feat: Optional Fuzzy Matching & Skip Matches for multiple similar matches
- Fuzzy matching can be enabled optionally in the settings - If a query gets multiple matches with the same score, do not set a party as it is an extremely close call - misc: Add 'cancelled' status to Bank transaction - Test for skipping matching with extremely close matches
This commit is contained in:
parent
4a14e9ea4e
commit
4364fb9628
@ -64,7 +64,8 @@
|
||||
"tab_break_dpet",
|
||||
"show_balance_in_coa",
|
||||
"banking_tab",
|
||||
"enable_party_matching"
|
||||
"enable_party_matching",
|
||||
"enable_fuzzy_matching"
|
||||
],
|
||||
"fields": [
|
||||
{
|
||||
@ -404,6 +405,14 @@
|
||||
"fieldname": "enable_party_matching",
|
||||
"fieldtype": "Check",
|
||||
"label": "Enable Automatic Party Matching"
|
||||
},
|
||||
{
|
||||
"default": "0",
|
||||
"depends_on": "enable_party_matching",
|
||||
"description": "Approximately match the description/party name against parties",
|
||||
"fieldname": "enable_fuzzy_matching",
|
||||
"fieldtype": "Check",
|
||||
"label": "Enable Fuzzy Matching"
|
||||
}
|
||||
],
|
||||
"icon": "icon-cog",
|
||||
@ -411,7 +420,7 @@
|
||||
"index_web_pages_for_search": 1,
|
||||
"issingle": 1,
|
||||
"links": [],
|
||||
"modified": "2023-04-21 13:11:37.130743",
|
||||
"modified": "2023-05-17 12:20:04.107641",
|
||||
"modified_by": "Administrator",
|
||||
"module": "Accounts",
|
||||
"name": "Accounts Settings",
|
||||
|
@ -35,13 +35,15 @@ class AutoMatchParty:
|
||||
return self.__dict__.get(key, None)
|
||||
|
||||
def match(self) -> Union[Tuple, None]:
|
||||
result = None
|
||||
result = AutoMatchbyAccountIBAN(
|
||||
bank_party_account_number=self.bank_party_account_number,
|
||||
bank_party_iban=self.bank_party_iban,
|
||||
deposit=self.deposit,
|
||||
).match()
|
||||
|
||||
if not result:
|
||||
fuzzy_matching_enabled = frappe.db.get_single_value("Accounts Settings", "enable_fuzzy_matching")
|
||||
if not result and fuzzy_matching_enabled:
|
||||
result = AutoMatchbyPartyDescription(
|
||||
bank_party_name=self.bank_party_name, description=self.description, deposit=self.deposit
|
||||
).match()
|
||||
@ -184,31 +186,66 @@ class AutoMatchbyPartyDescription:
|
||||
for party in parties:
|
||||
name_field = party.lower() + "_name"
|
||||
filters = {"status": "Active"} if party == "Employee" else {"disabled": 0}
|
||||
|
||||
names = frappe.get_all(party, filters=filters, pluck=name_field)
|
||||
|
||||
for field in ["bank_party_name", "description"]:
|
||||
if not result and self.get(field):
|
||||
result = self.fuzzy_search_and_return_result(party, names, field)
|
||||
if result:
|
||||
break
|
||||
if not self.get(field):
|
||||
continue
|
||||
|
||||
result, skip = self.fuzzy_search_and_return_result(party, names, field)
|
||||
if result or skip:
|
||||
break
|
||||
|
||||
if result or skip:
|
||||
# We skip if:
|
||||
# If it was hard to distinguish between close matches and so match is None
|
||||
# OR if the right match was found
|
||||
break
|
||||
|
||||
return result
|
||||
|
||||
def fuzzy_search_and_return_result(self, party, names, field) -> Union[Tuple, None]:
|
||||
result = process.extractOne(query=self.get(field), choices=names, scorer=fuzz.token_set_ratio)
|
||||
skip = False
|
||||
|
||||
if result:
|
||||
party_name, score, index = result
|
||||
if score > 75:
|
||||
# Dont set description as a key in Bank Party Mapper due to its volatility
|
||||
mapper = {"bank_party_name": self.get(field)} if field == "bank_party_name" else None
|
||||
return (
|
||||
party,
|
||||
party_name,
|
||||
mapper,
|
||||
)
|
||||
else:
|
||||
return None
|
||||
result = process.extract(query=self.get(field), choices=names, scorer=fuzz.token_set_ratio)
|
||||
party_name, skip = self.process_fuzzy_result(result)
|
||||
|
||||
return result
|
||||
if not party_name:
|
||||
return None, skip
|
||||
|
||||
# Dont set description as a key in Bank Party Mapper due to its volatility
|
||||
mapper = {"bank_party_name": self.get(field)} if field == "bank_party_name" else None
|
||||
return (
|
||||
party,
|
||||
party_name,
|
||||
mapper,
|
||||
), skip
|
||||
|
||||
def process_fuzzy_result(self, result: Union[list, None]):
|
||||
"""
|
||||
If there are multiple valid close matches return None as result may be faulty.
