feat(codegen): using black parser (#5)

This commit is contained in:
Aaron Pham
2023-05-27 04:46:54 -07:00
committed by GitHub
parent d64407150c
commit 0a37bac25d
3 changed files with 132 additions and 57 deletions

View File

@@ -62,14 +62,14 @@ dependencies = [
"inflection",
# pydantic 2 ftw
"pydantic",
# astor for generating service file.
"astor",
# black for generating service file.
"black[jupyter]==23.3.0",
]
[project.urls]
Documentation = "https://github.com/bentoml/open-llm-server#readme"
Issues = "https://github.com/bentoml/open-llm-server/issues"
Source = "https://github.com/bentoml/open-llm-server"
Documentation = "https://github.com/llmsys/openllm#readme"
Issues = "https://github.com/llmsys/openllm/issues"
Source = "https://github.com/llmsys/openllm"
[project.scripts]
openllm = "openllm.cli:cli"
@@ -102,7 +102,8 @@ python = ["3.8", "3.9", "3.10", "3.11"]
[tool.hatch.envs.lint]
detached = true
dependencies = ["black>=23.1.0", "mypy>=1.0.0", "ruff>=0.0.243", "pyright"]
dependencies = ["ruff>=0.0.243", "pyright"]
[tool.hatch.envs.lint.scripts]
typing = "pyright {args:src/openllm tests}"
style = ["ruff {args:.}", "black --check --diff {args:.}"]

View File

@@ -1,3 +1,12 @@
"""
The service definition for running any LLMService.
Note that the line `model = ...` is a special line and should not be modified. This will be handled by openllm
internally to generate the correct model service when bundling the LLM to a Bento.
This will ensure that 'bentoml serve llm-bento' will work accordingly.
The generation code lives under ./utils/codegen.py
"""
from __future__ import annotations
import os
@@ -7,10 +16,6 @@ import bentoml
import openllm
# NOTE: The below code should not be changed as it will be used by the ast parser
# to generate the service code. This is the current drawback of this approach, but
# good for now. The below make sure that users who use `bentoml serve llm-bento` would
# work.
model = os.environ.get("OPENLLM_MODEL", "{__model_name__}") # openllm: model name
llm_config = openllm.AutoConfig.for_model(model)

