Spaces:
Configuration error
Configuration error
test(scoring): add failing reproducers for the deterministic Phase 4 core
Browse filesCovers the three parts of Phase 4 that need no LLM adapter: score
aggregation from verdicts, verbatim verification of a cited evidence
span, and derivation of the judge cache key.
RED evidence — `python -m pytest tests/unit/test_scoring.py -o addopts="" -q`:
ImportError: cannot import name 'CoreStageFailedError'
from 'app.exceptions'
1 error in 0.59s
Collection fails because neither `app.services.scoring` nor the two new
exceptions exist yet. That is the intended reason.
- tests/unit/test_scoring.py +777 -0
tests/unit/test_scoring.py
ADDED
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@@ -0,0 +1,777 @@
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|
| 1 |
+
"""Unit tests for the deterministic scoring surface.
|
| 2 |
+
|
| 3 |
+
Three things are covered here, and all three are pure functions: score
|
| 4 |
+
aggregation from verdicts, verbatim verification of a cited evidence span, and
|
| 5 |
+
derivation of the judge cache key. Nothing in this file touches a database, a
|
| 6 |
+
network, or a model — that is the point. The LLM judge that *produces* the
|
| 7 |
+
verdicts is out of scope for this phase; what is testable today is everything
|
| 8 |
+
that happens to a verdict once it exists.
|
| 9 |
+
"""
|
| 10 |
+
|
| 11 |
+
from __future__ import annotations
|
| 12 |
+
|
| 13 |
+
import hashlib
|
| 14 |
+
import uuid
|
| 15 |
+
from decimal import Decimal
|
| 16 |
+
|
| 17 |
+
import pytest
|
| 18 |
+
|
| 19 |
+
from app.exceptions import (
|
| 20 |
+
CoreStageFailedError,
|
| 21 |
+
EvidenceSpanMismatchError,
|
| 22 |
+
ResourceConflictError,
|
| 23 |
+
TalentLensError,
|
| 24 |
+
)
|
| 25 |
+
from app.models import Requirement, RubricVersion
|
| 26 |
+
from app.services.rubric import (
|
| 27 |
+
APPROVED_STATUS,
|
| 28 |
+
DEFAULT_AGGREGATION_FORMULA_VERSION,
|
| 29 |
+
DEFAULT_MUST_HAVE_FAIL_CAP,
|
| 30 |
+
EDITABLE_STATUS,
|
| 31 |
+
)
|
| 32 |
+
from app.services.scoring import (
|
| 33 |
+
SUPPORTED_FORMULA_VERSIONS,
|
| 34 |
+
VERDICT_MET,
|
| 35 |
+
VERDICT_MISSING,
|
| 36 |
+
VERDICT_PARTIAL,
|
| 37 |
+
VERDICT_UNCLEAR,
|
| 38 |
+
VERDICTS,
|
| 39 |
+
Verdict,
|
| 40 |
+
aggregate_score,
|
| 41 |
+
retrieval_config_hash,
|
| 42 |
+
verdict_cache_key,
|
| 43 |
+
verify_evidence_span,
|
| 44 |
+
)
|
| 45 |
+
|
| 46 |
+
TENANT_ID = uuid.UUID("11111111-1111-1111-1111-111111111111")
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
# --------------------------------------------------------------------------- #
|
| 50 |
+
# Builders #
|
| 51 |
+
# --------------------------------------------------------------------------- #
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
def _rubric(
|
| 55 |
+
*,
|
| 56 |
+
must_have_fail_cap: int = DEFAULT_MUST_HAVE_FAIL_CAP,
|
| 57 |
+
formula_version: str = DEFAULT_AGGREGATION_FORMULA_VERSION,
|
| 58 |
+
status: str = APPROVED_STATUS,
|
| 59 |
+
) -> RubricVersion:
|
| 60 |
+
"""Build an in-memory rubric version.
|
| 61 |
+
|
| 62 |
+
Column defaults are applied by the database on insert, so every field the
|
| 63 |
+
aggregator reads is set explicitly here.
|
| 64 |
+
"""
|
| 65 |
+
return RubricVersion(
|
| 66 |
+
id=uuid.uuid4(),
|
| 67 |
+
tenant_id=TENANT_ID,
|
| 68 |
+
job_id=uuid.uuid4(),
|
| 69 |
+
version=1,
|
| 70 |
+
status=status,
|
| 71 |
+
source="manual",
|
| 72 |
+
content_hash="a" * 64 if status == APPROVED_STATUS else None,
|
| 73 |
+
must_have_fail_cap=must_have_fail_cap,
|
| 74 |
+
aggregation_formula_version=formula_version,
|
| 75 |
+
)
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
def _requirement(
|
| 79 |
+
rubric: RubricVersion,
|
| 80 |
+
*,
|
| 81 |
+
weight: str,
|
| 82 |
+
is_must_have: bool = False,
|
| 83 |
+
ordinal: int = 0,
|
| 84 |
+
text: str = "criterion",
|
| 85 |
+
) -> Requirement:
|
| 86 |
+
"""Build one in-memory requirement belonging to ``rubric``."""
|
| 87 |
+
return Requirement(
|
| 88 |
+
id=uuid.uuid4(),
|
| 89 |
+
tenant_id=rubric.tenant_id,
|
| 90 |
+
rubric_version_id=rubric.id,
|
| 91 |
+
ordinal=ordinal,
|
| 92 |
+
text=text,
|
| 93 |
+
category="skill",
|
| 94 |
+
is_must_have=is_must_have,
|
| 95 |
+
weight=Decimal(weight),
|
| 96 |
+
)
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
def _verdicts(*pairs: tuple[Requirement, str]) -> list[Verdict]:
|
| 100 |
+
"""Pair each requirement with a verdict label."""
