commit 2e547b18fe57526a0ea79dae8e04249170cdc34d Author: ModelHub XC Date: Fri Oct 23 02:23:17 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/LFM2.5-230M-ECE-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..abdb12c --- /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 +LFM2.5-230M-ECE.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +LFM2.5-230M-ECE.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LFM2.5-230M-ECE.IQ4_XS.gguf b/LFM2.5-230M-ECE.IQ4_XS.gguf new file mode 100644 index 0000000..2e9cb92 --- /dev/null +++ b/LFM2.5-230M-ECE.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b0402c510e9181c3742cddaad472bb7a6594f71a9001136cca5fc5d9e6031b8f +size 144412128 diff --git a/LFM2.5-230M-ECE.Q2_K.gguf b/LFM2.5-230M-ECE.Q2_K.gguf new file mode 100644 index 0000000..a1f64af --- /dev/null +++ b/LFM2.5-230M-ECE.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:83e47215d303589a54ab1c8381d00405d035739ab098f1f40fb9a626f12b4e04 +size 115674592 diff --git a/LFM2.5-230M-ECE.Q3_K_L.gguf b/LFM2.5-230M-ECE.Q3_K_L.gguf new file mode 100644 index 0000000..8522973 --- /dev/null +++ b/LFM2.5-230M-ECE.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6eae54ed6e139e8cc0ca6eea18a4ca2232b18167fcb10510144dd58e3b1d9947 +size 139390432 diff --git a/LFM2.5-230M-ECE.Q3_K_M.gguf b/LFM2.5-230M-ECE.Q3_K_M.gguf new file mode 100644 index 0000000..77d09a7 --- /dev/null +++ b/LFM2.5-230M-ECE.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:140dc58ea415f85eea920644f13b18f6ab1535871b68cf3d6064c1a983d8bb70 +size 133754336 diff --git a/LFM2.5-230M-ECE.Q3_K_S.gguf b/LFM2.5-230M-ECE.Q3_K_S.gguf new file mode 100644 index 0000000..4f3a13c --- /dev/null +++ b/LFM2.5-230M-ECE.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7866474aaafeb9fcbfbd1a54bc1abf6db43bde3e95c1103a3cfb5b70148fbc07 +size 127495648 diff --git a/LFM2.5-230M-ECE.Q4_K_M.gguf b/LFM2.5-230M-ECE.Q4_K_M.gguf new file mode 100644 index 0000000..c0bd3ec --- /dev/null +++ b/LFM2.5-230M-ECE.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2ffca0fcd8c68f1651a90f72873537da04f97577f04b7ae84df6ff0c45a6e0ce +size 153406944 diff --git a/LFM2.5-230M-ECE.Q4_K_S.gguf b/LFM2.5-230M-ECE.Q4_K_S.gguf new file mode 100644 index 0000000..6423dcf --- /dev/null +++ b/LFM2.5-230M-ECE.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f0469ad3e8971b632885784862f63c3700d8a04919d20411c65d5e0005d2bc18 +size 149671392 diff --git a/LFM2.5-230M-ECE.Q5_K_M.gguf b/LFM2.5-230M-ECE.Q5_K_M.gguf new file mode 100644 index 0000000..d7a437b --- /dev/null +++ b/LFM2.5-230M-ECE.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:405223cb234eec6d7f23b38693cd6c5f9c7d1ed92e88520519c6511e47a7d70a +size 171625952 diff --git a/LFM2.5-230M-ECE.Q5_K_S.gguf b/LFM2.5-230M-ECE.Q5_K_S.gguf new file mode 100644 index 0000000..709ac6f --- /dev/null +++ b/LFM2.5-230M-ECE.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c50d0ae9a01f522361287809f5a869e6c809b4c2dd7fc18182faa6cff063d04c +size 169397728 diff --git a/LFM2.5-230M-ECE.Q6_K.gguf b/LFM2.5-230M-ECE.Q6_K.gguf new file mode 100644 index 0000000..4b428ca --- /dev/null +++ b/LFM2.5-230M-ECE.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:363ce55a875b534ec9c035676e99953d3b34c3d896f6c6faddd38f2f20baaa03 +size 190983648 diff --git a/LFM2.5-230M-ECE.Q8_0.gguf b/LFM2.5-230M-ECE.Q8_0.gguf new file mode 100644 index 0000000..b9c3141 --- /dev/null +++ b/LFM2.5-230M-ECE.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33c74da5d90954576fc1fcb438c3b8776b3bf62859f1c3fe1f04bbea07ae8b5c +size 246599136 diff --git a/LFM2.5-230M-ECE.f16.gguf b/LFM2.5-230M-ECE.f16.gguf new file mode 100644 index 0000000..a12fd27 --- /dev/null +++ b/LFM2.5-230M-ECE.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58f69af9e13365b2051b5d76b176e33279580b270a1d7f567941f99222a1b153 +size 461884896 diff --git a/README.md b/README.md new file mode 100644 index 0000000..3f4daae --- /dev/null +++ b/README.md @@ -0,0 +1,80 @@ +--- +base_model: usermma/LFM2.5-230M-ECE +datasets: +- usermma/executive-channel-ethics +language: +- en +library_name: transformers +license: other +license_name: apache-2.0-no-patents-after-2026-6-1 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- text-generation-inference +- transformers +- unsloth +- lfm2 +--- +## About + + + + + + + + + +static quants of https://huggingface.co/usermma/LFM2.5-230M-ECE + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LFM2.5-230M-ECE-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/LFM2.5-230M-ECE-i1-GGUF +## 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/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q2_K.gguf) | Q2_K | 0.2 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q3_K_S.gguf) | Q3_K_S | 0.2 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q3_K_M.gguf) | Q3_K_M | 0.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q3_K_L.gguf) | Q3_K_L | 0.2 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.IQ4_XS.gguf) | IQ4_XS | 0.2 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q4_K_S.gguf) | Q4_K_S | 0.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q4_K_M.gguf) | Q4_K_M | 0.3 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q5_K_S.gguf) | Q5_K_S | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q5_K_M.gguf) | Q5_K_M | 0.3 | | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q6_K.gguf) | Q6_K | 0.3 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.Q8_0.gguf) | Q8_0 | 0.3 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/LFM2.5-230M-ECE-GGUF/resolve/main/LFM2.5-230M-ECE.f16.gguf) | f16 | 0.6 | 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. + +