Files
paperless-ngx/src/documents/tests/search/test_backend.py
Trenton H aed9abe48c Feature: Replace Whoosh with tantivy search backend (#12471)
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Antoine Mérino <3023499+Merinorus@users.noreply.github.com>
2026-04-02 12:38:22 -07:00

503 lines
16 KiB
Python

import pytest
from django.contrib.auth.models import User
from documents.models import CustomField
from documents.models import CustomFieldInstance
from documents.models import Document
from documents.models import Note
from documents.search._backend import TantivyBackend
from documents.search._backend import get_backend
from documents.search._backend import reset_backend
pytestmark = [pytest.mark.search, pytest.mark.django_db]
class TestWriteBatch:
"""Test WriteBatch context manager functionality."""
def test_rolls_back_on_exception(self, backend: TantivyBackend):
"""Batch operations must rollback on exception to preserve index integrity."""
doc = Document.objects.create(
title="Rollback Target",
content="should survive",
checksum="RB1",
pk=1,
)
backend.add_or_update(doc)
try:
with backend.batch_update() as batch:
batch.remove(doc.pk)
raise RuntimeError("simulated failure")
except RuntimeError:
pass
r = backend.search(
"should survive",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert r.total == 1
class TestSearch:
"""Test search functionality."""
def test_scores_normalised_top_hit_is_one(self, backend: TantivyBackend):
"""Search scores must be normalized so top hit has score 1.0 for UI consistency."""
for i, title in enumerate(["bank invoice", "bank statement", "bank receipt"]):
doc = Document.objects.create(
title=title,
content=title,
checksum=f"SN{i}",
pk=10 + i,
)
backend.add_or_update(doc)
r = backend.search(
"bank",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert r.hits[0]["score"] == pytest.approx(1.0)
assert all(0.0 <= h["score"] <= 1.0 for h in r.hits)
def test_sort_field_ascending(self, backend: TantivyBackend):
"""Searching with sort_reverse=False must return results in ascending ASN order."""
for asn in [30, 10, 20]:
doc = Document.objects.create(
title="sortable",
content="sortable content",
checksum=f"SFA{asn}",
archive_serial_number=asn,
)
backend.add_or_update(doc)
r = backend.search(
"sortable",
user=None,
page=1,
page_size=10,
sort_field="archive_serial_number",
sort_reverse=False,
)
assert r.total == 3
asns = [Document.objects.get(pk=h["id"]).archive_serial_number for h in r.hits]
assert asns == [10, 20, 30]
def test_sort_field_descending(self, backend: TantivyBackend):
"""Searching with sort_reverse=True must return results in descending ASN order."""
for asn in [30, 10, 20]:
doc = Document.objects.create(
title="sortable",
content="sortable content",
checksum=f"SFD{asn}",
archive_serial_number=asn,
)
backend.add_or_update(doc)
r = backend.search(
"sortable",
user=None,
page=1,
page_size=10,
sort_field="archive_serial_number",
sort_reverse=True,
)
assert r.total == 3
asns = [Document.objects.get(pk=h["id"]).archive_serial_number for h in r.hits]
assert asns == [30, 20, 10]
def test_fuzzy_threshold_filters_low_score_hits(
self,
backend: TantivyBackend,
settings,
):
"""When ADVANCED_FUZZY_SEARCH_THRESHOLD exceeds all normalized scores, hits must be filtered out."""
doc = Document.objects.create(
title="Invoice document",
content="financial report",
checksum="FT1",
pk=120,
)
backend.add_or_update(doc)
# Threshold above 1.0 filters every hit (normalized scores top out at 1.0)
settings.ADVANCED_FUZZY_SEARCH_THRESHOLD = 1.1
r = backend.search(
"invoice",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert r.hits == []
def test_owner_filter(self, backend: TantivyBackend):
"""Document owners can search their private documents; other users cannot access them."""
