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https://github.com/bentoml/OpenLLM.git
synced 2026-05-19 05:57:39 -04:00
feat(codegen): using black parser (#5)
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@@ -62,14 +62,14 @@ dependencies = [
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"inflection",
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# pydantic 2 ftw
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"pydantic",
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# astor for generating service file.
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"astor",
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# black for generating service file.
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"black[jupyter]==23.3.0",
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]
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[project.urls]
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Documentation = "https://github.com/bentoml/open-llm-server#readme"
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Issues = "https://github.com/bentoml/open-llm-server/issues"
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Source = "https://github.com/bentoml/open-llm-server"
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Documentation = "https://github.com/llmsys/openllm#readme"
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Issues = "https://github.com/llmsys/openllm/issues"
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Source = "https://github.com/llmsys/openllm"
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[project.scripts]
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openllm = "openllm.cli:cli"
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@@ -102,7 +102,8 @@ python = ["3.8", "3.9", "3.10", "3.11"]
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[tool.hatch.envs.lint]
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detached = true
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dependencies = ["black>=23.1.0", "mypy>=1.0.0", "ruff>=0.0.243", "pyright"]
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dependencies = ["ruff>=0.0.243", "pyright"]
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[tool.hatch.envs.lint.scripts]
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typing = "pyright {args:src/openllm tests}"
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style = ["ruff {args:.}", "black --check --diff {args:.}"]
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@@ -1,3 +1,12 @@
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"""
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The service definition for running any LLMService.
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Note that the line `model = ...` is a special line and should not be modified. This will be handled by openllm
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internally to generate the correct model service when bundling the LLM to a Bento.
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This will ensure that 'bentoml serve llm-bento' will work accordingly.
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The generation code lives under ./utils/codegen.py
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"""
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from __future__ import annotations
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import os
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@@ -7,10 +16,6 @@ import bentoml
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import openllm
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# NOTE: The below code should not be changed as it will be used by the ast parser
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# to generate the service code. This is the current drawback of this approach, but
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# good for now. The below make sure that users who use `bentoml serve llm-bento` would
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# work.
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model = os.environ.get("OPENLLM_MODEL", "{__model_name__}") # openllm: model name
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llm_config = openllm.AutoConfig.for_model(model)
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@@ -14,68 +14,137 @@
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from __future__ import annotations
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import ast
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import logging
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import string
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import typing as t
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from pathlib import Path
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import astor
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from black import decode_bytes, detect_target_versions, get_future_imports
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from black.comments import list_comments, normalize_fmt_off
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from black.linegen import LineGenerator, transform_line
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from black.lines import EmptyLineTracker
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from black.mode import Feature, Mode, TargetVersion, supports_feature
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from black.nodes import syms
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from black.parsing import lib2to3_parse
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from blib2to3.pgen2 import token
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from blib2to3.pytree import Leaf, Node
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if t.TYPE_CHECKING:
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from black.lines import LinesBlock
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from fs.base import FS
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logger = logging.getLogger(__name__)
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OPENLLM_MODEL_NAME = {"# openllm: model name"}
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class ModelFormatter(string.Formatter):
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model_keyword: t.LiteralString = "__model_name__"
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def __init__(self, model_name: str):
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super().__init__()
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self.model_name = model_name
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def vformat(self, format_string: str) -> str:
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return super().vformat(format_string, (), {self.model_keyword: self.model_name})
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def can_format(self, value: str) -> bool:
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try:
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self.parse(value)
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return True
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except ValueError:
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return False
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def is_correct_leaf(self, leaf: Leaf):
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return leaf.type == token.STRING and self.can_format(leaf.value)
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def recurse_modify_node(node: Node | Leaf, node_type: int, model_name: str) -> Node | None:
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if isinstance(node, Node) and node.type == node_type:
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modify_node_with_comments(node, model_name)
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for child in node.children:
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recurse_modify_node(child, node_type, model_name)
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def modify_node_with_comments(node: Node, model_name: str):
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"""
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Modify the node with comments '# openllm: model name' and replace
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the formatted value with the actual model name.
