feat(classify): add rule-based document classification engine, task, and API
Implements the classify pipeline step with: - Classification rules engine (app/utils/classification_rules.py) with pre-built categories (invoice, contract, receipt, letter, report, bank_statement, tax_document, insurance, payslip) and support for filename patterns, content keywords, and metadata matching rules - Celery task (app/tasks/classify_document.py) that runs as a pipeline step - CRUD API (app/api/classification_rules.py) for managing custom rules - ClassificationRuleModel in app/models.py with migration 027 - Updated pipeline step config_schema and stage mapping - Comprehensive tests for engine, API, and task Co-authored-by: christianlouis <361235+christianlouis@users.noreply.github.com>
This commit is contained in:
@@ -61,6 +61,7 @@ from app.main import app as fastapi_app # noqa: E402
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# Import models to register them with SQLAlchemy Base
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from app.models import ( # noqa: F401, E402
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ApiToken,
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ClassificationRuleModel,
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DocumentMetadata,
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FileRecord,
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Pipeline,
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@@ -0,0 +1,290 @@
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"""Tests for the classification rules API endpoints.
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Covers CRUD operations, validation, and access control for
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``/api/classification-rules``.
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"""
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import pytest
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from app.models import ClassificationRuleModel
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# ---------------------------------------------------------------------------
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# Helpers
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# ---------------------------------------------------------------------------
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def _make_rule(db_session, owner_id="anonymous", **overrides):
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"""Insert a ClassificationRuleModel and return it."""
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defaults = {
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"owner_id": owner_id,
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"name": "test_rule",
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"category": "invoice",
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"rule_type": "filename_pattern",
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"pattern": r"(?i)invoice",
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"priority": 0,
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"case_sensitive": False,
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"enabled": True,
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}
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defaults.update(overrides)
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rule = ClassificationRuleModel(**defaults)
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db_session.add(rule)
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db_session.commit()
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db_session.refresh(rule)
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return rule
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# ---------------------------------------------------------------------------
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# Categories & Rule Types endpoints
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestCategoriesEndpoint:
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"""Tests for GET /api/classification-rules/categories."""
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def test_list_categories(self, client):
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"""Should return a dict of built-in categories."""
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r = client.get("/api/classification-rules/categories")
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assert r.status_code == 200
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data = r.json()
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assert isinstance(data, dict)
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assert "invoice" in data
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assert "contract" in data
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assert "receipt" in data
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assert "unknown" in data
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@pytest.mark.unit
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class TestRuleTypesEndpoint:
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"""Tests for GET /api/classification-rules/rule-types."""
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def test_list_rule_types(self, client):
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"""Should return a list of valid rule types."""
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r = client.get("/api/classification-rules/rule-types")
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assert r.status_code == 200
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data = r.json()
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assert isinstance(data, list)
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assert len(data) == 3
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type_values = {item["type"] for item in data}
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assert "filename_pattern" in type_values
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assert "content_keyword" in type_values
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assert "metadata_match" in type_values
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# ---------------------------------------------------------------------------
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# CRUD Operations
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# ---------------------------------------------------------------------------
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@pytest.mark.integration
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class TestClassificationRuleCRUD:
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"""Full CRUD test-suite for classification rules."""
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def test_list_rules_empty(self, client):
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"""List returns an empty array when no rules exist."""
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r = client.get("/api/classification-rules/")
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assert r.status_code == 200
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assert r.json() == []
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def test_create_rule(self, client):
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"""POST should create a new classification rule."""
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r = client.post(
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"/api/classification-rules/",
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json={
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"name": "My Invoice Rule",
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"category": "invoice",
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"rule_type": "filename_pattern",
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"pattern": r"(?i)rechnung",
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"priority": 10,
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},
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)
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assert r.status_code == 201
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data = r.json()
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assert data["name"] == "My Invoice Rule"
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assert data["category"] == "invoice"
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assert data["rule_type"] == "filename_pattern"
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assert data["priority"] == 10
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assert data["enabled"] is True
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assert data["id"] is not None
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def test_create_rule_invalid_type_rejected(self, client):
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"""Creating a rule with an invalid rule_type should be rejected."""
