commit 3be60765acbee1b579f393f121530e689ebe5f92 Author: ModelHub XC Date: Fri Jun 5 12:31:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..c89f1cc --- /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 +QiMing-Gemma-3-Socratic-4b.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +QiMing-Gemma-3-Socratic-4b.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ1_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ1_M.gguf new file mode 100644 index 0000000..acd6812 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e99d3be023dc59a42c1f329f724c03f9289c02b242bc09241e6af70fe9774df +size 1199571456 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ1_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ1_S.gguf new file mode 100644 index 0000000..e662a59 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:50096f06f5e52165140e64e1c3fdc304efb9b6f80f8fa17c46ce408dfbd5f606 +size 1133093376 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ2_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_M.gguf new file mode 100644 index 0000000..c306c5d --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b882f5106bd3df60bed293cfd6be22ad021341cd105e240b45eb33b24e1ab49d +size 1537982976 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ2_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_S.gguf new file mode 100644 index 0000000..2baa74a --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e2db08821a64c5444952bb83fc23a0af0a4060700f483802f8bbaf28eb499b1 +size 1449345536 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XS.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XS.gguf new file mode 100644 index 0000000..d9469d1 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8701de2fca5a556d478915682b78b052133fffe7e181497138b98b124d9930d1 +size 1404576256 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XXS.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..74cf755 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1528fa291a008dee93b05e342972f0b160e905af1d26c4e9e09b681942f7b8eb +size 1310368256 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ3_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_M.gguf new file mode 100644 index 0000000..588587e --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:93367586643812bc3003726ebe6fd0a5a08ce3f032a5c78d2b10df02b572166f +size 1986803456 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ3_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_S.gguf new file mode 100644 index 0000000..3274d9b --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:019944a11972d4e141f226b58349f433fe347dcddbf8ac4a764146fcf97e86e8 +size 1937364736 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XS.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XS.gguf new file mode 100644 index 0000000..19f973f --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ad02479d83a8d7e79ee12a7d44413480ef0109e2babfefd1097c1a1b06e78e1 +size 1863390976 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XXS.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..57c3d55 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:516cd1dac27d3ac4796172f24d8478d66b924138a66cd46df18e1d6d06cf19d0 +size 1689453056 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ4_NL.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ4_NL.gguf new file mode 100644 index 0000000..85d5e94 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9ce61395f6249dd466b6c147a5508ad242c317ff877098721897d74037ea9607 +size 2363512576 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-IQ4_XS.gguf b/QiMing-Gemma-3-Socratic-4b.i1-IQ4_XS.gguf new file mode 100644 index 0000000..62d7fda --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15660f51aac01bab133ce8a0ced5084e11a6586e91574748162af7cbe94bc436 +size 2263242496 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q2_K.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q2_K.gguf new file mode 100644 index 0000000..58a7afd --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23143b3fd447793845c3380f0b2b438ee1984a8521ab3ec3282b778dd59f09b8 +size 1729165056 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q2_K_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q2_K_S.gguf new file mode 100644 index 0000000..c938a49 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:439cadbf888b688e2c2b9cbe0939fb770d8400d89065bf1c89617475b3fec446 +size 1636062976 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_L.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_L.gguf new file mode 100644 index 0000000..a80a560 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4ab2c2903e7c8701d03a3688c7b1cf4f59b63c2bc27b662f324d0e17c2db72d8 +size 2236086016 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_M.gguf new file mode 100644 index 0000000..07e1695 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bfd8c8fba626c8ffa546dcb96372cd9b58f95f249181b5c91cd8fbee72415a99 +size 2098460416 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_S.gguf new file mode 100644 index 0000000..8f91dd5 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68b06438da8f676bb1e44c8d6dfa7f1da28514eba24f96f5906015c166275322 +size 1937364736 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q4_0.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q4_0.gguf new file mode 100644 index 0000000..2a30219 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa091e9070128ff62d447cb14c4ff32e3b6829b12afa76bf0823e777066ecc3a +size 2370066176 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q4_1.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q4_1.gguf new file mode 100644 index 0000000..98ecbbd --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:554b00f194e1de1804d03ff406d0cfcb706f8348b1221647de65d8a6c1425c82 +size 2564052736 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_M.gguf new file mode 100644 index 0000000..8abaff9 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:351907cdc768d606194140a9706bb47d74ded3f326da5f5f6a90bcaeaee4702d +size 2489894656 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_S.gguf new file mode 100644 index 0000000..72d4d44 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:325b110a49ec663eeae89ac7502537ca5605dab2e9160827645d038ae9a2aee7 +size 2377930496 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_M.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_M.gguf new file mode 100644 index 0000000..b255a09 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:839277874f60572c661b8d7bca64e22a84150ba0c808b6f951ab5909e4d24a40 +size 2829698816 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_S.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_S.gguf new file mode 100644 index 0000000..9342c44 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1818de70b023fca0d1c07451d50fcacdd3521a55d85dfccf751a4932f93fd5af +size 2764592896 diff --git a/QiMing-Gemma-3-Socratic-4b.i1-Q6_K.gguf b/QiMing-Gemma-3-Socratic-4b.i1-Q6_K.gguf new file mode 100644 index 0000000..befea46 --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e239554bd16788c00803949dcb29c0efe1aa637445772b1f19de2c6b1b8ba2b3 +size 3190740736 diff --git a/QiMing-Gemma-3-Socratic-4b.imatrix.gguf b/QiMing-Gemma-3-Socratic-4b.imatrix.gguf new file mode 100644 index 0000000..72af47a --- /dev/null +++ b/QiMing-Gemma-3-Socratic-4b.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2df4e244a6da29808df58d4db9e930c73228dc97a3e7845c724b7e3c066eda72 +size 3448608 diff --git a/README.md b/README.md new file mode 100644 index 0000000..eff769b --- /dev/null +++ b/README.md @@ -0,0 +1,95 @@ +--- +base_model: aifeifei798/QiMing-Gemma-3-Socratic-4b +language: +- zh +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- gemma +- sales +- unsloth +- lora +- logic-tuning +- strategic-thinking +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/aifeifei798/QiMing-Gemma-3-Socratic-4b + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#QiMing-Gemma-3-Socratic-4b-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-GGUF + +**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-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/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ1_M.gguf) | i1-IQ1_M | 1.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.4 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/QiMing-Gemma-3-Socratic-4b-i1-GGUF/resolve/main/QiMing-Gemma-3-Socratic-4b.i1-Q6_K.gguf) | i1-Q6_K | 3.3 | 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. + +