge-v2-i1-GGUF +## Usage + +If you are unsure how to use GGUF files, refer to one of [TheBloke's +READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for +more details, including on how to concatenate multi-part files. + +## Provided Quants + +(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) + +| Link | Type | Size/GB | Notes | +|:-----|:-----|--------:|:------| +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q2_K.gguf) | Q2_K | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q3_K_S.gguf) | Q3_K_S | 2.2 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q3_K_M.gguf) | Q3_K_M | 2.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q3_K_L.gguf) | Q3_K_L | 2.5 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.IQ4_XS.gguf) | IQ4_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q4_K_S.gguf) | Q4_K_S | 2.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q4_K_M.gguf) | Q4_K_M | 2.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q5_K_S.gguf) | Q5_K_S | 3.2 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q5_K_M.gguf) | Q5_K_M | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q6_K.gguf) | Q6_K | 3.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.Q8_0.gguf) | Q8_0 | 4.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/nora-4b-merge-v2-GGUF/resolve/main/nora-4b-merge-v2.f16.gguf) | f16 | 8.9 | 16 bpw, overkill | + +Here is a handy graph by ikawrakow comparing some lower-quality quant +types (lower is better): + +![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png) + +And here are Artefact2's thoughts on the matter: +https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9 + +## FAQ / Model Request + +See https://huggingface.co/mradermacher/model_requests for some answers to +questions you might have and/or if you want some other model quantized. + +## Thanks + +I thank my company, [nethype GmbH](https://www.nethype.de/), for letting +me use its servers and providing upgrades to my workstation to enable +this work in my free time. + + diff --git a/nora-4b-merge-v2.IQ4_XS.gguf b/nora-4b-merge-v2.IQ4_XS.gguf new file mode 100644 index 0000000..b729901 --- /dev/null +++ b/nora-4b-merge-v2.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b31342418b4cbc52ec1dd0836df3b60a8997ce458df0b5c308741ac9dadbd64c +size 2492950176 diff --git a/nora-4b-merge-v2.Q2_K.gguf b/nora-4b-merge-v2.Q2_K.gguf new file mode 100644 index 0000000..a7c91ec --- /dev/null +++ b/nora-4b-merge-v2.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:014079ff003410f178736656a3eda2e1a87cac46cfd7f219eae9cb81919f6fd0 +size 1797126816 diff --git a/nora-4b-merge-v2.Q3_K_L.gguf b/nora-4b-merge-v2.Q3_K_L.gguf new file mode 100644 index 0000000..a649d97 --- /dev/null +++ b/nora-4b-merge-v2.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:281f4454e6c8ab44990dd0574a89b0abbd228f05ed9c6a5363fbfa630e932e57 +size 2406916256 diff --git a/nora-4b-merge-v2.Q3_K_M.gguf b/nora-4b-merge-v2.Q3_K_M.gguf new file mode 100644 index 0000000..57b3866 --- /dev/null +++ b/nora-4b-merge-v2.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e0d80f5cac8b50295200da96920f190a6a2086386cfda5c761fa39e94005f45 +size 2242748576 diff --git a/nora-4b-merge-v2.Q3_K_S.gguf b/nora-4b-merge-v2.Q3_K_S.gguf new file mode 100644 index 0000000..f519c9b --- /dev/null +++ b/nora-4b-merge-v2.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e27e6bc120bd4e19963cdab285f11ead38545d20599df23f84571c3b92e26bb6 +size 2054127776 diff --git a/nora-4b-merge-v2.Q4_K_M.gguf b/nora-4b-merge-v2.Q4_K_M.gguf new file mode 100644 index 0000000..33d2b6d --- /dev/null +++ b/nora-4b-merge-v2.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91a20b4273216253d6d44f486950ef862edb31fe7cfa89bbb0fe3bb82eeaf9c0 +size 2716069536 diff --git a/nora-4b-merge-v2.Q4_K_S.gguf b/nora-4b-merge-v2.Q4_K_S.gguf new file mode 100644 index 0000000..3e33dab --- /dev/null +++ b/nora-4b-merge-v2.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c0d0b6918a95ef1be2692547e855eba6ea0403256bd79a2b219e41fd1a0c7a17 +size 2602098336 diff --git a/nora-4b-merge-v2.Q5_K_M.gguf b/nora-4b-merge-v2.Q5_K_M.gguf new file mode 100644 index 0000000..21db68a --- /dev/null +++ b/nora-4b-merge-v2.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d6467b575a74b0dcfff64792e923583e548e160c865d09e8f9e7f66154006383 +size 3156922016 diff --git a/nora-4b-merge-v2.Q5_K_S.gguf b/nora-4b-merge-v2.Q5_K_S.gguf new file mode 100644 index 0000000..e3ef869 --- /dev/null +++ b/nora-4b-merge-v2.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e728b3eb21329a50d987ae3c9a42391d74be4d8afe1e177ff054487aa0ec0131 +size 3091119776 diff --git a/nora-4b-merge-v2.Q6_K.gguf b/nora-4b-merge-v2.Q6_K.gguf new file mode 100644 index 0000000..ad13efa --- /dev/null +++ b/nora-4b-merge-v2.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09fc86497a3ac7b98bbb4fa63acc1064c47bf629d4426807c1537481d197d810 +size 3625327776 diff --git a/nora-4b-merge-v2.Q8_0.gguf b/nora-4b-merge-v2.Q8_0.gguf new file mode 100644 index 0000000..0d8cea6 --- /dev/null +++ b/nora-4b-merge-v2.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a33c26c1ffea2047d3556428967f963ae8b907324ba11441eed12d2bbcb5e01e +size 4693672096 diff --git a/nora-4b-merge-v2.f16.gguf b/nora-4b-merge-v2.f16.gguf new file mode 100644 index 0000000..8369add --- /dev/null +++ b/nora-4b-merge-v2.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d8ca4f039920d68d5967377c0c21b389989dcf10ec178cf808926f34989cd66e +size 8829198496