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@@ -14,68 +14,137 @@
from __future__ import annotations
import ast
import logging
import string
import typing as t
from pathlib import Path
import astor
from black import decode_bytes, detect_target_versions, get_future_imports
from black.comments import list_comments, normalize_fmt_off
from black.linegen import LineGenerator, transform_line
from black.lines import EmptyLineTracker
from black.mode import Feature, Mode, TargetVersion, supports_feature
from black.nodes import syms
from black.parsing import lib2to3_parse
from blib2to3.pgen2 import token
from blib2to3.pytree import Leaf, Node
if t.TYPE_CHECKING:
from black.lines import LinesBlock
from fs.base import FS
logger = logging.getLogger(__name__)
OPENLLM_MODEL_NAME = {"# openllm: model name"}
class ModelFormatter(string.Formatter):
model_keyword: t.LiteralString = "__model_name__"
def __init__(self, model_name: str):
super().__init__()
self.model_name = model_name
def vformat(self, format_string: str) -> str:
return super().vformat(format_string, (), {self.model_keyword: self.model_name})
def can_format(self, value: str) -> bool:
try:
self.parse(value)
return True
except ValueError:
return False
def is_correct_leaf(self, leaf: Leaf):
return leaf.type == token.STRING and self.can_format(leaf.value)
def recurse_modify_node(node: Node | Leaf, node_type: int, model_name: str) -> Node | None:
if isinstance(node, Node) and node.type == node_type:
modify_node_with_comments(node, model_name)
for child in node.children:
recurse_modify_node(child, node_type, model_name)
def modify_node_with_comments(node: Node, model_name: str):
"""
Modify the node with comments '# openllm: model name' and replace
the formatted value with the actual model name.
"""
_formatter = ModelFormatter(model_name)
for children in node.children:
if isinstance(children, Leaf) and _formatter.is_correct_leaf(children):
children.value = _formatter.vformat(children.value)
_service_file = Path(__file__).parent.parent / "_service.py"
def write_service(model_name: str, target_path: str, llm_fs: FS):
logger.debug("Generating service for %s to %s", model_name, target_path)
service_file = Path(__file__).parent.parent / "_service.py"
with open(service_file.__fspath__(), "rb") as f:
node = ast.parse(f.read())
generator = ServiceGenerator(model_name)
generator.visit(node)
llm_fs.writetext(
target_path, f"# GENERATED BY 'openllm bundle {model_name}'. DO NOT EDIT\n" + "".join(generator.result)
)
mode = Mode(target_versions={TargetVersion.PY311}, is_pyi=False)
with open(_service_file.__fspath__(), "r") as f:
src_contents = f.read()
dst_contents = _parse_service_file(src_contents, model_name, mode)
# Forced second pass to work around optional trailing commas (becoming
# forced trailing commas on pass 2) interacting differently with optional
# parentheses. Admittedly ugly.
if src_contents != dst_contents:
dst_contents = _parse_service_file(dst_contents, model_name, mode)
llm_fs.writetext(target_path, f"# GENERATED BY 'openllm build {model_name}'. DO NOT EDIT\n" + dst_contents)
class ServiceGenerator(astor.SourceGenerator):
def __init__(self, model_name: str, indent_width: str | None = None):
self.model_name = model_name
if indent_width is None:
indent_width = " " * 4
super().__init__(indent_width)
def _parse_service_file(src_contents: str, model_name: str, mode: Mode) -> str:
"""This function is an extension of black.format_str,
where we can modify the AST before formatting."""
def visit_Assign(self, node: ast.Assign):
self.newline(node)
src_node = lib2to3_parse(src_contents, mode.target_versions)
# we need to handle the value assignment for model name, "{__model_name__}"
# The first iteration is heuristic, as we will loop through all of the call args, which could be very slow.
# only parse os.environ.get
try:
if (
isinstance(node.value, ast.Call)
and isinstance(node.value.func, ast.Attribute)
and node.value.func.attr == "get"
):
if isinstance(node.value.func.value, ast.Attribute) and node.value.func.value.attr == "environ":
if isinstance(node.value.func.value.value, ast.Name) and node.value.func.value.value.id == "os":
# right now, the last arg is the default value
arg = node.value.args[-1]
if not isinstance(arg, ast.Constant):
pass
else:
string_value = arg.value.format(__model_name__=self.model_name)
node.value.args[-1] = ast.Constant(value=string_value)
else:
pass
except AttributeError as err:
logger.error(f"Error parsing os.environ.get: {err}")
# This is the actual AST handling
for leaf in src_node.leaves():
for comment in list_comments(leaf.prefix, is_endmarker=False):
if comment.value in OPENLLM_MODEL_NAME:
assert leaf.prev_sibling is not None, "'# openllm: model name' line must not be modified."
recurse_modify_node(leaf.prev_sibling, syms.arglist, model_name)
# Finally, actually write the assignment
for idx, target in enumerate(node.targets):
if idx:
self.write(", ")
self.visit(target)
self.write(" = ")
self.visit(node.value)
# NOTE: The below is the same as black.format_str
dst_blocks: list[LinesBlock] = []
if mode.target_versions:
versions = mode.target_versions
else:
future_imports = get_future_imports(src_node)
versions = detect_target_versions(src_node, future_imports=future_imports)
context_manager_features = {
feature for feature in {Feature.PARENTHESIZED_CONTEXT_MANAGERS} if supports_feature(versions, feature)
}
normalize_fmt_off(src_node)
lines = LineGenerator(mode=mode, features=context_manager_features)
elt = EmptyLineTracker(mode=mode)
split_line_features = {
feature
for feature in {Feature.TRAILING_COMMA_IN_CALL, Feature.TRAILING_COMMA_IN_DEF}
if supports_feature(versions, feature)
}
block: LinesBlock | None = None
for current_line in lines.visit(src_node):
block = elt.maybe_empty_lines(current_line)
dst_blocks.append(block)
for line in transform_line(current_line, mode=mode, features=split_line_features):
block.content_lines.append(str(line))
if dst_blocks:
dst_blocks[-1].after = 0
dst_contents: list[str] = []
for block in dst_blocks:
dst_contents.extend(block.all_lines())
if not dst_contents:
# Use decode_bytes to retrieve the correct source newline (CRLF or LF),
# and check if normalized_content has more than one line
normalized_content, _, newline = decode_bytes(src_contents.encode("utf-8"))
if "\n" in normalized_content:
return newline
return ""
return "".join(dst_contents)