|
| 101 |
+
return [Verdict(requirement_id=req.id, verdict=label) for req, label in pairs]
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
# --------------------------------------------------------------------------- #
|
| 105 |
+
# aggregate_score — verdict credit #
|
| 106 |
+
# --------------------------------------------------------------------------- #
|
| 107 |
+
|
| 108 |
+
|
| 109 |
+
def test_a_rubric_fully_met_scores_one_hundred():
|
| 110 |
+
rubric = _rubric()
|
| 111 |
+
reqs = [
|
| 112 |
+
_requirement(rubric, weight="0.6000", ordinal=0),
|
| 113 |
+
_requirement(rubric, weight="0.4000", ordinal=1),
|
| 114 |
+
]
|
| 115 |
+
|
| 116 |
+
result = aggregate_score(
|
| 117 |
+
rubric=rubric,
|
| 118 |
+
requirements=reqs,
|
| 119 |
+
verdicts=_verdicts((reqs[0], VERDICT_MET), (reqs[1], VERDICT_MET)),
|
| 120 |
+
)
|
| 121 |
+
|
| 122 |
+
assert result.score == Decimal("100.00")
|
| 123 |
+
assert result.must_have_failed is False
|
| 124 |
+
assert result.cap_applied is False
|
| 125 |
+
|
| 126 |
+
|
| 127 |
+
def test_a_rubric_met_nowhere_scores_zero():
|
| 128 |
+
rubric = _rubric()
|
| 129 |
+
reqs = [
|
| 130 |
+
_requirement(rubric, weight="0.5000", ordinal=0),
|
| 131 |
+
_requirement(rubric, weight="0.5000", ordinal=1),
|
| 132 |
+
]
|
| 133 |
+
|
| 134 |
+
result = aggregate_score(
|
| 135 |
+
rubric=rubric,
|
| 136 |
+
requirements=reqs,
|
| 137 |
+
verdicts=_verdicts((reqs[0], VERDICT_MISSING), (reqs[1], VERDICT_MISSING)),
|
| 138 |
+
)
|
| 139 |
+
|
| 140 |
+
assert result.score == Decimal("0.00")
|
| 141 |
+
|
| 142 |
+
|
| 143 |
+
def test_a_partial_verdict_earns_half_credit():
|
| 144 |
+
rubric = _rubric()
|
| 145 |
+
req = _requirement(rubric, weight="1.0000")
|
| 146 |
+
|
| 147 |
+
result = aggregate_score(
|
| 148 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_PARTIAL))
|
| 149 |
+
)
|
| 150 |
+
|
| 151 |
+
assert result.score == Decimal("50.00")
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
def test_an_unclear_verdict_earns_the_same_as_a_missing_one():
|
| 155 |
+
# A judge that could not tell must not hand out the benefit of the doubt:
|
| 156 |
+
# an unreadable resume would otherwise outscore a readable weak one.
|
| 157 |
+
rubric = _rubric()
|
| 158 |
+
req = _requirement(rubric, weight="1.0000")
|
| 159 |
+
|
| 160 |
+
unclear = aggregate_score(
|
| 161 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_UNCLEAR))
|
| 162 |
+
)
|
| 163 |
+
missing = aggregate_score(
|
| 164 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_MISSING))
|
| 165 |
+
)
|
| 166 |
+
|
| 167 |
+
assert unclear.score == missing.score == Decimal("0.00")
|
| 168 |
+
|
| 169 |
+
|
| 170 |
+
def test_the_score_is_weighted_by_the_rubric():
|
| 171 |
+
rubric = _rubric()
|
| 172 |
+
heavy = _requirement(rubric, weight="0.7000", ordinal=0)
|
| 173 |
+
light = _requirement(rubric, weight="0.3000", ordinal=1)
|
| 174 |
+
|
| 175 |
+
result = aggregate_score(
|
| 176 |
+
rubric=rubric,
|
| 177 |
+
requirements=[heavy, light],
|
| 178 |
+
verdicts=_verdicts((heavy, VERDICT_MET), (light, VERDICT_MISSING)),
|
| 179 |
+
)
|
| 180 |
+
|
| 181 |
+
assert result.score == Decimal("70.00")
|
| 182 |
+
|
| 183 |
+
|
| 184 |
+
def test_every_verdict_label_is_scorable():
