create branch for v2.9

docs/extension/patch_autodoc.py

+"""Hack autodoc to get more fine-grained docstring rendering contol.
+
+autodoc and autosummary didn't expose many of their controls to sphinx users via config.
+To customize them, the "correct" approach seems to copy and paste all their code and rewrite some part.
+To avoid doing this, I monkey-patched some of the functions to keep the changes minimal.
+
+Note that some of them are related to sphinx internal APIs, which can be broken when sphinx got upgraded.
+Try to keep them updated, or pin to a particular sphinx version.
+"""
+
+import inspect
+import os
+from typing import List, Tuple, List
+
+import sphinx
+from docutils import nodes
+from docutils.nodes import Node
+
+
+class ClassNewBlacklistPatch:
+    """Force some classes to skip ``__new__`` when generating signature."""
+
+    original = None
+
+    def restore(self, *args, **kwargs):
+        assert self.original is not None
+        sphinx.ext.autodoc._CLASS_NEW_BLACKLIST = self.original
+
+    def patch(self, *args, **kwargs):
+        self.original = sphinx.ext.autodoc._CLASS_NEW_BLACKLIST
+
+        blacklist = []
+
+        import nni.retiarii.nn.pytorch
+        for name in dir(nni.retiarii.nn.pytorch):
+            obj = getattr(nni.retiarii.nn.pytorch, name)
+            if inspect.isclass(obj):
+                new_name = "{0.__module__}.{0.__qualname__}".format(obj.__new__)
+                if new_name not in blacklist:
+                    blacklist.append(new_name)
+
+        sphinx.ext.autodoc._CLASS_NEW_BLACKLIST = self.original + blacklist
+
+
+def disable_trace_patch(*args, **kwargs):
+    """Disable trace by setting an environment variable."""
+    os.environ['NNI_TRACE_FLAG'] = 'DISABLE'
+
+
+def trial_tool_import_patch(*args, **kwargs):
+    """Insert dummy trial tool variable to ensure trial_tool can be imported.
+    See nni/tools/trial_tool/constants.py
+    """
+    os.environ.update({
+        'NNI_OUTPUT_DIR': '/tmp',
+        'NNI_PLATFORM': 'unittest',
+        'NNI_SYS_DIR': '/tmp',
+        'NNI_TRIAL_JOB_ID': 'dummy',
+        'NNI_EXP_ID': 'dummy',
+        'MULTI_PHASE': 'dummy'
+    })
+
+
+class AutoSummaryPatch:
+    """Ignore certain files as they are completely un-importable. It patches:
+
+    - find_autosummary_in_files: Some modules cannot be imported at all due to dependency issues or some special design.
+      They need to skipped when running autosummary generate.
+    - Autosummary.get_table: The original autosummary creates an index for each module, and the module links in autosummary table
+      points to the corresponding generated module page (by using ``:py:module:xxx``). This doesn't work for us,
+      because we have used automodule else (other than autosummary) in our docs, and to avoid duplicate index,
+      we have to set ``:noindex:`` in autosummary template (see docs/templates/autosummary/module.rst).
+      This breaks most of the links, where they fail to link to generated module page by using index.
+      We here update the python domain role, to a general domain role (``:doc:``), and link to the page directly.
