Sync develop branch

docs/sphinx/_toc.yml.in

@@ -22,6 +22,8 @@ subtrees:
     title: ROCm on Linux
   - url: https://rocm.docs.amd.com/projects/install-on-windows/en/${branch}/
     title: HIP SDK on Windows
+  - file: how-to/deep-learning-rocm.md
+    title: Deep learning frameworks
 
 - caption: Compatibility
   entries:
@@ -47,8 +49,40 @@ subtrees:
 
 - caption: How to
   entries:
+  - file: how-to/rocm-for-ai/index.rst
+    title: Using ROCm for AI
+    subtrees:
+    - entries:
+      - file: how-to/rocm-for-ai/install.rst
+        title: Installation
+      - file: how-to/rocm-for-ai/train-a-model.rst
+      - file: how-to/rocm-for-ai/hugging-face-models.rst
+      - file: how-to/rocm-for-ai/deploy-your-model.rst
+  - file: how-to/rocm-for-hpc/index.rst
+    title: Using ROCm for HPC
+  - file: how-to/llm-fine-tuning-optimization/index.rst
+    title: Fine-tuning LLMs and inference optimization
+    subtrees:
+    - entries:
+      - file: how-to/llm-fine-tuning-optimization/overview.rst
+        title: Conceptual overview
+      - file: how-to/llm-fine-tuning-optimization/fine-tuning-and-inference.rst
+        subtrees:
+        - entries:
+          - file: how-to/llm-fine-tuning-optimization/single-gpu-fine-tuning-and-inference.rst
+            title: Using a single accelerator
+          - file: how-to/llm-fine-tuning-optimization/multi-gpu-fine-tuning-and-inference.rst
+            title: Using multiple accelerators
+      - file: how-to/llm-fine-tuning-optimization/model-quantization.rst
+      - file: how-to/llm-fine-tuning-optimization/model-acceleration-libraries.rst
+      - file: how-to/llm-fine-tuning-optimization/llm-inference-frameworks.rst
+      - file: how-to/llm-fine-tuning-optimization/optimizing-with-composable-kernel.md
+        title: Optimizing with Composable Kernel
+      - file: how-to/llm-fine-tuning-optimization/optimizing-triton-kernel.rst
+        title: Optimizing Triton kernels
+      - file: how-to/llm-fine-tuning-optimization/profiling-and-debugging.rst
   - file: how-to/tuning-guides.md
-    title: Tuning guides
+    title: System optimization
     subtrees:
     - entries:
       - file: how-to/tuning-guides/mi100.md
@@ -57,8 +91,6 @@ subtrees:
         title: MI200
       - file: how-to/tuning-guides/w6000-v620.md
         title: RDNA2
-  - file: how-to/deep-learning-rocm.md
-    title: Deep learning
   - file: how-to/gpu-enabled-mpi.rst
     title: Using MPI
   - file: conceptual/compiler-topics.md
@@ -71,6 +103,8 @@ subtrees:
         title: Compiler disambiguation
       - file: about/compatibility/openmp.md
         title: OpenMP support
+  - file: how-to/setting-cus
+    title: Setting the number of CUs  
   - file: how-to/system-debugging.md
     title: Debugging
   - url: https://github.com/amd/rocm-examples
@@ -139,4 +173,3 @@ subtrees:
     title: Provide feedback
   - file: about/license.md
     title: ROCm license
-

docs/sphinx/requirements.in

@@ -1,2 +1,2 @@
-rocm-docs-core==1.4.0
-sphinx-reredirects==0.1.3
+rocm-docs-core==1.4.1
+sphinx-reredirects

docs/sphinx/requirements.txt

@@ -68,7 +68,7 @@ packaging==24.1
     #   sphinx
 pycparser==2.22
     # via cffi
-pydata-sphinx-theme==0.15.3
+pydata-sphinx-theme==0.15.4
     # via
     #   rocm-docs-core
     #   sphinx-book-theme
@@ -92,7 +92,7 @@ requests==2.32.3
     # via
     #   pygithub
     #   sphinx
-rocm-docs-core==1.4.0
+rocm-docs-core==1.4.1
     # via -r requirements.in
 smmap==5.0.1
     # via gitdb
@@ -122,7 +122,7 @@ sphinx-external-toc==1.0.1
     # via rocm-docs-core
 sphinx-notfound-page==1.0.2
     # via rocm-docs-core
-sphinx-reredirects==0.1.3
+sphinx-reredirects==0.1.4
     # via -r requirements.in
 sphinxcontrib-applehelp==1.0.8
     # via sphinx
@@ -142,7 +142,7 @@ typing-extensions==4.12.2
     # via
     #   pydata-sphinx-theme
     #   pygithub
-urllib3==2.2.1
+urllib3==2.2.2
     # via
     #   pygithub
     #   requests

docs/sphinx/static/css/rocm_custom.css

@@ -1,53 +1,6 @@
 
 /* Adds container for big tables, used for Compatibility Matrix */
 
-
-/* Header row to have opaque background colour when sticky */
-.format-big-table th {
-    background-color: var(--pst-color-background);
+.format-big-table {
     white-space: nowrap;
   }
-  
-  /* Turn on borders for whole table */
-  .format-big-table th,
-  .format-big-table td {
-    border-width: 1px;
-  }
-  
-  /* .format-big-table th.head { */
-  /*   background-color: var(--pst-color-on-surface); */
-  /* } */
-  
-  /* Sticky header for table excluding the stub*/
-  .format-big-table th.head:not(.stub) {
-    position: sticky;
-    top: 3rem;
-    z-index: 1;
-  }
-
-  /* Sticky header for the head & stub: top left cell */
-  .format-big-table th.head.stub {
-    position: sticky;
-    top: 3rem;
-    z-index: 1;
-    background-color: var(--pst-color-background);
-    white-space: nowrap;
-  }
-  
-  /* Sticky for the stub column */
-  /*.format-big-table tbody th:not(:empty) {
-    position: sticky;
-    top: 3rem;
-    z-index: 2;
-  }*/
-  
-  /* Removes borders for stub column */
-  .format-big-table tbody th {
-    border-top: none;
-    border-bottom: none;
-  }
-  
-  /* For horizontal scrolling only.  Can't be combined with format-big-table container */
-  .horizontal-scrolling-container {
-    overflow-x: scroll;
-  }