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"""
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_formatter = ModelFormatter(model_name)
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for children in node.children:
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if isinstance(children, Leaf) and _formatter.is_correct_leaf(children):
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children.value = _formatter.vformat(children.value)
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_service_file = Path(__file__).parent.parent / "_service.py"
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def write_service(model_name: str, target_path: str, llm_fs: FS):
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logger.debug("Generating service for %s to %s", model_name, target_path)
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service_file = Path(__file__).parent.parent / "_service.py"
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with open(service_file.__fspath__(), "rb") as f:
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node = ast.parse(f.read())
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generator = ServiceGenerator(model_name)
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generator.visit(node)
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llm_fs.writetext(
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target_path, f"# GENERATED BY 'openllm bundle {model_name}'. DO NOT EDIT\n" + "".join(generator.result)
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)
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mode = Mode(target_versions={TargetVersion.PY311}, is_pyi=False)
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with open(_service_file.__fspath__(), "r") as f:
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src_contents = f.read()
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dst_contents = _parse_service_file(src_contents, model_name, mode)
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# Forced second pass to work around optional trailing commas (becoming
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# forced trailing commas on pass 2) interacting differently with optional
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# parentheses. Admittedly ugly.
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if src_contents != dst_contents:
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dst_contents = _parse_service_file(dst_contents, model_name, mode)
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llm_fs.writetext(target_path, f"# GENERATED BY 'openllm build {model_name}'. DO NOT EDIT\n" + dst_contents)
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class ServiceGenerator(astor.SourceGenerator):
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def __init__(self, model_name: str, indent_width: str | None = None):
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self.model_name = model_name
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if indent_width is None:
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indent_width = " " * 4
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super().__init__(indent_width)
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def _parse_service_file(src_contents: str, model_name: str, mode: Mode) -> str:
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"""This function is an extension of black.format_str,
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where we can modify the AST before formatting."""
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def visit_Assign(self, node: ast.Assign):
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self.newline(node)
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src_node = lib2to3_parse(src_contents, mode.target_versions)
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# we need to handle the value assignment for model name, "{__model_name__}"
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# The first iteration is heuristic, as we will loop through all of the call args, which could be very slow.
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# only parse os.environ.get
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try:
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if (
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isinstance(node.value, ast.Call)
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and isinstance(node.value.func, ast.Attribute)
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and node.value.func.attr == "get"
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):
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if isinstance(node.value.func.value, ast.Attribute) and node.value.func.value.attr == "environ":
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if isinstance(node.value.func.value.value, ast.Name) and node.value.func.value.value.id == "os":
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# right now, the last arg is the default value
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arg = node.value.args[-1]
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if not isinstance(arg, ast.Constant):
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pass
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else:
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string_value = arg.value.format(__model_name__=self.model_name)
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node.value.args[-1] = ast.Constant(value=string_value)
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else:
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pass
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except AttributeError as err:
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logger.error(f"Error parsing os.environ.get: {err}")
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# This is the actual AST handling
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for leaf in src_node.leaves():
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for comment in list_comments(leaf.prefix, is_endmarker=False):
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if comment.value in OPENLLM_MODEL_NAME:
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assert leaf.prev_sibling is not None, "'# openllm: model name' line must not be modified."
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recurse_modify_node(leaf.prev_sibling, syms.arglist, model_name)
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# Finally, actually write the assignment
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for idx, target in enumerate(node.targets):
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if idx:
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self.write(", ")
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self.visit(target)
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self.write(" = ")
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self.visit(node.value)
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# NOTE: The below is the same as black.format_str
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dst_blocks: list[LinesBlock] = []
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if mode.target_versions:
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versions = mode.target_versions
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else:
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future_imports = get_future_imports(src_node)
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versions = detect_target_versions(src_node, future_imports=future_imports)
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context_manager_features = {
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feature for feature in {Feature.PARENTHESIZED_CONTEXT_MANAGERS} if supports_feature(versions, feature)
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}
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normalize_fmt_off(src_node)
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lines = LineGenerator(mode=mode, features=context_manager_features)
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elt = EmptyLineTracker(mode=mode)
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split_line_features = {
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feature
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for feature in {Feature.TRAILING_COMMA_IN_CALL, Feature.TRAILING_COMMA_IN_DEF}
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if supports_feature(versions, feature)
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}
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block: LinesBlock | None = None
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for current_line in lines.visit(src_node):
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block = elt.maybe_empty_lines(current_line)
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dst_blocks.append(block)
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for line in transform_line(current_line, mode=mode, features=split_line_features):
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block.content_lines.append(str(line))
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if dst_blocks:
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dst_blocks[-1].after = 0
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dst_contents: list[str] = []
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for block in dst_blocks:
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dst_contents.extend(block.all_lines())
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if not dst_contents:
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# Use decode_bytes to retrieve the correct source newline (CRLF or LF),
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# and check if normalized_content has more than one line
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normalized_content, _, newline = decode_bytes(src_contents.encode("utf-8"))
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if "\n" in normalized_content:
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return newline
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return ""
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return "".join(dst_contents)
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