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r = client.post(
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"/api/classification-rules/",
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json={
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"name": "Bad Rule",
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"category": "test",
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"rule_type": "invalid_type",
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"pattern": "test",
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},
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)
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assert r.status_code == 400
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def test_create_duplicate_name_rejected(self, client):
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"""Creating two rules with the same name should be rejected."""
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payload = {
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"name": "Dupe Rule",
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"category": "invoice",
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"rule_type": "filename_pattern",
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"pattern": "test",
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}
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r1 = client.post("/api/classification-rules/", json=payload)
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assert r1.status_code == 201
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r2 = client.post("/api/classification-rules/", json=payload)
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assert r2.status_code == 409
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def test_get_rule(self, client):
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"""GET should return a specific rule by ID."""
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create_resp = client.post(
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"/api/classification-rules/",
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json={
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"name": "Get Test Rule",
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"category": "contract",
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"rule_type": "content_keyword",
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"pattern": "agreement|terms",
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},
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)
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rule_id = create_resp.json()["id"]
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r = client.get(f"/api/classification-rules/{rule_id}")
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assert r.status_code == 200
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assert r.json()["name"] == "Get Test Rule"
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assert r.json()["category"] == "contract"
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def test_get_nonexistent_rule(self, client):
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"""GET for a nonexistent rule should return 404."""
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r = client.get("/api/classification-rules/99999")
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assert r.status_code == 404
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def test_update_rule(self, client):
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"""PUT should update an existing rule."""
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create_resp = client.post(
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"/api/classification-rules/",
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json={
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"name": "Update Test",
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"category": "receipt",
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"rule_type": "filename_pattern",
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"pattern": "receipt",
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},
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)
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rule_id = create_resp.json()["id"]
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r = client.put(
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f"/api/classification-rules/{rule_id}",
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json={"category": "invoice", "priority": 50},
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)
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assert r.status_code == 200
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assert r.json()["category"] == "invoice"
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assert r.json()["priority"] == 50
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# Name should be unchanged
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assert r.json()["name"] == "Update Test"
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def test_update_nonexistent_rule(self, client):
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"""PUT for a nonexistent rule should return 404."""
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r = client.put("/api/classification-rules/99999", json={"category": "test"})
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assert r.status_code == 404
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def test_update_invalid_rule_type_rejected(self, client):
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"""PUT with an invalid rule_type should be rejected."""
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create_resp = client.post(
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"/api/classification-rules/",
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json={
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"name": "Invalid Update",
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"category": "test",
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"rule_type": "filename_pattern",
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"pattern": "test",
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},
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)
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rule_id = create_resp.json()["id"]
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r = client.put(
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f"/api/classification-rules/{rule_id}",
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json={"rule_type": "bad_type"},
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)
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assert r.status_code == 400
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def test_delete_rule(self, client):
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"""DELETE should remove the rule."""
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create_resp = client.post(
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"/api/classification-rules/",
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json={
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"name": "Delete Test",
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"category": "test",
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"rule_type": "content_keyword",
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"pattern": "test",
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},
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)
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rule_id = create_resp.json()["id"]
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r = client.delete(f"/api/classification-rules/{rule_id}")
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assert r.status_code == 204
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# Verify it's gone
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r2 = client.get(f"/api/classification-rules/{rule_id}")
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assert r2.status_code == 404
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def test_delete_nonexistent_rule(self, client):
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"""DELETE for a nonexistent rule should return 404."""
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r = client.delete("/api/classification-rules/99999")
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assert r.status_code == 404
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def test_list_rules_after_create(self, client):
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"""List should return created rules."""
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client.post(
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"/api/classification-rules/",
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json={
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"name": "List Rule 1",
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"category": "invoice",
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"rule_type": "filename_pattern",
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"pattern": "test1",
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},
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)
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client.post(
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"/api/classification-rules/",
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json={
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"name": "List Rule 2",
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"category": "contract",
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"rule_type": "content_keyword",
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"pattern": "test2",
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},
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)
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r = client.get("/api/classification-rules/")
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assert r.status_code == 200
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assert len(r.json()) == 2
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def test_create_rule_with_all_fields(self, client):
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"""Create a rule providing all optional fields."""
