Update readme

README.rst

@@ -31,6 +31,10 @@ onnx-array-api: APIs to create ONNX Graphs
 
 **onnx-array-api** implements APIs to create custom ONNX graphs.
 The objective is to speed up the implementation of converter libraries.
+The library is released on
+`pypi/onnx-array-api <https://pypi.org/project/onnx-array-api/>`_
+and its documentation is published at
+`APIs to create ONNX Graphs <https://sdpython.github.io/doc/onnx-array-api/dev/>`_.
 
 Numpy API
 +++++++++
@@ -147,11 +151,6 @@ The euclidean distance looks like the following:
         .to_onnx()
     )    
 
-The library is released on
-`pypi/onnx-array-api <https://pypi.org/project/onnx-array-api/>`_
-and its documentation is published at
-`APIs to create ONNX Graphs <https://sdpython.github.io/doc/onnx-array-api/dev/>`_.
-
 GraphBuilder API
 ++++++++++++++++
 

_doc/examples/plot_onnx_diff.py

@@ -64,5 +64,6 @@
 print(text)
 
 ###############################
+# See :ref:`l-long-output-compare_onnx_execution` for a better view.
 # The display shows that ReduceSumSquare was replaced by Mul + ReduceSum,
 # and ReduceLogSumExp by ReduceMax + Sub + Exp + Log + Add.

_doc/index.rst

@@ -45,6 +45,7 @@ The objective is to speed up the implementation of converter libraries.
 
     CHANGELOGS
     license
+    long_outputs
 
 Sources available on
 `github/onnx-array-api <https://github.com/sdpython/onnx-array-api>`_.

_doc/long_outputs.rst

@@ -0,0 +1,50 @@
+:hide-toc:
+
+==========================
+Long outputs uneasy to see
+==========================
+
+.. contents::
+    :local:
+
+onnx
+====
+
+.. _l-long-output-compare_onnx_execution:
+
+onnx_array_api.reference.compare_onnx_execution
++++++++++++++++++++++++++++++++++++++++++++++++
+
+From example :ref:`l-onnx-diff-example` for function
+:func:`onnx_array_api.reference.compare_onnx_execution`.
+See also `raw rendering <https://github.com/sdpython/onnx-array-api/blob/main/_doc/long_outputs.rst#onnx_array_apireferencecompare_onnx_execution>`_.
+
+::
+
+     1 = | INITIA float64  1               HAAA            Ad_Addcst    | INITIA float64  1               HAAA            Ad_Addcst   
+     2 = | INITIA float64  4x4             ADZF            Ge_Gemmcst   | INITIA float64  4x4             ADZF            Ge_Gemmcst  
+     3 = | INITIA float64  4               USEA            Ge_Gemmcst1  | INITIA float64  4               USEA            Ge_Gemmcst1 
+     4 = | INITIA float64  1               AAAA            Mu_Mulcst    | INITIA float64  1               AAAA            Mu_Mulcst   
+     5 = | INITIA float64  1               DAAA            Ad_Addcst1   | INITIA float64  1               DAAA            Ad_Addcst1  
+     6 = | INITIA float64  1               AAAA            Ad_Addcst2   | INITIA float64  1               AAAA            Ad_Addcst2  
+     7 = | INPUT  float64  1x4             AAAA            X            | INPUT  float64  1x4             AAAA            X           
+     8 = | RESULT float64  1x4             UTFC Gemm       Ge_Y0        | RESULT float64  1x4             UTFC Gemm       Ge_Y0       
+     9 + |                                                              | RESULT float64  1x4             TIEG Mul        Mu_C01       
+    10 ~ | RESULT float64  1x1             NAAA ReduceSumS Re_reduced0  | RESULT float64  1x1             NAAA ReduceSum  Re_reduced0 
+    11 = | RESULT float64  1x1             NAAA Concat     Co_concat_re | RESULT float64  1x1             NAAA Concat     Co_concat_re
+    12 = | RESULT float64  1x1             UAAA Add        Ad_C02       | RESULT float64  1x1             UAAA Add        Ad_C02      
+    13 = | RESULT float64  1x1             DAAA Mul        Mu_C0        | RESULT float64  1x1             DAAA Mul        Mu_C0       
+    14 = | RESULT float64  1x1             GAAA Add        Ad_C01       | RESULT float64  1x1             GAAA Add        Ad_C01      
+    15 = | RESULT float64  1x1             GAAA Add        Ad_C0        | RESULT float64  1x1             GAAA Add        Ad_C0       
+    16 = | RESULT int64    1x1             AAAA ArgMax     label        | RESULT int64    1x1             AAAA ArgMax     label       
+    17 + |                                                              | RESULT float64  1x1             GAAA ReduceMax  Re_reduced03 
+    18 + |                                                              | RESULT float64  1x1             AAAA Sub        Su_C01       
+    19 + |                                                              | RESULT float64  1x1             BAAA Exp        Ex_output0   
+    20 + |                                                              | RESULT float64  1x1             BAAA ReduceSum  Re_reduced02 
+    21 + |                                                              | RESULT float64  1x1             AAAA Log        Lo_output0   
+    22 ~ | RESULT float64  1x1             GAAA ReduceLogS score_sample | RESULT float64  1x1             GAAA Add        score_sample
+    23 = | RESULT float64  1x1             AAAA Sub        Su_C0        | RESULT float64  1x1             AAAA Sub        Su_C0       
+    24 = | RESULT float64  1x1             BAAA Exp        probabilitie | RESULT float64  1x1             BAAA Exp        probabilitie
+    25 = | OUTPUT int64    1x1             AAAA            label        | OUTPUT int64    1x1             AAAA            label       
+    26 = | OUTPUT float64  1x1             BAAA            probabilitie | OUTPUT float64  1x1             BAAA            probabilitie
+    27 = | OUTPUT float64  1x1             GAAA            score_sample | OUTPUT float64  1x1             GAAA            score_sample    

