commit 9b145ca2078c5951a0ebba96d169cbef3675e0d1 Author: ModelHub XC Date: Mon Aug 10 04:19:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..687e722 --- /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 +Qwen3-4B-QueryBot-SQL-SFT.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-QueryBot-SQL-SFT.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_M.gguf new file mode 100644 index 0000000..c6bceb4 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19866584f6941905a724381ed1ea666c02761b6205a46c210a9d19e57fe91dae +size 1127019072 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_S.gguf new file mode 100644 index 0000000..2e32fa7 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:24688bf704f7493b5cb742cb2f82a99f3a2f6f3f5e986f09e672faa6eb83f877 +size 1055257152 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_M.gguf new file mode 100644 index 0000000..3464987 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:97398e4f07037faf8e8c5893e236f06e879bd68373c0575be7eba7c903d69d66 +size 1512985152 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_S.gguf new file mode 100644 index 0000000..94cf6d2 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5a0ecc5bdd4a79672f9cc43d523fea1887b6d6855d42a6c107fe9980779a9a51 +size 1417302592 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XS.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XS.gguf new file mode 100644 index 0000000..af8ecdf --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30a3771719d7ae243f9d601c18ecc3283cb627fcc3f9ed1187a2d8745f236301 +size 1354101312 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XXS.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..afaef38 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f5e05fda8a0fea83716691fb3742c55e92f0ef0bb5f86d4d6677efcf702767c +size 1246622272 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_M.gguf new file mode 100644 index 0000000..7666f70 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39798aa41c7df5145cd82d4a86a1cf152aadbe968a30a1cbd0f93d42084b01e9 +size 1962897472 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_S.gguf new file mode 100644 index 0000000..c9cc64d --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:71a4277abf2648aaf30537db61e234836d2525a2b27794ba1de03c2c548fd9ef +size 1899532352 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XS.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XS.gguf new file mode 100644 index 0000000..c05fc2b --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:337b58759f76cb876bb5b5a8c48deba181284066d1c7460549e45af0ea2f841b +size 1814376512 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XXS.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..84465f8 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d1314758fad13060df753e59526be3a1d3eeb7999997e828c2fa6ee2c3f52163 +size 1670189632 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_NL.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_NL.gguf new file mode 100644 index 0000000..58a0d42 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ecf67131b3da9562fa6a7cb09911b754e001026a8a8f34c327b36e6ca6e5407 +size 2381344832 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_XS.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_XS.gguf new file mode 100644 index 0000000..f36d863 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2e89258d536c67dc355f3382a6ff90a44b87a0d6442c4fd96e5665b306de5a2 +size 2270752832 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K.gguf new file mode 100644 index 0000000..3e70187 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3c972b877586487fe8d3061b7c7c23d5dfee848b2165008d9f26d9654452f4d +size 1669500992 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K_S.gguf new file mode 100644 index 0000000..6a8865e --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4de487f1bdec91ef576f98737318c516c206c48719db33cc6ce1ce7b5ed5587a +size 1563455552 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_L.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_L.gguf new file mode 100644 index 0000000..e43df3e --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8b19b1255e1d06fd890add783fbe368bac27de3b934faf20c3d7ed250e0c392 +size 2239787072 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_M.gguf new file mode 100644 index 0000000..1420fed --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a11d658cfba11674de3f829e915edc927caa9ca768e3553a76995fa491c030e +size 2075619392 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_S.gguf new file mode 100644 index 0000000..39901e1 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db5b9e936ca7ebe31bc30df91829cdb5ecb7faded8ca197f5ba0c3ace2e70d8a +size 1886998592 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_0.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_0.gguf new file mode 100644 index 0000000..c355b34 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df866791f5e9385de959226c27844df83d80523a04eaa691a2fca8fb5a7af86a +size 2375774272 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_1.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_1.gguf new file mode 100644 index 0000000..eb5bf22 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:00451e6139a43cac4ffc2db210d2b3fbbdb58e3299077548211d0e824bc0973e +size 2596630592 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_M.gguf new file mode 100644 index 0000000..4f41992 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f1fe9b89076411883998eb91e2d9e90af9a00898d9184ff970c473717c1fcd17 +size 2497282112 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_S.gguf new file mode 100644 index 0000000..900525d --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ac10b735af6f487222377bfe85a62bec84f51316276bc32459979fac9708d375 +size 2383310912 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_M.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_M.gguf new file mode 100644 index 0000000..df94666 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96b0a0d23fe4e38571f34301a37d0bc14d806db134082ac0cefa955436db3f82 +size 2889515072 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_S.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_S.gguf new file mode 100644 index 0000000..a7ea027 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dad38132200f0956066e72749c2d13373b0b28b07587884eee3c5617d89ca7b2 +size 2823712832 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.i1-Q6_K.gguf b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q6_K.gguf new file mode 100644 index 0000000..dbee5f2 --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:400e64ebc226254fd59e56ef30ae8ff53ad71f5e39c5026ce02d4f4915aafaf9 +size 3306262592 diff --git a/Qwen3-4B-QueryBot-SQL-SFT.imatrix.gguf b/Qwen3-4B-QueryBot-SQL-SFT.imatrix.gguf new file mode 100644 index 0000000..86e437d --- /dev/null +++ b/Qwen3-4B-QueryBot-SQL-SFT.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:172f40badaeef8c3f7b51cb1a11ed36acae4b3ffab321201596e93d510d62a59 +size 3872640 diff --git a/README.md b/README.md new file mode 100644 index 0000000..e71261f --- /dev/null +++ b/README.md @@ -0,0 +1,87 @@ +--- +base_model: Zaynoid/QB-Q3-4B-v1-SFT +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- medical +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/Zaynoid/QB-Q3-4B-v1-SFT + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-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/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-QueryBot-SQL-SFT-i1-GGUF/resolve/main/Qwen3-4B-QueryBot-SQL-SFT.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | 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. + +