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r = client.post(
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"/api/classification-rules/",
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json={
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"name": "Full Rule",
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"category": "tax_document",
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"rule_type": "metadata_match",
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"pattern": "department=finance",
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"priority": 100,
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"case_sensitive": True,
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"enabled": False,
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},
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)
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assert r.status_code == 201
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data = r.json()
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assert data["case_sensitive"] is True
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assert data["enabled"] is False
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assert data["priority"] == 100
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def test_create_rule_defaults(self, client):
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"""Create a rule with minimal fields to test defaults."""
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r = client.post(
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"/api/classification-rules/",
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json={
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"name": "Minimal Rule",
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"category": "invoice",
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"rule_type": "filename_pattern",
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"pattern": "test",
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},
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)
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assert r.status_code == 201
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data = r.json()
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assert data["priority"] == 0
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assert data["case_sensitive"] is False
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assert data["enabled"] is True
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@@ -0,0 +1,422 @@
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"""Tests for the rule-based document classification engine.
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Covers the classification engine logic in ``app/utils/classification_rules.py``:
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built-in rules, custom rules, confidence scoring, and edge cases.
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"""
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import pytest
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from app.utils.classification_rules import (
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BUILTIN_CATEGORIES,
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BUILTIN_RULES,
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RULE_TYPE_CONTENT,
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RULE_TYPE_FILENAME,
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RULE_TYPE_METADATA,
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ClassificationResult,
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ClassificationRule,
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MatchedRule,
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classify_document,
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db_rule_to_engine_rule,
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)
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# ---------------------------------------------------------------------------
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# Built-in categories & rules smoke tests
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestBuiltinCategories:
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"""Verify the pre-built categories and rules are sane."""
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def test_builtin_categories_not_empty(self):
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"""There must be at least one built-in category."""
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assert len(BUILTIN_CATEGORIES) > 0
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def test_unknown_category_exists(self):
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"""The 'unknown' fallback category must be present."""
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assert "unknown" in BUILTIN_CATEGORIES
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def test_core_categories_present(self):
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"""Invoice, contract, and receipt categories must exist."""
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for cat in ("invoice", "contract", "receipt"):
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assert cat in BUILTIN_CATEGORIES, f"Missing built-in category: {cat}"
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def test_builtin_rules_not_empty(self):
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"""There must be at least one built-in rule."""
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assert len(BUILTIN_RULES) > 0
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def test_all_builtin_rules_reference_valid_types(self):
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"""Every built-in rule must use a valid rule_type."""
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valid_types = {RULE_TYPE_FILENAME, RULE_TYPE_CONTENT, RULE_TYPE_METADATA}
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for rule in BUILTIN_RULES:
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assert rule.rule_type in valid_types, f"Rule {rule.name!r} has invalid type {rule.rule_type!r}"
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# ---------------------------------------------------------------------------
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# ClassificationRule dataclass validation
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestClassificationRuleValidation:
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"""Test ClassificationRule dataclass validation."""
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def test_valid_rule_types(self):
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"""Valid rule types should not raise."""
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for rt in (RULE_TYPE_FILENAME, RULE_TYPE_CONTENT, RULE_TYPE_METADATA):
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rule = ClassificationRule(name="test", category="test", rule_type=rt, pattern="test")
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assert rule.rule_type == rt
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def test_invalid_rule_type_raises(self):
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"""An invalid rule_type should raise ValueError."""
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with pytest.raises(ValueError, match="Invalid rule_type"):
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ClassificationRule(name="test", category="test", rule_type="invalid", pattern="test")
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# ---------------------------------------------------------------------------
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# Filename pattern matching
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestFilenamePatternMatching:
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"""Test classification via filename patterns."""
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def test_invoice_filename(self):
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"""A filename containing 'invoice' should classify as invoice."""
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result = classify_document(filename="2024-03-01_Invoice_Acme.pdf")
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assert result.category == "invoice"
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assert result.confidence > 0
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def test_german_invoice_filename(self):
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"""A filename containing 'Rechnung' should classify as invoice."""
