[GPU]Update README.md with wheel/docker for CUDA12.0 and deprecate CUDA11.7 (#5443)

* [GPU]Update README.md with wheel and docker support CUDA12.0 and deprecate CUDA 11.7

* Update README.md with docker support CUDA 12.0 and python 3.8

* Update README.md

* Update README.md

Author: ManfeiBai

README.md

@@ -166,8 +166,7 @@ wheels for `torch`, `torchvision`, and `torch_xla` at
 | 2.0 + CUDA 11.8 | `https://storage.googleapis.com/tpu-pytorch/wheels/cuda/118/torch_xla-2.0-cp38-cp38-linux_x86_64.whl` |
 | 2.0 + CUDA 11.7 | `https://storage.googleapis.com/tpu-pytorch/wheels/cuda/117/torch_xla-2.0-cp38-cp38-linux_x86_64.whl` |
 | 1.13 | `https://storage.googleapis.com/tpu-pytorch/wheels/cuda/112/torch_xla-1.13-cp38-cp38-linux_x86_64.whl` |
-| nightly + CUDA 11.7 <= 2023/04/25| `https://storage.googleapis.com/tpu-pytorch/wheels/cuda/117/torch_xla-nightly-cp38-cp38-linux_x86_64.whl` |
-| nightly + CUDA 11.7 >= 2023/04/25| `https://storage.googleapis.com/pytorch-xla-releases/wheels/cuda/11.7/torch_xla-nightly-cp38-cp38-linux_x86_64.whl` |
+| nightly + CUDA 12.0 >= 2023/06/27| `https://storage.googleapis.com/pytorch-xla-releases/wheels/cuda/12.0/torch_xla-nightly-cp38-cp38-linux_x86_64.whl` |
 | nightly + CUDA 11.8 <= 2023/04/25| `https://storage.googleapis.com/tpu-pytorch/wheels/cuda/118/torch_xla-nightly-cp38-cp38-linux_x86_64.whl` |
 | nightly + CUDA 11.8 >= 2023/04/25| `https://storage.googleapis.com/pytorch-xla-releases/wheels/cuda/11.8/torch_xla-nightly-cp38-cp38-linux_x86_64.whl` |
 
@@ -215,6 +214,13 @@ nightly at date(< 2023/04/25) | `gcr.io/tpu-pytorch/xla:nightly_3.8_tpuvm_YYYYMM
 
 <br/>
 
+| Version | GPU CUDA 12.0 + Python 3.8 Docker |
+| --- | ----------- |
+| nightly | `us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/xla:nightly_3.8_cuda_12.0` |
+| nightly at date(>=2023/06/27) | `us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/xla:nightly_3.8_cuda_12.0_YYYYMMDD` |
+
+<br/>
+
 | Version | GPU CUDA 11.8 + Python 3.8 Docker |
 | --- | ----------- |
 | 2.0 | `gcr.io/tpu-pytorch/xla:r2.0_3.8_cuda_11.8` |
@@ -227,9 +233,6 @@ nightly at date(< 2023/04/25) | `gcr.io/tpu-pytorch/xla:nightly_3.8_tpuvm_YYYYMM
 | Version | GPU CUDA 11.7 + Python 3.8 Docker |
 | --- | ----------- |
 | 2.0 | `gcr.io/tpu-pytorch/xla:r2.0_3.8_cuda_11.7` |
-| nightly | `us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/xla:nightly_3.8_cuda_11.7` |
-| nightly at date(>=2023/04/25) | `us-central1-docker.pkg.dev/tpu-pytorch-releases/docker/xla:nightly_3.8_cuda_11.7_YYYYMMDD` |
-| nightly at date(<2023/04/25) | `gcr.io/tpu-pytorch/xla:nightly_3.8_cuda_11.7_YYYYMMDD` |
 
 <br/>