CAD / CODE /evaluation /evaluate.py
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Add frozen CODE evaluation toolkit and portable full-GT scoring CLI
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#!/usr/bin/env python3
"""Portable, full-GT CODE evaluation of already-generated DXF artifacts.
This wrapper never executes candidate Python or calls a model/API.
"""
from __future__ import annotations
import argparse
import copy
import csv
import gzip
import hashlib
import json
from pathlib import Path
import re
import sys
from eval import eval_geometric051 as scope
from eval import eval_geometric052_rc5k_final as metric
from eval import v51_sidecar
import ezdxf
from reporting import aggregate, make_record
HERE = Path(__file__).resolve().parent
MODEL_FAILURES = {'empty', 'syntax_error', 'execution_error', 'length_zero',
'safety_error', 'resource_error', 'missing_dxf', 'invalid_dxf',
'generation_failed'}
def sha(path):
return hashlib.sha256(path.read_bytes()).hexdigest()
def json_write(path, value):
with path.open('x', encoding='utf-8') as handle:
json.dump(value, handle, ensure_ascii=False, indent=2, allow_nan=False)
handle.write('\n')
def load_population(name, ids_file=None):
config = json.loads((HERE / 'data/populations.json').read_text())[name]
archive = HERE / 'data' / config['sidecars']
body = gzip.decompress(archive.read_bytes())
provenance = json.loads((HERE / 'PROVENANCE.json').read_text())
assert hashlib.sha256(body).hexdigest() == provenance['sidecars_original_sha256'][archive.name]
records = {}
for line_number, line in enumerate(body.decode('utf-8').splitlines(), 1):
if not line.strip():
continue
record = v51_sidecar._validate_loaded_row(json.loads(line), archive, line_number)
assert re.fullmatch(r'\d{4}_\d{8}', record['id'])
assert record['id'] not in records
records[record['id']] = record
ids = list(config['ids'])
assert len(ids) == len(set(ids)) and set(ids) <= set(records)
if ids_file:
requested = [line.strip() for line in Path(ids_file).read_text().splitlines() if line.strip()]
if not requested or len(requested) != len(set(requested)) or not set(requested) <= set(ids):
raise ValueError('--ids-file must contain distinct IDs from the named population')
ids = requested
expected = config.get('expected_camr_denominator')
if expected is not None and not ids_file:
assert sum(bool(scope._scope_contracts(records[sid])['full_gt']['annotation_eligible']) for sid in ids) == expected
return ids, records
def load_failures(path, selected):
if not path:
return {}
result = {}
for line in Path(path).read_text(encoding='utf-8').splitlines():
if not line.strip():
continue
row = json.loads(line)
sid, status = str(row['id']), str(row['status'])
if sid in result:
raise ValueError('Duplicate ID in failure manifest: ' + sid)
if status not in MODEL_FAILURES | {'scored'}:
raise ValueError('Unrecognized/infrastructure/API-unavailable status must not be silently zero-filled: ' + status)
if sid in selected:
result[sid] = status
return result
def run(args):
ids, sidecars = load_population(args.population, args.ids_file)
gt_dir = args.gt_dir.resolve() if args.gt_dir else args.dataset_root.resolve() / 'reference_dxf'
if not args.pred_dir.is_dir():
raise ValueError('--pred-dir must be an existing directory (it may be empty)')
failures = load_failures(args.failure_manifest, set(ids))
# Missing or modified references are infrastructure errors, not model zeros.
for sid in ids:
gt = gt_dir / (sid + '.dxf')
if not gt.is_file() or sha(gt) != sidecars[sid]['gt_dxf_sha256']:
raise ValueError('Missing or mismatched reference DXF: ' + sid)
if args.output.exists():
raise FileExistsError('Refusing to overwrite existing output directory: ' + str(args.output))
args.output.mkdir(parents=True)
(args.output / 'raw').mkdir()
items = []
for index, sid in enumerate(ids, 1):
original = sidecars[sid]
contract = scope._scope_contracts(original)
gt = gt_dir / (sid + '.dxf')
pred = args.pred_dir / (sid + '.dxf')
status = failures.get(sid)
if status in MODEL_FAILURES:
row = make_record(sid, contract, status=status)
elif not pred.is_file():
if status == 'scored':
raise ValueError('Manifest says scored but DXF is missing: ' + sid)
row = make_record(sid, contract, status='missing_dxf')
else:
# A supplied artifact must be readable DXF, not merely have the extension.
try:
ezdxf.readfile(pred)
except (ezdxf.DXFError, UnicodeError) as error:
row = make_record(sid, contract, status='invalid_dxf', error=type(error).__name__)
else:
before = sha(pred)
sidecar = copy.deepcopy(original)
sidecar['gt_dxf'] = str(gt)
result = metric.score_dxf_pair(pred, gt, sidecar=sidecar, category=sidecar['category'])
# Unexpected scoring/infrastructure errors propagate; they are not model failures.
assert sha(pred) == before, 'Candidate changed during scoring: ' + sid
row = make_record(sid, contract, result=result)
raw_path = args.output / 'raw' / (sid + '.json')
json_write(raw_path, result)
row.update(raw_result='raw/' + sid + '.json', raw_result_sha256=sha(raw_path), predicted_dxf_sha256=before)
items.append(row)
if index % 50 == 0 or index == len(ids):
print(json.dumps({'progress': index, 'total': len(ids)}), flush=True)
with (args.output / 'per_item.jsonl').open('x', encoding='utf-8') as handle:
for row in items:
handle.write(json.dumps(row, ensure_ascii=False, allow_nan=False) + '\n')
summary = aggregate(items)
summary.update(metric_version=metric.METRIC_VERSION, population=args.population,
custom_subset=bool(args.ids_file), input_mode='pre-generated DXF artifacts',
candidate_programs_executed=False, selected_ids=ids)
json_write(args.output / 'summary.json', summary)
with (args.output / 'summary.csv').open('x', encoding='utf-8', newline='') as handle:
writer = csv.DictWriter(handle, fieldnames=list(summary['metrics']))
writer.writeheader()
writer.writerow(summary['metrics'])
print(json.dumps({k: v for k, v in summary.items() if k != 'selected_ids'}, indent=2))
return summary
def main():
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument('--pred-dir', type=Path, required=True, help='DXFs named <sample_id>.dxf')
parser.add_argument('--dataset-root', type=Path, default=HERE.parent, help='CODE directory after reference_dxf.zip extraction')
parser.add_argument('--gt-dir', type=Path, help='Optional reference_dxf directory override')
parser.add_argument('--population', choices=['test1045', 'paper1041', 'validation254'], default='test1045')
parser.add_argument('--ids-file', type=Path, help='Optional explicit subset; summary is marked custom_subset')
parser.add_argument('--failure-manifest', type=Path, help='Optional JSONL with id/status execution outcomes')
parser.add_argument('--output', type=Path, required=True, help='A new output directory')
return run(parser.parse_args())
if __name__ == '__main__':
main()