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result = classify_document(filename="Rechnung_2024.pdf")
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assert result.category == "invoice"
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assert result.confidence > 0
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def test_contract_filename(self):
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"""A filename containing 'contract' should classify as contract."""
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result = classify_document(filename="Service_Contract_2024.pdf")
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assert result.category == "contract"
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def test_receipt_filename(self):
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"""A filename containing 'receipt' should classify as receipt."""
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result = classify_document(filename="Payment_Receipt.pdf")
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assert result.category == "receipt"
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def test_unrecognised_filename(self):
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"""A generic filename with no keywords should return 'unknown'."""
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result = classify_document(filename="document_12345.pdf")
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assert result.category == "unknown"
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assert result.confidence == 0
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def test_empty_filename(self):
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"""An empty filename should not match any rule."""
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result = classify_document(filename="")
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assert result.category == "unknown"
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# ---------------------------------------------------------------------------
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# Content keyword matching
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestContentKeywordMatching:
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"""Test classification via content keywords."""
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def test_invoice_content(self):
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"""Text containing 'invoice number' should classify as invoice."""
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result = classify_document(text="Please pay the invoice number 12345. Amount due: $500")
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assert result.category == "invoice"
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assert result.confidence > 0
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def test_contract_content(self):
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"""Text containing 'terms and conditions' should classify as contract."""
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result = classify_document(text="The parties hereby agree to the following terms and conditions.")
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assert result.category == "contract"
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def test_receipt_content(self):
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"""Text containing 'payment received' should classify as receipt."""
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result = classify_document(text="Thank you. Payment received for order #789.")
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assert result.category == "receipt"
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def test_bank_statement_content(self):
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"""Text containing 'account statement' should classify as bank_statement."""
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result = classify_document(text="Monthly account statement. Opening balance: $1,000.")
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assert result.category == "bank_statement"
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def test_empty_text(self):
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"""Empty text should not match any content rule."""
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result = classify_document(text="")
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assert result.category == "unknown"
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def test_case_insensitive_matching(self):
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"""Content matching should be case-insensitive by default."""
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result = classify_document(text="INVOICE NUMBER 12345")
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assert result.category == "invoice"
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# ---------------------------------------------------------------------------
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# Metadata matching
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# ---------------------------------------------------------------------------
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@pytest.mark.unit
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class TestMetadataMatching:
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"""Test classification via metadata field matching."""
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def test_document_type_invoice(self):
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"""metadata document_type=Invoice should classify as invoice."""
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result = classify_document(metadata={"document_type": "Invoice"})
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assert result.category == "invoice"
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assert result.confidence >= 90
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def test_document_type_contract(self):
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"""metadata document_type=Contract should classify as contract."""
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result = classify_document(metadata={"document_type": "Contract"})
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assert result.category == "contract"
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def test_kommunikationsart_rechnung(self):
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"""German classification metadata should classify as invoice."""
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result = classify_document(metadata={"kommunikationsart": "Rechnung"})
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assert result.category == "invoice"
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def test_no_metadata(self):
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"""None metadata should not match."""
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result = classify_document(metadata=None)
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assert result.category == "unknown"
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def test_empty_metadata(self):
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"""Empty metadata dict should not match."""
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result = classify_document(metadata={})
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assert result.category == "unknown"
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def test_metadata_case_insensitive(self):
|
||||
"""Metadata matching should be case-insensitive by default."""
|
||||
result = classify_document(metadata={"document_type": "invoice"})
|
||||
assert result.category == "invoice"
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Combined matching / confidence boosting
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestCombinedMatching:
|
||||
"""Test that multiple matching rules boost confidence."""
|
||||
|
||||
def test_filename_and_content_boost(self):
|
||||
"""Filename + content matching should produce higher confidence than either alone."""
|
||||
filename_only = classify_document(filename="Invoice_2024.pdf")
|
||||
combined = classify_document(filename="Invoice_2024.pdf", text="Invoice number: 12345. Amount due: $500.")
|
||||
assert combined.confidence >= filename_only.confidence
|
||||
assert len(combined.matched_rules) > len(filename_only.matched_rules)
|
||||
|
||||
def test_all_three_signals(self):
|
||||
"""Filename + content + metadata should produce highest confidence."""