|
| 185 |
+
# Guards the credit table against drift: adding a verdict to the enum
|
| 186 |
+
# without giving it a credit would otherwise fail only in production.
|
| 187 |
+
rubric = _rubric()
|
| 188 |
+
for label in VERDICTS:
|
| 189 |
+
req = _requirement(rubric, weight="1.0000")
|
| 190 |
+
result = aggregate_score(
|
| 191 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, label))
|
| 192 |
+
)
|
| 193 |
+
assert Decimal("0.00") <= result.score <= Decimal("100.00")
|
| 194 |
+
|
| 195 |
+
|
| 196 |
+
# --------------------------------------------------------------------------- #
|
| 197 |
+
# aggregate_score — must-have capping #
|
| 198 |
+
# --------------------------------------------------------------------------- #
|
| 199 |
+
|
| 200 |
+
|
| 201 |
+
def test_a_missing_must_have_caps_the_score():
|
| 202 |
+
rubric = _rubric(must_have_fail_cap=40)
|
| 203 |
+
gate = _requirement(rubric, weight="0.1000", is_must_have=True, ordinal=0)
|
| 204 |
+
rest = _requirement(rubric, weight="0.9000", ordinal=1)
|
| 205 |
+
|
| 206 |
+
result = aggregate_score(
|
| 207 |
+
rubric=rubric,
|
| 208 |
+
requirements=[gate, rest],
|
| 209 |
+
verdicts=_verdicts((gate, VERDICT_MISSING), (rest, VERDICT_MET)),
|
| 210 |
+
)
|
| 211 |
+
|
| 212 |
+
assert result.raw_score == Decimal("90.00")
|
| 213 |
+
assert result.score == Decimal("40.00")
|
| 214 |
+
assert result.must_have_failed is True
|
| 215 |
+
assert result.cap_applied is True
|
| 216 |
+
|
| 217 |
+
|
| 218 |
+
@pytest.mark.parametrize("label", [VERDICT_PARTIAL, VERDICT_MISSING, VERDICT_UNCLEAR])
|
| 219 |
+
def test_only_a_met_verdict_satisfies_a_must_have(label: str):
|
| 220 |
+
# Must-haves are binary by design. If partial credit were meaningful for a
|
| 221 |
+
# criterion, it would not have been marked must-have in the first place.
|
| 222 |
+
rubric = _rubric(must_have_fail_cap=40)
|
| 223 |
+
gate = _requirement(rubric, weight="0.1000", is_must_have=True, ordinal=0)
|
| 224 |
+
rest = _requirement(rubric, weight="0.9000", ordinal=1)
|
| 225 |
+
|
| 226 |
+
result = aggregate_score(
|
| 227 |
+
rubric=rubric,
|
| 228 |
+
requirements=[gate, rest],
|
| 229 |
+
verdicts=_verdicts((gate, label), (rest, VERDICT_MET)),
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
assert result.must_have_failed is True
|
| 233 |
+
assert result.score == Decimal("40.00")
|
| 234 |
+
|
| 235 |
+
|
| 236 |
+
def test_a_met_must_have_leaves_the_score_alone():
|
| 237 |
+
rubric = _rubric(must_have_fail_cap=40)
|
| 238 |
+
gate = _requirement(rubric, weight="0.5000", is_must_have=True, ordinal=0)
|
| 239 |
+
rest = _requirement(rubric, weight="0.5000", ordinal=1)
|
| 240 |
+
|
| 241 |
+
result = aggregate_score(
|
| 242 |
+
rubric=rubric,
|
| 243 |
+
requirements=[gate, rest],
|
| 244 |
+
verdicts=_verdicts((gate, VERDICT_MET), (rest, VERDICT_MET)),
|
| 245 |
+
)
|
| 246 |
+
|
| 247 |
+
assert result.must_have_failed is False
|
| 248 |
+
assert result.cap_applied is False
|
| 249 |
+
assert result.score == Decimal("100.00")
|
| 250 |
+
|
| 251 |
+
|
| 252 |
+
def test_a_failed_must_have_below_the_cap_is_not_lifted_to_it():
|
| 253 |
+
# The cap is a ceiling, never a floor. A candidate scoring 10 who also
|
| 254 |
+
# fails a must-have must not be promoted to the 40 cap.
|
| 255 |
+
rubric = _rubric(must_have_fail_cap=40)
|
| 256 |
+
gate = _requirement(rubric, weight="0.9000", is_must_have=True, ordinal=0)
|
| 257 |
+
rest = _requirement(rubric, weight="0.1000", ordinal=1)
|
| 258 |
+
|
| 259 |
+
result = aggregate_score(
|
| 260 |
+
rubric=rubric,
|
| 261 |
+
requirements=[gate, rest],
|
| 262 |
+
verdicts=_verdicts((gate, VERDICT_MISSING), (rest, VERDICT_MET)),
|
| 263 |
+
)
|
| 264 |
+
|
| 265 |
+
assert result.score == Decimal("10.00")
|
| 266 |
+
assert result.must_have_failed is True
|
| 267 |
+
assert result.cap_applied is False
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
def test_the_cap_is_read_from_the_rubric_version():