+    """
+
+    find_autosummary_original = None
+    get_table_original = None
+
+    def restore(self, *args, **kwargs):
+        assert self.find_autosummary_original is not None and self.get_table_original is not None
+        sphinx.ext.autosummary.generate.find_autosummary_in_files = self.find_autosummary_original
+        sphinx.ext.autosummary.Autosummary.get_table = self.get_table_original
+
+    def patch(self, app, config):
+        from sphinx.ext.autosummary import Autosummary
+        from sphinx.ext.autosummary.generate import AutosummaryEntry
+
+        self.find_autosummary_original = sphinx.ext.autosummary.generate.find_autosummary_in_files
+        self.get_table_original = Autosummary.get_table
+
+        def find_autosummary_in_files(filenames: List[str]) -> List[AutosummaryEntry]:
+            items: List[AutosummaryEntry] = self.find_autosummary_original(filenames)
+            items = [item for item in items if item.name not in config.autosummary_mock_imports]
+            return items
+
+        def get_table(autosummary, items: List[Tuple[str, str, str, str]]) -> List[Node]:
+            col_spec, autosummary_table = self.get_table_original(autosummary, items)
+            if 'toctree' in autosummary.options:
+                # probably within modules
+                table = autosummary_table[0]
+                tgroup = table[0]
+                tbody = tgroup[-1]
+                for row in tbody:
+                    entry = row[0]
+                    paragraph = entry[0]
+                    pending_xref = paragraph[0]
+
+                    # get the reference path and check whether it has been generated
+                    # if path to reference is changed, this should also be changed
+                    reftarget_path = 'reference/_modules/' + pending_xref['reftarget']
+
+                    if reftarget_path in autosummary.env.found_docs:
+                        # make :py:obj:`xxx` looks like a :doc:`xxx`
+                        pending_xref['refdomain'] = 'std'
+                        pending_xref['reftype'] = 'doc'
+                        pending_xref['refexplicit'] = False
+                        pending_xref['refwarn'] = True
+                        pending_xref['reftarget'] = '/' + reftarget_path
+                        # a special tag to enable `ResolveDocPatch`
+                        pending_xref['refkeepformat'] = True
+
+            return [col_spec, autosummary_table]
+
+        sphinx.ext.autosummary.generate.find_autosummary_in_files = find_autosummary_in_files
+        sphinx.ext.autosummary.Autosummary.get_table = get_table
+
+
+class ResolveDocPatch:
+    """Original :doc: role throws away all the format, and keep raw text only.
+    We wish to keep module names literal. This patch is to keep literal format in :doc: resolver."""
+
+    original = None
+
+    def restore(self, *args, **kwargs):
+        assert self.original is not None
+        sphinx.domains.std.StandardDomain._resolve_doc_xref = self.original
+
+    def patch(self, *args, **kwargs):
+        self.original = sphinx.domains.std.StandardDomain._resolve_doc_xref
+
+        def doc_xref_resolver(std_domain, env, fromdocname, builder, typ, target, node, contnode):
+            if not node.get('refkeepformat'):
+                # redirect to original implementation to make it safer
+                return self.original(std_domain, env, fromdocname, builder, typ, target, node, contnode)
+
+            # directly reference to document by source name; can be absolute or relative
+            from sphinx.domains.std import docname_join, make_refnode
+            refdoc = node.get('refdoc', fromdocname)
+            docname = docname_join(refdoc, node['reftarget'])
+            if docname not in env.all_docs:
+                return None
+            else:
+                innernode = node[0]  # no astext here, to keep literal intact
+                return make_refnode(builder, fromdocname, docname, None, innernode)
+
+        sphinx.domains.std.StandardDomain._resolve_doc_xref = doc_xref_resolver
+
+
+def setup(app):
+    # See life-cycle of sphinx app here:
+    # https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx-core-events
+    patch = ClassNewBlacklistPatch()
+    app.connect('env-before-read-docs', patch.patch)
+    app.connect('env-merge-info', patch.restore)
+
+    patch = ResolveDocPatch()
+    app.connect('env-before-read-docs', patch.patch)
+    app.connect('env-merge-info', patch.restore)
+
+    app.connect('env-before-read-docs', disable_trace_patch)
+
+    # autosummary generate happens at builder-inited
+    app.connect('config-inited', trial_tool_import_patch)
+
+    autosummary_patch = AutoSummaryPatch()
+    app.connect('config-inited', autosummary_patch.patch)
+    app.connect('env-merge-info', autosummary_patch.restore)

docs/extension/toctree_check.py

+"""
+Make sure pages that contain toctree only has a toctree,
+because, if our theme is used, other contents will not be visible.
+"""
+
+import re
+
+from docutils import nodes
+from sphinx.application import Sphinx
+from sphinx.addnodes import toctree
+from sphinx.util.logging import getLogger
+
+logger = getLogger('toctree_check')
+
+def _strip_compound(node):
+    if isinstance(node, nodes.compound):
+        return _strip_compound(node[0])
+    return node
+
+
+def toctree_check(app: Sphinx, doctree: nodes.document, docname: str):
+    whitelist = app.config.toctree_check_whitelist
+
+    if docname in whitelist:
+        return
+
+    # Scan top-level nodes
+    has_toctree = False
+
+    other_types = []
+
+    for i in range(len(doctree[0])):
+        node = doctree[0][i]
+        if isinstance(_strip_compound(node), toctree):
+            has_toctree = True
+        elif isinstance(_strip_compound(node), nodes.title):
+            # Allow title
+            pass
+        else:
+            other_types.append(type(_strip_compound(node)))
+
+    if has_toctree and other_types:
+        # We don't allow a document with toctree to have other types of contents
+        logger.warning('Expect a toctree document to contain only a toctree, '
+                       'but found other types of contents: %s', str(set(other_types)),
+                       location=docname)
+
+
+def setup(app):
+    app.connect('doctree-resolved', toctree_check)
+
+    app.add_config_value('toctree_check_whitelist', [], True)

docs/extension/tutorial_links.py

+"""Creating hard links for tutorials in each individual topics."""