|
||||
result = classify_document(
|
||||
filename="Invoice_Acme.pdf",
|
||||
text="Invoice number: 12345. Amount due: $500.",
|
||||
metadata={"document_type": "Invoice"},
|
||||
)
|
||||
assert result.category == "invoice"
|
||||
assert result.confidence >= 90
|
||||
|
||||
def test_conflicting_signals_most_matches_wins(self):
|
||||
"""When filename says 'invoice' but content says 'contract', most matches wins."""
|
||||
result = classify_document(
|
||||
filename="Invoice.pdf",
|
||||
text="The parties hereby agree to the following terms and conditions. "
|
||||
"This agreement between Company A and Company B is effective immediately.",
|
||||
)
|
||||
# Content has more keyword matches for contract, but filename matches invoice.
|
||||
# Either is acceptable as long as the result is deterministic.
|
||||
assert result.category in ("invoice", "contract")
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Custom rules
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestCustomRules:
|
||||
"""Test user-defined custom classification rules."""
|
||||
|
||||
def test_custom_rule_matches(self):
|
||||
"""A custom filename rule should match when pattern hits."""
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name="custom_hr_doc",
|
||||
category="hr_document",
|
||||
rule_type=RULE_TYPE_FILENAME,
|
||||
pattern=r"(?i)employee|hiring|hr",
|
||||
)
|
||||
]
|
||||
result = classify_document(filename="Employee_Handbook.pdf", custom_rules=custom)
|
||||
assert result.category == "hr_document"
|
||||
|
||||
def test_custom_content_rule(self):
|
||||
"""A custom content keyword rule should match."""
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name="custom_medical",
|
||||
category="medical",
|
||||
rule_type=RULE_TYPE_CONTENT,
|
||||
pattern="diagnosis|prescription|patient record",
|
||||
)
|
||||
]
|
||||
result = classify_document(text="Patient record for Jane Doe. Diagnosis: common cold.", custom_rules=custom)
|
||||
assert result.category == "medical"
|
||||
|
||||
def test_custom_metadata_rule(self):
|
||||
"""A custom metadata rule should match."""
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name="custom_legal",
|
||||
category="legal",
|
||||
rule_type=RULE_TYPE_METADATA,
|
||||
pattern="department=legal",
|
||||
)
|
||||
]
|
||||
result = classify_document(metadata={"department": "legal"}, custom_rules=custom)
|
||||
assert result.category == "legal"
|
||||
|
||||
def test_custom_rule_overrides_builtin(self):
|
||||
"""Custom rules with more matches should override built-in rules."""
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name="custom_internal_invoice",
|
||||
category="internal_invoice",
|
||||
rule_type=RULE_TYPE_FILENAME,
|
||||
pattern=r"(?i)invoice",
|
||||
priority=100,
|
||||
),
|
||||
ClassificationRule(
|
||||
name="custom_internal_invoice_content",
|
||||
category="internal_invoice",
|
||||
rule_type=RULE_TYPE_CONTENT,
|
||||
pattern="invoice number",
|
||||
priority=100,
|
||||
),
|
||||
]
|
||||
result = classify_document(
|
||||
filename="Invoice_2024.pdf",
|
||||
text="Invoice number: 12345",
|
||||
custom_rules=custom,
|
||||
)
|
||||
# Both builtin and custom rules for "invoice" patterns match, but custom
|
||||
# has "internal_invoice" as category. The category with more total matches wins.
|
||||
assert result.category in ("invoice", "internal_invoice")
|
||||
assert result.confidence > 0
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# db_rule_to_engine_rule converter
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestDbRuleConversion:
|
||||
"""Test the database model to engine rule converter."""
|
||||
|
||||
def test_converts_basic_fields(self):
|
||||
"""All basic fields should be mapped correctly."""
