commit a8572345f2ce686fdfa1de009f90cd9390f70d21 Author: ModelHub XC Date: Mon May 4 19:18:46 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/AstraGPTCoder-7B-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..ae3adbe --- /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 +AstraGPTCoder-7B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text +AstraGPTCoder-7B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/AstraGPTCoder-7B.i1-IQ1_M.gguf b/AstraGPTCoder-7B.i1-IQ1_M.gguf new file mode 100644 index 0000000..90f94c3 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68acddc44964ba81fa287c8dac0237225f21c489cceaae998e070274d3acbdd4 +size 2042197472 diff --git a/AstraGPTCoder-7B.i1-IQ1_S.gguf b/AstraGPTCoder-7B.i1-IQ1_S.gguf new file mode 100644 index 0000000..dce0f72 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68f078e0a1a1ef1b612efe6d3cad42cc0ae9da6805dec3b23dcedcabf773d962 +size 1903668704 diff --git a/AstraGPTCoder-7B.i1-IQ2_M.gguf b/AstraGPTCoder-7B.i1-IQ2_M.gguf new file mode 100644 index 0000000..8ab4fe7 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ2_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3cab75b4f1800aea1db78a5c9f17e018ff875318f4a4a06543fec3b4ebcfaea4 +size 2780343776 diff --git a/AstraGPTCoder-7B.i1-IQ2_S.gguf b/AstraGPTCoder-7B.i1-IQ2_S.gguf new file mode 100644 index 0000000..209ed95 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ2_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ed2f76d389703ff59c9ffc205d41c7233ae662e8fec04753e54c07eccf68e56 +size 2595638752 diff --git a/AstraGPTCoder-7B.i1-IQ2_XS.gguf b/AstraGPTCoder-7B.i1-IQ2_XS.gguf new file mode 100644 index 0000000..f4d1a09 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ2_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:665f1d5daf830bd4895d50b6f4752fadd240504bc9716c984c4cbd8a8bbd6323 +size 2469023200 diff --git a/AstraGPTCoder-7B.i1-IQ2_XXS.gguf b/AstraGPTCoder-7B.i1-IQ2_XXS.gguf new file mode 100644 index 0000000..b31430f --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ2_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3f84a7a2cbab0703d1071fa49e5e8e46c49a33e2046d7d6b1c93123b6351d0d2 +size 2273078752 diff --git a/AstraGPTCoder-7B.i1-IQ3_M.gguf b/AstraGPTCoder-7B.i1-IQ3_M.gguf new file mode 100644 index 0000000..b6fa87d --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bd3a9a9e1e74b56a4efd4370cd33b580f7b1f6aa5d7bfc801c9d7930fc0b409f +size 3574013408 diff --git a/AstraGPTCoder-7B.i1-IQ3_S.gguf b/AstraGPTCoder-7B.i1-IQ3_S.gguf new file mode 100644 index 0000000..d4d112c --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dac4f33d8f57a3bb786ca323b01d9b95013df1ce64ba7ffa328da10dc5c28601 +size 3499193824 diff --git a/AstraGPTCoder-7B.i1-IQ3_XS.gguf b/AstraGPTCoder-7B.i1-IQ3_XS.gguf new file mode 100644 index 0000000..cf0d061 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ae681d4a5b72954c1f04da8f8bfb7bda4a1e7815a1b85433170b7df1f3119046 +size 3346257376 diff --git a/AstraGPTCoder-7B.i1-IQ3_XXS.gguf b/AstraGPTCoder-7B.i1-IQ3_XXS.gguf new file mode 100644 index 0000000..f5d9f16 --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ3_XXS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e6eebd666cba1e4ae30d0dfe4f612ec82469cca5b57b8db247c15f4faae7348b +size 3114515936 diff --git a/AstraGPTCoder-7B.i1-IQ4_NL.gguf b/AstraGPTCoder-7B.i1-IQ4_NL.gguf new file mode 100644 index 0000000..b483aae --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ4_NL.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5c0579238fa7f2fefde914f5959a2012c777dc964f7b1759ee71cf4d8b9afae3 +size 4437814752 diff --git a/AstraGPTCoder-7B.i1-IQ4_XS.gguf b/AstraGPTCoder-7B.i1-IQ4_XS.gguf new file mode 100644 index 0000000..949f8bf --- /dev/null +++ b/AstraGPTCoder-7B.i1-IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8b3512755cdd74dca4573155addd04a11f09510b5ea786099dce4f321dc2a7cf +size 4218473952 diff --git a/AstraGPTCoder-7B.i1-Q2_K.gguf b/AstraGPTCoder-7B.i1-Q2_K.gguf new file mode 100644 index 0000000..1239130 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79a7ea9202dc3c1a1d9a4a94a3959640455d2655f0a259d811e24ea81df9d6f4 +size 3015941600 diff --git a/AstraGPTCoder-7B.i1-Q2_K_S.gguf b/AstraGPTCoder-7B.i1-Q2_K_S.gguf new file mode 100644 index 0000000..bc01ab3 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q2_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ba2895839f220a82c7d19de24191f94bcac2aefc573e5007d95e54e90635a0e3 +size 2834075104 diff --git a/AstraGPTCoder-7B.i1-Q3_K_L.gguf b/AstraGPTCoder-7B.i1-Q3_K_L.gguf new file mode 