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Release visual answerability benchmark v1.0.0
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"""Deterministic comparison-slot construction shared by all controlled arms."""
from __future__ import annotations
import copy
from collections.abc import Iterable, Mapping
from dataclasses import dataclass
from typing import Any
from ..hashing import canonical_json_hash, join_manifest_sha256, sha256_text
from .data import AdmittedGroup
_TARGET_SOURCE_ROLES = frozenset({"TARGET_EVIDENCE", "TARGET_REFERENT", "SUBSTITUTE"})
@dataclass(frozen=True)
class ComparisonSlot:
slot_id: str
group_id: str
base_id: str
source: str
split: str
question: str
comparison_role: str
source_role: str
full_view: dict[str, Any]
selected_view: dict[str, Any]
full_answer: Any
answer_type: str
choices: tuple[dict[str, Any], ...]
def to_row(self) -> dict[str, Any]:
return {
"schema_version": 2,
"slot_id": self.slot_id,
"group_id": self.group_id,
"base_id": self.base_id,
"source": self.source,
"split": self.split,
"question": self.question,
"comparison_role": self.comparison_role,
"source_role": self.source_role,
"full_view_id": self.full_view["view_id"],
"selected_view_id": self.selected_view["view_id"],
"selected_state": self.selected_view["state"],
"full_view": copy.deepcopy(self.full_view),
"selected_view": copy.deepcopy(self.selected_view),
"full_answer": self.full_answer,
"selected_target": self.selected_view["target_canonical"],
"answer_type": self.answer_type,
"choices": [dict(choice) for choice in self.choices],
}
def _group_row(group: AdmittedGroup | Mapping[str, Any]) -> dict[str, Any]:
return group.row if isinstance(group, AdmittedGroup) else copy.deepcopy(dict(group))
def _comparison_role(source_role: str) -> str:
if source_role == "POSITIVE":
return "POSITIVE"
if source_role == "CONTROL":
return "CONTROL"
if source_role in _TARGET_SOURCE_ROLES:
return "TARGET"
raise ValueError(f"unsupported source role: {source_role!r}")
def build_comparison_slots(
groups: Iterable[AdmittedGroup | Mapping[str, Any]],
*,
seed: int,
max_slots: int | None = None,
) -> tuple[ComparisonSlot, ...]:
"""Build one slot per available role and deterministically shuffle by seed."""
if seed < 0:
raise ValueError("seed must be non-negative")
if max_slots is not None and max_slots <= 0:
raise ValueError("max_slots must be positive")
slots: list[ComparisonSlot] = []
seen_groups: set[str] = set()
for group_value in groups:
group = _group_row(group_value)
group_id = str(group["group_id"])
if group_id in seen_groups:
raise ValueError(f"duplicate group_id: {group_id}")
seen_groups.add(group_id)
views = list(group["views"])
full_views = [view for view in views if view["state"] == "FULL"]
if len(full_views) != 1:
raise ValueError(f"group {group_id}: expected exactly one FULL view")
full = copy.deepcopy(full_views[0])
for view in sorted(views, key=lambda item: str(item["view_id"])):
source_role = str(view["role"])
role = _comparison_role(source_role)
selected = copy.deepcopy(view)
slot_id = canonical_json_hash(
{
"schema_version": 1,
"group_id": group_id,
"base_id": group["base_id"],
"comparison_role": role,
"source_role": source_role,
"selected_view_id": selected["view_id"],
}
)
slots.append(
ComparisonSlot(
slot_id=slot_id,
group_id=group_id,
base_id=str(group["base_id"]),
source=str(group.get("source", "")),
split=str(group.get("split", "")),
question=str(group["question"]),
comparison_role=role,
source_role=source_role,
full_view=copy.deepcopy(full),
selected_view=selected,
full_answer=group["full_answer_canonical"],
answer_type=str(group["answer_type"]),
choices=tuple(copy.deepcopy(group.get("choices", []))),
)
)
if not slots:
raise ValueError("cannot build comparison slots from an empty group set")
slots.sort(key=lambda slot: (sha256_text(f"{seed}:{slot.slot_id}"), slot.slot_id))
if max_slots is not None:
slots = slots[:max_slots]
return tuple(slots)
def comparison_slot_from_row(row: Mapping[str, Any]) -> ComparisonSlot:
"""Restore a persisted v2 comparison slot without consulting group data."""
if row.get("schema_version") != 2:
raise ValueError("comparison slot row must use schema_version=2")
required_strings = (
"slot_id",
"group_id",
"base_id",
"source",
"split",
"question",
"comparison_role",
"source_role",
"answer_type",
)
for field in required_strings:
if not isinstance(row.get(field), str) or not str(row[field]):
raise ValueError(f"comparison slot {field} must be a non-empty string")
full_view = row.get("full_view")
selected_view = row.get("selected_view")
if not isinstance(full_view, Mapping) or not isinstance(selected_view, Mapping):
raise ValueError("comparison slot must persist full_view and selected_view")
if full_view.get("view_id") != row.get("full_view_id"):
raise ValueError("comparison slot full_view_id drift")
if selected_view.get("view_id") != row.get("selected_view_id"):
raise ValueError("comparison slot selected_view_id drift")
if selected_view.get("state") != row.get("selected_state"):
raise ValueError("comparison slot selected_state drift")
choices = row.get("choices")
if not isinstance(choices, list) or any(not isinstance(choice, Mapping) for choice in choices):
raise ValueError("comparison slot choices must be a list of objects")
slot = ComparisonSlot(
slot_id=str(row["slot_id"]),
group_id=str(row["group_id"]),
base_id=str(row["base_id"]),
source=str(row["source"]),
split=str(row["split"]),
question=str(row["question"]),
comparison_role=str(row["comparison_role"]),
source_role=str(row["source_role"]),
full_view=copy.deepcopy(dict(full_view)),
selected_view=copy.deepcopy(dict(selected_view)),
full_answer=copy.deepcopy(row.get("full_answer")),
answer_type=str(row["answer_type"]),
choices=tuple(copy.deepcopy(dict(choice)) for choice in choices),
)
if slot.to_row() != copy.deepcopy(dict(row)):
raise ValueError("comparison slot row is not canonical")
return slot
def comparison_slot_manifest_sha256(slots: Iterable[ComparisonSlot]) -> str:
"""Hash an ordered slot sequence; all arms must record the same value."""
return join_manifest_sha256(canonical_json_hash(slot.to_row()) for slot in slots)