+
+import os
+import re
+
+HEADER = """.. THIS FILE IS A COPY OF {} WITH MODIFICATIONS.
+.. TO MAKE ONE TUTORIAL APPEAR IN MULTIPLE PLACES.
+
+"""
+
+def flatten_filename(filename):
+    return filename.replace('/', '_').replace('.', '_')
+
+def copy_tutorials(app):
+    # TODO: use sphinx logger
+    print('[tutorial links] copy tutorials...')
+    for src, tar in app.config.tutorials_copy_list:
+        target_path = os.path.join(app.srcdir, tar)
+        content = open(os.path.join(app.srcdir, src)).read()
+
+        # Add a header
+        content = HEADER.format(src) + content
+
+        # Add a prefix to labels to avoid duplicates.
+        label_map = {}
+
+        # find all anchors:   https://www.sphinx-doc.org/en/master/usage/restructuredtext/roles.html
+        # but not hyperlinks: https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html#external-links
+        for prefix, label_name in list(re.findall(r'(\.\.\s*_)(.*?)\:\s*\n', content)):
+            label_map[label_name] = flatten_filename(tar) + '_' + label_name
+            # anchor
+            content = content.replace(prefix + label_name + ':', prefix + label_map[label_name] + ':')
+            # :ref:`xxx`
+            content = content.replace(f':ref:`{label_name}`', f':ref:`{label_map[label_name]}')
+            # :ref:`yyy <xxx>`
+            content = re.sub(r"(\:ref\:`.*?\<)" + label_name + r"(\>`)", r'\1' + label_map[label_name] + r'\2', content)
+
+        open(target_path, 'w').write(content)
+
+
+def setup(app):
+    # See life-cycle of sphinx app here:
+    # https://www.sphinx-doc.org/en/master/extdev/appapi.html#sphinx-core-events
+    app.connect('builder-inited', copy_tutorials)
+    app.add_config_value('tutorials_copy_list', [], True, [list])

docs/img/NAS_Bench_201.svg

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dy="16" x="0"><tspan id="SvgjsTspan1089" style="text-decoration:;">MaxPool, AvgPool,, Conv1x1, </tspan></tspan><tspan id="SvgjsTspan1090" dy="16" x="0"><tspan id="SvgjsTspan1091" style="text-decoration:;">Conv3x3, SkipConnect, Zeroize</tspan></tspan></text></g></g></svg>
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docs/img/NAS_Darts_cell.svg

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family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="-1.95" transform="rotate(0)"><tspan id="SvgjsTspan1152" dy="16" x="0"><tspan id="SvgjsTspan1153" style="text-decoration:;">results of previous layers as input</tspan></tspan></text></g></g><g id="SvgjsG1154" transform="translate(544.471981048584,720.2400054931641)"><path id="SvgjsPath1155" d="M 0 0L 251 0L 251 37.79194641113281L 0 37.79194641113281Z" stroke="none" fill="none"></path><g id="SvgjsG1156"><text id="SvgjsText1157" font-family="微软雅黑" text-anchor="start" font-size="13px" width="251px" fill="#323232" font-weight="400" align="top" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="-1.95" transform="rotate(0)"><tspan id="SvgjsTspan1158" dy="16" x="0"><tspan id="SvgjsTspan1159" style="text-decoration:;">accept two operations from all inputs, </tspan></tspan><tspan id="SvgjsTspan1160" dy="16" x="0"><tspan id="SvgjsTspan1161" style="text-decoration:;">then add the results as 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docs/img/NAS_ENAS_macro.svg

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id="SvgjsTspan1061" dy="16" x="0"><tspan id="SvgjsTspan1062" style="text-decoration:;">AvgPool, SepConvBN3x3, SepConvBN</tspan></tspan><tspan id="SvgjsTspan1063" dy="16" x="0"><tspan id="SvgjsTspan1064" style="text-decoration:;">5x5 and SkipConnect</tspan></tspan></text></g></g><g id="SvgjsG1065" transform="translate(424.58927772564596,293.6441416394111)"><path id="SvgjsPath1066" d="M 0 25.952513966480446C 0 -8.650837988826815 51.90502793296089 -8.650837988826815 51.90502793296089 25.952513966480446C 51.90502793296089 60.555865921787706 0 60.555865921787706 0 25.952513966480446Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#ffff00"></path><g id="SvgjsG1067"><text