From dd057b05fe8aa8eb3fa722fd9b3b5fd00e61ec9a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 24 Sep 2026 00:42:20 +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/lobotollama-6.5b-GGUF Source: Original Platform --- .gitattributes | 48 ++++++++++++++++++++++++ README.md | 67 ++++++++++++++++++++++++++++++++++ lobotollama-6.5b.IQ4_XS.gguf | 3 ++ lobotollama-6.5b.Q2_K.gguf | 3 ++ lobotollama-6.5b.Q3_K_L.gguf | 3 ++ lobotollama-6.5b.Q3_K_M.gguf | 3 ++ lobotollama-6.5b.Q3_K_S.gguf | 3 ++ lobotollama-6.5b.Q4_0_4_4.gguf | 3 ++ lobotollama-6.5b.Q4_K_M.gguf | 3 ++ lobotollama-6.5b.Q4_K_S.gguf | 3 ++ lobotollama-6.5b.Q5_K_M.gguf | 3 ++ lobotollama-6.5b.Q5_K_S.gguf | 3 ++ lobotollama-6.5b.Q6_K.gguf | 3 ++ lobotollama-6.5b.Q8_0.gguf | 3 ++ lobotollama-6.5b.f16.gguf | 3 ++ 15 files changed, 154 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 lobotollama-6.5b.IQ4_XS.gguf create mode 100644 lobotollama-6.5b.Q2_K.gguf create mode 100644 lobotollama-6.5b.Q3_K_L.gguf create mode 100644 lobotollama-6.5b.Q3_K_M.gguf create mode 100644 lobotollama-6.5b.Q3_K_S.gguf create mode 100644 lobotollama-6.5b.Q4_0_4_4.gguf create mode 100644 lobotollama-6.5b.Q4_K_M.gguf create mode 100644 lobotollama-6.5b.Q4_K_S.gguf create mode 100644 lobotollama-6.5b.Q5_K_M.gguf create mode 100644 lobotollama-6.5b.Q5_K_S.gguf create mode 100644 lobotollama-6.5b.Q6_K.gguf create mode 100644 lobotollama-6.5b.Q8_0.gguf create mode 100644 lobotollama-6.5b.f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a92444f --- /dev/null +++ b/.gitattributes @@ -0,0 +1,48 @@ +*.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 +lobotollama-6.5b.f16.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +lobotollama-6.5b.Q4_0_4_4.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..59889ea --- /dev/null +++ b/README.md @@ -0,0 +1,67 @@ +--- +base_model: labotollama3/lobotollama-6.5b +language: +- en +library_name: transformers +quantized_by: mradermacher +tags: +- mergekit +- merge +--- +## About + + + + + + +static quants of https://huggingface.co/labotollama3/lobotollama-6.5b + + +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/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q2_K.gguf) | Q2_K | 2.8 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q3_K_S.gguf) | Q3_K_S | 3.2 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q3_K_M.gguf) | Q3_K_M | 3.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q3_K_L.gguf) | Q3_K_L | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.IQ4_XS.gguf) | IQ4_XS | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q4_0_4_4.gguf) | Q4_0_4_4 | 4.0 | fast on arm, low quality | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q4_K_S.gguf) | Q4_K_S | 4.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q4_K_M.gguf) | Q4_K_M | 4.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q5_K_S.gguf) | Q5_K_S | 4.8 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q5_K_M.gguf) | Q5_K_M | 4.9 | | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q6_K.gguf) | Q6_K | 5.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.Q8_0.gguf) | Q8_0 | 7.3 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/lobotollama-6.5b-GGUF/resolve/main/lobotollama-6.5b.f16.gguf) | f16 | 13.6 | 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/lobotollama-6.5b.IQ4_XS.gguf b/lobotollama-6.5b.IQ4_XS.gguf new file mode 100644 index 0000000..104fb36 --- /dev/null +++ b/lobotollama-6.5b.