|
| 271 |
+
# Stored per version so tightening the cap cannot silently re-rank
|
| 272 |
+
# candidates already scored under the old one.
|
| 273 |
+
lenient = _rubric(must_have_fail_cap=40)
|
| 274 |
+
strict = _rubric(must_have_fail_cap=25)
|
| 275 |
+
|
| 276 |
+
scores = []
|
| 277 |
+
for rubric in (lenient, strict):
|
| 278 |
+
gate = _requirement(rubric, weight="0.1000", is_must_have=True, ordinal=0)
|
| 279 |
+
rest = _requirement(rubric, weight="0.9000", ordinal=1)
|
| 280 |
+
scores.append(
|
| 281 |
+
aggregate_score(
|
| 282 |
+
rubric=rubric,
|
| 283 |
+
requirements=[gate, rest],
|
| 284 |
+
verdicts=_verdicts((gate, VERDICT_MISSING), (rest, VERDICT_MET)),
|
| 285 |
+
).score
|
| 286 |
+
)
|
| 287 |
+
|
| 288 |
+
assert scores == [Decimal("40.00"), Decimal("25.00")]
|
| 289 |
+
|
| 290 |
+
|
| 291 |
+
def test_the_failed_must_haves_are_named_in_the_breakdown():
|
| 292 |
+
rubric = _rubric()
|
| 293 |
+
failed = _requirement(rubric, weight="0.3000", is_must_have=True, ordinal=0)
|
| 294 |
+
passed = _requirement(rubric, weight="0.3000", is_must_have=True, ordinal=1)
|
| 295 |
+
other = _requirement(rubric, weight="0.4000", ordinal=2)
|
| 296 |
+
|
| 297 |
+
result = aggregate_score(
|
| 298 |
+
rubric=rubric,
|
| 299 |
+
requirements=[failed, passed, other],
|
| 300 |
+
verdicts=_verdicts(
|
| 301 |
+
(failed, VERDICT_MISSING), (passed, VERDICT_MET), (other, VERDICT_MISSING)
|
| 302 |
+
),
|
| 303 |
+
)
|
| 304 |
+
|
| 305 |
+
assert result.failed_must_have_ids == (failed.id,)
|
| 306 |
+
|
| 307 |
+
|
| 308 |
+
# --------------------------------------------------------------------------- #
|
| 309 |
+
# aggregate_score — the breakdown #
|
| 310 |
+
# --------------------------------------------------------------------------- #
|
| 311 |
+
|
| 312 |
+
|
| 313 |
+
def test_the_breakdown_accounts_for_every_point_of_the_raw_score():
|
| 314 |
+
rubric = _rubric()
|
| 315 |
+
reqs = [
|
| 316 |
+
_requirement(rubric, weight="0.3333", ordinal=0),
|
| 317 |
+
_requirement(rubric, weight="0.3333", ordinal=1),
|
| 318 |
+
_requirement(rubric, weight="0.3334", ordinal=2),
|
| 319 |
+
]
|
| 320 |
+
|
| 321 |
+
result = aggregate_score(
|
| 322 |
+
rubric=rubric,
|
| 323 |
+
requirements=reqs,
|
| 324 |
+
verdicts=_verdicts(
|
| 325 |
+
(reqs[0], VERDICT_MET), (reqs[1], VERDICT_PARTIAL), (reqs[2], VERDICT_MISSING)
|
| 326 |
+
),
|
| 327 |
+
)
|
| 328 |
+
|
| 329 |
+
assert sum(c.points for c in result.contributions) == result.raw_score
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
def test_the_breakdown_follows_rubric_display_order():
|
| 333 |
+
rubric = _rubric()
|
| 334 |
+
reqs = [
|
| 335 |
+
_requirement(rubric, weight="0.3000", ordinal=0, text="first"),
|
| 336 |
+
_requirement(rubric, weight="0.3000", ordinal=1, text="second"),
|
| 337 |
+
_requirement(rubric, weight="0.4000", ordinal=2, text="third"),
|
| 338 |
+
]
|
| 339 |
+
shuffled = _verdicts(
|
| 340 |
+
(reqs[2], VERDICT_MET), (reqs[0], VERDICT_MET), (reqs[1], VERDICT_MISSING)
|
| 341 |
+
)
|
| 342 |
+
|
| 343 |
+
result = aggregate_score(rubric=rubric, requirements=reqs, verdicts=shuffled)
|
| 344 |
+
|
| 345 |
+
assert [c.ordinal for c in result.contributions] == [0, 1, 2]
|
| 346 |
+
assert [c.text for c in result.contributions] == ["first", "second", "third"]
|
| 347 |
+
|
| 348 |
+
|
| 349 |
+
def test_the_breakdown_records_the_verdict_behind_each_contribution():
|
| 350 |
+
rubric = _rubric()
|
| 351 |
+
reqs = [
|
| 352 |
+
_requirement(rubric, weight="0.5000", ordinal=0),
|
| 353 |
+
_requirement(rubric, weight="0.5000", ordinal=1),
|
| 354 |
+
]
|
| 355 |
+
|
| 356 |
+
result = aggregate_score(
|
| 357 |
+
rubric=rubric,
|
| 358 |
+
requirements=reqs,
|
| 359 |
+
verdicts=_verdicts((reqs[0], VERDICT_MET), (reqs[1], VERDICT_UNCLEAR)),
|
| 360 |
+
)
|
| 361 |
+
|
| 362 |
+
assert [c.verdict for c in result.contributions] == [VERDICT_MET, VERDICT_UNCLEAR]
|
| 363 |
+
assert [c.weight for c in result.contributions] == [Decimal("0.5000"), Decimal("0.5000")]
|
| 364 |
+
|
| 365 |
+
|
| 366 |
+
def test_the_formula_version_is_recorded_on_the_result():
|
| 367 |
+
rubric = _rubric()
|
| 368 |
+
req = _requirement(rubric, weight="1.0000")
|
| 369 |
+
|
| 370 |
+
result = aggregate_score(
|
| 371 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_MET))
|
| 372 |
+
)
|
| 373 |
+
|
| 374 |
+
assert result.formula_version == rubric.aggregation_formula_version
|
| 375 |
+
assert result.formula_version in SUPPORTED_FORMULA_VERSIONS
|
| 376 |
+
|
| 377 |
+
|
| 378 |
+
# --------------------------------------------------------------------------- #
|
| 379 |
+
# aggregate_score — reproducibility #
|
| 380 |
+
# --------------------------------------------------------------------------- #
|
| 381 |
+
|
| 382 |
+
|
| 383 |
+
def test_verdict_order_does_not_change_the_score():