id="SvgjsText1068" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="32px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="16.502513966480446" transform="rotate(0)"></text></g></g><g id="SvgjsG1069" 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fill-opacity="1" fill="#cc99ff"></path><g id="SvgjsG1077"><text id="SvgjsText1078" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="30px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="15.13659217877095" transform="rotate(0)"></text></g></g><g id="SvgjsG1079" transform="translate(489.24290901056213,373.7782198517016)"><path id="SvgjsPath1080" d="M 0 0L 236.75977653631284 0L 236.75977653631284 36.42458100558659L 0 36.42458100558659Z" stroke="none" fill="none"></path><g id="SvgjsG1081"><text id="SvgjsText1082" font-family="微软雅黑" text-anchor="start" font-size="13px" width="237px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="0.7622905027932945" transform="rotate(0)"><tspan id="SvgjsTspan1083" dy="16" x="0"><tspan id="SvgjsTspan1084" style="text-decoration:;">add all input as the output of this </tspan></tspan><tspan id="SvgjsTspan1085" dy="16" x="0"><tspan id="SvgjsTspan1086" style="text-decoration:;">layer</tspan></tspan></text></g></g><g id="SvgjsG1087"><path id="SvgjsPath1088" d="M426.41050677592534 208.04637627628261L471.9412330329085 208.04637627628261" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1089)"></path></g><g id="SvgjsG1091" transform="translate(489.24290901056213,184.37039862265135)"><path id="SvgjsPath1092" d="M 0 0L 205.79888268156424 0L 205.79888268156424 43.70949720670391L 0 43.70949720670391Z" stroke="none" fill="none"></path><g id="SvgjsG1093"><text id="SvgjsText1094" font-family="微软雅黑" text-anchor="start" font-size="13px" width="206px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="4.404748603351954" transform="rotate(0)"><tspan id="SvgjsTspan1095" dy="16" x="0"><tspan id="SvgjsTspan1096" style="text-decoration:;">(suppose this layer is the Nth </tspan></tspan><tspan id="SvgjsTspan1097" dy="16" x="0"><tspan id="SvgjsTspan1098" style="text-decoration:;">layer) outputs of all N-2 layers</tspan></tspan></text></g></g><g id="SvgjsG1099" transform="translate(100.41050677592528,33.208387449467)"><path id="SvgjsPath1100" d="M 0 0L 109.27374301675977 0L 109.27374301675977 36.42458100558659L 0 36.42458100558659Z" stroke="none" fill="none"></path><g id="SvgjsG1101"><text id="SvgjsText1102" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="110px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="8.762290502793295" transform="rotate(0)"><tspan id="SvgjsTspan1103" dy="16" x="55"><tspan id="SvgjsTspan1104" style="text-decoration:;">x (N-2)</tspan></tspan></text></g></g><g id="SvgjsG1105" transform="translate(150.49430565860683,439.196758792387)"><path id="SvgjsPath1106" d="M 0 0L 109.27374301675977 0L 109.27374301675977 36.42458100558659L 0 36.42458100558659Z" stroke="none" fill="none"></path><g id="SvgjsG1107"><text id="SvgjsText1108" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="110px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="8.762290502793295" transform="rotate(0)"><tspan id="SvgjsTspan1109" dy="16" x="55"><tspan id="SvgjsTspan1110" style="text-decoration:;">ENASMacroLayer</tspan></tspan></text></g></g><g id="SvgjsG1111" transform="translate(25.002685546875,608.5613342285156)"><path id="SvgjsPath1112" d="M 0 0L 67 0L 67 46.9L 0 46.9Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#00cc66"></path><g id="SvgjsG1113"><text id="SvgjsText1114" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="47px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="14" transform="rotate(0)"><tspan id="SvgjsTspan1115" dy="16" x="33.5"><tspan id="SvgjsTspan1116" style="text-decoration:;">input</tspan></tspan></text></g></g><g id="SvgjsG1117" transform="translate(145.49430565860683,601.7863342285157)"><path id="SvgjsPath1118" d="M 0 29.224999999999966C 0 -9.741666666666655 59.84357541899442 -9.741666666666655 59.84357541899442 29.224999999999966C 59.84357541899442 68.19166666666659 0 68.19166666666659 0 29.224999999999966Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#00ffff"></path><g id="SvgjsG1119"><text