commit b643281cbc860bfe2f53a37b064dd642601c06dd Author: ModelHub XC Date: Wed Jul 8 17:56:09 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/gemma-2b-datascience-instruct-v4-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d95109a --- /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 +gemma-2b-datascience-instruct-v4.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +gemma-2b-datascience-instruct-v4.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..7a46131 --- /dev/null +++ b/README.md @@ -0,0 +1,71 @@ +--- +base_model: hanzla/gemma-2b-datascience-instruct-v4 +language: +- en +library_name: transformers +license: apache-2.0 +quantized_by: mradermacher +tags: +- text-generation-inference +- transformers +- unsloth +- gemma +- trl +- sft +--- +## About + + + + + + +static quants of https://huggingface.co/hanzla/gemma-2b-datascience-instruct-v4 + + +weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion. +## 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/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q2_K.gguf) | Q2_K | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q3_K_S.gguf) | Q3_K_S | 1.4 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q3_K_M.gguf) | Q3_K_M | 1.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q3_K_L.gguf) | Q3_K_L | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.IQ4_XS.gguf) | IQ4_XS | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q4_K_S.gguf) | Q4_K_S | 1.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q4_K_M.gguf) | Q4_K_M | 1.7 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q5_K_S.gguf) | Q5_K_S | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q5_K_M.gguf) | Q5_K_M | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q6_K.gguf) | Q6_K | 2.2 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.Q8_0.gguf) | Q8_0 | 2.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/gemma-2b-datascience-instruct-v4-GGUF/resolve/main/gemma-2b-datascience-instruct-v4.f16.gguf) | f16 | 5.1 | 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. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to. + + diff --git a/gemma-2b-datascience-instruct-v4.IQ4_XS.gguf b/gemma-2b-datascience-instruct-v4.IQ4_XS.gguf new file mode 100644 index 0000000..66ab254 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df7c23cc561a977935250970c7e0b169f187f2afa6f7c0624c23d0feaae813d5 +size 1501219872 diff --git a/gemma-2b-datascience-instruct-v4.Q2_K.gguf b/gemma-2b-datascience-instruct-v4.Q2_K.gguf new file mode 100644 index 0000000..649c37a --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e7ea9777c0d340af2eb9c01005b388d20a3b7ef2dba4a7942f831af0c925e509 +size 1157925920 diff --git a/gemma-2b-datascience-instruct-v4.Q3_K_L.gguf b/gemma-2b-datascience-instruct-v4.Q3_K_L.gguf new file mode 100644 index 0000000..1530b80 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81a759e2a7cfe246d9a2c745f577e6d969652a117c4c7c058c978e1f29002e74 +size 1465592864 diff --git a/gemma-2b-datascience-instruct-v4.Q3_K_M.gguf b/gemma-2b-datascience-instruct-v4.Q3_K_M.gguf new file mode 100644 index 0000000..7d8260b --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:edbde641ce44fec627525e7953f7170f677bbe21a27a2cc97dbca5ba64ca9965 +size 1383803936 diff --git a/gemma-2b-datascience-instruct-v4.Q3_K_S.gguf b/gemma-2b-datascience-instruct-v4.Q3_K_S.gguf new file mode 100644 index 0000000..a070226 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:388546c330eba7c23f977d32a57d251c8df58ef42a483ffcb20463f34b4cd30f +size 1287982112 diff --git a/gemma-2b-datascience-instruct-v4.Q4_K_M.gguf b/gemma-2b-datascience-instruct-v4.Q4_K_M.gguf new file mode 100644 index 0000000..2430a55 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b66849b1c9fa67dad0f25fddebba782ab286ec4b0d0a756f5bd9e7c23a523668 +size 1630264352 diff --git a/gemma-2b-datascience-instruct-v4.Q4_K_S.gguf b/gemma-2b-datascience-instruct-v4.Q4_K_S.gguf new file mode 100644 index 0000000..e7130b0 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:89d297d9538a3e84e6faea7da06c3b6209857fd1a68cacc38df08586976db100 +size 1559841824 diff --git a/gemma-2b-datascience-instruct-v4.Q5_K_M.gguf b/gemma-2b-datascience-instruct-v4.Q5_K_M.gguf new file mode 100644 index 0000000..670ed7f --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f248ab065bfc4f307b10d644f004f6d751a31616256f274d203d077359f08c3e +size 1839651872 diff --git a/gemma-2b-datascience-instruct-v4.Q5_K_S.gguf b/gemma-2b-datascience-instruct-v4.Q5_K_S.gguf new file mode 100644 index 0000000..1a0d018 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba695d4903d91b9537c81d006dd2833efcf93b72c3a64574a5412b759a06055b +size 1798917152 diff --git a/gemma-2b-datascience-instruct-v4.Q6_K.gguf b/gemma-2b-datascience-instruct-v4.Q6_K.gguf new file mode 100644 index 0000000..97eb533 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2df33199c0554045f5bedd7ead5933924b3b3c29db0370bd964377faf26effcc +size 2062126112 diff --git a/gemma-2b-datascience-instruct-v4.Q8_0.gguf b/gemma-2b-datascience-instruct-v4.Q8_0.gguf new file mode 100644 index 0000000..c682507 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e5b29e578da404b09aead96f1296e9fe2459230926b7a776e67697fce5830413 +size 2669071392 diff --git a/gemma-2b-datascience-instruct-v4.f16.gguf b/gemma-2b-datascience-instruct-v4.f16.gguf new file mode 100644 index 0000000..77d8621 --- /dev/null +++ b/gemma-2b-datascience-instruct-v4.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4b4ad2a9bf95d758ae2f5de3c31e2b0cc5b151c1a2baa40386914de21a72b799 +size 5018536992