419 lines
16 KiB
Python
419 lines
16 KiB
Python
# Licensed to the Apache Software Foundation (ASF) under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "License"); you may not use this file except in compliance
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# with the License. You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing,
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# software distributed under the License is distributed on an
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# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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# KIND, either express or implied. See the License for the
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# specific language governing permissions and limitations
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# under the License.
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"""Configuration of TVMScript printer"""
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import os
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from collections.abc import Sequence
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from tvm_ffi import get_global_func, register_object
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from tvm_ffi.access_path import AccessPath
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from tvm.runtime import Object
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from . import _ffi_node_api
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@register_object("script.PrinterConfig")
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class PrinterConfig(Object):
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"""Configuration of TVMScript printer"""
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binding_names: Sequence[str]
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show_meta: bool
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ir_prefix: str
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module_alias: str
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buffer_dtype: str
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int_dtype: str
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float_dtype: str
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verbose_expr: bool
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indent_spaces: int
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print_line_numbers: bool
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num_context_lines: int
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syntax_sugar: bool
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show_object_address: bool
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extra_config: dict
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path_to_underline: list[AccessPath] | None
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path_to_annotate: dict[AccessPath, str] | None
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obj_to_underline: list[AccessPath] | None
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obj_to_annotate: dict[AccessPath, str] | None
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def __init__(
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self,
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*,
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name: str | None = None,
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show_meta: bool = False,
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ir_prefix: str = "I",
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module_alias: str = "cls",
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buffer_dtype: str = "float32",
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int_dtype: str = "int32",
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float_dtype: str = "void",
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verbose_expr: bool = False,
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indent_spaces: int = 4,
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print_line_numbers: bool = False,
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num_context_lines: int | None = None,
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syntax_sugar: bool = True,
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show_object_address: bool = False,
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show_all_ty: bool = True,
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extra_config: dict | None = None,
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path_to_underline: list[AccessPath] | None = None,
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path_to_annotate: dict[AccessPath, str] | None = None,
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obj_to_underline: list[Object] | None = None,
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obj_to_annotate: dict[Object, str] | None = None,
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) -> None:
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if num_context_lines is None:
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num_context_lines = -1
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cfg: dict = {
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"show_meta": show_meta,
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"ir_prefix": ir_prefix,
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"module_alias": module_alias,
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"buffer_dtype": buffer_dtype,
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"int_dtype": int_dtype,
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"float_dtype": float_dtype,
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"verbose_expr": verbose_expr,
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"indent_spaces": indent_spaces,
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"print_line_numbers": print_line_numbers,
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"num_context_lines": num_context_lines,
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"syntax_sugar": syntax_sugar,
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"show_object_address": show_object_address,
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"path_to_underline": path_to_underline,
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"path_to_annotate": path_to_annotate,
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"obj_to_underline": obj_to_underline,
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"obj_to_annotate": obj_to_annotate,
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# Dialect-specific config via dotted keys in extra_config
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"relax.show_all_ty": show_all_ty,
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}
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if name is not None:
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cfg["name"] = name
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if extra_config is not None:
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cfg["extra_config"] = extra_config
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self.__init_handle_by_constructor__(
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_ffi_node_api.PrinterConfig,
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cfg, # type: ignore # pylint: disable=no-member
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)
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def _script(obj: Object, config: PrinterConfig) -> str:
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return _ffi_node_api.TVMScriptPrinterScript(obj, config) # type: ignore # pylint: disable=no-member
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def _relax_script(obj: Object, config: PrinterConfig) -> str:
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func = get_global_func("script.printer.ReprPrintRelax")
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return func(obj, config)
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class Scriptable:
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"""A base class that enables the script() and show() method."""
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def script(
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self,
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*,
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name: str | None = None,
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show_meta: bool = False,
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ir_prefix: str = "I",
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module_alias: str = "cls",
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int_dtype: str = "int32",
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float_dtype: str = "void",
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verbose_expr: bool = False,
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indent_spaces: int = 4,
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print_line_numbers: bool = False,
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num_context_lines: int = -1,
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syntax_sugar: bool = True,
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show_object_address: bool = False,
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show_all_ty: bool = True,
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extra_config: dict | None = None,
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path_to_underline: list[AccessPath] | None = None,
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path_to_annotate: dict[AccessPath, str] | None = None,
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obj_to_underline: list[Object] | None = None,
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obj_to_annotate: dict[Object, str] | None = None,
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) -> str:
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"""Print TVM IR into TVMScript text format
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Parameters
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----------
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name : Optional[str] = None
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The name of the object
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show_meta : bool = False
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Whether to print the meta data of the object
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ir_prefix : str = "I"
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The prefix of AST nodes from tvm.ir
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module_alias : str = "cls"
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The alias of the current module at cross-function call,
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Directly use module name if it's empty.
