commit b36ae8ae1844d89d2f1615e2990b9d6269f4fa0e Author: ModelHub XC Date: Fri Jun 19 04:16:17 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: mradermacher/next2-fast-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..4683866 --- /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 +next2-fast.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +next2-fast.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..b2a88e4 --- /dev/null +++ b/README.md @@ -0,0 +1,131 @@ +--- +base_model: thelamapi/next2-fast +datasets: +- mlabonne/FineTome-100k +- ITCL/FineTomeOs +- Gryphe/ChatGPT-4o-Writing-Prompts +- dongguanting/ARPO-SFT-54K +- OpenSPG/KAG-Thinker-training-dataset +- uclanlp/Brief-Pro +- CognitiveKernel/CognitiveKernel-Pro-SFT +- QuixiAI/dolphin-r1 +language: +- en +- tr +- de +- fr +- es +- it +- pt +- ru +- zh +- ja +- ko +- hi +- ar +- nl +- pl +- uk +- vi +- th +- id +- cs +library_name: transformers +license: mit +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- global-ai +- multilingual +- vision-language-model +- multimodal +- lamapi +- next-2-fast +- next-series +- 4b +- efficient +- gemma-3 +- transformer +- text-generation +- reasoning +- artificial-intelligence +- nlp +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/thelamapi/next2-fast + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#next2-fast-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/next2-fast-GGUF + +**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/next2-fast-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/next2-fast-i1-GGUF/resolve/main/next2-fast.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ1_M.gguf) | i1-IQ1_M | 1.3 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.4 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.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. + + diff --git a/next2-fast.i1-IQ1_M.gguf b/next2-fast.i1-IQ1_M.gguf new file mode 100644 index 0000000..2baf7ae --- /dev/null +++ b/next2-fast.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:733fac2ff56bb1585c2403fb80fecf8ae09de7dc838bfe62d1f5176608b32f1e +size 1199573536 diff --git a/next2-fast.i1-IQ1_S.gguf b/next2-fast.i1-IQ1_S.gguf new file mode 100644 index 0000000..71346bb --- /dev/null +++ b/next2-fast.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abced941878753d626d9cdd462985974a864cd5535faa1417a58b02517028c0a +size 1133095456 diff --git a/next2-fast.i1-IQ2_M.gguf b/next2-fast.i1-IQ2_M.gguf new file mode 100644 index 0000000..58e2a21 --- /dev/null +++ b/next2-fast.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a1a7a81c463f1cfb8a84b0a0f01650fb4681cce48fb7ab5114f1101a4ab4983 +size 1537985056 diff --git a/next2-fast.i1-IQ2_S.gguf b/next2-fast.i1-IQ2_S.gguf new file mode 100644 index 0000000..62cfb5c --- /dev/null +++ b/next2-fast.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de07f54e438800b0d02dd547b18221ebe8cf07924e7601bb7d7a450a8eb81b35 +size 1449347616 diff --git a/next2-fast.i1-IQ2_XS.gguf b/next2-fast.i1-IQ2_XS.gguf new file mode 100644 index 0000000..f1a3291 --- /dev/null +++ b/next2-fast.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15ef3efd667c1a4b0aa7ef05243adf61c7643935e359102e762c7573096838d6 +size 1404578336 diff --git a/next2-fast.i1-IQ2_XXS.gguf b/next2-fast.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..0e2bf37 --- /dev/null +++ b/next2-fast.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5558106ada0fa64ad233cd2cea742540a89acfd24394adcf5169e7d13f770a1f +size 1310370336 diff --git a/next2-fast.i1-IQ3_M.gguf b/next2-fast.i1-IQ3_M.gguf new file mode 100644 index 0000000..a342187 --- /dev/null +++ b/next2-fast.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31f9a5d325de8274d79a7a869d1029e43dfa2d6d377d00ec8e6d0b72652a5783 +size 1986805536 diff --git a/next2-fast.i1-IQ3_S.gguf b/next2-fast.i1-IQ3_S.gguf new file mode 100644 index 0000000..5aa2183 --- /dev/null +++ b/next2-fast.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abc6c9135cff1228c4711d6aa80b3e8d3f8d06c964ebe8936050cb8127543474 +size 1937366816 diff --git a/next2-fast.i1-IQ3_XS.gguf b/next2-fast.i1-IQ3_XS.gguf new file mode 100644 index 0000000..b416234 --- /dev/null +++ b/next2-fast.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a566dc63e839b923d8898de5e5e8326fd42c6451023711aa4e48845ddb578858 +size 1863393056 diff --git a/next2-fast.i1-IQ3_XXS.gguf b/next2-fast.