Update README.md

README.md

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 license: bigscience-bloom-rail-1.0
 ---
 
-This is a custom version of the original [BLOOM weights](https://huggingface.co/bigscience/bloom) to make it fast to use with the [DeepSpeed-Inference](https://www.deepspeed.ai/tutorials/inference-tutorial/) engine which uses Tensor Parallelism. In this repo the tensors are split into 8 shards to target 8 GPUs.
+This is a copy of the original [BLOOM weights](https://huggingface.co/bigscience/bloom) that is more efficient to use with the [DeepSpeed-MII](https://github.com/microsoft/deepspeed-mii) and [DeepSpeed-Inference](https://www.deepspeed.ai/tutorials/inference-tutorial/). In this repo the original tensors are split into 8 shards to target 8 GPUs, this allows the user to run the model with DeepSpeed-inference Tensor Parallelism.
 
-The full BLOOM documentation is [here](https://huggingface.co/bigscience/bloom).
- 
-To use the weights in repo, you can adapt to your needs the scripts found [here](https://github.com/bigscience-workshop/Megatron-DeepSpeed/tree/main/scripts/inference) (XXX: they are going to migrate soon to HF Transformers code base, so will need to update the link once moved).
+For specific details about the BLOOM model itself, please see the [original BLOOM model card](https://huggingface.co/bigscience/bloom).
+
+For examples on using this repo please see the following:
+  * https://github.com/huggingface/transformers-bloom-inference
+  * https://github.com/microsoft/DeepSpeed-MII
+