--- base_model: 152334H/miqu-1-70b-sf language: - en library_name: transformers license: other quantized_by: mradermacher tags: - merge - moe --- ## About weighted/imatrix quants of https://huggingface.co/lodrick-the-lafted/Grafted-Wind-Elementals-2x70B imatrix training data reduced to 130k tokens because llama otherwise corrupts the imatrix. static quants are available at https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-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/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-IQ2_M.gguf) | i1-IQ2_M | 42.0 | | | [GGUF](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q2_K.gguf) | i1-Q2_K | 46.3 | IQ3_XXS probably better | | [GGUF](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 48.6 | lower quality | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-IQ3_XS.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-IQ3_XS.gguf.part2of2) | i1-IQ3_XS | 51.3 | | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_S.gguf.part2of2) | i1-Q3_K_S | 54.6 | IQ3_XS probably better | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_M.gguf.part2of2) | i1-Q3_K_M | 60.6 | IQ3_S probably better | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_L.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q3_K_L.gguf.part2of2) | i1-Q3_K_L | 65.6 | IQ3_M probably better | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q4_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q4_K_S.gguf.part2of2) | i1-Q4_K_S | 71.7 | optimal size/speed/quality | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q4_K_M.gguf.part2of2) | i1-Q4_K_M | 76.0 | fast, recommended | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q5_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q5_K_S.gguf.part2of2) | i1-Q5_K_S | 86.6 | | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q5_K_M.gguf.part2of2) | i1-Q5_K_M | 89.2 | | | [PART 1](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q6_K.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q6_K.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/Grafted-Wind-Elementals-2x70B-i1-GGUF/resolve/main/Grafted-Wind-Elementals-2x70B.i1-Q6_K.gguf.part3of3) | i1-Q6_K | 103.2 | 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 ## 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.