|
| 384 |
+
rubric = _rubric()
|
| 385 |
+
reqs = [
|
| 386 |
+
_requirement(rubric, weight="0.2000", ordinal=0),
|
| 387 |
+
_requirement(rubric, weight="0.3000", ordinal=1),
|
| 388 |
+
_requirement(rubric, weight="0.5000", ordinal=2),
|
| 389 |
+
]
|
| 390 |
+
pairs = [(reqs[0], VERDICT_MET), (reqs[1], VERDICT_PARTIAL), (reqs[2], VERDICT_MISSING)]
|
| 391 |
+
|
| 392 |
+
forward = aggregate_score(rubric=rubric, requirements=reqs, verdicts=_verdicts(*pairs))
|
| 393 |
+
reverse = aggregate_score(
|
| 394 |
+
rubric=rubric, requirements=reqs, verdicts=_verdicts(*reversed(pairs))
|
| 395 |
+
)
|
| 396 |
+
|
| 397 |
+
assert forward == reverse
|
| 398 |
+
|
| 399 |
+
|
| 400 |
+
def test_the_same_inputs_produce_an_identical_breakdown():
|
| 401 |
+
rubric = _rubric()
|
| 402 |
+
reqs = [
|
| 403 |
+
_requirement(rubric, weight="0.4000", is_must_have=True, ordinal=0),
|
| 404 |
+
_requirement(rubric, weight="0.6000", ordinal=1),
|
| 405 |
+
]
|
| 406 |
+
verdicts = _verdicts((reqs[0], VERDICT_PARTIAL), (reqs[1], VERDICT_MET))
|
| 407 |
+
|
| 408 |
+
first = aggregate_score(rubric=rubric, requirements=reqs, verdicts=verdicts)
|
| 409 |
+
second = aggregate_score(rubric=rubric, requirements=reqs, verdicts=verdicts)
|
| 410 |
+
|
| 411 |
+
assert first == second
|
| 412 |
+
|
| 413 |
+
|
| 414 |
+
# --------------------------------------------------------------------------- #
|
| 415 |
+
# aggregate_score — refusals #
|
| 416 |
+
# --------------------------------------------------------------------------- #
|
| 417 |
+
|
| 418 |
+
|
| 419 |
+
def test_scoring_a_draft_rubric_is_refused():
|
| 420 |
+
rubric = _rubric(status=EDITABLE_STATUS)
|
| 421 |
+
req = _requirement(rubric, weight="1.0000")
|
| 422 |
+
|
| 423 |
+
with pytest.raises(ResourceConflictError):
|
| 424 |
+
aggregate_score(
|
| 425 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_MET))
|
| 426 |
+
)
|
| 427 |
+
|
| 428 |
+
|
| 429 |
+
def test_a_requirement_without_a_verdict_is_refused():
|
| 430 |
+
rubric = _rubric()
|
| 431 |
+
judged = _requirement(rubric, weight="0.5000", ordinal=0)
|
| 432 |
+
skipped = _requirement(rubric, weight="0.5000", ordinal=1)
|
| 433 |
+
|
| 434 |
+
with pytest.raises(CoreStageFailedError) as excinfo:
|
| 435 |
+
aggregate_score(
|
| 436 |
+
rubric=rubric,
|
| 437 |
+
requirements=[judged, skipped],
|
| 438 |
+
verdicts=_verdicts((judged, VERDICT_MET)),
|
| 439 |
+
)
|
| 440 |
+
|
| 441 |
+
assert str(skipped.id) in str(excinfo.value)
|
| 442 |
+
|
| 443 |
+
|
| 444 |
+
def test_a_verdict_for_an_unknown_requirement_is_refused():
|
| 445 |
+
rubric = _rubric()
|
| 446 |
+
req = _requirement(rubric, weight="1.0000")
|
| 447 |
+
stray = Verdict(requirement_id=uuid.uuid4(), verdict=VERDICT_MET)
|
| 448 |
+
|
| 449 |
+
with pytest.raises(CoreStageFailedError):
|
| 450 |
+
aggregate_score(
|
| 451 |
+
rubric=rubric,
|
| 452 |
+
requirements=[req],
|
| 453 |
+
verdicts=[*_verdicts((req, VERDICT_MET)), stray],
|
| 454 |
+
)
|
| 455 |
+
|
| 456 |
+
|
| 457 |
+
def test_a_duplicate_verdict_is_refused():
|
| 458 |
+
# Last-one-wins would make the score depend on judge response ordering.
|
| 459 |
+
rubric = _rubric()
|
| 460 |
+
req = _requirement(rubric, weight="1.0000")
|
| 461 |
+
|
| 462 |
+
with pytest.raises(CoreStageFailedError):
|
| 463 |
+
aggregate_score(
|
| 464 |
+
rubric=rubric,
|
| 465 |
+
requirements=[req],
|
| 466 |
+
verdicts=_verdicts((req, VERDICT_MET), (req, VERDICT_MISSING)),
|
| 467 |
+
)
|
| 468 |
+
|
| 469 |
+
|
| 470 |
+
def test_an_unrecognized_verdict_label_is_refused():
|
| 471 |
+
rubric = _rubric()
|
| 472 |
+
req = _requirement(rubric, weight="1.0000")
|
| 473 |
+
|
| 474 |
+
with pytest.raises(CoreStageFailedError):
|
| 475 |
+
aggregate_score(
|
| 476 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, "probably"))
|
| 477 |
+
)
|
| 478 |
+
|
| 479 |
+
|
| 480 |
+
def test_an_empty_rubric_is_refused():
|
| 481 |
+
rubric = _rubric()
|
| 482 |
+
|
| 483 |
+
with pytest.raises(CoreStageFailedError):
|
| 484 |
+
aggregate_score(rubric=rubric, requirements=[], verdicts=[])
|
| 485 |
+
|
| 486 |
+
|
| 487 |
+
@pytest.mark.parametrize("weights", [("0.5000", "0.4000"), ("0.6000", "0.5000")])
|
| 488 |
+
def test_weights_that_do_not_sum_to_one_are_refused(weights: tuple[str, str]):
|
| 489 |
+
rubric = _rubric()
|
| 490 |
+
reqs = [
|
| 491 |
+
_requirement(rubric, weight=weights[0], ordinal=0),
|
| 492 |
+
_requirement(rubric, weight=weights[1], ordinal=1),
|
| 493 |
+
]
|
| 494 |
+
|
| 495 |
+
with pytest.raises(CoreStageFailedError):
|
| 496 |
+
aggregate_score(
|
| 497 |
+
rubric=rubric,
|
| 498 |
+
requirements=reqs,
|
| 499 |
+
verdicts=_verdicts((reqs[0], VERDICT_MET), (reqs[1], VERDICT_MET)),
|
| 500 |
+
)
|
| 501 |
+
|
| 502 |
+
|
| 503 |
+
def test_requirements_from_another_rubric_version_are_refused():
