[V10.355] rescue near-threshold identity cohorts

This commit is contained in:
OoO
2026-05-21 09:21:46 +08:00
parent b272abccca
commit 88101cf5d0
7 changed files with 433 additions and 29 deletions

View File

@@ -18,14 +18,16 @@ def test_competitor_feeder_persists_all_match_attempt_outcomes():
assert "INSERT INTO competitor_match_attempts" in source
assert "CAST(:search_terms AS jsonb)" in source
assert 'attempt_status="matched"' in source
assert '"low_score"' in source
assert '"recoverable_low_score"' in source
assert '"true_low_confidence"' in source
assert '"identity_veto"' in source
assert 'attempt_status="no_result"' in source
assert 'attempt_status="no_match"' in source
assert 'attempt_status="error"' in source
assert "_search_pchome_candidates(crawler, momo_name, search_terms, momo_price=momo_price)" in source
assert 'attempt_status="needs_review"' in source
assert 'attempt_status="protected_existing_match"' in source
assert "_should_upsert_competitor_price" in source
assert "_classify_low_score_attempt" in source
assert "replace_legacy_unverified" in source
assert "identity_v2" in source
assert "_fetch_expired_identity_skus" in source
@@ -35,8 +37,7 @@ def test_competitor_feeder_persists_all_match_attempt_outcomes():
retryable_source = source.split("def _fetch_retryable_candidate_skus", 1)[1].split(
"def _fetch_expired_identity_skus", 1
)[0]
assert "la.attempt_status = 'low_score'" in retryable_source
assert "refresh_low_score')" not in retryable_source
assert "la.attempt_status IN ('low_score', 'refresh_low_score', 'recoverable_low_score')" in retryable_source
latest_attempt_source = retryable_source.split("latest_attempt AS", 1)[1].split(
"SELECT\n lm.product_id", 1
)[0]
@@ -144,7 +145,7 @@ def test_reject_review_expires_current_formal_price():
best_competitor_price, best_match_score, error_message, attempted_at)
VALUES
('A005', 'pchome', 1, '舒特膚 AD 乳液 200ml', 980,
'[]', 1, 'needs_review',
'[]', 1, 'protected_existing_match',
'DDAB01-REJECT', '舒特膚 AD 乳液 200ml', 899, 0.84,
'score=0.84', '2026-05-20 09:10:00')
"""))
@@ -408,6 +409,134 @@ def test_competitor_feeder_splits_hard_veto_from_low_score(monkeypatch):
assert attempts[0]["diagnostics"].hard_veto is True
def test_competitor_feeder_marks_near_threshold_same_line_as_recoverable(monkeypatch):
from services.competitor_price_feeder import CompetitorPriceFeeder
from services.pchome_crawler import PChomeProduct
product = PChomeProduct(
product_id="DDAB01-RECOVERABLE",
name="Recipe Box 韓兔 兒童防曬氣墊粉餅",
price=699,
original_price=799,
discount=12,
image_url="",
product_url="https://24h.pchome.com.tw/prod/DDAB01-RECOVERABLE",
stock=20,
store="24h",
rating=4.7,
review_count=8,
is_on_sale=True,
crawled_at=datetime.now(),
)
class FakeCrawler:
def __init__(self, *_args, **_kwargs):
pass
def search_products(self, *_args, **_kwargs):
return True, "ok", [product]
def fake_score(*_args, **_kwargs):
return SimpleNamespace(
score=0.754,
brand_score=1.0,
token_score=0.59,
spec_score=0.55,
sequence_score=0.53,
type_score=1.0,
price_penalty=0.0,
hard_veto=False,
reasons=("strong_product_line_match",),
comparison_mode="exact_identity",
tags=["identity_v2", "comparison_exact_identity", "brand_match"],
)
monkeypatch.setattr("services.pchome_crawler.PChomeCrawler", FakeCrawler)
monkeypatch.setattr("services.marketplace_product_matcher.score_marketplace_match", fake_score)
feeder = CompetitorPriceFeeder(engine=object())
attempts = []
monkeypatch.setattr(
feeder,
"_record_match_attempt",
lambda *args, **kwargs: attempts.append(kwargs),
)
result = feeder._run_sku_items([{
"sku": "RB001",
"name": "【Recipebox】Recipe Box兒童防曬氣墊粉餅(兒童化妝品/無毒防曬粉餅/天然彩妝)",
"product_id": 8,
"momo_price": 699,
}])
assert result.matched == 0
assert result.skipped_low_score == 1
assert attempts[0]["attempt_status"] == "recoverable_low_score"
def test_competitor_feeder_marks_weak_identity_as_true_low_confidence(monkeypatch):