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..1fff3c6 --- /dev/null +++ b/next2-fast.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c46851b7363be1ec1320eb3dae81b696732c47c272608d4b0c5dec44cdb549f2 +size 1689455136 diff --git a/next2-fast.i1-IQ4_NL.gguf b/next2-fast.i1-IQ4_NL.gguf new file mode 100644 index 0000000..e1abeba --- /dev/null +++ b/next2-fast.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:91917aed6f624b4ebf375826eafb9c45f956f020f3a57f3b53d151b71171ef62 +size 2363514656 diff --git a/next2-fast.i1-IQ4_XS.gguf b/next2-fast.i1-IQ4_XS.gguf new file mode 100644 index 0000000..f7c38aa --- /dev/null +++ b/next2-fast.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f028a97cafeca7e9ccb8776dac16c5bfbb27e31e184639489e29238e013cc39d +size 2263244576 diff --git a/next2-fast.i1-Q2_K.gguf b/next2-fast.i1-Q2_K.gguf new file mode 100644 index 0000000..4117750 --- /dev/null +++ b/next2-fast.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:613994949b4cf6334adde04eb9970f104212eb1add04d84b706a6a32eb991c4b +size 1729167136 diff --git a/next2-fast.i1-Q2_K_S.gguf b/next2-fast.i1-Q2_K_S.gguf new file mode 100644 index 0000000..5962fd8 --- /dev/null +++ b/next2-fast.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd0f2b29851406a0c8f4c8dc74e7f4bdc04b68af44adb7cddcfac2f28903364c +size 1636065056 diff --git a/next2-fast.i1-Q3_K_L.gguf b/next2-fast.i1-Q3_K_L.gguf new file mode 100644 index 0000000..cce2fbd --- /dev/null +++ b/next2-fast.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:43a26bf7ebe4e9a5bc1c5e147ac07a24972f3d3c1e144a3dc68ba34a65325c22 +size 2236088096 diff --git a/next2-fast.i1-Q3_K_M.gguf b/next2-fast.i1-Q3_K_M.gguf new file mode 100644 index 0000000..30b4ea9 --- /dev/null +++ b/next2-fast.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42fbc61ef80f52e55b117eef33b9aba0ab0af86d94368b2fef1c0465b58c8e21 +size 2098462496 diff --git a/next2-fast.i1-Q3_K_S.gguf b/next2-fast.i1-Q3_K_S.gguf new file mode 100644 index 0000000..0c3c71d --- /dev/null +++ b/next2-fast.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6e1da9f78f9f23c37077b50d7f676faf31a3802861d6bb13fcd6b0c0c13fc729 +size 1937366816 diff --git a/next2-fast.i1-Q4_0.gguf b/next2-fast.i1-Q4_0.gguf new file mode 100644 index 0000000..965ff0f --- /dev/null +++ b/next2-fast.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de221c3aba0e7638fe65170bce059715617c4c366933cc279c6f8bb920f21cef +size 2370068256 diff --git a/next2-fast.i1-Q4_1.gguf b/next2-fast.i1-Q4_1.gguf new file mode 100644 index 0000000..a971f39 --- /dev/null +++ b/next2-fast.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:82f769433edc8f9aebde43e8c1edf196eda9544470f1967a641c9be2cb4778dc +size 2564054816 diff --git a/next2-fast.i1-Q4_K_M.gguf b/next2-fast.i1-Q4_K_M.gguf new file mode 100644 index 0000000..22928a9 --- /dev/null +++ b/next2-fast.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cad30f0d3c37ecc0989f347a73c1c9dda1d343046bb02c48fc08bfb894967acf +size 2489896736 diff --git a/next2-fast.i1-Q4_K_S.gguf b/next2-fast.i1-Q4_K_S.gguf new file mode 100644 index 0000000..4b76d76 --- /dev/null +++ b/next2-fast.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63cde125cc218be0ffa7eb18ad94ccec8229c7e759ec81c9c4b10302aa05120a +size 2377932576 diff --git a/next2-fast.i1-Q5_K_M.gguf b/next2-fast.i1-Q5_K_M.gguf new file mode 100644 index 0000000..b5e9a69 --- /dev/null +++ b/next2-fast.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8c22091974de657d4cbf0f38026a1a3e06756b669d7acd90d076008b2d24cc89 +size 2829700896 diff --git a/next2-fast.i1-Q5_K_S.gguf b/next2-fast.i1-Q5_K_S.gguf new file mode 100644 index 0000000..c324f36 --- /dev/null +++ b/next2-fast.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:84412365dafc6f3bbd7b569cdc35bd3c15b92ccfaf9601e7e28011b99db3692f +size 2764594976 diff --git a/next2-fast.i1-Q6_K.gguf b/next2-fast.i1-Q6_K.gguf new file mode 100644 index 0000000..34ceda9 --- /dev/null +++ b/next2-fast.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6fe924308121716940463bfcb9e69a7c82123f872fc377ff09ac16b993ed4520 +size 3190742816 diff --git a/next2-fast.imatrix.gguf b/next2-fast.imatrix.gguf new file mode 100644 index 0000000..901f389 --- /dev/null +++ b/next2-fast.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba4b7905badb2c1e99775924531aec20148139f8a0d7ed9b6e6c1ceed2cc2c46 +size 3448608