Create README.md

README.md

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+Strict copy of https://huggingface.co/tiiuae/falcon-40b but quantized with GPTQ (on wikitext-2, 4bits, groupsize=128).
+
+Intended to be used with https://github.com/huggingface/text-generation-inference
+
+```
+model=huggingface/falcon-40b-gptq
+num_shard=2
+volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run
+
+docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:0.8 --model-id $model --num-shard $num_shard --quantize gptq
+```
+
+For full configuration or using in docker (which is recommended)