cyx-6 commented on code in PR #12978:
URL: https://github.com/apache/tvm/pull/12978#discussion_r990590866


##########
python/tvm/script/_parser/core/doc.py:
##########
@@ -0,0 +1,412 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+"""TVM Script Parser doc AST"""
+
+import ast
+import inspect
+import sys
+import typing
+from collections import defaultdict
+
+from . import doc_core as doc
+from .doc_core import *  # pylint: 
disable=unused-import,wildcard-import,redefined-builtin,W0614
+
+FnToDoc = typing.Callable[[ast.AST], doc.AST]
+FnFromDoc = typing.Callable[[doc.AST], ast.AST]
+
+
+class Entry:
+    """Mapping entry between str and doc AST."""
+
+    to_doc: typing.Optional[FnToDoc]
+    from_doc: typing.Optional[FnFromDoc]
+
+    def __init__(self):
+        self.to_doc = None
+        self.from_doc = None
+
+
+class Registry:
+    """Registration map for str and doc AST"""
+
+    _inst: typing.Optional["Registry"] = None
+    table: typing.Dict[str, Entry]
+
+    def __init__(self):
+        self.table = defaultdict(Entry)
+
+
+def register_to_doc(name: str):
+    def f(to_doc: FnToDoc):  # pylint: disable=redefined-outer-name
+        reg = Registry._inst  # pylint: disable=protected-access
+        reg.table[name].to_doc = to_doc
+
+    return f
+
+
+def register_from_doc(name: str):
+    def f(to_doc: FnFromDoc):  # pylint: disable=redefined-outer-name
+        reg = Registry._inst  # pylint: disable=protected-access
+        reg.table[name].from_doc = to_doc
+
+    return f
+
+
+def _is_atomic_type(node):
+    return (
+        node is None
+        or node in [..., True, False]
+        or isinstance(
+            node,
+            (
+                int,
+                float,
+                str,
+                bool,
+                bytes,
+                complex,
+            ),
+        )
+    )
+
+
+def _get_registry_entry(cls_name, attr):
+    cls_name = cls_name.split(".")[-1]
+    reg = Registry._inst  # pylint: disable=protected-access
+    if cls_name in reg.table:
+        entry = reg.table[cls_name]
+        return getattr(entry, attr, None)
+    return None
+
+
+def from_doc(node):
+    """Get AST node from doc AST node.
+
+    Parameters
+    ----------
+    node : doc.AST
+        The doc AST node.
+
+    Returns
+    -------
+    res : ast.AST
+        The corresponding AST node.
+    """
+    if _is_atomic_type(node):
+        return node
+    if isinstance(node, tuple):
+        return tuple(from_doc(n) for n in node)
+    if isinstance(node, list):
+        return [from_doc(n) for n in node]
+    func = _get_registry_entry(node.__class__.__name__, "from_doc")
+    if not func:
+        raise NotImplementedError(f"from_doc is not implemented for: 
{node.__class__.__name__}")
+    return func(node)
+
+
+def to_doc(node):
+    """Get doc AST node from AST node.
+
+    Parameters
+    ----------
+    node : ast.AST
+        The AST node.
+
+    Returns
+    -------
+    res : doc.AST
+        The corresponding doc AST node.
+    """
+    if _is_atomic_type(node):
+        return node
+    if isinstance(node, tuple):
+        return tuple(to_doc(n) for n in node)
+    if isinstance(node, list):
+        return [to_doc(n) for n in node]
+    func = _get_registry_entry(node.__class__.__name__, "to_doc")
+    if not func:
+        raise NotImplementedError(f"to_doc is not implemented for: 
{node.__class__.__name__}")
+    return func(node)
+
+
+def parse(
+    source: str,
+    filename: str = "<unknown>",
+    mode: str = "exec",
+) -> doc.AST:
+    """Parse TVMScript source code to doc AST.
+
+    Parameters
+    ----------
+    source : str
+        The TVMScript source code.
+
+    filename : str
+        The optional filename of source code.
+
+    mode : str
+        The parsing mode.
+
+    Returns
+    -------
+    res : doc.AST
+        The parsed doc AST.
+    """
+    try:
+        program = ast.parse(  # pylint: disable=unexpected-keyword-arg
+            source=source,
+            filename=filename,
+            mode=mode,
+            feature_version=(3, 8),
+        )
+    except:  # pylint: disable=bare-except
+        program = ast.parse(
+            source=source,
+            filename=filename,
+            mode=mode,
+        )
+    return to_doc(program)
+
+
+class NodeVisitor:
+    """ "Node visitor for doc AST"""

Review Comment:
   Updated.



