Fix broken links under rocm-for-ai/ (#5564)

docs/how-to/rocm-for-ai/system-setup/system-health-check.rst

@@ -92,7 +92,7 @@ GPUs, which can impact end-to-end latency.
 .. _healthcheck-install-transferbench:
 
 1. To get started, use the instructions in the `TransferBench documentation
-   <https://rocm.docs.amd.com/projects/TransferBench/en/latest/install/install.html#install-transferbench>`_
+   <https://rocm.docs.amd.com/projects/TransferBench/en/latest/install/install.html#install-transferbench>`__
    or use the following commands:
 
    .. code:: shell
@@ -102,5 +102,5 @@ GPUs, which can impact end-to-end latency.
       CC=hipcc make
 
 2. Run the suggested TransferBench tests -- see `TransferBench benchmarking
-   <https://instinct.docs.amd.com/projects/system-acceptance/en/latest/mi300x/performance-bench.html#transferbench-benchmarking-results>`_
+   <https://instinct.docs.amd.com/projects/system-acceptance/en/latest/common/system-validation.html#transferbench>`__
    in the Instinct performance benchmarking documentation for instructions.

docs/how-to/rocm-for-ai/training/benchmark-docker/megatron-lm.rst

@@ -14,7 +14,7 @@ Training a model with Megatron-LM on ROCm
    <https://hub.docker.com/r/rocm/megatron-lm/>`__ Docker Hub registry will be
    deprecated soon in favor of `rocm/primus <https://hub.docker.com/r/rocm/primus>`__.
    The ``rocm/primus`` Docker containers will cover PyTorch training ecosystem frameworks,
-   including Megatron-LM, `torchtitan, and torchtune <primus-pytorch>`__.
+   including Megatron-LM and :doc:`torchtitan <primus-pytorch>`.
 
    Primus with Megatron is designed to replace this ROCm Megatron-LM training workflow.
    To learn how to migrate workloads from Megatron-LM to Primus with Megatron,

docs/how-to/rocm-for-ai/training/benchmark-docker/primus-megatron.rst

@@ -18,7 +18,7 @@ model training. Performance acceleration is powered by `Primus Turbo
    <https://hub.docker.com/r/rocm/megatron-lm/>`__ Docker Hub registry will be
    deprecated soon in favor of `rocm/primus <https://hub.docker.com/r/rocm/primus>`__.
    The ``rocm/primus`` Docker containers will cover PyTorch training ecosystem frameworks,
-   including Megatron-LM, `torchtitan, and torchtune <primus-pytorch>`__.
+   including Megatron-LM and :doc:`torchtitan <primus-pytorch>`.
 
    Primus with Megatron is designed to replace the :doc:`ROCm Megatron-LM
    training <megatron-lm>` workflow. To learn how to migrate workloads from
@@ -183,7 +183,7 @@ Configuration
 =============
 
 Primus defines a training configuration in YAML for each model in
-`examples/megatron/configs <https://github.com/AMD-AGI/rss/tree/e16b27bf6c1b2798f38848fc574fee60d9a9b902/examples/megatron/configs>`__.
+`examples/megatron/configs <https://github.com/AMD-AGI/Primus/tree/e16b27bf6c1b2798f38848fc574fee60d9a9b902/examples/megatron/configs>`__.
 
 .. datatemplate:yaml:: /data/how-to/rocm-for-ai/training/primus-megatron-benchmark-models.yaml
 

docs/how-to/rocm-for-ai/training/benchmark-docker/primus-pytorch.rst

@@ -17,7 +17,7 @@ Primus now supports the PyTorch torchtitan backend.
    <https://hub.docker.com/r/rocm/pytorch-training/>`__ Docker Hub registry will be
    deprecated soon in favor of `rocm/primus <https://hub.docker.com/r/rocm/primus>`__.
    The ``rocm/primus`` Docker containers will cover PyTorch training ecosystem frameworks,
-   including `Megatron-LM <primus-megatron>`__, torchtitan, and torchtune.
+   including torchtitan and :doc:`Megatron-LM <primus-megatron>`.
 
    Primus with the PyTorch torchtitan backend is designed to replace the
    :doc:`ROCm PyTorch training <pytorch-training>` workflow. See

docs/how-to/rocm-for-ai/training/benchmark-docker/pytorch-training.rst

@@ -14,7 +14,7 @@ Training a model with PyTorch on ROCm
    <https://hub.docker.com/r/rocm/pytorch-training/>`__ Docker Hub registry will be
    deprecated soon in favor of `rocm/primus <https://hub.docker.com/r/rocm/primus>`__.
    The ``rocm/primus`` Docker containers will cover PyTorch training ecosystem frameworks,
-   including `Megatron-LM <primus-megatron>`__, torchtitan, and torchtune.
+   including torchtitan and :doc:`Megatron-LM <primus-megatron>`.
 
    See :doc:`primus-pytorch` for details.
 

docs/how-to/rocm-for-ai/training/scale-model-training.rst

@@ -46,7 +46,7 @@ In DDP training, each process or worker owns a replica of the model and processe
 
 See the following developer blogs for more in-depth explanations and examples.
 
-*  `Multi GPU training with DDP — PyTorch Tutorials <https://pytorch.org/tutorials/beginner/ddp_Series_multigpu.html>`_
+*  `Multi GPU training with DDP — PyTorch Tutorials <https://docs.pytorch.org/tutorials/beginner/ddp_series_multigpu.html>`__
 
 *  `Building a decoder transformer model on AMD GPUs — ROCm Blogs
    <https://rocm.blogs.amd.com/artificial-intelligence/decoder-transformer/README.html#distributed-training-on-multiple-gpus>`_