NAtIveLong / evaluation /scripts /prepare_document_segale.py
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#!/usr/bin/env python3
"""Adapt frozen document cases and raw generations to the SEGALE interface."""
from __future__ import annotations
import argparse
import hashlib
import json
import re
from pathlib import Path
SAFE_ID = re.compile(r"^[A-Za-z0-9][A-Za-z0-9._-]{0,95}$")
CASE_METADATA_FIELDS = (
"schema_version",
"benchmark_version",
"track_id",
"split",
"corpus_id",
"work_id",
"official_directory_group",
"length_band",
"target_source_tokens",
"window_family_id",
)
def read_jsonl(path: Path) -> list[dict]:
with path.open(encoding="utf-8") as stream:
return [json.loads(line) for line in stream if line.strip()]
def write_jsonl(path: Path, rows: list[dict]) -> None:
with path.open("w", encoding="utf-8") as stream:
for row in rows:
stream.write(json.dumps(row, ensure_ascii=False, separators=(",", ":")) + "\n")
def sha_text(text: str) -> str:
return hashlib.sha256(text.encode("utf-8")).hexdigest()
def main() -> None:
parser = argparse.ArgumentParser()
parser.add_argument("--cases", type=Path, required=True)
parser.add_argument("--alignment-units", type=Path, required=True)
parser.add_argument("--generations", type=Path, required=True)
parser.add_argument("--output-dir", type=Path, required=True)
parser.add_argument("--suite-id", required=True)
parser.add_argument("--system-key", required=True)
parser.add_argument("--allow-incomplete", action="store_true")
args = parser.parse_args()
if not SAFE_ID.fullmatch(args.suite_id):
parser.error("--suite-id must be a path-safe identifier")
if not SAFE_ID.fullmatch(args.system_key):
parser.error("--system-key must be a path-safe identifier")
cases = read_jsonl(args.cases)
units = read_jsonl(args.alignment_units)
generations = read_jsonl(args.generations)
if not cases:
raise ValueError("Cases file is empty")
cases_by_id = {row["case_id"]: row for row in cases}
generations_by_id = {row["case_id"]: row for row in generations}
if len(cases_by_id) != len(cases) or len(generations_by_id) != len(generations):
raise ValueError("Duplicate case_id")
unexpected = set(generations_by_id) - set(cases_by_id)
if unexpected:
raise ValueError(f"Unexpected generations: {sorted(unexpected)}")
grouped_units: dict[str, list[dict]] = {case_id: [] for case_id in cases_by_id}
for unit in units:
grouped_units.setdefault(unit["case_id"], []).append(unit)
selected, failures = [], []
for case in cases:
case_id = case["case_id"]
run = generations_by_id.get(case_id)
if run is None:
if args.allow_incomplete:
failures.append({"case_id": case_id, "status": "missing"})
continue
raise ValueError(f"Missing generation for {case_id}")
status = run.get("status", "ok")
if not isinstance(status, str) or not status:
raise ValueError(f"Generation {case_id} has an invalid status")
if status != "ok":
failures.append({"case_id": case_id, "status": status})
if args.allow_incomplete:
continue
raise ValueError(f"Generation {case_id} has status={status}")
required = (
"mt", "finish_reason", "input_tokens", "output_tokens", "cap_hit",
"model_revision", "generation_config_sha256", "output_sha256"
)
missing = [key for key in required if key not in run]
if missing:
raise ValueError(f"Generation {case_id} missing {missing}")
if not isinstance(run["mt"], str) or not run["mt"]:
raise ValueError(f"Generation {case_id} has empty mt")
if sha_text(run["mt"]) != run["output_sha256"]:
raise ValueError(f"Generation {case_id} output hash mismatch")
case_units = sorted(grouped_units.get(case_id, []), key=lambda row: row["alignment_unit_index"])
if len(case_units) != case["alignment_unit_count"]:
raise ValueError(f"Alignment unit count mismatch for {case_id}")
canonical_source_lines = [row["source"] for row in case_units]
canonical_reference_lines = [row["reference"] for row in case_units]
reconstructed_source = "\n".join(canonical_source_lines)
reconstructed_reference = "\n".join(canonical_reference_lines)
source_matches = case["source"] in (reconstructed_source, reconstructed_source + "\n")
reference_matches = case["reference"] in (reconstructed_reference, reconstructed_reference + "\n")
if not source_matches or not reference_matches:
raise ValueError(f"Segment reconstruction mismatch for {case_id}")
