From 2a169023b9754102e0b6e1c2aa07891772734cde Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 3 Jun 2026 22:31:20 +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/LMT-60-0.6B-Base-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++ LMT-60-0.6B-Base.IQ4_XS.gguf | 3 + LMT-60-0.6B-Base.Q2_K.gguf | 3 + LMT-60-0.6B-Base.Q3_K_L.gguf | 3 + LMT-60-0.6B-Base.Q3_K_M.gguf | 3 + LMT-60-0.6B-Base.Q3_K_S.gguf | 3 + LMT-60-0.6B-Base.Q4_K_M.gguf | 3 + LMT-60-0.6B-Base.Q4_K_S.gguf | 3 + LMT-60-0.6B-Base.Q5_K_M.gguf | 3 + LMT-60-0.6B-Base.Q5_K_S.gguf | 3 + LMT-60-0.6B-Base.Q6_K.gguf | 3 + LMT-60-0.6B-Base.Q8_0.gguf | 3 + LMT-60-0.6B-Base.f16.gguf | 3 + README.md | 133 +++++++++++++++++++++++++++++++++++ 14 files changed, 216 insertions(+) create mode 100644 .gitattributes create mode 100644 LMT-60-0.6B-Base.IQ4_XS.gguf create mode 100644 LMT-60-0.6B-Base.Q2_K.gguf create mode 100644 LMT-60-0.6B-Base.Q3_K_L.gguf create mode 100644 LMT-60-0.6B-Base.Q3_K_M.gguf create mode 100644 LMT-60-0.6B-Base.Q3_K_S.gguf create mode 100644 LMT-60-0.6B-Base.Q4_K_M.gguf create mode 100644 LMT-60-0.6B-Base.Q4_K_S.gguf create mode 100644 LMT-60-0.6B-Base.Q5_K_M.gguf create mode 100644 LMT-60-0.6B-Base.Q5_K_S.gguf create mode 100644 LMT-60-0.6B-Base.Q6_K.gguf create mode 100644 LMT-60-0.6B-Base.Q8_0.gguf create mode 100644 LMT-60-0.6B-Base.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..7d5056d --- /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 +LMT-60-0.6B-Base.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +LMT-60-0.6B-Base.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LMT-60-0.6B-Base.IQ4_XS.gguf b/LMT-60-0.6B-Base.IQ4_XS.gguf new file mode 100644 index 0000000..2b07c42 --- /dev/null +++ b/LMT-60-0.6B-Base.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c51866bf5632407422ec5c5cc4e4b9805fbc8608764461e245f05581b824b1a3 +size 451931296 diff --git a/LMT-60-0.6B-Base.Q2_K.gguf b/LMT-60-0.6B-Base.Q2_K.gguf new file mode 100644 index 0000000..5c2a481 --- /dev/null +++ b/LMT-60-0.6B-Base.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec5652b717f24f6923ddfe2752f6cad8ec1021daeb94b64fe9a5f7b6f4330519 +size 347288736 diff --git a/LMT-60-0.6B-Base.Q3_K_L.gguf b/LMT-60-0.6B-Base.Q3_K_L.gguf new file mode 100644 index 0000000..a2ca225 --- /dev/null +++ b/LMT-60-0.6B-Base.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0be5cf1fd62abc7680a5b96e211ddf14910e04b5ac594cbcd4ef87a486701316 +size 435343520 diff --git a/LMT-60-0.6B-Base.Q3_K_M.gguf b/LMT-60-0.6B-Base.Q3_K_M.gguf new file mode 100644 index 0000000..e5b467c --- /dev/null +++ b/LMT-60-0.6B-Base.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bdfb896173f10f6742718b62eb9e517fb6bfac92469c328b580bd47fe2b8ec0b +size 413978784 diff --git a/LMT-60-0.6B-Base.Q3_K_S.gguf b/LMT-60-0.6B-Base.Q3_K_S.gguf new file mode 100644 index 0000000..fb87aaa --- /dev/null +++ b/LMT-60-0.6B-Base.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c70908f02d91d8cd907d1e08a6d708355585b636024aedb285f02cee18a8a3d +size 389927072 diff --git a/LMT-60-0.6B-Base.Q4_K_M.gguf b/LMT-60-0.6B-Base.Q4_K_M.gguf new file mode 100644 index 0000000..de0b506 --- /dev/null +++ b/LMT-60-0.6B-Base.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f4ab82a94035ac584eb679c98a19c49669bba2b9fce49057026a35153af98a85 +size 484220064 diff --git a/LMT-60-0.6B-Base.Q4_K_S.gguf b/LMT-60-0.6B-Base.Q4_K_S.gguf new file mode 100644 index 0000000..7cd0ea6 --- /dev/null +++ b/LMT-60-0.6B-Base.