from services.competitor_price_feeder import CompetitorPriceFeeder
from services.pchome_crawler import PChomeProduct
product = PChomeProduct(
product_id="DDAB01-WEAK",
name="韓系彩妝 十色眼影盤",
price=499,
original_price=699,
discount=28,
image_url="",
product_url="https://24h.pchome.com.tw/prod/DDAB01-WEAK",
stock=20,
store="24h",
rating=4.2,
review_count=8,
is_on_sale=True,
crawled_at=datetime.now(),
)
class FakeCrawler:
def __init__(self, *_args, **_kwargs):
pass
def search_products(self, *_args, **_kwargs):
return True, "ok", [product]
def fake_score(*_args, **_kwargs):
return SimpleNamespace(
score=0.733,
brand_score=0.95,
token_score=0.51,
spec_score=0.45,
sequence_score=0.44,
type_score=0.55,
price_penalty=0.0,
hard_veto=False,
reasons=(),
comparison_mode="exact_identity",
tags=["identity_v2", "comparison_exact_identity"],
)
monkeypatch.setattr("services.pchome_crawler.PChomeCrawler", FakeCrawler)
monkeypatch.setattr("services.marketplace_product_matcher.score_marketplace_match", fake_score)
feeder = CompetitorPriceFeeder(engine=object())
attempts = []
monkeypatch.setattr(
feeder,
"_record_match_attempt",
lambda *args, **kwargs: attempts.append(kwargs),
)
result = feeder._run_sku_items([{
"sku": "RM001",
"name": "【rom&nd】勝過眼皮十色眼影盤",
"product_id": 9,
"momo_price": 499,
}])
assert result.matched == 0
assert result.skipped_low_score == 1
assert attempts[0]["attempt_status"] == "true_low_confidence"
def test_should_upsert_allows_same_identity_candidate_to_replace_lower_score():
from sqlalchemy import create_engine, text
@@ -455,6 +584,83 @@ def test_should_upsert_allows_same_identity_candidate_to_replace_lower_score():
assert reason.startswith("replace_same_identity_better_score=0.788->0.811")
def test_competitor_feeder_marks_existing_stronger_match_as_protected(monkeypatch):
from services.competitor_price_feeder import CompetitorPriceFeeder
from services.pchome_crawler import PChomeProduct
product = PChomeProduct(
product_id="DDAB01-NEW",
name="PONY EFFECT 絕對持久定妝噴霧",
price=599,
original_price=699,
discount=14,
image_url="",
product_url="https://24h.pchome.com.tw/prod/DDAB01-NEW",
stock=20,
store="24h",
rating=4.7,
review_count=8,
is_on_sale=True,
crawled_at=datetime.now(),
)
class FakeCrawler:
def __init__(self, *_args, **_kwargs):
pass
def search_products(self, *_args, **_kwargs):
return True, "ok", [product]
def fake_score(*_args, **_kwargs):
return SimpleNamespace(
score=0.781,
brand_score=1.0,
token_score=0.79,
spec_score=0.55,
sequence_score=0.68,
type_score=0.55,
price_penalty=0.0,
hard_veto=False,
reasons=("shared_identity_anchor_packaging_variant",),
comparison_mode="exact_identity",
tags=["identity_v2", "comparison_exact_identity", "brand_match"],
)
monkeypatch.setattr("services.pchome_crawler.PChomeCrawler", FakeCrawler)
monkeypatch.setattr("services.marketplace_product_matcher.score_marketplace_match", fake_score)
feeder = CompetitorPriceFeeder(engine=object())
attempts = []
writes = []
monkeypatch.setattr(
feeder,
"_record_match_attempt",
lambda *args, **kwargs: attempts.append(kwargs),
)
monkeypatch.setattr(
feeder,
"_should_upsert_competitor_price",
lambda *_args, **_kwargs: (False, "existing_match_conflict;existing_score=0.948;incoming_score=0.781"),
)
monkeypatch.setattr(
feeder,
"_upsert_competitor_price",
lambda *args, **kwargs: writes.append((args, kwargs)),
)
result = feeder._run_sku_items([{
"sku": "14133077",
"name": "【PONY EFFECT】絕對持久定妝噴霧",
"product_id": 10,
"momo_price": 599,
}])
assert result.matched == 0
assert result.skipped_low_score == 1
assert writes == []
assert attempts[0]["attempt_status"] == "protected_existing_match"
assert "existing_match_conflict" in attempts[0]["error_message"]
def test_search_candidates_does_not_stop_on_merely_acceptable_match(monkeypatch):
from services.competitor_price_feeder import _search_pchome_candidates
from services.pchome_crawler import PChomeProduct