|
| 504 |
+
# Scoring version 2's verdicts against version 1's weights would produce a
|
| 505 |
+
# number attributable to no rubric at all.
|
| 506 |
+
rubric = _rubric()
|
| 507 |
+
other = _rubric()
|
| 508 |
+
mine = _requirement(rubric, weight="0.5000", ordinal=0)
|
| 509 |
+
theirs = _requirement(other, weight="0.5000", ordinal=1)
|
| 510 |
+
|
| 511 |
+
with pytest.raises(CoreStageFailedError):
|
| 512 |
+
aggregate_score(
|
| 513 |
+
rubric=rubric,
|
| 514 |
+
requirements=[mine, theirs],
|
| 515 |
+
verdicts=_verdicts((mine, VERDICT_MET), (theirs, VERDICT_MET)),
|
| 516 |
+
)
|
| 517 |
+
|
| 518 |
+
|
| 519 |
+
def test_an_unknown_formula_version_is_refused():
|
| 520 |
+
# Data written by a newer deployment must not be reinterpreted under an
|
| 521 |
+
# older formula and published as if the two agreed.
|
| 522 |
+
rubric = _rubric(formula_version="v99")
|
| 523 |
+
req = _requirement(rubric, weight="1.0000")
|
| 524 |
+
|
| 525 |
+
with pytest.raises(CoreStageFailedError):
|
| 526 |
+
aggregate_score(
|
| 527 |
+
rubric=rubric, requirements=[req], verdicts=_verdicts((req, VERDICT_MET))
|
| 528 |
+
)
|
| 529 |
+
|
| 530 |
+
|
| 531 |
+
# --------------------------------------------------------------------------- #
|
| 532 |
+
# Exceptions #
|
| 533 |
+
# --------------------------------------------------------------------------- #
|
| 534 |
+
|
| 535 |
+
|
| 536 |
+
def test_a_core_stage_failure_carries_a_stable_code_and_status():
|
| 537 |
+
error = CoreStageFailedError()
|
| 538 |
+
|
| 539 |
+
assert isinstance(error, TalentLensError)
|
| 540 |
+
assert error.error_code == "CORE_STAGE_FAILED"
|
| 541 |
+
assert error.status_code == 500
|
| 542 |
+
|
| 543 |
+
|
| 544 |
+
def test_an_evidence_span_mismatch_is_a_core_stage_failure():
|
| 545 |
+
error = EvidenceSpanMismatchError()
|
| 546 |
+
|
| 547 |
+
assert isinstance(error, CoreStageFailedError)
|
| 548 |
+
assert error.error_code == "EVIDENCE_SPAN_MISMATCH"
|
| 549 |
+
assert error.status_code == 500
|
| 550 |
+
|
| 551 |
+
|
| 552 |
+
# --------------------------------------------------------------------------- #
|
| 553 |
+
# verify_evidence_span #
|
| 554 |
+
# --------------------------------------------------------------------------- #
|
| 555 |
+
|
| 556 |
+
DOCUMENT = "Led the payments team.\nBuilt a Kafka pipeline.\nLed the payments team."
|
| 557 |
+
|
| 558 |
+
|
| 559 |
+
def test_a_quote_at_the_claimed_offset_verifies():
|
| 560 |
+
quote = "Built a Kafka pipeline."
|
| 561 |
+
start = DOCUMENT.index(quote)
|
| 562 |
+
|
| 563 |
+
verify_evidence_span(
|
| 564 |
+
document_text=DOCUMENT,
|
| 565 |
+
start_char=start,
|
| 566 |
+
end_char=start + len(quote),
|
| 567 |
+
quoted_text=quote,
|
| 568 |
+
)
|
| 569 |
+
|
| 570 |
+
|
| 571 |
+
def test_a_quote_that_appears_elsewhere_is_still_rejected():
|
| 572 |
+
# The load-bearing case. "Led the payments team." really is in the
|
| 573 |
+
# document, twice — but not at the offset the judge claimed. Accepting it
|
| 574 |
+
# would let a judge cite a span it never actually read.
|
| 575 |
+
quote = "Led the payments team."
