diff --git a/README.rst b/README.rst
index 134ad12c..cf240828 100644
--- a/README.rst
+++ b/README.rst
@@ -25,8 +25,18 @@ onnx-diagnostic: investigate onnx models
.. image:: https://codecov.io/gh/sdpython/onnx-diagnostic/branch/main/graph/badge.svg?token=Wb9ZGDta8J
:target: https://codecov.io/gh/sdpython/onnx-diagnostic
-Helps investigating onnx models, exporting modes into onnx.
-See `documentation of onnx-diagnostic `_.
+The main feature is about `patches `_:
+it helps exporting **pytorch models into ONNX**, mostly designed for LLMs using dynamic caches.
+
+.. code-block:: python
+
+ with bypass_export_some_errors(patch_transformers=True) as f:
+ ep = torch.export.export(model, args, kwargs=kwargs, dynamic_shapes=dynamic_shapes)
+ # ...
+
+It also implements tools to investigate, validate exported models (ExportedProgramm, ONNXProgram, ...).
+See `documentation of onnx-diagnostic `_ and
+`bypass_export_some_errors `_.
Getting started
+++++++++++++++
diff --git a/_doc/index.rst b/_doc/index.rst
index c7d2de9d..85b3b282 100644
--- a/_doc/index.rst
+++ b/_doc/index.rst
@@ -18,11 +18,17 @@ onnx-diagnostic: investigate onnx models
.. image:: https://codecov.io/gh/sdpython/onnx-diagnostic/branch/main/graph/badge.svg?token=Wb9ZGDta8J
:target: https://codecov.io/gh/sdpython/onnx-diagnostic
-**onnx-diagnostic** helps investigating onnx models, exporting models into onnx.
-It implements tools used to understand issues.
+The main feature is about `patches `_:
+it helps exporting **pytorch models into ONNX**, mostly designed for LLMs using dynamic caches.
-Source are `sdpython/onnx-diagnostic
-`_.
+.. code-block:: python
+
+ with bypass_export_some_errors(patch_transformers=True) as f:
+ ep = torch.export.export(model, args, kwargs=kwargs, dynamic_shapes=dynamic_shapes)
+ # ...
+
+It also implements tools to investigate, validate exported models (ExportedProgramm, ONNXProgram, ...).
+:func:`onnx_diagnostic.torch_export_patches.bypass_export_some_errors`.
.. toctree::
:maxdepth: 1
@@ -166,6 +172,8 @@ Size of the package:
Older versions
++++++++++++++
+* `0.4.0 <../v0.4.0/index.html>`_
+* `0.3.0 <../v0.3.0/index.html>`_
* `0.2.2 <../v0.2.2/index.html>`_
* `0.2.1 <../v0.2.1/index.html>`_
* `0.2.0 <../v0.2.0/index.html>`_