Update README.md

README.md

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+base_model: HuggingFaceH4/zephyr-orpo-141b-A35b-v0.1
 license: apache-2.0
 ---
+
+# Importance-Matrix quantizations of HuggingFaceH4/zephyr-orpo-141b-A35b-v0.1 first mixtral8x22b finetune 💫
+
+the imatrix.dat file was calcuated over 1000 chunks with wikitext.train.raw( included )
+
+Wrote a bit of custom c++ to avoid quantizing certain layers, tested fully compatible with llama.cpp as of 10April2024.
+
+To put it all asa single file ( this is not needed with llama.cpp as it will autodetect the chunks but can help troubleshooting ollama)
+
+```
+cat orpo4ns-0000* > orpo4ns.gguf
+
+```
+careful this can take 5 minutes or up to 10-15 on slow instances, check progress with ls -la
+
+# Run with llama.cpp 
+
+```
+git clone https://github.com/ggerganov/llama.cpp && cd llama.cpp/ && make -j
+
+./main -m ~/orpo4ns-00001-of-00005.gguf -n 256 -t 64 --temp 0.2 --color -p "How to build a city on mars via aldrin cycler orbits?"
+
+```
+# Perplexity benchmarks
+
+Command I used to run these on 48 core CPU only machine, you can add -ngl 16 to offload 16 layers or more to gpu on your own.
+
+```./perplexity -m ~/orpo4ns.gguf -f wiki.test.raw --chunks 12 -t 48 ```