id="SvgjsText1120" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="40px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="19.774999999999967" transform="rotate(0)"></text></g></g><g id="SvgjsG1121" transform="translate(264.49430565860683,602.7863342285157)"><path id="SvgjsPath1122" d="M 0 29.224999999999966C 0 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transform="translate(621.002685546875,610.5613342285156)"><path id="SvgjsPath1134" d="M 0 0L 83 0L 83 44.899999999999864L 0 44.899999999999864Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#cc99ff"></path><g id="SvgjsG1135"><text id="SvgjsText1136" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="63px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="12.999999999999932" transform="rotate(0)"><tspan id="SvgjsTspan1137" dy="16" x="41.5"><tspan id="SvgjsTspan1138" style="text-decoration:;">softmax</tspan></tspan></text></g></g><g id="SvgjsG1139"><path id="SvgjsPath1140" d="M92.002685546875 632.0113342285157L145.49430565860683 631.0113342285156" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1141)"></path></g><g id="SvgjsG1143"><path id="SvgjsPath1144" d="M205.33788107760125 631.0113342285156L264.49430565860683 632.0113342285156" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1145)"></path></g><g id="SvgjsG1147"><path id="SvgjsPath1148" d="M324.3378810776012 632.0113342285156L384.87978051894197 632.0113342285156" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1149)"></path></g><g id="SvgjsG1151"><path id="SvgjsPath1152" d="M444.7233559379365 632.0113342285156L504.87978051894197 633.0113342285156" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1153)"></path></g><g id="SvgjsG1155"><path id="SvgjsPath1156" d="M564.7233559379364 633.0113342285156L621.002685546875 633.0113342285156" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1157)"></path></g><g id="SvgjsG1159"><path id="SvgjsPath1160" d="M205.33788107760125 631.0113342285156C 232.002685546875 616.6213397979736 235.002685546875 606.6213397979736 264.49430565860683 632.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1161)"></path></g><g id="SvgjsG1163"><path id="SvgjsPath1164" d="M205.33788107760125 631.0113342285156C 272.002685546875 564.6213397979736 290.002685546875 572.6213397979736 384.87978051894197 632.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1165)"></path></g><g id="SvgjsG1167"><path id="SvgjsPath1168" d="M205.33788107760125 631.0113342285156C 285.002685546875 531.6213397979736 416.002685546875 545.6213397979736 504.87978051894197 633.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1169)"></path></g><g id="SvgjsG1171"><path id="SvgjsPath1172" d="M324.3378810776012 632.0113342285156C 353.002685546875 653.6213397979736 361.002685546875 652.6213397979736 384.87978051894197 632.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1173)"></path></g><g id="SvgjsG1175"><path id="SvgjsPath1176" d="M324.3378810776012 632.0113342285156C 393.002685546875 696.6213397979736 435.002685546875 690.6213397979736 504.87978051894197 633.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1177)"></path></g><g id="SvgjsG1179"><path id="SvgjsPath1180" d="M444.7233559379365 632.0113342285156C 465.002685546875 613.6213397979736 475.002685546875 615.6213397979736 504.87978051894197 633.0113342285156" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1181)"></path></g><g id="SvgjsG1183" transform="translate(254.42726655246156,734.6213397979736)"><path id="SvgjsPath1184" d="M 0 0L 177.28770949720672 0L 177.28770949720672 43L 0 43Z" stroke="none" fill="none"></path><g id="SvgjsG1185"><text id="SvgjsText1186" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="178px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="12.05" transform="rotate(0)"><tspan id="SvgjsTspan1187" dy="16" x="89"><tspan id="SvgjsTspan1188" style="text-decoration:;">GeneralModel</tspan></tspan></text></g></g><g id="SvgjsG1189"><path id="SvgjsPath1190" d="M513.16190342397 711.1301751589642L558.6926296809531 711.1301751589642" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1191)"></path></g><g