owner = User.objects.create_user("owner")
other = User.objects.create_user("other")
doc = Document.objects.create(
title="Private",
content="secret",
checksum="PF1",
pk=20,
owner=owner,
)
backend.add_or_update(doc)
assert (
backend.search(
"secret",
user=owner,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
).total
== 1
)
assert (
backend.search(
"secret",
user=other,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
).total
== 0
)
class TestRebuild:
"""Test index rebuilding functionality."""
def test_with_iter_wrapper_called(self, backend: TantivyBackend):
"""Index rebuild must pass documents through iter_wrapper for progress tracking."""
seen = []
def wrapper(docs):
for doc in docs:
seen.append(doc.pk)
yield doc
Document.objects.create(title="Tracked", content="x", checksum="TW1", pk=30)
backend.rebuild(Document.objects.all(), iter_wrapper=wrapper)
assert 30 in seen
class TestAutocomplete:
"""Test autocomplete functionality."""
def test_basic_functionality(self, backend: TantivyBackend):
"""Autocomplete must return words matching the given prefix."""
doc = Document.objects.create(
title="Invoice from Microsoft Corporation",
content="payment details",
checksum="AC1",
pk=40,
)
backend.add_or_update(doc)
results = backend.autocomplete("micro", limit=10)
assert "microsoft" in results
def test_results_ordered_by_document_frequency(self, backend: TantivyBackend):
"""Autocomplete results must be ordered by document frequency to prioritize common terms."""
# "payment" appears in 3 docs; "payslip" in 1 — "pay" prefix should
# return "payment" before "payslip".
for i, (title, checksum) in enumerate(
[
("payment invoice", "AF1"),
("payment receipt", "AF2"),
("payment confirmation", "AF3"),
("payslip march", "AF4"),
],
start=41,
):
doc = Document.objects.create(
title=title,
content="details",
checksum=checksum,
pk=i,
)
backend.add_or_update(doc)
results = backend.autocomplete("pay", limit=10)
assert results.index("payment") < results.index("payslip")
class TestMoreLikeThis:
"""Test more like this functionality."""
def test_excludes_original(self, backend: TantivyBackend):
"""More like this queries must exclude the reference document from results."""
doc1 = Document.objects.create(
title="Important document",
content="financial information",
checksum="MLT1",
pk=50,
)
doc2 = Document.objects.create(
title="Another document",
content="financial report",
checksum="MLT2",
pk=51,
)
backend.add_or_update(doc1)
backend.add_or_update(doc2)
results = backend.more_like_this(doc_id=50, user=None, page=1, page_size=10)
returned_ids = [hit["id"] for hit in results.hits]
assert 50 not in returned_ids # Original document excluded
def test_with_user_applies_permission_filter(self, backend: TantivyBackend):
"""more_like_this with a user must exclude documents that user cannot see."""
viewer = User.objects.create_user("mlt_viewer")
other = User.objects.create_user("mlt_other")
public_doc = Document.objects.create(
title="Public financial document",
content="quarterly financial analysis report figures",
checksum="MLT3",
pk=52,
)
private_doc = Document.objects.create(
title="Private financial document",
content="quarterly financial analysis report figures",
checksum="MLT4",
pk=53,
owner=other,
)
backend.add_or_update(public_doc)
backend.add_or_update(private_doc)
results = backend.more_like_this(doc_id=52, user=viewer, page=1, page_size=10)
returned_ids = [hit["id"] for hit in results.hits]
# private_doc is owned by other, so viewer cannot see it
assert 53 not in returned_ids
def test_document_not_in_index_returns_empty(self, backend: TantivyBackend):
"""more_like_this for a doc_id absent from the index must return empty results."""
results = backend.more_like_this(doc_id=9999, user=None, page=1, page_size=10)
assert results.hits == []
assert results.total == 0
class TestSingleton:
"""Test get_backend() and reset_backend() singleton lifecycle."""
