From e4926c3b69a00fe93f92b430934677dabd9c4195 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 2 Aug 2026 04:25:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mradermacher/ReflectionCoder-DS-6.7B-GGUF Source: Original Platform --- .gitattributes | 50 +++++++++++++++++++++ README.md | 70 +++++++++++++++++++++++++++++ ReflectionCoder-DS-6.7B.IQ3_M.gguf | 3 ++ ReflectionCoder-DS-6.7B.IQ3_S.gguf | 3 ++ ReflectionCoder-DS-6.7B.IQ3_XS.gguf | 3 ++ ReflectionCoder-DS-6.7B.IQ4_XS.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q2_K.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q3_K_L.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q3_K_M.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q3_K_S.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q4_K_M.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q4_K_S.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q5_K_M.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q5_K_S.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q6_K.gguf | 3 ++ ReflectionCoder-DS-6.7B.Q8_0.gguf | 3 ++ ReflectionCoder-DS-6.7B.f16.gguf | 3 ++ 17 files changed, 165 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 ReflectionCoder-DS-6.7B.IQ3_M.gguf create mode 100644 ReflectionCoder-DS-6.7B.IQ3_S.gguf create mode 100644 ReflectionCoder-DS-6.7B.IQ3_XS.gguf create mode 100644 ReflectionCoder-DS-6.7B.IQ4_XS.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q2_K.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q3_K_L.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q3_K_M.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q3_K_S.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q4_K_M.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q4_K_S.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q5_K_M.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q5_K_S.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q6_K.gguf create mode 100644 ReflectionCoder-DS-6.7B.Q8_0.gguf create mode 100644 ReflectionCoder-DS-6.7B.f16.gguf diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..8c1e24e --- /dev/null +++ b/.gitattributes @@ -0,0 +1,50 @@ +*.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 +ReflectionCoder-DS-6.7B.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.f16.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text +ReflectionCoder-DS-6.7B.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..8cc76c4 --- /dev/null +++ b/README.md @@ -0,0 +1,70 @@ +--- +base_model: SenseLLM/ReflectionCoder-DS-6.7B +datasets: +- SenseLLM/ReflectionSeq-GPT +- SenseLLM/ReflectionSeq-DS +language: +- en +library_name: transformers +license: apache-2.0 +quantized_by: mradermacher +--- +## About + + + + + + +static quants of https://huggingface.co/SenseLLM/ReflectionCoder-DS-6.7B + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-i1-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/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q2_K.gguf) | Q2_K | 2.6 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.IQ3_XS.gguf) | IQ3_XS | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.IQ3_S.gguf) | IQ3_S | 3.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q3_K_S.gguf) | Q3_K_S | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.IQ3_M.gguf) | IQ3_M | 3.2 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q3_K_M.gguf) | Q3_K_M | 3.4 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q3_K_L.gguf) | Q3_K_L | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.IQ4_XS.gguf) | IQ4_XS | 3.7 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q4_K_S.gguf) | Q4_K_S | 4.0 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q4_K_M.gguf) | Q4_K_M | 4.