--- base_model: Goekdeniz-Guelmez/TinyJ.O.S.I.E.-3x1.1B-32k-Base language: - en library_name: transformers license: apache-2.0 no_imatrix: Missing importance matrix for tensor blk.0.ffn_gate_exps.weight in a very low-bit quantization quantized_by: mradermacher tags: - moe - frankenmoe - merge - mergekit - lazymergekit - Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base - Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base - Isaak-Carter/TinyJ.O.S.I.E.-1.1B-32k-Base --- ## About static quants of https://huggingface.co./Goekdeniz-Guelmez/TinyJ.O.S.I.E.-3x1.1B-32k-Base ## 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/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q2_K.gguf) | Q2_K | 1.1 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q3_K_S.gguf) | Q3_K_S | 1.3 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q3_K_M.gguf) | Q3_K_M | 1.4 | lower quality | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q3_K_L.gguf) | Q3_K_L | 1.5 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.IQ4_XS.gguf) | IQ4_XS | 1.5 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q4_K_S.gguf) | Q4_K_S | 1.6 | fast, recommended | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q4_K_M.gguf) | Q4_K_M | 1.7 | fast, recommended | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q5_K_S.gguf) | Q5_K_S | 1.9 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q5_K_M.gguf) | Q5_K_M | 2.0 | | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q6_K.gguf) | Q6_K | 2.3 | very good quality | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.Q8_0.gguf) | Q8_0 | 2.9 | fast, best quality | | [GGUF](https://huggingface.co./mradermacher/TinyJ.O.S.I.E.-3x1.1B-32k-Base-GGUF/resolve/main/TinyJ.O.S.I.E.-3x1.1B-32k-Base.f16.gguf) | f16 | 5.3 | 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.