[docs/7.0-alpha-2] Add pointers to latest documentation (#5383)

* Update preview versions list

rm extra file

* add pointers to latest docs

.wordlist.txt

@@ -1,3 +1,9 @@
+IPC
+SPIR
+VFS
+builtins
+crosslane
+frontend
 Datacenter
 GST
 IET

docs/preview/benchmark-docker/index.rst

@@ -6,6 +6,15 @@
 Docker images for AI training and inference
 *******************************************
 
+.. note::
+
+   For the latest iteration of AI training and inference performance for ROCm
+   7.0, see `Infinity Hub
+   <https://www.amd.com/en/developer/resources/infinity-hub.html#q=ROCm%207>`__
+   and the `ROCm 7.0 AI training and inference performance
+   <https://rocm.docs.amd.com/en/docs-7.0-docker/benchmark-docker/index.html>`__
+   documentation.
+
 This page accompanies preview Docker images designed to validate and reproduce
 training performance on AMD Instinct™ MI355X and MI350X accelerators. The images provide access to
 Alpha versions of the ROCm 7.0 software stack and are targeted at early-access users evaluating

docs/preview/benchmark-docker/pre-training-megatron-lm-llama-3-8b.rst

@@ -2,6 +2,15 @@
 Benchmarking Llama 3 8B pre-training with Megatron-LM
 *****************************************************
 
+.. note::
+
+   For the latest iteration of AI training and inference performance for ROCm
+   7.0, see `Infinity Hub
+   <https://www.amd.com/en/developer/resources/infinity-hub.html#q=ROCm%207>`__
+   and the `ROCm 7.0 AI training and inference performance
+   <https://rocm.docs.amd.com/en/docs-7.0-docker/benchmark-docker/index.html>`__
+   documentation.
+
 This section details how to benchmark Llama 3 8B pre-training using the
 Megatron-LM framework. It includes configurations for both ``FP8`` and
 ``BF16`` precision to measure throughput.

docs/preview/benchmark-docker/pre-training-torchtitan-llama-3-70b.rst

@@ -2,6 +2,15 @@
 Benchmarking Llama 3 70B pre-training with torchtitan
 *****************************************************
 
+.. note::
+
+   For the latest iteration of AI training and inference performance for ROCm
+   7.0, see `Infinity Hub
+   <https://www.amd.com/en/developer/resources/infinity-hub.html#q=ROCm%207>`__
+   and the `ROCm 7.0 AI training and inference performance
+   <https://rocm.docs.amd.com/en/docs-7.0-docker/benchmark-docker/index.html>`__
+   documentation.
+
 This guide provides instructions for benchmarking the pre-training throughput
 of the Llama 3 70B model using torchtitan. By following these steps, you will
 use a pre-configured Docker container, download the necessary Llama 3 assets,

docs/preview/benchmark-docker/training.rst

@@ -2,6 +2,15 @@
 Benchmark model training
 ************************
 
+.. note::
+
+   For the latest iteration of AI training and inference performance for ROCm
+   7.0, see `Infinity Hub
+   <https://www.amd.com/en/developer/resources/infinity-hub.html#q=ROCm%207>`__
+   and the `ROCm 7.0 AI training and inference performance
+   <https://rocm.docs.amd.com/en/docs-7.0-docker/benchmark-docker/index.html>`__
+   documentation.
+
 The process of training models is computationally intensive, requiring
 specialized hardware like GPUs to accelerate computations and reduce training
 time. Training models on AMD GPUs involves leveraging the parallel processing

docs/preview/index.md

@@ -17,8 +17,8 @@ features under development for testing so users can provide feedback.
 It is not recommended for production use.
 
 ```{note}
-For the latest stable release for production use, see the [ROCm 6.4.2 documentation](https://rocm.docs.amd.com/en/latest/).
-For the previous ROCm 7.0 Alpha preview, see [ROCm 7.0 Alpha documentation](https://rocm.docs.amd.com/en/docs-7.0-alpha/preview/index.html).
+For the latest stable release for use in production, see the [ROCm documentation](https://rocm.docs.amd.com/en/latest/).
+For a complete list of ROCm 7.0 preview releases, see the [ROCm 7.0 preview release history](versions.md).
 ```
 
 The documentation includes:

docs/preview/release.rst

@@ -11,8 +11,7 @@ expect issues and limitations that will be addressed in upcoming previews.
 .. important::
 
    The Alpha 2 release is not intended for performance evaluation.
-   For the latest stable release with production-level functionality,
-   see `ROCm 6.4.2 documentation <https://rocm.docs.amd.com/en/latest/>`_.
+   For the latest stable release for use in production, see the [ROCm documentation](https://rocm.docs.amd.com/en/latest/).
 
 This page provides a high-level summary of key changes added to the Alpha 2
 release since `the previous Alpha

docs/preview/versions.md

@@ -1,14 +0,0 @@
-:orphan:
-
-<head>
-  <meta charset="UTF-8">
-  <meta name="description" content="ROCm preview release history">
-  <meta name="keywords" content="documentation, release history, ROCm, AMD, alpha, beta">
-</head>
-
-# ROCm 7.0 preview release history
-
-| Preview version | Release date |
-| --------------- | ------------ |
-| [Alpha 2](https://rocm.docs.amd.com/en/docs-7.0-alpha-2/preview/index.html) | July 10, 2025 |
-| [Alpha](https://rocm.docs.amd.com/en/docs-7.0-alpha/preview/index.html) | June 26, 2025 |

docs/preview/versions.rst

@@ -0,0 +1,27 @@
+:orphan:
+
+********************************
+ROCm 7.0 preview release history
+********************************
+
+.. list-table::
+   :header-rows: 1
+
+   * - Preview version
+     - Release date
+
+   * - `RC1 <https://rocm.docs.amd.com/en/docs-7.0-rc1/preview/index.html>`__
+     - August 7, 2025
+
+   * - `Beta <https://rocm.docs.amd.com/en/docs-7.0-beta/preview/index.html>`__
+     - July 24, 2025
+
+   * - `Alpha 2 <https://rocm.docs.amd.com/en/docs-7.0-alpha-2/preview/index.html>`__
+     - July 10, 2025
+
+   * - `Alpha <https://rocm.docs.amd.com/en/docs-7.0-alpha/preview/index.html>`__
+     - June 26, 2025
+
+.. seealso::
+
+   For stable ROCm releases, see `ROCm release history <https://rocm.docs.amd.com/en/latest/release/versions.html>`__.