From 471d7a0f43355e112f4e7949d7aa69f633f0ccc6 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 19 Oct 2026 06:26:17 +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/SpydazWeb_AI_Swahili_Project-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++++ README.md | 68 ++++++++++++++++++++++++ SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q2_K.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q6_K.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.Q8_0.gguf | 3 ++ SpydazWeb_AI_Swahili_Project.f16.gguf | 3 ++ 14 files changed, 151 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q2_K.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q6_K.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.Q8_0.gguf create mode 100644 SpydazWeb_AI_Swahili_Project.f16.gguf diff --git a/.gitattributes b/.gitattributes new file 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filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +SpydazWeb_AI_Swahili_Project.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..67fba95 --- /dev/null +++ b/README.md @@ -0,0 +1,68 @@ +--- +base_model: LeroyDyer/SpydazWeb_AI_Swahili_Project +datasets: +- uonlp/CulturaX +- Rogendo/English-Swahili-Sentence-Pairs +language: +- en +- sw +library_name: transformers +license: mit +quantized_by: mradermacher +--- +## About + + + + + + +static quants of https://huggingface.co/LeroyDyer/SpydazWeb_AI_Swahili_Project + + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-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/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q2_K.gguf) | Q2_K | 2.8 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf) | Q3_K_S | 3.3 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf) | Q3_K_M | 3.6 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf) | Q3_K_L | 3.9 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf) | IQ4_XS | 4.0 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf) | Q4_K_S | 4.2 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf) | Q4_K_M | 4.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf) | Q5_K_S | 5.1 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf) | Q5_K_M | 5.2 | | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q6_K.gguf) | Q6_K | 6.0 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.Q8_0.gguf) | Q8_0 | 7.8 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/SpydazWeb_AI_Swahili_Project-GGUF/resolve/main/SpydazWeb_AI_Swahili_Project.f16.gguf) | f16 | 14.6 | 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. 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/SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf b/SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf new file mode 100644 index 0000000..b3ff88c --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05521c30c29b12ed51ede93896d462bc161e5572f4155284ef11048dfde5c2a1 +size 3944389632 diff --git a/SpydazWeb_AI_Swahili_Project.Q2_K.gguf b/SpydazWeb_AI_Swahili_Project.Q2_K.gguf new file mode 100644 index 0000000..df25875 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d31e2575ed95b84ada4c5c39962603c40a75e816dcb810babb9182ef0d41031b +size 2719243264 diff --git a/SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf b/SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf new file mode 100644 index 0000000..7ff8e90 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:db5ddf844ac7f67a7c56e80e38c66ac7387b962d415bf4bd234bed6e06999728 +size 3822025728 diff --git a/SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf b/SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf new file mode 100644 index 0000000..4d60369 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:acfc94057bf59dcee75096e9d676e13fd02de4a2e71c742bede990ef6993a49c +size 3518987264 diff --git a/SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf b/SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf new file mode 100644 index 0000000..21a4569 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48092e384a2cbaa8b336f66920fecfce6c3f2bdf0dfbfb442be6a018a1e37891 +size 3164568576 diff --git a/SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf b/SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf new file mode 100644 index 0000000..79c5a8c --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d63e4bb3a43a805d179cc2865929a753fddf41e0c73301011d47d3c13cda35dc +size 4368440320 diff --git a/SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf b/SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf new file mode 100644 index 0000000..84f0371 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fbe8ecca6ef2bb6331c468b81e6bdfd565f08a3e7e02d99b6a110740e605c079 +size 4140375040 diff --git a/SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf b/SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf new file mode 100644 index 0000000..1926ba7 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3a705a9fe21ccf9cef167360db430ff284516b5805c92e14078b9e19537e18f0 +size 5131410432 diff --git a/SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf b/SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf new file mode 100644 index 0000000..1d01fc8 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f48c998af4323686101df60086cc38b80252e011b5d342102ee1749277e4d164 +size 4997716992 diff --git a/SpydazWeb_AI_Swahili_Project.Q6_K.gguf b/SpydazWeb_AI_Swahili_Project.Q6_K.gguf new file mode 100644 index 0000000..d8d5082 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c1ba4b03649b62987735eed405907de2217281a8ecb0e0e7595ff1624cf58de4 +size 5942066176 diff --git a/SpydazWeb_AI_Swahili_Project.Q8_0.gguf b/SpydazWeb_AI_Swahili_Project.Q8_0.gguf new file mode 100644 index 0000000..2bfb180 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6c9b32bd520d91f5aef23bd1a91d220ddccda65e47503a21c6dd2fa74aeda03 +size 7695858688 diff --git a/SpydazWeb_AI_Swahili_Project.f16.gguf b/SpydazWeb_AI_Swahili_Project.f16.gguf new file mode 100644 index 0000000..47cc8e9 --- /dev/null +++ b/SpydazWeb_AI_Swahili_Project.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8820023c940e3bde2dd7f1e476542094ab00c1a42e4e58da1dd16badf1b99c85 +size 14484732928