# SEGALE aligns MT against source positions. Canonical units without a
# source position cannot enter VecAlign, but remain unchanged in the
# release alignment-units file and are explicitly counted here.
scored_units = [row for row in case_units if row["source"]]
if not scored_units:
raise ValueError(f"Generation {case_id} has no non-null source units")
source_lines = [row["source"] for row in scored_units]
reference_lines = [row["reference"] for row in scored_units]
segale_doc_id = "case-" + sha_text(case_id)[:24]
metadata = case.get("metadata", {})
if not isinstance(metadata, dict):
raise ValueError(f"Case {case_id} metadata must be an object")
metadata = dict(metadata)
for key in CASE_METADATA_FIELDS:
if key in case:
metadata[key] = case[key]
selected.append(
(case, run, source_lines, reference_lines, case_units, segale_doc_id, metadata)
)
segale_doc_ids = [row[5] for row in selected]
if len(segale_doc_ids) != len(set(segale_doc_ids)):
raise ValueError("SEGALE document ID collision")
args.output_dir.mkdir(parents=True, exist_ok=False)
reference_rows, system_rows, manifest_cases = [], [], []
for case, run, source_lines, reference_lines, canonical_units, segale_doc_id, metadata in selected:
case_id = case["case_id"]
for index, (source, reference) in enumerate(zip(source_lines, reference_lines, strict=True), 1):
reference_rows.append({"doc_id": segale_doc_id, "sys_id": "reference", "src": source, "tgt": reference, "seg_id": index})
system_rows.append({"doc_id": segale_doc_id, "sys_id": args.system_key, "src": case["source"], "tgt": run["mt"], "seg_id": 1})
manifest_cases.append({
"case_id": case_id,
"segale_doc_id": segale_doc_id,
"metadata": metadata,
"track_id": case.get("track_id"),
"split": case.get("split"),
"work_id": case.get("work_id"),
"official_directory_group": case.get("official_directory_group"),
"length_band": case.get("length_band"),
"window_family_id": case.get("window_family_id"),
"evaluation_source_lines": source_lines,
"canonical_alignment_unit_count": len(canonical_units),
"segale_source_unit_count": len(source_lines),
"canonical_null_source_count": sum(not row["source"] for row in canonical_units),
"canonical_null_reference_count": sum(not row["reference"] for row in canonical_units),
"segale_rendering": "non-null-source units in canonical order; canonical units remain in release alignment-units.jsonl",
"generation": {key: run.get(key) for key in (
"finish_reason", "input_tokens", "output_tokens", "cap_hit",
"model_revision", "generation_config_sha256", "output_sha256"
)},
})
write_jsonl(args.output_dir / "reference.jsonl", reference_rows)
write_jsonl(args.output_dir / "system.jsonl", system_rows)
manifest = {
"schema_version": "document-segale-adapter-v1",
"suite_id": args.suite_id,
"experiment": {
"suite_id": args.suite_id,
"system_key": args.system_key,
"track_ids": sorted(
{case["track_id"] for case, *_ in selected if case.get("track_id")}
),
"raw_output_preserved": True,
"output_cleanup": None,
},
"cases": manifest_cases,
"failures": failures,
}
(args.output_dir / "manifest.json").write_text(json.dumps(manifest, ensure_ascii=False, indent=2) + "\n", encoding="utf-8")
print(f"Prepared {len(selected)} cases; omitted {len(failures)} non-success cases")
if __name__ == "__main__":
main()