100644 index 0000000..4d965d9 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:14a8eeb4f9d54ab9fca9c36800c66c2a4222e749bcb97092dcb6af873adb2214 +size 4088460768 diff --git a/AstraGPTCoder-7B.i1-Q3_K_M.gguf b/AstraGPTCoder-7B.i1-Q3_K_M.gguf new file mode 100644 index 0000000..df683eb --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0529f8280e081831eb969b6b1eabdb6cd6851a95c51e82094dab5b5792aec436 +size 3808392672 diff --git a/AstraGPTCoder-7B.i1-Q3_K_S.gguf b/AstraGPTCoder-7B.i1-Q3_K_S.gguf new file mode 100644 index 0000000..de1ada6 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:634f3a50cd5fd17530862049f34838ac75767b17e9d99a94d72d5213583c1fe0 +size 3492369888 diff --git a/AstraGPTCoder-7B.i1-Q4_0.gguf b/AstraGPTCoder-7B.i1-Q4_0.gguf new file mode 100644 index 0000000..c1bbd84 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q4_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:34ee33582bde398cb0f77e9a8b42cff31a83829125f0fffcdb6054ed91d1966c +size 4444122592 diff --git a/AstraGPTCoder-7B.i1-Q4_1.gguf b/AstraGPTCoder-7B.i1-Q4_1.gguf new file mode 100644 index 0000000..6a3918f --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q4_1.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7713741e16dbad1d776e3fff5c8892588d47c5f35f411ea4540cf6d14a50aec0 +size 4873285088 diff --git a/AstraGPTCoder-7B.i1-Q4_K_M.gguf b/AstraGPTCoder-7B.i1-Q4_K_M.gguf new file mode 100644 index 0000000..d0eb649 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5689df155a44cb5a58aaa2edf20d0b694ad3dfde95d3b006215fc851095cb465 +size 4683075040 diff --git a/AstraGPTCoder-7B.i1-Q4_K_S.gguf b/AstraGPTCoder-7B.i1-Q4_K_S.gguf new file mode 100644 index 0000000..1674373 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:01edceb7a6c479b4f54fa93ea6deb712e049f17c59e8ae15281532b1f13322f0 +size 4457770464 diff --git a/AstraGPTCoder-7B.i1-Q5_K_M.gguf b/AstraGPTCoder-7B.i1-Q5_K_M.gguf new file mode 100644 index 0000000..4d029c2 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42319e3427292d8672c49e183f1f4e71f2446edda9d3fe87b89e783a24ee47dc +size 5444832736 diff --git a/AstraGPTCoder-7B.i1-Q5_K_S.gguf b/AstraGPTCoder-7B.i1-Q5_K_S.gguf new file mode 100644 index 0000000..5f904e1 --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2bf945fcfc9e1a8150e6824877c06ddb3e4d2befe302765624e8a97bd5c476e5 +size 5315177952 diff --git a/AstraGPTCoder-7B.i1-Q6_K.gguf b/AstraGPTCoder-7B.i1-Q6_K.gguf new file mode 100644 index 0000000..81d5f5a --- /dev/null +++ b/AstraGPTCoder-7B.i1-Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3b2b58e3fb597468b66750a4a64ada589257fecdb3964a41519205fe36d35bdc +size 6254200288 diff --git a/AstraGPTCoder-7B.imatrix.gguf b/AstraGPTCoder-7B.imatrix.gguf new file mode 100644 index 0000000..bfc9947 --- /dev/null +++ b/AstraGPTCoder-7B.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e12aeaeae3a98a9f39305be33d5cbc8415c72b356bae02ba52352fe623a50558 +size 4560352 diff --git a/README.md b/README.md new file mode 100644 index 0000000..da6ebb6 --- /dev/null +++ b/README.md @@ -0,0 +1,101 @@ +--- +base_model: adityawakharkar/AstraGPTCoder-7B +language: +- en +library_name: transformers +license: apache-2.0 +model_creator: Tantra AI Labs +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- from-scratch +- custom-architecture +- custom-tokenizer +- reasoning +- chain-of-thought +- think-tags +- coding +- fine-tuned +- lora +- peft +- unsloth +- astragpt +- tantra-ai-labs +- rtx-4090 +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/adityawakharkar/AstraGPTCoder-7B + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#AstraGPTCoder-7B-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/AstraGPTCoder-7B-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/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.0 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.1 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ2_M.gguf) | i1-IQ2_M | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.9 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q2_K.gguf) | i1-Q2_K | 3.1 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.4 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.9 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.3 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q4_0.gguf) | i1-Q4_0 | 4.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | | +| [GGUF](https://huggingface.co/mradermacher/AstraGPTCoder-7B-i1-GGUF/resolve/main/AstraGPTCoder-7B.i1-Q6_K.gguf) | i1-Q6_K | 6.4 | 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. + +