From 78a2076e6fbb0ef6e820274edd6d87f6ad7765ea Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 5 Jul 2026 11:34:15 +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: mradermacher/MemOperator-0.6B-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++++ MemOperator-0.6B.IQ4_XS.gguf | 3 ++ MemOperator-0.6B.Q2_K.gguf | 3 ++ MemOperator-0.6B.Q3_K_L.gguf | 3 ++ MemOperator-0.6B.Q3_K_M.gguf | 3 ++ MemOperator-0.6B.Q3_K_S.gguf | 3 ++ MemOperator-0.6B.Q4_K_M.gguf | 3 ++ MemOperator-0.6B.Q4_K_S.gguf | 3 ++ MemOperator-0.6B.Q5_K_M.gguf | 3 ++ MemOperator-0.6B.Q5_K_S.gguf | 3 ++ MemOperator-0.6B.Q6_K.gguf | 3 ++ MemOperator-0.6B.Q8_0.gguf | 3 ++ MemOperator-0.6B.f16.gguf | 3 ++ README.md | 73 ++++++++++++++++++++++++++++++++++++ 14 files changed, 156 insertions(+) create mode 100644 .gitattributes create mode 100644 MemOperator-0.6B.IQ4_XS.gguf create mode 100644 MemOperator-0.6B.Q2_K.gguf create mode 100644 MemOperator-0.6B.Q3_K_L.gguf create mode 100644 MemOperator-0.6B.Q3_K_M.gguf create mode 100644 MemOperator-0.6B.Q3_K_S.gguf create mode 100644 MemOperator-0.6B.Q4_K_M.gguf create mode 100644 MemOperator-0.6B.Q4_K_S.gguf create mode 100644 MemOperator-0.6B.Q5_K_M.gguf create mode 100644 MemOperator-0.6B.Q5_K_S.gguf create mode 100644 MemOperator-0.6B.Q6_K.gguf create mode 100644 MemOperator-0.6B.Q8_0.gguf create mode 100644 MemOperator-0.6B.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..3096164 --- /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 +MemOperator-0.6B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +MemOperator-0.6B.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/MemOperator-0.6B.IQ4_XS.gguf b/MemOperator-0.6B.IQ4_XS.gguf new file mode 100644 index 0000000..0647864 --- /dev/null +++ b/MemOperator-0.6B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43ac0b186fe4fe274476a39273d8ef4427b55264d2575c2a0a478a8eac460943 +size 369278112 diff --git a/MemOperator-0.6B.Q2_K.gguf b/MemOperator-0.6B.Q2_K.gguf new file mode 100644 index 0000000..acd8a80 --- /dev/null +++ b/MemOperator-0.6B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d26b8c5800fc53295989d908655652e4a552d238acd31c3623140c65686aa65c +size 296238240 diff --git a/MemOperator-0.6B.Q3_K_L.gguf b/MemOperator-0.6B.Q3_K_L.gguf new file mode 100644 index 0000000..892f6a4 --- /dev/null +++ b/MemOperator-0.6B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58aa349db0a8e3e2f73a4cdc02c3519de47219d192c836d817fbf88f9c460e43 +size 368491680 diff --git a/MemOperator-0.6B.Q3_K_M.gguf b/MemOperator-0.6B.Q3_K_M.gguf new file mode 100644 index 0000000..4da5e28 --- /dev/null +++ b/MemOperator-0.6B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3959f95d512e8726b8173233890754875cd62662d9227436f1e7936946bc64da +size 347126944 diff --git a/MemOperator-0.6B.Q3_K_S.gguf b/MemOperator-0.6B.Q3_K_S.gguf new file mode 100644 index 0000000..c06fbaa --- /dev/null +++ b/MemOperator-0.6B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b3f2deacf658f29258b4cb0dfdb2ebbf76d2295e75383c5c43e4702c673c567 +size 323075232 diff --git a/MemOperator-0.6B.Q4_K_M.gguf b/MemOperator-0.6B.Q4_K_M.gguf new file mode 100644 index 0000000..9474b38 --- /dev/null +++ b/MemOperator-0.6B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90bef127c5fb7fb452b4b26a77c2b4bddb4843cda96d667190bb60269e058bb3 +size 396704928 diff --git a/MemOperator-0.6B.Q4_K_S.gguf b/MemOperator-0.6B.Q4_K_S.gguf new file mode 100644 index 0000000..067827b --- /dev/null +++ b/MemOperator-0.6B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:997fea6f4dfec8218eacee37d755faaf02e722cada6d0e70e7f39ff7bc23fc71 +size 383270048 diff --git a/MemOperator-0.6B.Q5_K_M.gguf b/MemOperator-0.6B.Q5_K_M.gguf new file mode 100644 index 0000000..1630079 --- /dev/null +++ b/MemOperator-0.6B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1b78b92a515936fd789a0b23898880d1a8a51e42310c08ec296b208e74311cac +size 444415136 diff --git a/MemOperator-0.6B.Q5_K_S.gguf b/MemOperator-0.6B.Q5_K_S.gguf new file mode 100644 index 0000000..940263d --- /dev/null +++ b/MemOperator-0.6B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0854c27cd0f845e4c059d4d1cd1ab9fddcb965f6851ae085ff0ea910c886c9a2 +size 436616352 diff --git a/MemOperator-0.6B.Q6_K.gguf b/MemOperator-0.6B.Q6_K.gguf new file mode 100644 index 0000000..238b4fe --- /dev/null +++ b/MemOperator-0.6B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cdba67ca12ca822dd2c96ae3426a4f6384d371ca5e46bf0ab87cea045ab5caa2 +size 495107232 diff --git a/MemOperator-0.6B.Q8_0.gguf b/MemOperator-0.6B.Q8_0.gguf new file mode 100644 index 0000000..f88d7fa --- /dev/null +++ b/MemOperator-0.6B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4307458837b32afc5bb587f7cf05e448a84e10ff37e1ff4a1026881b6e73640 +size 639447200 diff --git a/MemOperator-0.6B.f16.gguf b/MemOperator-0.6B.f16.gguf new file mode 100644 index 0000000..82af374 --- /dev/null +++ b/MemOperator-0.6B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8cb9d2baed39118d88644dc31ff75d813b9e551aa7ff6e08a4d1f81d34551471 +size 1198182560 diff --git a/README.md b/README.md new file mode 100644 index 0000000..961266d --- /dev/null +++ b/README.md @@ -0,0 +1,73 @@ +--- +base_model: MemTensor/MemOperator-0.6B +language: +- en +- zh +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +static quants of https://huggingface.co/MemTensor/MemOperator-0.6B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#MemOperator-0.6B-GGUF).*** + +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/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q2_K.gguf) | Q2_K | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q3_K_S.gguf) | Q3_K_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q3_K_M.gguf) | Q3_K_M | 0.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q3_K_L.gguf) | Q3_K_L | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.IQ4_XS.gguf) | IQ4_XS | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q4_K_S.gguf) | Q4_K_S | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q4_K_M.gguf) | Q4_K_M | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q5_K_S.gguf) | Q5_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q5_K_M.gguf) | Q5_K_M | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q6_K.gguf) | Q6_K | 0.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.Q8_0.gguf) | Q8_0 | 0.7 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/MemOperator-0.6B-GGUF/resolve/main/MemOperator-0.6B.f16.gguf) | f16 | 1.3 | 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. + +