riezqidr commited on
Commit
b769a3e
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1 Parent(s): 3e80568

test(scoring): add failing reproducers for the deterministic Phase 4 core

Browse files

Covers 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.

Files changed (1) hide show
  1. tests/unit/test_scoring.py +777 -0
tests/unit/test_scoring.py ADDED
@@ -0,0 +1,777 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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")