gen_contrib_doc.py

#!/usr/bin/env python

# This file is copied and adapted from https://github.com/onnx/onnx repository.
# There was no copyright statement on the file at the time of copying.
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from __future__ import unicode_literals

from collections import defaultdict
import io
import os
import sys
import argparse

import numpy as np  # type: ignore

import onnxruntime.capi.onnxruntime_pybind11_state as rtpy
from onnxruntime.capi.onnxruntime_pybind11_state import schemadef  # noqa: F401
from onnxruntime.capi.onnxruntime_pybind11_state.schemadef import OpSchema  # noqa: F401
from typing import Any, Text, Sequence, Dict, List, Type, Set, Tuple
from onnx import AttributeProto, FunctionProto

ONNX_ML = not bool(os.getenv('ONNX_ML') == '0')
ONNX_DOMAIN = "onnx"
ONNX_ML_DOMAIN = "onnx-ml"

if ONNX_ML:
    ext = '-ml.md'
else:
    ext = '.md'


def display_number(v):  # type: (int) -> Text
    if OpSchema.is_infinite(v):
        return '∞'
    return Text(v)


def should_render_domain(domain):  # type: (Text) -> bool
    if domain == ONNX_DOMAIN or domain == '' or domain == ONNX_ML_DOMAIN or domain == 'ai.onnx.ml':
        return False
    return True


def format_name_with_domain(domain, schema_name):  # type: (Text, Text) -> Text
    if domain:
        return '{}.{}'.format(domain, schema_name)
    else:
        return schema_name


def format_name_with_version(schema_name, version):  # type: (Text, Text) -> Text
    return '{}-{}'.format(schema_name, version)


def display_attr_type(v):  # type: (OpSchema.AttrType) -> Text
    assert isinstance(v, OpSchema.AttrType)
    s = Text(v)
    s = s[s.rfind('.') + 1:].lower()
    if s[-1] == 's':
        s = 'list of ' + s
    return s


def display_domain(domain):  # type: (Text) -> Text
    if domain:
        return "the '{}' operator set".format(domain)
    else:
        return "the default ONNX operator set"


def display_domain_short(domain):  # type: (Text) -> Text
    if domain:
        return domain
    else:
        return 'ai.onnx (default)'


def display_version_link(name, version):  # type: (Text, int) -> Text
    changelog_md = 'Changelog' + ext
    name_with_ver = '{}-{}'.format(name, version)
    return '<a href="{}#{}">{}</a>'.format(changelog_md, name_with_ver, name_with_ver)


def display_function_version_link(name, version):  # type: (Text, int) -> Text
    changelog_md = 'FunctionsChangelog' + ext
    name_with_ver = '{}-{}'.format(name, version)
    return '<a href="{}#{}">{}</a>'.format(changelog_md, name_with_ver, name_with_ver)


def get_attribute_value(attr):  # type: (AttributeProto) -> Any
    if attr.HasField('f'):
        return attr.f
    elif attr.HasField('i'):
        return attr.i
    elif attr.HasField('s'):
        return attr.s
    elif attr.HasField('t'):
        return attr.t
    elif attr.HasField('g'):
        return attr.g
    elif len(attr.floats):
        return list(attr.floats)
    elif len(attr.ints):
        return list(attr.ints)
    elif len(attr.strings):
        return list(attr.strings)
    elif len(attr.tensors):
        return list(attr.tensors)
    elif len(attr.graphs):
        return list(attr.graphs)
    else:
        raise ValueError("Unsupported ONNX attribute: {}".format(attr))


def display_schema(schema, versions):  # type: (OpSchema, Sequence[OpSchema]) -> Text
    s = ''

    # doc
    schemadoc = schema.doc
    if schemadoc:
        s += '\n'
        s += '\n'.join('  ' + line
                       for line in schemadoc.lstrip().splitlines())
        s += '\n'

    # since version
    s += '\n#### Version\n'
    if schema.support_level == OpSchema.SupportType.EXPERIMENTAL:
        s += '\nNo versioning maintained for experimental ops.'
    else:
        s += '\nThis version of the operator has been ' + ('deprecated' if schema.deprecated else 'available') + \
             ' since version {}'.format(schema.since_version)
        s += ' of {}.\n'.format(display_domain(schema.domain))
        if len(versions) > 1:
            # TODO: link to the Changelog.md
            s += '\nOther versions of this operator: {}\n'.format(
                ', '.join(format_name_with_version(
                    format_name_with_domain(v.domain, v.name), v.since_version)
                    for v in versions[:-1]))