|
||||
|
||||
class FakeDbRule:
|
||||
name = "test_rule"
|
||||
category = "invoice"
|
||||
rule_type = RULE_TYPE_FILENAME
|
||||
pattern = r"(?i)invoice"
|
||||
priority = 10
|
||||
case_sensitive = True
|
||||
|
||||
engine_rule = db_rule_to_engine_rule(FakeDbRule())
|
||||
assert engine_rule.name == "test_rule"
|
||||
assert engine_rule.category == "invoice"
|
||||
assert engine_rule.rule_type == RULE_TYPE_FILENAME
|
||||
assert engine_rule.pattern == r"(?i)invoice"
|
||||
assert engine_rule.priority == 10
|
||||
assert engine_rule.case_sensitive is True
|
||||
|
||||
def test_defaults_case_sensitive_to_false(self):
|
||||
"""When case_sensitive is missing, default to False."""
|
||||
|
||||
class FakeDbRule:
|
||||
name = "test"
|
||||
category = "test"
|
||||
rule_type = RULE_TYPE_CONTENT
|
||||
pattern = "test"
|
||||
priority = 0
|
||||
|
||||
engine_rule = db_rule_to_engine_rule(FakeDbRule())
|
||||
assert engine_rule.case_sensitive is False
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# ClassificationResult
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestClassificationResult:
|
||||
"""Test the ClassificationResult dataclass."""
|
||||
|
||||
def test_default_matched_rules(self):
|
||||
"""matched_rules should default to an empty list."""
|
||||
result = ClassificationResult(category="test", confidence=50)
|
||||
assert result.matched_rules == []
|
||||
|
||||
def test_with_matched_rules(self):
|
||||
"""matched_rules should be populated when provided."""
|
||||
match = MatchedRule(rule_name="test", rule_type=RULE_TYPE_FILENAME, category="invoice", confidence=60)
|
||||
result = ClassificationResult(category="invoice", confidence=60, matched_rules=[match])
|
||||
assert len(result.matched_rules) == 1
|
||||
assert result.matched_rules[0].rule_name == "test"
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Edge cases
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestEdgeCases:
|
||||
"""Test edge cases in the classification engine."""
|
||||
|
||||
def test_no_inputs_at_all(self):
|
||||
"""No filename, text, or metadata should return 'unknown'."""
|
||||
result = classify_document()
|
||||
assert result.category == "unknown"
|
||||
assert result.confidence == 0
|
||||
assert result.matched_rules == []
|
||||
|
||||
def test_metadata_pattern_without_equals(self):
|
||||
"""A metadata pattern without '=' should not match."""
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name="bad_pattern",
|
||||
category="test",
|
||||
rule_type=RULE_TYPE_METADATA,
|
||||
pattern="no_equals_sign",
|
||||
)
|
||||
]
|
||||
result = classify_document(metadata={"no_equals_sign": "value"}, custom_rules=custom)
|
||||
assert result.category == "unknown"
|
||||
|
||||
def test_confidence_capped_at_100(self):
|
||||
"""Confidence should never exceed 100."""
|
||||
# Create many rules that all match to test the cap
|
||||
custom = [
|
||||
ClassificationRule(
|
||||
name=f"flood_{i}",
|
||||
category="flood",
|
||||
rule_type=RULE_TYPE_CONTENT,
|
||||
pattern="test keyword",
|
||||
)
|
||||
for i in range(20)
|
||||
]
|
||||
result = classify_document(text="test keyword is here", custom_rules=custom)
|
||||
assert result.confidence <= 100
|
||||
@@ -0,0 +1,232 @@
|
||||
"""Tests for the classify_document Celery task.
|
||||
|
||||
Covers the ``classify_document_task`` in ``app/tasks/classify_document.py``.
|
||||
"""
|
||||
|
||||
import json
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
import pytest
|
||||
|
||||
from app.models import ClassificationRuleModel, FileRecord
|
||||
from app.tasks.classify_document import _load_custom_rules
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Helpers
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
def _make_file_record(db_session, **overrides):
|
||||
"""Insert a minimal FileRecord and return it."""