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d2a476a1204b774ef2adf2e92c9461e616ed2a0a2290c0d4c31f28e351910d70 +size 470785184 diff --git a/LMT-60-0.6B-Base.Q5_K_M.gguf b/LMT-60-0.6B-Base.Q5_K_M.gguf new file mode 100644 index 0000000..63f3b8c --- /dev/null +++ b/LMT-60-0.6B-Base.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cffd84006a2f7d7c050924918f750181c7969ea6a83cd04d951dcdade5f8ee15 +size 551378080 diff --git a/LMT-60-0.6B-Base.Q5_K_S.gguf b/LMT-60-0.6B-Base.Q5_K_S.gguf new file mode 100644 index 0000000..7f7e5aa --- /dev/null +++ b/LMT-60-0.6B-Base.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:817d625d8a16a0ecb779a3e7dc7e5e602ea4e64af17fcbf7eecd9f3dcc6d8f5b +size 543579296 diff --git a/LMT-60-0.6B-Base.Q6_K.gguf b/LMT-60-0.6B-Base.Q6_K.gguf new file mode 100644 index 0000000..a058bbd --- /dev/null +++ b/LMT-60-0.6B-Base.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:197e3e8632b0b9ffc9b3e17daf2d80d5cdcbd5508409cb45c53d266e300c574f +size 622733472 diff --git a/LMT-60-0.6B-Base.Q8_0.gguf b/LMT-60-0.6B-Base.Q8_0.gguf new file mode 100644 index 0000000..6633adc --- /dev/null +++ b/LMT-60-0.6B-Base.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e29f10f478d20c927a84397fcaaa6d77fef43d8d3a9162484a232ed98430fb4a +size 804753568 diff --git a/LMT-60-0.6B-Base.f16.gguf b/LMT-60-0.6B-Base.f16.gguf new file mode 100644 index 0000000..210a101 --- /dev/null +++ b/LMT-60-0.6B-Base.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:febd568497c1a30583a68850f6856d2091d3110af69db5a88fd14d7c3303e9da +size 1509347488 diff --git a/README.md b/README.md new file mode 100644 index 0000000..ca8986b --- /dev/null +++ b/README.md @@ -0,0 +1,133 @@ +--- +base_model: NiuTrans/LMT-60-0.6B-Base +datasets: +- NiuTrans/LMT-60-sft-data +language: +- en +- zh +- ar +- es +- de +- fr +- it +- ja +- nl +- pl +- pt +- ru +- tr +- bg +- bn +- cs +- da +- el +- fa +- fi +- hi +- hu +- id +- ko +- nb +- ro +- sk +- sv +- th +- uk +- vi +- am +- az +- bo +- he +- hr +- hy +- is +- jv +- ka +- kk +- km +- ky +- lo +- mvf +- mr +- ms +- my +- ne +- ps +- si +- sw +- ta +- te +- tg +- tl +- ug +- ur +- uz +- yue +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +--- +## About + + + + + + + + + +static quants of https://huggingface.co/NiuTrans/LMT-60-0.6B-Base + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LMT-60-0.6B-Base-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/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q2_K.gguf) | Q2_K | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q3_K_S.gguf) | Q3_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q3_K_M.gguf) | Q3_K_M | 0.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q3_K_L.gguf) | Q3_K_L | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.IQ4_XS.gguf) | IQ4_XS | 0.6 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q4_K_S.gguf) | Q4_K_S | 0.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q4_K_M.gguf) | Q4_K_M | 0.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q5_K_S.gguf) | Q5_K_S | 0.6 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q5_K_M.gguf) | Q5_K_M | 0.7 | | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q6_K.gguf) | Q6_K | 0.7 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.Q8_0.gguf) | Q8_0 | 0.9 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/LMT-60-0.6B-Base-GGUF/resolve/main/LMT-60-0.6B-Base.f16.gguf) | f16 | 1.6 | 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. + +