From fed318957ff60a8e9389b12c0525131e2e805a3a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 8 Jul 2026 12:31:06 +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/Callisto-OCR3-2B-Instruct-i1-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++ Callisto-OCR3-2B-Instruct.i1-IQ2_XS.gguf | 3 + Callisto-OCR3-2B-Instruct.i1-IQ3_XS.gguf | 3 + Callisto-OCR3-2B-Instruct.i1-IQ4_XS.gguf | 3 + Callisto-OCR3-2B-Instruct.i1-Q4_K_M.gguf | 3 + Callisto-OCR3-2B-Instruct.i1-Q5_K_M.gguf | 3 + Callisto-OCR3-2B-Instruct.i1-Q6_K.gguf | 3 + README.md | 83 ++++++++++++++++++++++++ 8 files changed, 148 insertions(+) create mode 100644 .gitattributes create mode 100644 Callisto-OCR3-2B-Instruct.i1-IQ2_XS.gguf create mode 100644 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linxy/LaTeX_OCR +- prithivMLmods/Img2Text-Plaintext-Retrieval +- prithivMLmods/Img2Text-Algorithm-Retrieval +- unsloth/LaTeX_OCR +- mychen76/invoices-and-receipts_ocr_v1 +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- OCR +- KIE +- Key Information Extraction +- Messy Handwriting Recognition +- text-generation-inference +- VLM +- Callisto +- OCR#3 +- RAG +- 2B +--- +## About + + + + + + +weighted/imatrix quants of https://huggingface.co/prithivMLmods/Callisto-OCR3-2B-Instruct + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Callisto-OCR3-2B-Instruct-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Callisto-OCR3-2B-Instruct-GGUF + +**This is a vision model - mmproj files (if any) will be under files** +## 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://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.7 | | +| [GGUF](https://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.8 | | +| [GGUF](https://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.0 | | +| [GGUF](https://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-Q4_K_M.gguf) | i1-Q4_K_M | 1.1 | fast, recommended | +| [GGUF](https://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-Q5_K_M.gguf) | i1-Q5_K_M | 1.2 | | +| [GGUF](https://www.modelscope.cn/models/mradermacher/Callisto-OCR3-2B-Instruct-i1-GGUF/resolve/master/Callisto-OCR3-2B-Instruct.i1-Q6_K.gguf) | i1-Q6_K | 1.4 | 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. + + +