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9df59982ecc47cd50c7efc7669725b4927a1b3e6481dffaece743e78ced0a14f +size 3775850272 diff --git a/lobotollama-6.5b.Q2_K.gguf b/lobotollama-6.5b.Q2_K.gguf new file mode 100644 index 0000000..c1097e4 --- /dev/null +++ b/lobotollama-6.5b.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c2a900ae51ae4cf14b32a615aba4e87e482b73ea53c09e9becf2ec82701f161 +size 2697635616 diff --git a/lobotollama-6.5b.Q3_K_L.gguf b/lobotollama-6.5b.Q3_K_L.gguf new file mode 100644 index 0000000..bf0ab86 --- /dev/null +++ b/lobotollama-6.5b.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7aae03eda488800d4a15289bcbe8ebb34945e8d1cddd81c68b20130f47afce5d +size 3636184864 diff --git a/lobotollama-6.5b.Q3_K_M.gguf b/lobotollama-6.5b.Q3_K_M.gguf new file mode 100644 index 0000000..d7f5324 --- /dev/null +++ b/lobotollama-6.5b.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b0f9c67ca4bcaeeee8757defa05c79d5a9aba22de04ed94662819a6e4251378e +size 3385575200 diff --git a/lobotollama-6.5b.Q3_K_S.gguf b/lobotollama-6.5b.Q3_K_S.gguf new file mode 100644 index 0000000..1257fbd --- /dev/null +++ b/lobotollama-6.5b.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d9fc4aabb2dc4d31b5814d2e974b4eabca656a522dd5df0a1bce3d471cd3244 +size 3102000928 diff --git a/lobotollama-6.5b.Q4_0_4_4.gguf b/lobotollama-6.5b.Q4_0_4_4.gguf new file mode 100644 index 0000000..3d4fd49 --- /dev/null +++ b/lobotollama-6.5b.Q4_0_4_4.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f49eac74ae6ddd2aee6ba19297cd639c5821ba9d6eb92c8e9181582420a0f3e6 +size 3924911904 diff --git a/lobotollama-6.5b.Q4_K_M.gguf b/lobotollama-6.5b.Q4_K_M.gguf new file mode 100644 index 0000000..296a6da --- /dev/null +++ b/lobotollama-6.5b.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd5be1451c220ad48c08257147100d0c6363a399e58686404c0a6dd263419d13 +size 4135773984 diff --git a/lobotollama-6.5b.Q4_K_S.gguf b/lobotollama-6.5b.Q4_K_S.gguf new file mode 100644 index 0000000..b430826 --- /dev/null +++ b/lobotollama-6.5b.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a3d8e71688d8c87f4d6f278821c162f1fb7a09daf8cd67f54ac6bbc4901d9d84 +size 3949029152 diff --git a/lobotollama-6.5b.Q5_K_M.gguf b/lobotollama-6.5b.Q5_K_M.gguf new file mode 100644 index 0000000..395adfd --- /dev/null +++ b/lobotollama-6.5b.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:17292b8e2a2263af5512a41a1769c9f6b0c7b60696dc1562c275aaecccd5b9ba +size 4808042272 diff --git a/lobotollama-6.5b.Q5_K_S.gguf b/lobotollama-6.5b.Q5_K_S.gguf new file mode 100644 index 0000000..ea8b96e --- /dev/null +++ b/lobotollama-6.5b.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:64ee3ed3eedb1e36ba2ea24f36b2ace6d826fcec91d07204b81e3650837c69f7 +size 4699416352 diff --git a/lobotollama-6.5b.Q6_K.gguf b/lobotollama-6.5b.Q6_K.gguf new file mode 100644 index 0000000..2f5248a --- /dev/null +++ b/lobotollama-6.5b.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f40d2c686af584eac6f17fbc0c3b4bf2b26ec56cdaadeeed9eb857b9a3241849 +size 5522327328 diff --git a/lobotollama-6.5b.Q8_0.gguf b/lobotollama-6.5b.Q8_0.gguf new file mode 100644 index 0000000..fe4cff1 --- /dev/null +++ b/lobotollama-6.5b.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:412d7e15d27188c52bb37475d1dc3fca83ee5329773b8ddfdd73f7f663fe574a +size 7150159648 diff --git a/lobotollama-6.5b.f16.gguf b/lobotollama-6.5b.f16.gguf new file mode 100644 index 0000000..9db8657 --- /dev/null +++ b/lobotollama-6.5b.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cedf23131ef182862464157c7fc00587232e85a3c3484c89931c2eea5780c047 +size 13451446048