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int_dtype : str = "int32"
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The default data type of integer
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float_dtype : str = "void"
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The default data type of float
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verbose_expr : bool = False
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Whether to print the detailed definition of each variable in the expression
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indent_spaces : int = 4
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The number of spaces for indentation
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print_line_numbers : bool = False
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Whether to print line numbers
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num_context_lines : int = -1
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The number of lines of context to print before and after the line to underline.
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syntax_sugar: bool = True
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Whether to output with syntax sugar, set false for complete printing.
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show_object_address: bool = False
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Whether to include the object's address as part of the TVMScript name
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show_all_ty: bool = True
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If True (default), annotate all variable bindings with the struct
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info of that variable. If False, only add annotations where
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required for unambiguous round-trip of Relax -> TVMScript -> Relax.
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extra_config : Optional[dict] = None
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Dialect-specific configuration passed through to PrinterConfig.extra_config.
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Keys are conventionally namespaced as "<dialect>.<knob>", e.g.
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``{"tirx.prefix": "T"}``.
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path_to_underline : Optional[List[AccessPath]] = None
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Object path to be underlined
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path_to_annotate : Optional[Dict[AccessPath, str]] = None
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Object path to be annotated
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obj_to_underline : Optional[List[Object]] = None
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Object to be underlined
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obj_to_annotate : Optional[Dict[Object, str]] = None
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Object to be annotated
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Returns
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-------
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script : str
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The TVM Script of the given TVM IR
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"""
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# Auto-switch to tirx (`T`/`tirx`) flavor only when explicitly
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# printing a PrimFunc / IRModule that has no s_tir-tagged content.
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# Free objects (Buffer, BufferRegion, ...) keep the default `T`/`tir`
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# flavor -- they have no enclosing function to indicate tirx vs s_tir.
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merged_extra: dict = {}
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if extra_config is not None:
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merged_extra.update(extra_config)
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# Only auto-switch if the caller has not already set a tirx.prefix override.
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if "tirx.prefix" not in merged_extra:
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from tvm.ir import IRModule # pylint: disable=import-outside-toplevel
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from tvm.tirx import PrimFunc # pylint: disable=import-outside-toplevel
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switch_to_tirx = False
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if isinstance(self, PrimFunc):
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attrs = getattr(self, "attrs", None)
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if attrs is None or not attrs.get("s_tir", False):
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switch_to_tirx = True
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elif isinstance(self, IRModule):
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any_prim = False
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any_s_tir = False
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for _, base_func in self.functions.items():
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if isinstance(base_func, PrimFunc):
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any_prim = True
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if getattr(base_func, "attrs", None) and base_func.attrs.get(
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"s_tir", False
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):
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any_s_tir = True
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break
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if any_prim and not any_s_tir:
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switch_to_tirx = True
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if switch_to_tirx:
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merged_extra["tirx.prefix"] = "T"
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return _script(
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self,
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PrinterConfig(
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name=name,
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show_meta=show_meta,
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ir_prefix=ir_prefix,
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module_alias=module_alias,
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int_dtype=int_dtype,
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float_dtype=float_dtype,
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verbose_expr=verbose_expr,
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indent_spaces=indent_spaces,
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print_line_numbers=print_line_numbers,
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num_context_lines=num_context_lines,
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syntax_sugar=syntax_sugar,
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show_object_address=show_object_address,
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show_all_ty=show_all_ty,
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extra_config=merged_extra if merged_extra else None,
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path_to_underline=path_to_underline,
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path_to_annotate=path_to_annotate,
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obj_to_underline=obj_to_underline,
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obj_to_annotate=obj_to_annotate,
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),
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)
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def _relax_script(
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self,
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*,
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name: str | None = None,
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show_meta: bool = False,
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ir_prefix: str = "I",
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module_alias: str = "cls",
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int_dtype: str = "int32",
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float_dtype: str = "void",
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verbose_expr: bool = False,
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indent_spaces: int = 4,
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print_line_numbers: bool = False,
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num_context_lines: int = -1,
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syntax_sugar: bool = True,
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show_object_address: bool = False,
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extra_config: dict | None = None,
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path_to_underline: list[AccessPath] | None = None,
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path_to_annotate: dict[AccessPath, str] | None = None,
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obj_to_underline: list[Object] | None = None,
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obj_to_annotate: dict[Object, str] | None = None,
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) -> str:
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return _relax_script(
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self,
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PrinterConfig(
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name=name,
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show_meta=show_meta,
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ir_prefix=ir_prefix,
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module_alias=module_alias,
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int_dtype=int_dtype,
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float_dtype=float_dtype,
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verbose_expr=verbose_expr,
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indent_spaces=indent_spaces,
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print_line_numbers=print_line_numbers,
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num_context_lines=num_context_lines,
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syntax_sugar=syntax_sugar,
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show_object_address=show_object_address,
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extra_config=extra_config,
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path_to_underline=path_to_underline,
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path_to_annotate=path_to_annotate,
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obj_to_underline=obj_to_underline,
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obj_to_annotate=obj_to_annotate,
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),
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)
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def show(
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self,
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style: str | None = None,
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black_format: bool | None = None,
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*,
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name: str | None = None,
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show_meta: bool = False,
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ir_prefix: str = "I",
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module_alias: str = "cls",
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int_dtype: str = "int32",
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float_dtype: str = "void",
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verbose_expr: bool = False,
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indent_spaces: int = 4,
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print_line_numbers: bool = False,
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num_context_lines: int = -1,
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syntax_sugar: bool = True,
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show_object_address: bool = False,
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show_all_ty: bool = True,
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extra_config: dict | None = None,
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path_to_underline: list[AccessPath] | None = None,
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path_to_annotate: dict[AccessPath, str] | None = None,
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obj_to_underline: list[Object] | None = None,
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obj_to_annotate: dict[Object, str] | None = None,
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) -> None:
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"""A sugar for print highlighted TVM script.