id="SvgjsG1193" transform="translate(575.0836911334671,692.0072701310312)"><path id="SvgjsPath1194" d="M 0 0L 236.75977653631284 0L 236.75977653631284 46.44134078212291L 0 46.44134078212291Z" stroke="none" fill="none"></path><g id="SvgjsG1195"><text id="SvgjsText1196" font-family="微软雅黑" text-anchor="start" font-size="13px" width="237px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="-1.7293296089385464" transform="rotate(0)"><tspan id="SvgjsTspan1197" dy="16" x="0"><tspan id="SvgjsTspan1198" style="text-decoration:;">choose an operation from: MaxPool, </tspan></tspan><tspan id="SvgjsTspan1199" dy="16" x="0"><tspan id="SvgjsTspan1200" style="text-decoration:;">AvgPool, SepConvBN3x3, SepConvBN</tspan></tspan><tspan id="SvgjsTspan1201" dy="16" x="0"><tspan id="SvgjsTspan1202" style="text-decoration:;">5x5 and SkipConnect</tspan></tspan></text></g></g><g id="SvgjsG1203"><path id="SvgjsPath1204" d="M512.002685546875 764.0113342285156L558.002685546875 764.0113342285156" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1205)"></path></g><g id="SvgjsG1207" transform="translate(575.0836911334671,746.4613342285156)"><path id="SvgjsPath1208" d="M 0 0L 206.91899441340786 0L 206.91899441340786 30L 0 30Z" stroke="none" fill="none"></path><g id="SvgjsG1209"><text id="SvgjsText1210" font-family="微软雅黑" text-anchor="start" font-size="13px" width="207px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="5.55" transform="rotate(0)"><tspan id="SvgjsTspan1211" dy="16" x="0"><tspan id="SvgjsTspan1212" style="text-decoration:;">pass tensor without operation</tspan></tspan></text></g></g><g id="SvgjsG1213" transform="translate(515.2401157144727,840.7024446654088)"><path id="SvgjsPath1214" d="M 0 25.766944781553388C 0 -8.588981593851129 52.76256983240228 -8.588981593851129 52.76256983240228 25.766944781553388C 52.76256983240228 60.122871156957906 0 60.122871156957906 0 25.766944781553388Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#00ffff"></path><g id="SvgjsG1215"><text id="SvgjsText1216" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="33px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="16.31694478155339" transform="rotate(0)"></text></g></g><g id="SvgjsG1217" transform="translate(586.4943056586069,848.257098944169)"><path id="SvgjsPath1218" d="M 0 0L 109.27374301675977 0L 109.27374301675977 36.42458100558659L 0 36.42458100558659Z" stroke="none" fill="none"></path><g id="SvgjsG1219"><text id="SvgjsText1220" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="110px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="8.762290502793295" transform="rotate(0)"><tspan id="SvgjsTspan1221" dy="16" x="55"><tspan id="SvgjsTspan1222" style="text-decoration:;">ENASMacroLayer</tspan></tspan></text></g></g><g id="SvgjsG1223"><path id="SvgjsPath1224" d="M515.2401157144727 810.0463762762827L560.7708419714559 810.0463762762827" stroke-dasharray="10,5,3,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1225)"></path></g><g id="SvgjsG1227" transform="translate(578.0725179491095,786.3703986226515)"><path id="SvgjsPath1228" d="M 0 0L 205.79888268156424 0L 205.79888268156424 43.70949720670391L 0 43.70949720670391Z" stroke="none" fill="none"></path><g id="SvgjsG1229"><text id="SvgjsText1230" font-family="微软雅黑" text-anchor="start" font-size="13px" width="206px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="4.404748603351954" transform="rotate(0)"><tspan id="SvgjsTspan1231" dy="16" x="0"><tspan id="SvgjsTspan1232" style="text-decoration:;">(suppose this layer is the Nth </tspan></tspan><tspan id="SvgjsTspan1233" dy="16" x="0"><tspan id="SvgjsTspan1234" style="text-decoration:;">layer) outputs of all N-1 layers</tspan></tspan></text></g></g><g id="SvgjsG1235"><path id="SvgjsPath1236" d="M163.24290901056213 250.84525895784685C 166.7038178979269 290.40362855551774 245.01666705993807 272.29806254453354 241.5557581725733 311.8564321422044" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1237)"></path></g><g id="SvgjsG1239"><path id="SvgjsPath1240" d="M424.41050677592534 163.04637627628261L469.9412330329085 163.04637627628261" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1241)"></path></g><g