    # If this schema is deprecated, don't display any of the following sections
    if schema.deprecated:
        return s

    # attributes
    attribs = schema.attributes
    if attribs:
        s += '\n#### Attributes\n\n'
        s += '<dl>\n'
        for _, attr in sorted(attribs.items()):
            # option holds either required or default value
            opt = ''
            if attr.required:
                opt = 'required'
            elif hasattr(attr, 'default_value') and attr.default_value.name:
                default_value = get_attribute_value(attr.default_value)

                def format_value(value):  # type: (Any) -> Text
                    if isinstance(value, float):
                        value = np.round(value, 5)
                    if isinstance(value, (bytes, bytearray)) and sys.version_info[0] == 3:
                        value = value.decode('utf-8')
                    return str(value)

                if isinstance(default_value, list):
                    default_value = [format_value(val) for val in default_value]
                else:
                    default_value = format_value(default_value)
                opt = 'default is {}'.format(default_value)

            s += '<dt><tt>{}</tt> : {}{}</dt>\n'.format(
                attr.name,
                display_attr_type(attr.type),
                ' ({})'.format(opt) if opt else '')
            s += '<dd>{}</dd>\n'.format(attr.description)
        s += '</dl>\n'

    # inputs
    s += '\n#### Inputs'
    if schema.min_input != schema.max_input:
        s += ' ({} - {})'.format(display_number(schema.min_input),
                                 display_number(schema.max_input))
    s += '\n\n'

    inputs = schema.inputs
    if inputs:
        s += '<dl>\n'
        for inp in inputs:
            option_str = ""
            if OpSchema.FormalParameterOption.Optional == inp.option:
                option_str = " (optional)"
            elif OpSchema.FormalParameterOption.Variadic == inp.option:
                if inp.isHomogeneous:
                    option_str = " (variadic)"
                else:
                    option_str = " (variadic, heterogeneous)"
            s += '<dt><tt>{}</tt>{} : {}</dt>\n'.format(inp.name, option_str, inp.typeStr)
            s += '<dd>{}</dd>\n'.format(inp.description)

    s += '</dl>\n'

    # outputs
    s += '\n#### Outputs'
    if schema.min_output != schema.max_output:
        s += ' ({} - {})'.format(display_number(schema.min_output),
                                 display_number(schema.max_output))
    s += '\n\n'
    outputs = schema.outputs
    if outputs:
        s += '<dl>\n'
        for output in outputs:
            option_str = ""
            if OpSchema.FormalParameterOption.Optional == output.option:
                option_str = " (optional)"
            elif OpSchema.FormalParameterOption.Variadic == output.option:
                if output.isHomogeneous:
                    option_str = " (variadic)"
                else:
                    option_str = " (variadic, heterogeneous)"
            s += '<dt><tt>{}</tt>{} : {}</dt>\n'.format(output.name, option_str, output.typeStr)
            s += '<dd>{}</dd>\n'.format(output.description)

    s += '</dl>\n'

    # type constraints
    s += '\n#### Type Constraints'
    s += '\n\n'
    typecons = schema.type_constraints
    if typecons:
        s += '<dl>\n'
        for type_constraint in typecons:
            allowed_types = type_constraint.allowed_type_strs
            allowed_type_str = ''
            if (len(allowed_types) > 0):
                allowed_type_str = allowed_types[0]
            for allowedType in allowed_types[1:]:
                allowed_type_str += ', ' + allowedType
            s += '<dt><tt>{}</tt> : {}</dt>\n'.format(
                type_constraint.type_param_str, allowed_type_str)
            s += '<dd>{}</dd>\n'.format(type_constraint.description)
        s += '</dl>\n'

    return s


def display_function(function, versions, domain=ONNX_DOMAIN):  # type: (FunctionProto, List[int], Text) -> Text
    s = ''

    if domain:
        domain_prefix = '{}.'.format(ONNX_ML_DOMAIN)
    else:
        domain_prefix = ''

    # doc
    if function.doc_string:
        s += '\n'
        s += '\n'.join('  ' + line
                       for line in function.doc_string.lstrip().splitlines())
        s += '\n'

    # since version
    s += '\n#### Version\n'
    s += '\nThis version of the function has been available since version {}'.format(function.since_version)
    s += ' of {}.\n'.format(display_domain(domain_prefix))
    if len(versions) > 1:
        s += '\nOther versions of this function: {}\n'.format(
            ', '.join(display_function_version_link(domain_prefix + function.name, v)
                      for v in versions if v != function.since_version))