@pytest.fixture(autouse=True)
def _clean(self):
reset_backend()
yield
reset_backend()
def test_returns_same_instance_on_repeated_calls(self, index_dir):
"""Singleton pattern: repeated calls to get_backend() must return the same instance."""
assert get_backend() is get_backend()
def test_reinitializes_when_index_dir_changes(self, tmp_path, settings):
"""Backend singleton must reinitialize when INDEX_DIR setting changes for test isolation."""
settings.INDEX_DIR = tmp_path / "a"
(tmp_path / "a").mkdir()
b1 = get_backend()
settings.INDEX_DIR = tmp_path / "b"
(tmp_path / "b").mkdir()
b2 = get_backend()
assert b1 is not b2
assert b2._path == tmp_path / "b"
def test_reset_forces_new_instance(self, index_dir):
"""reset_backend() must force creation of a new backend instance on next get_backend() call."""
b1 = get_backend()
reset_backend()
b2 = get_backend()
assert b1 is not b2
class TestFieldHandling:
"""Test handling of various document fields."""
def test_none_values_handled_correctly(self, backend: TantivyBackend):
"""Document fields with None values must not cause indexing errors."""
doc = Document.objects.create(
title="Test Doc",
content="test content",
checksum="NV1",
pk=60,
original_filename=None,
page_count=None,
)
# Should not raise an exception
backend.add_or_update(doc)
results = backend.search(
"test",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 1
def test_custom_fields_include_name_and_value(self, backend: TantivyBackend):
"""Custom fields must be indexed with both field name and value for structured queries."""
# Create a custom field
field = CustomField.objects.create(
name="Invoice Number",
data_type=CustomField.FieldDataType.STRING,
)
doc = Document.objects.create(
title="Invoice",
content="test",
checksum="CF1",
pk=70,
)
CustomFieldInstance.objects.create(
document=doc,
field=field,
value_text="INV-2024-001",
)
# Should not raise an exception during indexing
backend.add_or_update(doc)
results = backend.search(
"invoice",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 1
def test_select_custom_field_indexes_label_not_id(self, backend: TantivyBackend):
"""SELECT custom fields must index the human-readable label, not the opaque option ID."""
field = CustomField.objects.create(
name="Category",
data_type=CustomField.FieldDataType.SELECT,
extra_data={
"select_options": [
{"id": "opt_abc", "label": "Invoice"},
{"id": "opt_def", "label": "Receipt"},
],
},
)
doc = Document.objects.create(
title="Categorised doc",
content="test",
checksum="SEL1",
pk=71,
)
CustomFieldInstance.objects.create(
document=doc,
field=field,
value_select="opt_abc",
)
backend.add_or_update(doc)
# Label should be findable
results = backend.search(
"custom_fields.value:invoice",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 1
# Opaque ID must not appear in the index
results = backend.search(
"custom_fields.value:opt_abc",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 0
def test_none_custom_field_value_not_indexed(self, backend: TantivyBackend):
"""Custom field instances with no value set must not produce an index entry."""
field = CustomField.objects.create(
name="Optional",
data_type=CustomField.FieldDataType.SELECT,
extra_data={"select_options": [{"id": "opt_1", "label": "Yes"}]},
)
doc = Document.objects.create(
title="Unset field doc",
content="test",
checksum="SEL2",
pk=72,
)
CustomFieldInstance.objects.create(
document=doc,
field=field,
value_select=None,
)
backend.add_or_update(doc)
# The string "none" must not appear as an indexed value
results = backend.search(
"custom_fields.value:none",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 0
def test_notes_include_user_information(self, backend: TantivyBackend):
"""Notes must be indexed with user information when available for structured queries."""
user = User.objects.create_user("notewriter")
doc = Document.objects.create(
title="Doc with notes",
content="test",
checksum="NT1",
pk=80,
)
Note.objects.create(document=doc, note="Important note", user=user)
# Should not raise an exception during indexing
backend.add_or_update(doc)
# Test basic document search first
results = backend.search(
"test",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 1, (
f"Expected 1, got {results.total}. Document content should be searchable."
)
# Test notes search — must use structured JSON syntax now that note
# is no longer in DEFAULT_SEARCH_FIELDS
results = backend.search(
"notes.note:important",
user=None,
page=1,
page_size=10,
sort_field=None,
sort_reverse=False,
)
assert results.total == 1, (
f"Expected 1, got {results.total}. Note content should be searchable via notes.note: prefix."
)