id="SvgjsG1243" transform="translate(489.24290901056213,136.37039862265135)"><path id="SvgjsPath1244" d="M 0 0L 205.79888268156424 0L 205.79888268156424 43.70949720670391L 0 43.70949720670391Z" stroke="none" fill="none"></path><g id="SvgjsG1245"><text id="SvgjsText1246" font-family="微软雅黑" text-anchor="start" font-size="13px" width="206px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="4.404748603351954" transform="rotate(0)"><tspan id="SvgjsTspan1247" dy="16" x="0"><tspan id="SvgjsTspan1248" style="text-decoration:;">pass the tensor input directly to </tspan></tspan><tspan id="SvgjsTspan1249" dy="16" x="0"><tspan id="SvgjsTspan1250" style="text-decoration:;">the next node</tspan></tspan></text></g></g></svg>
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id="SvgjsTspan1024" dy="16" x="35"><tspan id="SvgjsTspan1025" style="text-decoration:;">node 0</tspan></tspan></text></g></g><g id="SvgjsG1026" transform="translate(238.99998474121094,492.0080051422119)"><path id="SvgjsPath1027" d="M 0 35C 0 -11.666666666666666 70 -11.666666666666666 70 35C 70 81.66666666666667 0 81.66666666666667 0 35Z" stroke="rgba(50,50,50,1)" stroke-width="2" fill-opacity="1" fill="#ffff00"></path><g id="SvgjsG1028"><text id="SvgjsText1029" font-family="微软雅黑" text-anchor="middle" font-size="13px" width="50px" fill="#323232" font-weight="400" align="middle" anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="25.55" transform="rotate(0)"><tspan id="SvgjsTspan1030" dy="16" x="35"><tspan id="SvgjsTspan1031" style="text-decoration:;">node 2</tspan></tspan></text></g></g><g id="SvgjsG1032" transform="translate(67.99998474121094,372.0080051422119)"><path id="SvgjsPath1033" d="M 0 35C 0 -11.666666666666666 70 -11.666666666666666 70 35C 70 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anchor="middle" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="25.55" transform="rotate(0)"><tspan id="SvgjsTspan1042" dy="16" x="35"><tspan id="SvgjsTspan1043" style="text-decoration:;">node 3</tspan></tspan></text></g></g><g id="SvgjsG1044"><path id="SvgjsPath1045" d="M102.99998474121094 95.00800514221191C 111.75708566874948 195.1021267645375 282.7570856687495 178.91388351988633 273.99998474121094 279.0080051422119" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1046)"></path></g><g id="SvgjsG1048"><path id="SvgjsPath1049" d="M273.99998474121094 181.0080051422119C 277.41648985691916 220.05883730740834 277.41648985691916 239.9571729770155 273.99998474121094 279.0080051422119" stroke-dasharray="8,5" stroke="#323232" stroke-width="2" fill="none" marker-end="url(#SvgjsMarker1050)"></path></g><g id="SvgjsG1052"><path id="SvgjsPath1053" d="M273.99998474121094 349.0080051422119C 278.98529322637694 405.9903418730597 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transform="rotate(0)"><tspan id="SvgjsTspan1122" dy="16" x="0"><tspan id="SvgjsTspan1123" style="text-decoration:;">accept two operations from all inputs, </tspan></tspan><tspan id="SvgjsTspan1124" dy="16" x="0"><tspan id="SvgjsTspan1125" style="text-decoration:;">then add the results as output</tspan></tspan></text></g></g><g id="SvgjsG1126" transform="translate(435.99998474121094,642.5080051422119)"><path id="SvgjsPath1127" d="M 0 0L 224 0L 224 40L 0 40Z" stroke="none" fill="none"></path><g id="SvgjsG1128"><text id="SvgjsText1129" font-family="微软雅黑" text-anchor="start" font-size="13px" width="224px" fill="#323232" font-weight="400" align="middle" anchor="start" family="微软雅黑" size="13px" weight="400" font-style="" opacity="1" y="10.55" transform="rotate(0)"><tspan id="SvgjsTspan1130" dy="16" x="0"><tspan id="SvgjsTspan1131" style="text-decoration:;">results of previous layers as input</tspan></tspan></text></g></g><g id="SvgjsG1132"><path id="SvgjsPath1133" d="M102.99998474121094 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value as </tspan></tspan><tspan id="SvgjsTspan1186" dy="16" x="0"><tspan id="SvgjsTspan1187" style="text-decoration:;">the output of this cell.</tspan></tspan></text></g></g></svg>
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