##########
python/tvm/script/_parser/core/doc.py:
##########
@@ -0,0 +1,412 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+"""TVM Script Parser doc AST"""
+
+import ast
+import inspect
+import sys
+import typing
+from collections import defaultdict
+
+from . import doc_core as doc
+from .doc_core import *  # pylint: 
disable=unused-import,wildcard-import,redefined-builtin,W0614
+
+FnToDoc = typing.Callable[[ast.AST], doc.AST]
+FnFromDoc = typing.Callable[[doc.AST], ast.AST]
+
+
+class Entry:
+    """Mapping entry between str and doc AST."""
+
+    to_doc: typing.Optional[FnToDoc]
+    from_doc: typing.Optional[FnFromDoc]
+
+    def __init__(self):
+        self.to_doc = None
+        self.from_doc = None
+
+
+class Registry:
+    """Registration map for str and doc AST"""
+
+    _inst: typing.Optional["Registry"] = None
+    table: typing.Dict[str, Entry]
+
+    def __init__(self):
+        self.table = defaultdict(Entry)
+
+
+def register_to_doc(name: str):
+    def f(to_doc: FnToDoc):  # pylint: disable=redefined-outer-name
+        reg = Registry._inst  # pylint: disable=protected-access
+        reg.table[name].to_doc = to_doc
+
+    return f
+
+
+def register_from_doc(name: str):
+    def f(to_doc: FnFromDoc):  # pylint: disable=redefined-outer-name
+        reg = Registry._inst  # pylint: disable=protected-access
+        reg.table[name].from_doc = to_doc
+
+    return f
+
+
+def _is_atomic_type(node):
+    return (
+        node is None
+        or node in [..., True, False]
+        or isinstance(
+            node,
+            (
+                int,
+                float,
+                str,
+                bool,
+                bytes,
+                complex,
+            ),
+        )
+    )
+
+
+def _get_registry_entry(cls_name, attr):
+    cls_name = cls_name.split(".")[-1]
+    reg = Registry._inst  # pylint: disable=protected-access
+    if cls_name in reg.table:
+        entry = reg.table[cls_name]
+        return getattr(entry, attr, None)
+    return None
+
+
+def from_doc(node):
+    """Get AST node from doc AST node.
+
+    Parameters
+    ----------
+    node : doc.AST
+        The doc AST node.
+
+    Returns
+    -------
+    res : ast.AST
+        The corresponding AST node.
+    """
+    if _is_atomic_type(node):
+        return node
+    if isinstance(node, tuple):
+        return tuple(from_doc(n) for n in node)
+    if isinstance(node, list):
+        return [from_doc(n) for n in node]
+    func = _get_registry_entry(node.__class__.__name__, "from_doc")
+    if not func:
+        raise NotImplementedError(f"from_doc is not implemented for: 
{node.__class__.__name__}")
+    return func(node)
+
+
+def to_doc(node):
+    """Get doc AST node from AST node.
+
+    Parameters
+    ----------
+    node : ast.AST
+        The AST node.
+
+    Returns
+    -------
+    res : doc.AST
+        The corresponding doc AST node.
+    """
+    if _is_atomic_type(node):
+        return node
+    if isinstance(node, tuple):
+        return tuple(to_doc(n) for n in node)
+    if isinstance(node, list):
+        return [to_doc(n) for n in node]
+    func = _get_registry_entry(node.__class__.__name__, "to_doc")
+    if not func:
+        raise NotImplementedError(f"to_doc is not implemented for: 
{node.__class__.__name__}")
+    return func(node)
+
+
+def parse(
+    source: str,
+    filename: str = "<unknown>",
+    mode: str = "exec",
+) -> doc.AST:
+    """Parse TVMScript source code to doc AST.
+
+    Parameters
+    ----------
+    source : str
+        The TVMScript source code.
+
+    filename : str
+        The optional filename of source code.
+
+    mode : str
+        The parsing mode.
+
+    Returns
+    -------
+    res : doc.AST
+        The parsed doc AST.
+    """
+    try:
+        program = ast.parse(  # pylint: disable=unexpected-keyword-arg
+            source=source,
+            filename=filename,
+            mode=mode,
+            feature_version=(3, 8),
+        )
+    except:  # pylint: disable=bare-except
+        program = ast.parse(
+            source=source,
+            filename=filename,
+            mode=mode,
+        )
+    return to_doc(program)
+
+
+class NodeVisitor:
+    """ "Node visitor for doc AST"""
+
+    def visit(self, node: doc.AST) -> None:
+        if isinstance(node, (list, tuple)):
+            for item in node:
+                self.visit(item)
+            return
+        if not isinstance(node, doc.AST):
+            return
+        getattr(
+            self,
+            "visit_" + node.__class__.__name__.split(".")[-1],
+            self.generic_visit,
+        )(node)
+
+    def generic_visit(self, node: doc.AST) -> None:
+        for field in node.__class__._FIELDS:  # pylint: 
disable=protected-access
+            value = getattr(node, field, None)
+            if value is None:
+                pass
+            elif isinstance(value, (doc.AST, list, tuple)):
+                self.visit(value)
+
+
+class NodeTransformer:
+    """ "Node transformer for doc AST"""

Review Comment:
   Updated.



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