From e011f790262580e61e770ec4f57fbb80075f3be4 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 25 Sep 2026 13:29:20 +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/cellsense-fim-0.5b-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++++++++ README.md | 81 ++++++++++++++++++++++++++++++++++ cellsense-fim-0.5b.IQ4_XS.gguf | 3 ++ cellsense-fim-0.5b.Q2_K.gguf | 3 ++ cellsense-fim-0.5b.Q3_K_L.gguf | 3 ++ cellsense-fim-0.5b.Q3_K_M.gguf | 3 ++ cellsense-fim-0.5b.Q3_K_S.gguf | 3 ++ cellsense-fim-0.5b.Q4_K_M.gguf | 3 ++ cellsense-fim-0.5b.Q4_K_S.gguf | 3 ++ cellsense-fim-0.5b.Q5_K_M.gguf | 3 ++ cellsense-fim-0.5b.Q5_K_S.gguf | 3 ++ cellsense-fim-0.5b.Q6_K.gguf | 3 ++ cellsense-fim-0.5b.Q8_0.gguf | 3 ++ cellsense-fim-0.5b.f16.gguf | 3 ++ 14 files changed, 164 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 cellsense-fim-0.5b.IQ4_XS.gguf create mode 100644 cellsense-fim-0.5b.Q2_K.gguf create mode 100644 cellsense-fim-0.5b.Q3_K_L.gguf create mode 100644 cellsense-fim-0.5b.Q3_K_M.gguf create mode 100644 cellsense-fim-0.5b.Q3_K_S.gguf create mode 100644 cellsense-fim-0.5b.Q4_K_M.gguf create mode 100644 cellsense-fim-0.5b.Q4_K_S.gguf create mode 100644 cellsense-fim-0.5b.Q5_K_M.gguf create mode 100644 cellsense-fim-0.5b.Q5_K_S.gguf create mode 100644 cellsense-fim-0.5b.Q6_K.gguf create mode 100644 cellsense-fim-0.5b.Q8_0.gguf create mode 100644 cellsense-fim-0.5b.f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..47f1861 --- /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 +cellsense-fim-0.5b.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +cellsense-fim-0.5b.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..39f1c9d --- /dev/null +++ b/README.md @@ -0,0 +1,81 @@ +--- +base_model: arun11karthik/cellsense-fim-0.5b +language: +- code +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- cellsense +- fim +- fill-in-the-middle +- code-completion +- jupyter +- notebook +- code +- qwen2 +--- +## About + + + + + + + + + +static quants of https://huggingface.co/arun11karthik/cellsense-fim-0.5b + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#cellsense-fim-0.5b-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/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q3_K_S.gguf) | Q3_K_S | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q2_K.gguf) | Q2_K | 0.4 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.IQ4_XS.gguf) | IQ4_XS | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q3_K_M.gguf) | Q3_K_M | 0.5 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q3_K_L.gguf) | Q3_K_L | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q4_K_S.gguf) | Q4_K_S | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q4_K_M.gguf) | Q4_K_M | 0.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q5_K_S.gguf) | Q5_K_S | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q5_K_M.gguf) | Q5_K_M | 0.5 | | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q6_K.gguf) | Q6_K | 0.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.Q8_0.gguf) | Q8_0 | 0.6 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/cellsense-fim-0.5b-GGUF/resolve/main/cellsense-fim-0.5b.f16.gguf) | f16 | 1.1 | 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. + + diff --git a/cellsense-fim-0.5b.IQ4_XS.gguf b/cellsense-fim-0.5b.IQ4_XS.gguf new file mode 100644 index 0000000..862224e --- /dev/null +++ b/cellsense-fim-0.5b.