View File

@@ -573,6 +573,22 @@ def test_marketplace_matcher_does_not_promote_different_option_without_spec():
assert diagnostics.score < 0.76
assert "strong_exact_spec_match" not in diagnostics.reasons
assert "variant_descriptor_conflict" in diagnostics.reasons
def test_marketplace_matcher_promotes_variant_safe_exact_option():
from services.marketplace_product_matcher import score_marketplace_match
diagnostics = score_marketplace_match(
"【DASHING DIVA】MAGICPRESS時尚潮流美甲片_極光之藍",
"Dashing Diva/F 時尚潮流美甲片-極光之藍 MDF5F001AG",
momo_price=331,
competitor_price=420,
)
assert diagnostics.score >= 0.76
assert diagnostics.hard_veto is False
assert "shared_identity_anchor_variant_safe" in diagnostics.reasons
def test_marketplace_matcher_promotes_shared_identity_anchor_near_threshold():
@@ -649,6 +665,36 @@ def test_marketplace_matcher_promotes_shared_anchor_without_spec_conflict():
assert "shared_identity_anchor_no_spec" in diagnostics.reasons
def test_marketplace_matcher_promotes_recipe_box_near_threshold_with_variant_safe_anchor():
from services.marketplace_product_matcher import score_marketplace_match
diagnostics = score_marketplace_match(
"【Recipebox】Recipe Box兒童防曬氣墊粉餅(兒童化妝品/無毒防曬粉餅/天然彩妝)",
"Recipe Box 韓兔 兒童防曬氣墊粉餅",
momo_price=699,
competitor_price=699,
)
assert diagnostics.score >= 0.76
assert diagnostics.hard_veto is False
assert "shared_identity_anchor_variant_safe" in diagnostics.reasons
def test_marketplace_matcher_promotes_romand_palette_exact_line():
from services.marketplace_product_matcher import score_marketplace_match
diagnostics = score_marketplace_match(
"【rom&nd】勝過眼皮十色眼影盤",
"rom&nd X ZO&FRIENDS 勝過眼皮十色眼影盤 8g/7g",
momo_price=499,
competitor_price=499,
)
assert diagnostics.score >= 0.76
assert diagnostics.hard_veto is False
assert "shared_identity_anchor_variant_safe" in diagnostics.reasons
def test_marketplace_matcher_promotes_shared_model_token_for_exact_model():
from services.marketplace_product_matcher import score_marketplace_match
@@ -735,6 +781,16 @@ def test_marketplace_search_terms_keep_professional_product_phrase():
assert not any("卸除防曬" in term or "外出清潔" in term for term in mustela_terms)
def test_marketplace_search_terms_keep_variant_descriptor_for_sensitive_lines():
from services.marketplace_product_matcher import build_search_terms
dashing_terms = build_search_terms("【DASHING DIVA】MAGICPRESS時尚潮流美甲片_極光之藍", max_terms=5)
romand_terms = build_search_terms("【rom&nd】勝過眼皮十色眼影盤", max_terms=5)
assert dashing_terms[0] == "dashing diva 時尚潮流美甲片 極光之藍"
assert romand_terms[0] == "romand 勝過眼皮十色眼影盤"
def test_marketplace_search_terms_prefer_specific_line_over_generic_usage_words():
from services.marketplace_product_matcher import build_search_terms