|
||||
defaults = {
|
||||
"owner_id": "test-user",
|
||||
"filehash": "abc123",
|
||||
"original_filename": "Invoice_2024.pdf",
|
||||
"local_filename": "/tmp/test.pdf",
|
||||
"file_size": 1024,
|
||||
"mime_type": "application/pdf",
|
||||
"ocr_text": "Invoice number: 12345. Amount due: $500.",
|
||||
"ai_metadata": None,
|
||||
}
|
||||
defaults.update(overrides)
|
||||
fr = FileRecord(**defaults)
|
||||
db_session.add(fr)
|
||||
db_session.commit()
|
||||
db_session.refresh(fr)
|
||||
return fr
|
||||
|
||||
|
||||
def _make_rule(db_session, **overrides):
|
||||
"""Insert a ClassificationRuleModel and return it."""
|
||||
defaults = {
|
||||
"owner_id": None,
|
||||
"name": "test_rule",
|
||||
"category": "test_category",
|
||||
"rule_type": "filename_pattern",
|
||||
"pattern": r"(?i)test",
|
||||
"priority": 0,
|
||||
"case_sensitive": False,
|
||||
"enabled": True,
|
||||
}
|
||||
defaults.update(overrides)
|
||||
rule = ClassificationRuleModel(**defaults)
|
||||
db_session.add(rule)
|
||||
db_session.commit()
|
||||
db_session.refresh(rule)
|
||||
return rule
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# _load_custom_rules
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestLoadCustomRules:
|
||||
"""Test the custom rule loading helper."""
|
||||
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_loads_enabled_rules(self, mock_session_local):
|
||||
"""Should load enabled rules from the database."""
|
||||
mock_rule = MagicMock()
|
||||
mock_rule.name = "rule1"
|
||||
mock_rule.category = "invoice"
|
||||
mock_rule.rule_type = "filename_pattern"
|
||||
mock_rule.pattern = r"(?i)invoice"
|
||||
mock_rule.priority = 10
|
||||
mock_rule.case_sensitive = False
|
||||
|
||||
mock_db = MagicMock()
|
||||
mock_query = MagicMock()
|
||||
mock_db.query.return_value = mock_query
|
||||
mock_query.filter.return_value = mock_query
|
||||
mock_query.order_by.return_value = mock_query
|
||||
mock_query.all.return_value = [mock_rule]
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
rules = _load_custom_rules(owner_id="test-user")
|
||||
assert len(rules) == 1
|
||||
assert rules[0].name == "rule1"
|
||||
assert rules[0].category == "invoice"
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# classify_document_task (integration-style with mocked DB and Celery)
|
||||
# ---------------------------------------------------------------------------
|
||||
|
||||
|
||||
@pytest.mark.unit
|
||||
class TestClassifyDocumentTask:
|
||||
"""Test the Celery classify_document_task."""
|
||||
|
||||
@patch("app.tasks.classify_document.log_task_progress")
|
||||
@patch("app.tasks.classify_document._load_custom_rules", return_value=[])
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_classify_invoice_file(self, mock_session_local, mock_load_rules, mock_log):
|
||||
"""Should classify a file with invoice filename and text as 'invoice'."""
|
||||
mock_file = MagicMock(spec=FileRecord)
|
||||
mock_file.id = 1
|
||||
mock_file.original_filename = "Invoice_2024.pdf"
|
||||
mock_file.ocr_text = "Invoice number: 12345. Amount due: $500."
|
||||
mock_file.ai_metadata = None
|
||||
mock_file.owner_id = "test-user"
|
||||
|
||||
mock_db = MagicMock()
|
||||
mock_db.query.return_value.filter.return_value.first.return_value = mock_file
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
# Call the underlying function directly via .run(), bypassing Celery
|
||||
result = classify_document_task.run(1, owner_id="test-user")
|
||||
|
||||
assert result["status"] == "success"
|
||||
assert result["category"] == "invoice"
|
||||
assert result["confidence"] > 0
|
||||
|
||||
# Verify ai_metadata was updated
|
||||
assert mock_file.ai_metadata is not None
|
||||
metadata = json.loads(mock_file.ai_metadata)
|
||||
assert "classification" in metadata
|
||||
assert metadata["classification"]["category"] == "invoice"
|
||||
|
||||
@patch("app.tasks.classify_document.log_task_progress")
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_classify_file_not_found(self, mock_session_local, mock_log):
|
||||
"""Should return error when file record is not found."""
