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108 lines
3.2 KiB
Python
108 lines
3.2 KiB
Python
"""Meta overrider: replace metadata fields without re-running dumps.
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Currently only overrides 'dims', but the design supports overriding
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additional meta fields (e.g. parallel_info) in the future.
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"""
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from __future__ import annotations
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import re
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from pathlib import Path
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from typing import Any, Literal, Optional
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import yaml
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from sglang.srt.debug_utils.comparator.utils import _StrictBase
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class MetaOverrideRule(_StrictBase):
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"""Single override rule: regex match on tensor name → replacement meta field(s).
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Currently only 'dims' is supported; more fields may be added in the future.
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"""
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match: str
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dims: str
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side: Literal["both", "baseline", "target"] = "both"
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class MetaOverrideConfig(_StrictBase):
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"""YAML top-level config for overriding comparator behavior."""
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overrides: list[MetaOverrideRule] = []
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class MetaOverrider:
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"""Holds override rules and applies first-match-wins replacement."""
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def __init__(self, rules: list[MetaOverrideRule]) -> None:
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self._rules: list[MetaOverrideRule] = rules
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@property
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def is_empty(self) -> bool:
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return len(self._rules) == 0
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@classmethod
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def from_args_and_config(
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cls,
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*,
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override_dims: list[str],
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override_baseline_dims: list[str],
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override_target_dims: list[str],
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override_config: Optional[Path],
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) -> MetaOverrider:
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per_side_args: list[tuple[list[str], Literal["both", "baseline", "target"]]] = [
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(override_dims, "both"),
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(override_baseline_dims, "baseline"),
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(override_target_dims, "target"),
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]
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cli_rules: list[MetaOverrideRule] = [
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MetaOverrideRule(match=name, dims=dims_str, side=side)
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for raw_args, side in per_side_args
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for name, dims_str in [_parse_cli_override_arg(raw) for raw in raw_args]
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]
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yaml_rules: list[MetaOverrideRule] = (
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_load_yaml_rules(override_config) if override_config is not None else []
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)
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return cls(rules=cli_rules + yaml_rules)
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def apply_to_meta(
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self,
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*,
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name: str,
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meta: dict[str, Any],
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side: Literal["baseline", "target"],
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) -> dict[str, Any]:
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"""First-match-wins: return meta with dims replaced by the first matching rule for this side."""
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for rule in self._rules:
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if rule.side not in ("both", side):
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continue
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if re.search(rule.match, name):
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return {**meta, "dims": rule.dims}
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return meta
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def _parse_cli_override_arg(raw: str) -> tuple[str, str]:
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"""Parse 'name:dims_string' from a CLI --override-* argument."""
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parts: list[str] = raw.split(":", maxsplit=1)
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if len(parts) != 2 or not parts[0].strip() or not parts[1].strip():
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raise ValueError(
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f"Invalid override format: {raw!r}; expected 'name:dims_string'"
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)
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return parts[0].strip(), parts[1].strip()
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def _load_yaml_rules(path: Path) -> list[MetaOverrideRule]:
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"""Load override rules from a YAML config file."""
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with open(path) as f:
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raw_data: Any = yaml.safe_load(f)
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if raw_data is None:
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return []
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config: MetaOverrideConfig = MetaOverrideConfig.model_validate(raw_data)
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return config.overrides
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