Integrate AMD GPU in CI/CD environment (#26007)

* Add a Dockerfile for PyTorch + ROCm based on official AMD released artifact

* Add a new artifact single-amdgpu testing on main

* Attempt to test the workflow without merging.

* Changed BERT to check if things are triggered

* Meet the dependencies graph on workflow

* Revert BERT changes

* Add check_runners_amdgpu to correctly mount and check availability

* Rename setup to setup_gpu for CUDA and add setup_amdgpu for AMD

* Fix all the needs.setup -> needs.setup_[gpu|amdgpu] dependencies

* Fix setup dependency graph to use check_runner_amdgpu

* Let's do the runner status check only on AMDGPU target

* Update the Dockerfile.amd to put ourselves in / rather than /var/lib

* Restore the whole setup for CUDA too.

* Let's redisable them

* Change BERT to trigger tests

* Restore BERT

* Add torchaudio with rocm 5.6 to AMD Dockerfile (#26050)

fix dockerfile

Co-authored-by: Felix Marty <[email protected]>

* Place AMD GPU tests in a separate workflow (correct branch) (#26105)

AMDGPU CI lives in an other workflow

* Fix invalid job name is dependencies.

* Remove tests multi-amdgpu for now.

* Use single-amdgpu

* Use --net=host for now.

* Remote host networking.

* Removed duplicated check_runners_amdgpu step

* Let's tag machine-types with mi210 for now.

* Machine type should be only mi210

* Remove unnecessary push.branches item

* Apply review suggestions moving from `x-amdgpu` to `x-gpu` introducing `amd-gpu` and `miXXX` labels.

* Remove amdgpu from step names.

* finalize

* delete

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Co-authored-by: fxmarty <[email protected]>
Co-authored-by: Felix Marty <[email protected]>
Co-authored-by: ydshieh <[email protected]>