|
||||
mock_db = MagicMock()
|
||||
mock_db.query.return_value.filter.return_value.first.return_value = None
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
result = classify_document_task.run(99999)
|
||||
assert result["status"] == "error"
|
||||
|
||||
@patch("app.tasks.classify_document.log_task_progress")
|
||||
@patch("app.tasks.classify_document._load_custom_rules", return_value=[])
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_classify_preserves_existing_metadata(self, mock_session_local, mock_load_rules, mock_log):
|
||||
"""Should preserve existing ai_metadata fields and add classification."""
|
||||
existing_meta = json.dumps({"document_type": "Invoice", "tags": ["finance"]})
|
||||
|
||||
mock_file = MagicMock(spec=FileRecord)
|
||||
mock_file.id = 2
|
||||
mock_file.original_filename = "doc.pdf"
|
||||
mock_file.ocr_text = ""
|
||||
mock_file.ai_metadata = existing_meta
|
||||
mock_file.owner_id = "test-user"
|
||||
|
||||
mock_db = MagicMock()
|
||||
mock_db.query.return_value.filter.return_value.first.return_value = mock_file
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
classify_document_task.run(2)
|
||||
|
||||
# Check that existing fields are preserved
|
||||
metadata = json.loads(mock_file.ai_metadata)
|
||||
assert metadata["tags"] == ["finance"]
|
||||
assert metadata["document_type"] == "Invoice"
|
||||
assert "classification" in metadata
|
||||
|
||||
@patch("app.tasks.classify_document.log_task_progress")
|
||||
@patch("app.tasks.classify_document._load_custom_rules", return_value=[])
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_classify_sets_document_type_when_missing(self, mock_session_local, mock_load_rules, mock_log):
|
||||
"""Should set document_type from classification when not already present."""
|
||||
mock_file = MagicMock(spec=FileRecord)
|
||||
mock_file.id = 3
|
||||
mock_file.original_filename = "Invoice_2024.pdf"
|
||||
mock_file.ocr_text = "Invoice number: 12345"
|
||||
mock_file.ai_metadata = json.dumps({"tags": ["test"]})
|
||||
mock_file.owner_id = "test-user"
|
||||
|
||||
mock_db = MagicMock()
|
||||
mock_db.query.return_value.filter.return_value.first.return_value = mock_file
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
classify_document_task.run(3)
|
||||
|
||||
metadata = json.loads(mock_file.ai_metadata)
|
||||
assert metadata["document_type"] == "Invoice"
|
||||
|
||||
@patch("app.tasks.classify_document.log_task_progress")
|
||||
@patch("app.tasks.classify_document._load_custom_rules", return_value=[])
|
||||
@patch("app.tasks.classify_document.SessionLocal")
|
||||
def test_classify_unknown_document(self, mock_session_local, mock_load_rules, mock_log):
|
||||
"""Should classify as 'unknown' when no rules match."""
|
||||
mock_file = MagicMock(spec=FileRecord)
|
||||
mock_file.id = 4
|
||||
mock_file.original_filename = "random_file.pdf"
|
||||
mock_file.ocr_text = "Lorem ipsum dolor sit amet."
|
||||
mock_file.ai_metadata = None
|
||||
mock_file.owner_id = "test-user"
|
||||
|
||||
mock_db = MagicMock()
|
||||
mock_db.query.return_value.filter.return_value.first.return_value = mock_file
|
||||
mock_session_local.return_value.__enter__ = MagicMock(return_value=mock_db)
|
||||
mock_session_local.return_value.__exit__ = MagicMock(return_value=False)
|
||||
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
result = classify_document_task.run(4)
|
||||
|
||||
assert result["category"] == "unknown"
|
||||
assert result["confidence"] == 0
|
||||
|
||||
def test_classify_document_task_is_celery_task(self):
|
||||
"""Task should be registered as a Celery task."""
|
||||
from app.tasks.classify_document import classify_document_task
|
||||
|
||||
assert hasattr(classify_document_task, "apply_async")
|
||||
assert hasattr(classify_document_task, "delay")
|
||||
assert callable(classify_document_task)
|
||||
Reference in New Issue
Block a user