commit cace9d62f5a51e83000f89b0a5d04f1e5b250b9b Author: ModelHub XC Date: Wed Jun 3 12:19:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/aiXapply-4B-SFT-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..d43754a --- /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 +aiXapply-4B-SFT.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +aiXapply-4B-SFT.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..42de1e0 --- /dev/null +++ b/README.md @@ -0,0 +1,82 @@ +--- +base_model: aiXcoder/aiXapply-4B-SFT +datasets: +- aiXcoder/aiXapply_test_data +language: +- code +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- qwen3 +- code +- code-generation +- full-file-apply +- apply-model +- openai-compatible +- ide +--- +## About + + + + + + + + + +static quants of https://huggingface.co/aiXcoder/aiXapply-4B-SFT + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#aiXapply-4B-SFT-GGUF).*** + +weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion. +## 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/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q2_K.gguf) | Q2_K | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q3_K_S.gguf) | Q3_K_S | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q3_K_M.gguf) | Q3_K_M | 2.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q3_K_L.gguf) | Q3_K_L | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.IQ4_XS.gguf) | IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q4_K_S.gguf) | Q4_K_S | 2.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q4_K_M.gguf) | Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q5_K_S.gguf) | Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q5_K_M.gguf) | Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q6_K.gguf) | Q6_K | 3.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.Q8_0.gguf) | Q8_0 | 4.4 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/aiXapply-4B-SFT-GGUF/resolve/main/aiXapply-4B-SFT.f16.gguf) | f16 | 8.2 | 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. + + diff --git a/aiXapply-4B-SFT.IQ4_XS.gguf b/aiXapply-4B-SFT.IQ4_XS.gguf new file mode 100644 index 0000000..5bd3ca9 --- /dev/null +++ b/aiXapply-4B-SFT.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:52306438513f0ee83c3ee4715251688ddb2c66dd4e54dcb1928fea14af5bcbae +size 2286314816 diff --git a/aiXapply-4B-SFT.Q2_K.gguf b/aiXapply-4B-SFT.Q2_K.gguf new file mode 100644 index 0000000..63c30ba --- /dev/null +++ b/aiXapply-4B-SFT.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fe48819edccdde4d91f049cf1dc695481b7437253acf5fee51bdc2d020a96a9b +size 1669498176 diff --git a/aiXapply-4B-SFT.Q3_K_L.gguf b/aiXapply-4B-SFT.Q3_K_L.gguf new file mode 100644 index 0000000..86ba032 --- /dev/null +++ b/aiXapply-4B-SFT.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0e1876db2fa8ce7b7c61e09203cc68edc461e6d95e3ef2cce3596af0a1dfb15 +size 2239784256 diff --git a/aiXapply-4B-SFT.Q3_K_M.gguf b/aiXapply-4B-SFT.Q3_K_M.gguf new file mode 100644 index 0000000..651f7c0 --- /dev/null +++ b/aiXapply-4B-SFT.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8a6e651f06d340ac273eda621662b1df622fa8cf6cab2d04dab566c1a3c6c80a +size 2075616576 diff --git a/aiXapply-4B-SFT.Q3_K_S.gguf b/aiXapply-4B-SFT.Q3_K_S.gguf new file mode 100644 index 0000000..e1e9190 --- /dev/null +++ b/aiXapply-4B-SFT.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:32d30821513886a0119d1e231558806f9258121bfecc036150e6b961c2335d8c +size 1886995776 diff --git a/aiXapply-4B-SFT.Q4_K_M.gguf b/aiXapply-4B-SFT.Q4_K_M.gguf new file mode 100644 index 0000000..fc69ac9 --- /dev/null +++ b/aiXapply-4B-SFT.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5b052f068361e99a3ca93182665f98ca931568cdf83a6246cb519bfd6b543b7d +size 2497279296 diff --git a/aiXapply-4B-SFT.Q4_K_S.gguf b/aiXapply-4B-SFT.Q4_K_S.gguf new file mode 100644 index 0000000..9ffb354 --- /dev/null +++ b/aiXapply-4B-SFT.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6100d37c95ba51cdfc4025c4494aa5d2b7ac56acd02a8963d617434ca1c42e4f +size 2383308096 diff --git a/aiXapply-4B-SFT.Q5_K_M.gguf b/aiXapply-4B-SFT.Q5_K_M.gguf new file mode 100644 index 0000000..ecb2a0c --- /dev/null +++ b/aiXapply-4B-SFT.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6fff6b85547efa997d851f9e3f8cca580cb654b5a4af33cd0da2699432ec28fd +size 2889512256 diff --git a/aiXapply-4B-SFT.Q5_K_S.gguf b/aiXapply-4B-SFT.Q5_K_S.gguf new file mode 100644 index 0000000..1a967cf --- /dev/null +++ b/aiXapply-4B-SFT.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:458591a7eb4a738881d0130fb5870117c787da63000ca87bf2894d5edd9a0e0f +size 2823710016 diff --git a/aiXapply-4B-SFT.Q6_K.gguf b/aiXapply-4B-SFT.Q6_K.gguf new file mode 100644 index 0000000..2ebe6a1 --- /dev/null +++ b/aiXapply-4B-SFT.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3646e3b94bf60372fc0eea54e4f43ebc35be7a0242af05ebd067073341b9707a +size 3306259776 diff --git a/aiXapply-4B-SFT.Q8_0.gguf b/aiXapply-4B-SFT.Q8_0.gguf new file mode 100644 index 0000000..ed77214 --- /dev/null +++ b/aiXapply-4B-SFT.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd49f45beaa08e102d873efc2c51bbf55e511cf9bb65752dae5f292ee9ffe727 +size 4280403776 diff --git a/aiXapply-4B-SFT.f16.gguf b/aiXapply-4B-SFT.f16.gguf new file mode 100644 index 0000000..ef67e2e --- /dev/null +++ b/aiXapply-4B-SFT.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:72adff7682b3bf9d95ded59a12048b3401ea4317c04460f1b2f1ddec01173c54 +size 8051283776