|
| 576 |
+
wrong_start = DOCUMENT.index("Built")
|
| 577 |
+
|
| 578 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 579 |
+
verify_evidence_span(
|
| 580 |
+
document_text=DOCUMENT,
|
| 581 |
+
start_char=wrong_start,
|
| 582 |
+
end_char=wrong_start + len(quote),
|
| 583 |
+
quoted_text=quote,
|
| 584 |
+
)
|
| 585 |
+
|
| 586 |
+
|
| 587 |
+
def test_a_quote_absent_from_the_document_is_rejected():
|
| 588 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 589 |
+
verify_evidence_span(
|
| 590 |
+
document_text=DOCUMENT,
|
| 591 |
+
start_char=0,
|
| 592 |
+
end_char=len("Shipped a Rust compiler."),
|
| 593 |
+
quoted_text="Shipped a Rust compiler.",
|
| 594 |
+
)
|
| 595 |
+
|
| 596 |
+
|
| 597 |
+
def test_a_quote_normalized_by_the_judge_is_rejected():
|
| 598 |
+
# "Verbatim" is the whole guarantee. A judge that tidies whitespace is
|
| 599 |
+
# paraphrasing, and a reviewer clicking through to the offset would see
|
| 600 |
+
# something other than what the verdict quoted.
|
| 601 |
+
quote = "Led the payments team."
|
| 602 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 603 |
+
verify_evidence_span(
|
| 604 |
+
document_text=DOCUMENT, start_char=0, end_char=len(quote), quoted_text=quote
|
| 605 |
+
)
|
| 606 |
+
|
| 607 |
+
|
| 608 |
+
def test_a_span_reaching_past_the_end_of_the_document_is_rejected():
|
| 609 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 610 |
+
verify_evidence_span(
|
| 611 |
+
document_text=DOCUMENT,
|
| 612 |
+
start_char=len(DOCUMENT) - 3,
|
| 613 |
+
end_char=len(DOCUMENT) + 50,
|
| 614 |
+
quoted_text="team.",
|
| 615 |
+
)
|
| 616 |
+
|
| 617 |
+
|
| 618 |
+
def test_a_negative_offset_is_rejected():
|
| 619 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 620 |
+
verify_evidence_span(
|
| 621 |
+
document_text=DOCUMENT, start_char=-5, end_char=10, quoted_text="Led the"
|
| 622 |
+
)
|
| 623 |
+
|
| 624 |
+
|
| 625 |
+
def test_an_inverted_span_is_rejected():
|
| 626 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 627 |
+
verify_evidence_span(
|
| 628 |
+
document_text=DOCUMENT, start_char=20, end_char=5, quoted_text="Led the"
|
| 629 |
+
)
|
| 630 |
+
|
| 631 |
+
|
| 632 |
+
def test_an_empty_span_is_rejected():
|
| 633 |
+
# An empty quote trivially "matches" an empty slice at any offset, which
|
| 634 |
+
# would make evidence-free verdicts verifiable.
|
| 635 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 636 |
+
verify_evidence_span(
|
| 637 |
+
document_text=DOCUMENT, start_char=4, end_char=4, quoted_text=""
|
| 638 |
+
)
|
| 639 |
+
|
| 640 |
+
|
| 641 |
+
def test_a_span_wider_than_the_quote_is_rejected():
|
| 642 |
+
quote = "Led the"
|
| 643 |
+
with pytest.raises(EvidenceSpanMismatchError):
|
| 644 |
+
verify_evidence_span(
|
| 645 |
+
document_text=DOCUMENT, start_char=0, end_char=len(quote) + 6, quoted_text=quote
|
| 646 |
+
)
|
| 647 |
+
|
| 648 |
+
|
| 649 |
+
def test_the_mismatch_message_does_not_echo_the_document():
|
| 650 |
+
secret = "Salary expectation 250000 USD."
|
| 651 |
+
document = f"Summary line.\n{secret}\n"
|
| 652 |
+
|
| 653 |
+
with pytest.raises(EvidenceSpanMismatchError) as excinfo:
|
| 654 |
+
verify_evidence_span(
|
| 655 |
+
document_text=document, start_char=0, end_char=len(secret), quoted_text=secret
|
| 656 |
+
)
|
| 657 |
+
|
| 658 |
+
assert secret not in str(excinfo.value)
|
| 659 |
+
assert "250000" not in str(excinfo.value)
|
| 660 |
+
|
| 661 |
+
|
| 662 |
+
# --------------------------------------------------------------------------- #
|
| 663 |
+
# verdict_cache_key #
|
| 664 |
+
# --------------------------------------------------------------------------- #
|
| 665 |
+
|
| 666 |
+
|
| 667 |
+
def _key_args() -> dict[str, object]:
|
| 668 |
+
"""A complete, valid set of cache-key components."""
