fix a few things

Author: xadupre

README.rst

@@ -43,18 +43,26 @@ or
 
     pip install onnx-diagnostic
 
-**Enlightening Examples**
+Enlightening Examples
++++++++++++++++++++++
+
+**Torch Export**
 
 * `Use DYNAMIC or AUTO when exporting if dynamic shapes has constraints
   <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_export_with_dynamic_shapes_auto.html>`_
 * `Export with DynamicCache and dynamic shapes
   <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_export_with_dynamic_cache.html>`_
 * `Steel method forward to guess the dynamic shapes
   <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_export_tiny_llm.html>`_
-* `Running ReferenceEvaluator on a failing model
-  <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_failing_reference_evaluator.html>`_
+
+**Investigate ONNX models**
+
 * `Find where a model is failing by running submodels
   <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_failing_model_extract.html>`_
+* `Intermediate results with (ONNX) ReferenceEvaluator
+  <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_failing_reference_evaluator.html>`_
+* `Intermediate results with onnxruntime
+  <https://sdpython.github.io/doc/onnx-diagnostic/dev/auto_examples/plot_failing_onnxruntime_evaluator.html>`_
 
 Snapshot of usefuls tools
 +++++++++++++++++++++++++

_doc/_static/custom.css

@@ -5,3 +5,9 @@
     font-family: monospace;
     font-size: 0.9em;
 }
+.sphx-glr-script-out {
+    padding: 10px;
+    font-family: monospace;
+    font-size: 0.9em;
+    overflow-x: auto;
+}

_doc/examples/plot_failing_onnxruntime_evaluator.py

@@ -1,8 +1,8 @@
 """
 .. _l-plot-failing-onnxruntime-evaluator:
 
-Running OnnxruntimeEvaluator on a failing model
-===============================================
+Intermediate results with onnxruntime
+=====================================
 
 Example :ref:`l-plot-failing-reference-evaluator` demonstrated
 how to run a python runtime on a model but it may very slow sometimes

_doc/examples/plot_failing_reference_evaluator.py

@@ -1,8 +1,8 @@
 """
 .. _l-plot-failing-reference-evaluator:
 
-Running ReferenceEvaluator on a failing model
-=============================================
+Intermediate results with (ONNX) ReferenceEvaluator
+===================================================
 
 Let's assume :epkg:`onnxruntime` crashes without telling why or where.
 The first thing is do is to locate where. For that, we run a python runtime

_doc/index.rst

@@ -38,12 +38,33 @@ Source are `sdpython/onnx-diagnostic
     CHANGELOGS
     license
 
-**Enlightening Examples**
+Getting started
++++++++++++++++
+
+::
+
+    git clone https://github.com/sdpython/onnx-diagnostic.git
+    cd onnx-diagnostic
+    pip install -e .
+
+or
+
+::
+
+    pip install onnx-diagnostic
+
+Enlightening Examples
++++++++++++++++++++++
+
+**Torch Export**
 
 * :ref:`l-plot-export-cond`
 * :ref:`l-plot-sxport-with-dynamio-shapes-auto`
 * :ref:`l-plot-export-with-dynamic-shape`
 * :ref:`l-plot-tiny-llm-export`
+
+**Investigate ONNX models**
+
 * :ref:`l-plot-failing-reference-evaluator`
 * :ref:`l-plot-failing-onnxruntime-evaluator`
 * :ref:`l-plot-failing-model-extract`
@@ -137,6 +158,8 @@ Size of the package:
     gr = df[["dir", "ext", "lines", "chars"]].groupby(["ext", "dir"]).sum()
     print(gr)
 
-**Older versions**
+Older versions
+++++++++++++++
 
+* `0.2.0 <../v0.2.0/index.html>`_
 * `0.1.0 <../v0.1.0/index.html>`_