_unittests/onnx-numpy-skips.txt

@@ -1,6 +1,7 @@
 # API failures
 # see https://github.com/data-apis/array-api-tests/blob/master/numpy-skips.txt
 # uses __setitem__
+array_api_tests/test_creation_functions.py::test_arange
 array_api_tests/test_creation_functions.py::test_asarray_arrays
 array_api_tests/test_creation_functions.py::test_empty
 array_api_tests/test_creation_functions.py::test_empty_like

_unittests/ut_reference/test_evaluator_yield.py

@@ -422,13 +422,13 @@ def test_distance_sequence_str(self):
         text = dc.to_str(s1, s2, align)
         self.assertIn("OUTPUT", text)
         expected = """
-            1=|INPUTfloat322x2ABCDA|INPUTfloat322x2ABCDA
-            2=|INPUTfloat322x2ABCDB|INPUTfloat322x2ABCDB
-            3~|INPUTfloat322x3ABCDX|INPUTfloat322x2ABCDX
-            4-|RESULTfloat322x2CEIOExpH|
-            5=|RESULTfloat322x2CEIOLinearRegrY1|RESULTfloat322x2CEIOLinearRegrY1
-            6~|RESULTfloat322x2CEIOAbsY|RESULTfloat322x3CEIPAbsZ
-            7~|OUTPUTfloat322x2CEIOY|OUTPUTfloat322x2CEIPY
+            001=|INPUTfloat322x2ABCDA|INPUTfloat322x2ABCDA
+            002=|INPUTfloat322x2ABCDB|INPUTfloat322x2ABCDB
+            003~|INPUTfloat322x3ABCDX|INPUTfloat322x2ABCDX
+            004-|RESULTfloat322x2CEIOExpH|
+            005=|RESULTfloat322x2CEIOLinearRegrY1|RESULTfloat322x2CEIOLinearRegrY1
+            006~|RESULTfloat322x2CEIOAbsY|RESULTfloat322x3CEIPAbsZ
+            007~|OUTPUTfloat322x2CEIOY|OUTPUTfloat322x2CEIPY
         """.replace(
             "            ", ""
         ).strip(

onnx_array_api/reference/evaluator_yield.py

@@ -368,7 +368,7 @@ def to_str(
             else:
                 d1 = s1[i]
                 line = f"- | {_align(str(d1), column_size)} | {_align('', column_size)}"
-            rows.append(f"{row_index: 3d} {line}")
+            rows.append(f"{row_index:03d} {line}")
             last = i, j
             row_index += 1
         return "\n".join(rows)