commit c980ee978ab3011e0e00ee0fbbe47c565fec3ee8 Author: ModelHub XC Date: Fri May 15 07:54:46 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..341abe5 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.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 +imatrix.dat filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +LLMBG-ToolUse-2.6B-v1.0.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_M.gguf new file mode 100644 index 0000000..d3761c2 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:480e209a07782e1b1d47ca3e37cc21c1e11323028cc2c8c8e59bda8989bbc375 +size 873797728 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_S.gguf new file mode 100644 index 0000000..e7a056c --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c71df613c1baed535c7d5726fb35fa411263598d66912e122fe0508c92967bbc +size 832159840 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_M.gguf new file mode 100644 index 0000000..013d06d --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6990e394a7f77b919968cf3b57d6eaa19558bf364472ecd6787c52d2d1a64f4f +size 1088014432 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_S.gguf new file mode 100644 index 0000000..9bf0f67 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a1b70678f3b2a2f153906b6548be58ba3195f60be2e27ebcf3ade19ca891408 +size 1032497248 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XS.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XS.gguf new file mode 100644 index 0000000..38de22d --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c682b612049ea36325b4c87c9af0b776ebd409dde73cc4ca83b02fab77b2687a +size 1002545248 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XXS.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..ad0b761 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2707ce67e1378b6e2d3773dbe7985b227938664fbdc2e4cd09db982e511ffb33 +size 943194208 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_M.gguf new file mode 100644 index 0000000..a16d4c1 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7d47144b53e81260acd91f268495131081f28ff2ef5aa76abd73d1e1d000c59a +size 1393561696 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_S.gguf new file mode 100644 index 0000000..f0179aa --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7587f4bf7a68873798041878397c3aceee7bf519dd8429a366bba1de0ea775f6 +size 1360660576 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XS.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XS.gguf new file mode 100644 index 0000000..a892dd5 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:88d06bee2f22447b6c80536b704ebfebefff4b38d158e9bab817cc8d91a18cd5 +size 1314211936 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XXS.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..1e2180d --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1eaa97f65c1dae60edb07b05eda8b676f859c8beb04a2f269d44d6eef4d23b17 +size 1181685856 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_NL.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_NL.gguf new file mode 100644 index 0000000..a51469c --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52c00379f3bfa3317303ddafee07e3507ce4ddca734d92ea0513e14b7c613eb2 +size 1629509728 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_XS.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_XS.gguf new file mode 100644 index 0000000..8b23f52 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f94303ad2977f67e7dfac8ae32d41d9859f9adde7c3eacde6521abb6cb5c51e +size 1566251104 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K.gguf new file mode 100644 index 0000000..fed7d96 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5f26ba8d4fb433cae5ae48b7bf8cbc414e490ae87a9516851e9268527602953e +size 1229830240 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K_S.gguf new file mode 100644 index 0000000..4c5ce3d --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9708d8577ce22416f25970df0398646623779ca9f5397486d5c1324b8c0692f0 +size 1169999968 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_L.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_L.gguf new file mode 100644 index 0000000..d8c4be7 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6f799a9877e16982e2460db68d3f42428dc302c70d62ad8a2d2089fe8017005 +size 1550436448 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_M.gguf new file mode 100644 index 0000000..4eac24d --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f363eee3a6fc5b3387fb8ef51107e7a50bc8c940f10adc774b2d2583b9c5ba4 +size 1461667936 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_S.gguf new file mode 100644 index 0000000..87cd971 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13ce3d9c6b3fd52379703f5ba2c23b424a842069f7acd4a5d9be72517f764287 +size 1360660576 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_0.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_0.gguf new file mode 100644 index 0000000..3646260 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39e09ece587a840ceef7bd4b5b54c20780b9fbe0f46e0b2dab002e52e8227d42 +size 1633491040 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_1.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_1.gguf new file mode 100644 index 0000000..d6a1e42 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dfb03a2c5279946ae20e74637a75787ae1c2ad215cbe0275b76cbebf3b65fdd8 +size 1756026976 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_M.gguf new file mode 100644 index 0000000..0f81e40 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4aca353f9b393cafeb832a4610e027c279a94c7ff2e2774d78259324f24133cb +size 1708583008 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_S.gguf new file mode 100644 index 0000000..dd2a9c8 --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a94fd77531c52d7463d7ed5d13b83c9bb05f64b903ccbfab78e429842df10ba +size 1638652000 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_M.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_M.gguf new file mode 100644 index 0000000..4b9ef0a --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76f6d1dae93050ad76ec6501f8bbaf918bf6547e16586c4bb07e0ad26e1bab07 +size 1923278944 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_S.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_S.gguf new file mode 100644 index 0000000..5fda6ce --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:67225cc2af3a3187ae6ae2d4807c3358d5996ed1723b69718d066779002f34b9 +size 1882544224 diff --git a/LLMBG-ToolUse-2.6B-v1.0.i1-Q6_K.gguf b/LLMBG-ToolUse-2.6B-v1.0.i1-Q6_K.gguf new file mode 100644 index 0000000..40d0d8b --- /dev/null +++ b/LLMBG-ToolUse-2.6B-v1.0.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68978a5a0b0308ea7da72a372e8a8a7aaab80a84c1fe45c7772156b0318428b0 +size 2151393376 diff --git a/README.md b/README.md new file mode 100644 index 0000000..1789167 --- /dev/null +++ b/README.md @@ -0,0 +1,85 @@ +--- +base_model: llm-bg/Tucan-2.6B-v1.0 +language: +- bg +library_name: transformers +license: gemma +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- function_calling +- MCP +- tool_use +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/llm-bg/Tucan-2.6B-v1.0 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#LLMBG-ToolUse-2.6B-v1.0-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-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/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_S.gguf) | i1-IQ1_S | 0.9 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ1_M.gguf) | i1-IQ1_M | 1.0 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.1 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_S.gguf) | i1-IQ2_S | 1.1 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ2_M.gguf) | i1-IQ2_M | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.3 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.3 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q2_K.gguf) | i1-Q2_K | 1.3 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.4 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_S.gguf) | i1-IQ3_S | 1.5 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.5 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ3_M.gguf) | i1-IQ3_M | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.6 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.7 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.7 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.7 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_0.gguf) | i1-Q4_0 | 1.7 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.7 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_K_M.gguf) | i1-Q4_K_M | 1.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q4_1.gguf) | i1-Q4_1 | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/LLMBG-ToolUse-2.6B-v1.0-i1-GGUF/resolve/main/LLMBG-ToolUse-2.6B-v1.0.i1-Q6_K.gguf) | i1-Q6_K | 2.3 | practically like static Q6_K | + +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/imatrix.dat b/imatrix.dat new file mode 100644 index 0000000..6ab1f27 --- /dev/null +++ b/imatrix.dat @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10efaed9d621aa23a284e6ad113ed0ce82869d8ea5e80ebbe046898d4f1bed4d +size 2375559