    # inputs
    s += '\n#### Inputs'
    s += '\n\n'
    if function.input:
        s += '<dl>\n'
        for input in function.input:
            s += '<dt>{}; </dt>\n'.format(input)
        s += '<br/></dl>\n'

    # outputs
    s += '\n#### Outputs'
    s += '\n\n'
    if function.output:
        s += '<dl>\n'
        for output in function.output:
            s += '<dt>{}; </dt>\n'.format(output)
        s += '<br/></dl>\n'

        # attributes
    if function.attribute:
        s += '\n#### Attributes\n\n'
        s += '<dl>\n'
        for attr in function.attribute:
            s += '<dt>{};<br/></dt>\n'.format(attr)
        s += '</dl>\n'

    return s


def support_level_str(level):  # type: (OpSchema.SupportType) -> Text
    return \
        "<sub>experimental</sub> " if level == OpSchema.SupportType.EXPERIMENTAL else ""


# def function_status_str(status=OperatorStatus.Value("EXPERIMENTAL")):  # type: ignore
#     return \
#         "<sub>experimental</sub> " if status == OperatorStatus.Value('EXPERIMENTAL') else ""  # type: ignore


def main(args):  # type: (Type[Args]) -> None

    with io.open(args.output, 'w', newline='', encoding="utf-8") as fout:
        fout.write('## Contrib Operator Schemas\n')
        fout.write(
            "*This file is automatically generated from the\n"
            "            [def files](/onnxruntime/core/graph/contrib_ops/contrib_defs.cc) via "
            "[this script](/tools/python/gen_contrib_doc.py).\n"
            "            Do not modify directly and instead edit operator definitions.*\n")

        # domain -> support level -> name -> [schema]
        index = defaultdict(lambda: defaultdict(lambda: defaultdict(list))  # type: Dict[Text, Dict[int, Dict[Text, List[OpSchema]]]]  # noqa: E501
                            )
        for schema in rtpy.get_all_operator_schema():
            index[schema.domain][int(schema.support_level)][schema.name].append(schema)

        fout.write('\n')

        # Preprocess the Operator Schemas
        # [(domain, [(support_level, [(schema name, current schema, all versions schemas)])])]
        operator_schemas = list()  # type: List[Tuple[Text, List[Tuple[int, List[Tuple[Text, OpSchema, List[OpSchema]]]]]]]  # noqa: E501
        exsting_ops = set()  # type: Set[Text]
        for domain, _supportmap in sorted(index.items()):
            if not should_render_domain(domain):
                continue

            processed_supportmap = list()
            for _support, _namemap in sorted(_supportmap.items()):
                processed_namemap = list()
                for n, unsorted_versions in sorted(_namemap.items()):
                    versions = sorted(unsorted_versions, key=lambda s: s.since_version)
                    schema = versions[-1]
                    if schema.name in exsting_ops:
                        continue
                    exsting_ops.add(schema.name)
                    processed_namemap.append((n, schema, versions))
                processed_supportmap.append((_support, processed_namemap))
            operator_schemas.append((domain, processed_supportmap))

        # Table of contents
        for domain, supportmap in operator_schemas:
            s = '* {}\n'.format(display_domain_short(domain))
            fout.write(s)

            for _, namemap in supportmap:
                for n, schema, versions in namemap:
                    s = '  * {}<a href="#{}">{}</a>\n'.format(
                        support_level_str(schema.support_level),
                        format_name_with_domain(domain, n),
                        format_name_with_domain(domain, n))
                    fout.write(s)

        fout.write('\n')

        for domain, supportmap in operator_schemas:
            s = '## {}\n'.format(display_domain_short(domain))
            fout.write(s)

            for _, namemap in supportmap:
                for op_type, schema, versions in namemap:
                    # op_type
                    s = ('### {}<a name="{}"></a><a name="{}">**{}**' + (' (deprecated)' if schema.deprecated else '')
                         + '</a>\n').format(
                        support_level_str(schema.support_level),
                        format_name_with_domain(domain, op_type),
                        format_name_with_domain(domain, op_type.lower()),
                        format_name_with_domain(domain, op_type))

                    s += display_schema(schema, versions)

                    s += '\n\n'

                    fout.write(s)


if __name__ == '__main__':
    parser = argparse.ArgumentParser(description='ONNX Runtime Operator Documentation Generator')
    parser.add_argument('--output_path', help='output markdown file path',
                        default=os.path.join(os.path.dirname(os.path.realpath(__file__)), 'ContribOperators.md')
                        )
    args = parser.parse_args()

    class Args(object):
        output = args.output_path

    main(Args)