|
||||
Return the result only if one accurate match stands out.
|
||||
|
||||
Returns: Result, Skip (whether or not to continue matching)
|
||||
"""
|
||||
PARTY, SCORE, CUTOFF = 0, 1, 80
|
||||
|
||||
if not result or not len(result):
|
||||
return None, False
|
||||
|
||||
first_result = result[0]
|
||||
|
||||
if len(result) == 1:
|
||||
return (result[0][PARTY] if first_result[SCORE] > CUTOFF else None), True
|
||||
|
||||
second_result = result[1]
|
||||
|
||||
if first_result[SCORE] > CUTOFF:
|
||||
# If multiple matches with the same score, return None but discontinue matching
|
||||
# Matches were found but were too closes to distinguish between
|
||||
if first_result[SCORE] == second_result[SCORE]:
|
||||
return None, True
|
||||
|
||||
return first_result[PARTY], True
|
||||
else:
|
||||
return None, False
|
||||
|
@ -68,7 +68,7 @@
|
||||
"fieldtype": "Select",
|
||||
"in_standard_filter": 1,
|
||||
"label": "Status",
|
||||
"options": "\nPending\nSettled\nUnreconciled\nReconciled"
|
||||
"options": "\nPending\nSettled\nUnreconciled\nReconciled\nCancelled"
|
||||
},
|
||||
{
|
||||
"fieldname": "bank_account",
|
||||
@ -238,7 +238,7 @@
|
||||
],
|
||||
"is_submittable": 1,
|
||||
"links": [],
|
||||
"modified": "2023-04-04 15:47:20.620006",
|
||||
"modified": "2023-05-17 14:56:10.547480",
|
||||
"modified_by": "Administrator",
|
||||
"module": "Accounts",
|
||||
"name": "Bank Transaction",
|
||||
|
@ -13,11 +13,13 @@ class TestAutoMatchParty(FrappeTestCase):
|
||||
def setUpClass(cls):
|
||||
create_bank_account()
|
||||
frappe.db.set_single_value("Accounts Settings", "enable_party_matching", 1)
|
||||
frappe.db.set_single_value("Accounts Settings", "enable_fuzzy_matching", 1)
|
||||
return super().setUpClass()
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
frappe.db.set_single_value("Accounts Settings", "enable_party_matching", 0)
|
||||
frappe.db.set_single_value("Accounts Settings", "enable_fuzzy_matching", 0)
|
||||
|
||||
def test_match_by_account_number(self):
|
||||
"""Test if transaction matches with existing (Bank Party Mapper) or new match."""
|
||||
@ -145,6 +147,22 @@ class TestAutoMatchParty(FrappeTestCase):
|
||||
self.assertEqual(bank_party_mapper.bank_party_name, "Amazn Co.")
|
||||
self.assertEqual(doc_2.party, "Amazon")
|
||||
|
||||
def test_skip_match_if_multiple_close_results(self):
|
||||
create_supplier_for_match(supplier_name="Adithya Medical & General Stores")
|
||||
create_supplier_for_match(supplier_name="Adithya Medical And General Stores")
|
||||
|
||||
doc = create_bank_transaction(
|
||||
description="Paracetamol Consignment, SINV-0009",
|
||||
withdrawal=24.85,
|
||||
transaction_id="3a1da4ee2dc5a980138d56ef3460cbd9",
|
||||
party_name="Adithya Medical & General",
|
||||
)
|
||||
|
||||
# Mapping is skipped as both Supplier names have the same match score
|
||||
self.assertEqual(doc.party_type, None)
|
||||
self.assertEqual(doc.party, None)
|
||||
self.assertFalse(doc.bank_party_mapper)
|
||||
|
||||
|
||||
def create_supplier_for_match(supplier_name="John Doe & Co.", iban=None, account_no=None):
|
||||
if frappe.db.exists("Supplier", {"supplier_name": supplier_name}):
|
||||
|
Loading…
Reference in New Issue
Block a user