|
| 669 |
+
return {
|
| 670 |
+
"resume_version_id": uuid.UUID("44444444-4444-4444-4444-444444444444"),
|
| 671 |
+
"requirement_id": uuid.UUID("55555555-5555-5555-5555-555555555555"),
|
| 672 |
+
"rubric_content_hash": "b" * 64,
|
| 673 |
+
"judge_prompt_version": "judge-v1",
|
| 674 |
+
"judge_model": "gemini-3.5-flash",
|
| 675 |
+
"judge_effort": "low",
|
| 676 |
+
"retrieval_config_hash": "c" * 64,
|
| 677 |
+
}
|
| 678 |
+
|
| 679 |
+
|
| 680 |
+
def test_the_cache_key_is_a_sha256_hex_digest():
|
| 681 |
+
key = verdict_cache_key(**_key_args())
|
| 682 |
+
|
| 683 |
+
assert len(key) == len(hashlib.sha256(b"").hexdigest())
|
| 684 |
+
assert set(key) <= set("0123456789abcdef")
|
| 685 |
+
|
| 686 |
+
|
| 687 |
+
def test_the_cache_key_is_stable_across_calls():
|
| 688 |
+
assert verdict_cache_key(**_key_args()) == verdict_cache_key(**_key_args())
|
| 689 |
+
|
| 690 |
+
|
| 691 |
+
@pytest.mark.parametrize(
|
| 692 |
+
("field", "replacement"),
|
| 693 |
+
[
|
| 694 |
+
("resume_version_id", uuid.UUID("99999999-9999-9999-9999-999999999999")),
|
| 695 |
+
("requirement_id", uuid.UUID("88888888-8888-8888-8888-888888888888")),
|
| 696 |
+
("rubric_content_hash", "d" * 64),
|
| 697 |
+
("judge_prompt_version", "judge-v2"),
|
| 698 |
+
("judge_model", "groq/llama-3.3-70b"),
|
| 699 |
+
("judge_effort", "high"),
|
| 700 |
+
("retrieval_config_hash", "e" * 64),
|
| 701 |
+
],
|
| 702 |
+
)
|
| 703 |
+
def test_changing_any_component_changes_the_cache_key(field: str, replacement: object):
|
| 704 |
+
# Every component is part of the identity of a verdict. A component that
|
| 705 |
+
# did not move the key would let a stale verdict be served after the thing
|
| 706 |
+
# it depended on changed.
|
| 707 |
+
baseline = verdict_cache_key(**_key_args())
|
| 708 |
+
changed = _key_args()
|
| 709 |
+
changed[field] = replacement
|
| 710 |
+
|
| 711 |
+
assert verdict_cache_key(**changed) != baseline
|
| 712 |
+
|
| 713 |
+
|
| 714 |
+
def test_text_moved_between_components_does_not_collide():
|
| 715 |
+
# Naive concatenation would hash "judge-v1" + "low" identically to
|
| 716 |
+
# "judge-v" + "1low".
|
| 717 |
+
left = _key_args()
|
| 718 |
+
left["judge_prompt_version"] = "judge-v1"
|
| 719 |
+
left["judge_effort"] = "low"
|
| 720 |
+
|
| 721 |
+
right = _key_args()
|
| 722 |
+
right["judge_prompt_version"] = "judge-v"
|
| 723 |
+
right["judge_effort"] = "1low"
|
| 724 |
+
|
| 725 |
+
assert verdict_cache_key(**left) != verdict_cache_key(**right)
|
| 726 |
+
|
| 727 |
+
|
| 728 |
+
def test_a_draft_rubric_cannot_be_cached_against():
|
| 729 |
+
# `content_hash` is null until approval. Keying on a null would make every
|
| 730 |
+
# draft edit collide with the verdicts computed before it.
|
| 731 |
+
args = _key_args()
|
| 732 |
+
args["rubric_content_hash"] = None
|
| 733 |
+
|
| 734 |
+
with pytest.raises(CoreStageFailedError):
|
| 735 |
+
verdict_cache_key(**args)
|
| 736 |
+
|
| 737 |
+
|
| 738 |
+
@pytest.mark.parametrize("field", ["judge_prompt_version", "judge_model", "judge_effort"])
|
| 739 |
+
def test_a_blank_cache_key_component_is_refused(field: str):
|
| 740 |
+
args = _key_args()
|
| 741 |
+
args[field] = ""
|
| 742 |
+
|
| 743 |
+
with pytest.raises(CoreStageFailedError):
|
| 744 |
+
verdict_cache_key(**args)
|
| 745 |
+
|
| 746 |
+
|
| 747 |
+
# --------------------------------------------------------------------------- #
|
| 748 |
+
# retrieval_config_hash #
|
| 749 |
+
# --------------------------------------------------------------------------- #
|
| 750 |
+
|
| 751 |
+
|
| 752 |
+
def test_the_retrieval_config_hash_ignores_key_order():
|
| 753 |
+
# Two runs configured identically must share a cache, whatever order the
|
| 754 |
+
# settings happened to be assembled in.
|
| 755 |
+
assert retrieval_config_hash({"top_k": 20, "reranker": "bge-m3"}) == retrieval_config_hash(
|
| 756 |
+
{"reranker": "bge-m3", "top_k": 20}
|
| 757 |
+
)
|
| 758 |
+
|
| 759 |
+
|
| 760 |
+
def test_the_retrieval_config_hash_changes_with_any_value():
|
| 761 |
+
baseline = retrieval_config_hash({"top_k": 20, "reranker": "bge-m3"})
|
| 762 |
+
|
| 763 |
+
assert retrieval_config_hash({"top_k": 50, "reranker": "bge-m3"}) != baseline
|
| 764 |
+
assert retrieval_config_hash({"top_k": 20, "reranker": "none"}) != baseline
|
| 765 |
+
|
| 766 |
+
|
| 767 |
+
def test_the_retrieval_config_hash_distinguishes_a_missing_key_from_a_null_one():
|
| 768 |
+
assert retrieval_config_hash({"top_k": 20}) != retrieval_config_hash(
|
| 769 |
+
{"top_k": 20, "reranker": None}
|
| 770 |
+
)
|
| 771 |
+
|
| 772 |
+
|
| 773 |
+
def test_the_retrieval_config_hash_is_a_sha256_hex_digest():
|
| 774 |
+
digest = retrieval_config_hash({"top_k": 20})
|
| 775 |
+
|
| 776 |
+
assert len(digest) == len(hashlib.sha256(b"").hexdigest())
|
| 777 |
+
assert set(digest) <= set("0123456789abcdef")
|