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Parameters
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----------
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style : str, optional
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Pygmentize printing style, auto-detected if None. See
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`tvm.script.highlight.cprint` for more details.
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black_format: Optional[bool]
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If true, use the formatter Black to format the TVMScript.
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If false, do not apply the auto-formatter.
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If None (default), determine the behavior based on the
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environment variable "TVM_BLACK_FORMAT". If this
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environment variable is unset, set to the empty string, or
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set to the integer zero, black auto-formatting will be
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disabled. If the environment variable is set to a
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non-zero integer, black auto-formatting will be enabled.
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Note that the "TVM_BLACK_FORMAT" environment variable only
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applies to the `.show()` method, and not the underlying
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`.script()` method. The `.show()` method is intended for
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human-readable output based on individual user
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preferences, while the `.script()` method is intended to
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provided a consistent output regardless of environment.
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name : Optional[str] = None
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The name of the object
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show_meta : bool = False
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Whether to print the meta data of the object
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ir_prefix : str = "I"
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The prefix of AST nodes from tvm.ir
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module_alias : str = "cls"
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The alias of the current module at cross-function call,
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Directly use module name if it's empty.
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int_dtype : str = "int32"
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The default data type of integer
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float_dtype : str = "void"
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The default data type of float
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verbose_expr : bool = False
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Whether to print the detailed definition of each variable in the expression
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indent_spaces : int = 4
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The number of spaces for indentation
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print_line_numbers : bool = False
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Whether to print line numbers
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num_context_lines : int = -1
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The number of lines of context to print before and after the line to underline.
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syntax_sugar: bool = True
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Whether to output with syntax sugar, set false for complete printing.
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show_object_address: bool = False
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Whether to include the object's address as part of the TVMScript name
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show_all_ty: bool = True
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If True (default), annotate all variable bindings with the struct
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info of that variable. If False, only add annotations where
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required for unambiguous round-trip of Relax -> TVMScript -> Relax.
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extra_config : Optional[dict] = None
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Dialect-specific configuration passed through to PrinterConfig.extra_config.
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path_to_underline : Optional[List[AccessPath]] = None
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Object path to be underlined
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path_to_annotate : Optional[Dict[AccessPath, str]] = None
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Object path to be annotated
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obj_to_underline : Optional[List[Object]] = None
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Object to be underlined
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obj_to_annotate : Optional[Dict[Object, str]] = None
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Object to be annotated
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"""
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from tvm.script.highlight import cprint # pylint: disable=import-outside-toplevel
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if black_format is None:
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env = os.environ.get("TVM_BLACK_FORMAT")
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black_format = env and int(env)
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cprint(
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self.script(
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name=name,
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show_meta=show_meta,
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ir_prefix=ir_prefix,
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module_alias=module_alias,
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int_dtype=int_dtype,
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float_dtype=float_dtype,
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verbose_expr=verbose_expr,
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indent_spaces=indent_spaces,
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print_line_numbers=print_line_numbers,
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num_context_lines=num_context_lines,
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syntax_sugar=syntax_sugar,
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show_object_address=show_object_address,
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show_all_ty=show_all_ty,
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extra_config=extra_config,
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path_to_underline=path_to_underline,
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path_to_annotate=path_to_annotate,
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obj_to_underline=obj_to_underline,
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obj_to_annotate=obj_to_annotate,
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),
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style=style,
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black_format=black_format,
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)
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