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5aac874c24ed63a162826add03539028914eb1d85a6b76636b79489fe27e56aa +size 351445632 diff --git a/cellsense-fim-0.5b.Q2_K.gguf b/cellsense-fim-0.5b.Q2_K.gguf new file mode 100644 index 0000000..eca1a2e --- /dev/null +++ b/cellsense-fim-0.5b.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aa950ed4ae18c077cfe9f1f7b6f839bb41fc6156187bf13d9386cdeac737dd16 +size 338607744 diff --git a/cellsense-fim-0.5b.Q3_K_L.gguf b/cellsense-fim-0.5b.Q3_K_L.gguf new file mode 100644 index 0000000..ee8d6c5 --- /dev/null +++ b/cellsense-fim-0.5b.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:04d26e8956eedb186e850b1dba98b1af1f48003774a7099c8337144cd4c6c68d +size 369358464 diff --git a/cellsense-fim-0.5b.Q3_K_M.gguf b/cellsense-fim-0.5b.Q3_K_M.gguf new file mode 100644 index 0000000..a348b4d --- /dev/null +++ b/cellsense-fim-0.5b.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a476296d2d76b8edeb2ef771ee615e4503b0b716b9387800f23f8eb6f776c7d8 +size 355466880 diff --git a/cellsense-fim-0.5b.Q3_K_S.gguf b/cellsense-fim-0.5b.Q3_K_S.gguf new file mode 100644 index 0000000..d04cf9d --- /dev/null +++ b/cellsense-fim-0.5b.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:049930c648492496ab4d7e10f29b7c314371a444cc5830370431a4b1b8fc4b02 +size 338263680 diff --git a/cellsense-fim-0.5b.Q4_K_M.gguf b/cellsense-fim-0.5b.Q4_K_M.gguf new file mode 100644 index 0000000..7e1b123 --- /dev/null +++ b/cellsense-fim-0.5b.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:907ab34a7e3b1abad94aa85b4badc94df18c6cf41d3926827e165b1c3207e28a +size 397808256 diff --git a/cellsense-fim-0.5b.Q4_K_S.gguf b/cellsense-fim-0.5b.Q4_K_S.gguf new file mode 100644 index 0000000..547c1ba --- /dev/null +++ b/cellsense-fim-0.5b.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b29a3702ab58e900825216d68c16cb29d51f489e537784caee83a710beecd012 +size 385472128 diff --git a/cellsense-fim-0.5b.Q5_K_M.gguf b/cellsense-fim-0.5b.Q5_K_M.gguf new file mode 100644 index 0000000..e509341 --- /dev/null +++ b/cellsense-fim-0.5b.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eeb42051177cbdf81aad1ca5173556033a776702639f0eb3e7f313ebf34dca62 +size 420086400 diff --git a/cellsense-fim-0.5b.Q5_K_S.gguf b/cellsense-fim-0.5b.Q5_K_S.gguf new file mode 100644 index 0000000..783df81 --- /dev/null +++ b/cellsense-fim-0.5b.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:55d8cd0afed48f555b12329e7105b6111b36697dfb52b7ff2ba14b01bed61984 +size 412710528 diff --git a/cellsense-fim-0.5b.Q6_K.gguf b/cellsense-fim-0.5b.Q6_K.gguf new file mode 100644 index 0000000..ca5010b --- /dev/null +++ b/cellsense-fim-0.5b.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:261c1309d81ab2687e0527e11bfc9416a9a42dfbc29ea2e7460b9bbecdf84fe0 +size 505736832 diff --git a/cellsense-fim-0.5b.Q8_0.gguf b/cellsense-fim-0.5b.Q8_0.gguf new file mode 100644 index 0000000..8f4789c --- /dev/null +++ b/cellsense-fim-0.5b.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:40316ef0dea2bec5637958bb051348d680f2c7c67a5cad1a06e9bc991e74b5c1 +size 531068544 diff --git a/cellsense-fim-0.5b.f16.gguf b/cellsense-fim-0.5b.f16.gguf new file mode 100644 index 0000000..314bc99 --- /dev/null +++ b/cellsense-fim-0.5b.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8fb7694d1aac77263a76e9b3a596dad22bf9fc2731f3d8fbbce3dc56f8d0faff +size 994157184