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q5_K_S.gguf) | Q5_K_S | 4.8 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q5_K_M.gguf) | Q5_K_M | 4.9 | | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q6_K.gguf) | Q6_K | 5.6 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.Q8_0.gguf) | Q8_0 | 7.3 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/ReflectionCoder-DS-6.7B-GGUF/resolve/main/ReflectionCoder-DS-6.7B.f16.gguf) | f16 | 13.6 | 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/ReflectionCoder-DS-6.7B.IQ3_M.gguf b/ReflectionCoder-DS-6.7B.IQ3_M.gguf new file mode 100644 index 0000000..6cdabe4 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.IQ3_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:495348b7600218efd539bbf9f3f7db7a9646be782a1e311d874779e5778600c0 +size 3115440640 diff --git a/ReflectionCoder-DS-6.7B.IQ3_S.gguf b/ReflectionCoder-DS-6.7B.IQ3_S.gguf new file mode 100644 index 0000000..4c46719 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.IQ3_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cff6cdf71e8c81d94cd3f395f514d277ca32c1546f641de419c33a60a1c9a223 +size 2948880896 diff --git a/ReflectionCoder-DS-6.7B.IQ3_XS.gguf b/ReflectionCoder-DS-6.7B.IQ3_XS.gguf new file mode 100644 index 0000000..aa9ea2a --- /dev/null +++ b/ReflectionCoder-DS-6.7B.IQ3_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dff3e20375c0ca2550cdeaea2e4d9ab2c93537b4e3db0fb8f8b7ef3d5e38a3a9 +size 2797099520 diff --git a/ReflectionCoder-DS-6.7B.IQ4_XS.gguf b/ReflectionCoder-DS-6.7B.IQ4_XS.gguf new file mode 100644 index 0000000..6367ed8 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2fe39435d3fbd42691611aef8f416f717fb1a7301bfca235aa1d234fcf9ba8b +size 3648104736 diff --git a/ReflectionCoder-DS-6.7B.Q2_K.gguf b/ReflectionCoder-DS-6.7B.Q2_K.gguf new file mode 100644 index 0000000..d21f994 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8b6075eaf48c5dadfd1aedb732792941ecead20c9de851226c7b6597515df33 +size 2533427936 diff --git a/ReflectionCoder-DS-6.7B.Q3_K_L.gguf b/ReflectionCoder-DS-6.7B.Q3_K_L.gguf new file mode 100644 index 0000000..dffe4d8 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33342f60ecbf1ea8dc67d457a9f24f43811fe71bfc46b342f61e133048aa1758 +size 3597687296 diff --git a/ReflectionCoder-DS-6.7B.Q3_K_M.gguf b/ReflectionCoder-DS-6.7B.Q3_K_M.gguf new file mode 100644 index 0000000..8bcc67a --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f3be1b84773029bf3c1153c83eddc140f3b64afc43674ea997acd8fa9f1544f1 +size 3298580992 diff --git a/ReflectionCoder-DS-6.7B.Q3_K_S.gguf b/ReflectionCoder-DS-6.7B.Q3_K_S.gguf new file mode 100644 index 0000000..0b981ac --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8566dfba7578b5d027e29bdb932adeacc2a90defa7c09ef115b758fbe0aa07d1 +size 2948880896 diff --git a/ReflectionCoder-DS-6.7B.Q4_K_M.gguf b/ReflectionCoder-DS-6.7B.Q4_K_M.gguf new file mode 100644 index 0000000..b76f997 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ff3092c96b5539a98a47a4d281f2aa82bcacddf1cb9c43d7010928984737365f +size 4081596320 diff --git a/ReflectionCoder-DS-6.7B.Q4_K_S.gguf b/ReflectionCoder-DS-6.7B.Q4_K_S.gguf new file mode 100644 index 0000000..840d0aa --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05c46375e0104268b2be29e899a072cc0c410ad9369c87812930e322887ec21b +size 3857332128 diff --git a/ReflectionCoder-DS-6.7B.Q5_K_M.gguf b/ReflectionCoder-DS-6.7B.Q5_K_M.gguf new file mode 100644 index 0000000..b033c61 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:810dd4bd8db1df37a7c8e810d995eee829f6410a3becd1cd44b03c6610e03e6d +size 4783763872 diff --git a/ReflectionCoder-DS-6.7B.Q5_K_S.gguf b/ReflectionCoder-DS-6.7B.Q5_K_S.gguf new file mode 100644 index 0000000..f3763e3 --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4491ac49277f4512595557a4de6890841e45df55410ec7c4883e30a9e96e1542 +size 4652298656 diff --git a/ReflectionCoder-DS-6.7B.Q6_K.gguf b/ReflectionCoder-DS-6.7B.Q6_K.gguf new file mode 100644 index 0000000..672522c --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1eef911c9f7224e7d5a4eb2ad3b1f4b7f36562c78835211139fd2112d6184f9d +size 5529816896 diff --git a/ReflectionCoder-DS-6.7B.Q8_0.gguf b/ReflectionCoder-DS-6.7B.Q8_0.gguf new file mode 100644 index 0000000..eb038fa --- /dev/null +++ b/ReflectionCoder-DS-6.7B.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e23abde218beef597172080982a1aae27cdf6a5a2cca44ead830fb7e221266c +size 7161769984 diff --git a/ReflectionCoder-DS-6.7B.f16.gguf b/ReflectionCoder-DS-6.7B.f16.gguf new file mode 100644 index 0000000..bd79a9b --- /dev/null +++ b/ReflectionCoder-DS-6.7B.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7dafba1f53aca08647a8e2b00d99814d400a5f6a5bca1a36ad5401e9b7bec618 +size 13479007744