# Self-Healing-Test-Pipelines Traditionelle Test-Suiten brechen, wenn sich die UI ändert. Self-Healing-Tests nutzen Synapse-Memory, um aus vergangenen Fehlern zu lernen und sich anzupassen — das reduziert flaky Tests und Wartungsaufwand. ## Konzept ``` ┌─────────┐ fails ┌──────────┐ store ┌──────────┐ │ Test │ ───────▶ │ Synapse │ ───────▶ │ Memories │ │ Run │ │ Memory │ │ (failures)│ └─────────┘ └──────────┘ └──────────┘ ▲ │ │ recall │ │ before next run │ └─────────────────────┘ ``` 1. Test läuft 2. Bei Fehlschlag: Failure speichern (was schiefging, warum, wie zu beheben) 3. Nächster Lauf: relevante Failures vor der Ausführung abrufen 4. Bekannte Fixes automatisch anwenden ## Implementierung ### Schritt 1: Test-Wrapper Jeden Test mit Memory-Recall/Store wrappen: ```python import requests from datetime import datetime URL = "https://synapse.schaefer.zone" MIND_KEY = "mk_..." def self_healing_test(test_name, test_fn): """Decorator: wrap a test with self-healing memory.""" def wrapper(): # 1. Recall past failures for this test past_failures = requests.get( f"{URL}/memory/search?q={test_name}+failure", headers={"Authorization": f"Bearer {MIND_KEY}"} ).json() # 2. Run test with failure context try: test_fn(known_failures=past_failures) except Exception as e: # 3. Store the failure store_failure(test_name, e, traceback.format_exc()) raise return wrapper def store_failure(test_name, error, traceback_str): requests.post(f"{URL}/memory", headers={"Authorization": f"Bearer {MIND_KEY}", "Content-Type": "application/json"}, json={ "category": "mistake", "key": f"test_failure_{test_name}_{datetime.now().isoformat()}", "content": f"Test: {test_name}\nError: {error}\nTrace:\n{traceback_str}", "tags": ["test", "failure", test_name], "priority": "high" }) ``` ### Schritt 2: Adaptive Test-Logik Im Test auf bekannte Failures prüfen und Fixes anwenden: ```python @self_healing_test def test_login_page(browser, known_failures=None): browser.goto("https://app.com/login") # Check if we've seen this page change before if known_failures and known_failures.get("results"): for failure in known_failures["results"]: if "button moved" in failure["content"].lower(): # Use accessibility label instead of coordinates browser.click(by_label="Login button") return # Default: use coordinates browser.click(x=150, y=400) ``` ### Schritt 3: Recovery-Strategien Recovery-Strategien als Memories speichern: ```python def store_recovery(failure_type, strategy): requests.post(f"{URL}/memory", headers={"Authorization": f"Bearer {MIND_KEY}", "Content-Type": "application/json"}, json={ "category": "skill", "key": f"recovery_{failure_type}", "content": strategy, "tags": ["test", "recovery", failure_type], "priority": "high" }) # Store recoveries for common failures store_recovery("element_not_found", "When element not found by ID, try by CSS class, then by XPath, " "then by accessibility label. Take screenshot for debugging.") store_recovery("timeout", "Increase timeout to 30s. If still fails, check if page is loading " "dynamically — wait for specific element instead of fixed time.") store_recovery("stale_element", "Re-find element before each interaction. Don't cache element references " "across page transitions.") ``` ### Schritt 4: CI-Integration ```yaml # .gitlab-ci.yml test:self-healing: script: - export SYNAPSE_MIND_KEY=$SYNAPSE_TEST_MIND_KEY - pytest tests/ --self-healing after_script: # Summarize new failures - python scripts/synapse_failure_summary.py ``` ### Schritt 5: Failure-Analysis-Dashboard ```python # Get all test failures from the last week r = requests.get( f"{URL}/memory/search?q=test+failure", headers={"Authorization": f"Bearer {MIND_KEY}"} ) # Group by test name failures = {} for mem in r.json().get("results", []): test_name = extract_test_name(mem["content"]) failures.setdefault(test_name, []).append(mem) # Report for test, fails in sorted(failures.items(), key=lambda x: -len(x[1])): print(f"{test}: {len(fails)} failures") ``` ## Best Practices > [!TIP] > - **Tracebacks speichern** — sie enthalten die exakte Zeile, die fehlgeschlagen ist > - **Nach Test-Name taggen** — ermöglicht schnelle Filterung > - **Kategorie `mistake` verwenden** — trennt von regulären Memories > - **Priorität `high` setzen** — Failures sollten nie vergessen werden > - **Periodische Bereinigung** — Memories für gelöste Issues löschen > - **Keine sensiblen Daten speichern** — Credentials, PII ## Häufige Failure-Patterns zum Speichern | Failure-Typ | Was speichern | |--------------|---------------| | Element not found | Versuchter Selector, Page-State, Screenshot | | Timeout | Wartezeit, worauf gewartet wurde | | Assertion failed | Erwarteter vs. tatsächlicher Wert | | Network error | URL, Status-Code, Response-Body | | Permission denied | Erforderliche Permission, aktuelle Nutzerrolle | ## Nächste Schritte - [Automatisiertes iOS-Testing](/docs/guides/automated-testing-ios) - [Memory-Best-Practices](/docs/guides/memory-best-practices) - [Error-Recovery-Cookbook](/docs/llm-cookbook/error-recovery)