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157 lines
4.5 KiB
Python
157 lines
4.5 KiB
Python
"""
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Mock External API Lambda for ML Feature Engineering Test Cases.
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This simulates an external event stream provider that ML pipelines consume.
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The API can be configured to return data with schema changes to simulate
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upstream API changes that cause downstream ML pipeline failures.
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Environment Variables:
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- INJECT_SCHEMA_CHANGE: Set to "true" to omit event_id field
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Endpoints:
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- GET /health - Health check
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- GET /data - Returns ML event data (user events with raw features)
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- POST /config - Update schema change injection setting
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- GET /config - Get current configuration
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"""
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import json
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import os
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from datetime import datetime
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# Mutable config stored in Lambda memory (resets on cold start)
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_config = {"inject_schema_change": os.getenv("INJECT_SCHEMA_CHANGE", "false").lower() == "true"}
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def lambda_handler(event, context):
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"""
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Lambda handler for API Gateway requests.
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Handles:
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- GET /health
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- GET /data
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- POST /config
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- GET /config
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"""
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# Handle API Gateway v2 (HTTP API) and v1 (REST API) formats
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path = event.get("path") or event.get("rawPath", "/")
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method = (
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event.get("httpMethod")
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or event.get("requestContext", {}).get("http", {}).get("method", "GET")
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or event.get("requestContext", {}).get("httpMethod", "GET")
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)
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if path == "/health" and method == "GET":
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return _response(
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200,
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{
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"status": "healthy",
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"timestamp": datetime.utcnow().isoformat(),
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"config": _config,
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},
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)
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elif path == "/data" and method == "GET":
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return _get_data()
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elif path == "/config" and method == "POST":
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body = event.get("body", "{}")
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if isinstance(body, str):
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body = json.loads(body)
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return _update_config(body)
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elif path == "/config" and method == "GET":
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return _response(200, _config)
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else:
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return _response(404, {"error": "Not found", "path": path, "method": method})
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def _get_data():
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"""Return ML event data. If inject_schema_change is True, omits event_id field."""
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timestamp = datetime.utcnow().isoformat()
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# ML event data format (feature engineering pipeline)
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base_data = [
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{
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"user_id": "user_12345",
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"timestamp": timestamp,
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"event_type": "click",
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"raw_features": {
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"value": 150.0,
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"duration": 45,
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"count": 3,
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"is_weekend": 0,
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"hour": 14,
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},
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},
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{
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"user_id": "user_67890",
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"timestamp": timestamp,
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"event_type": "purchase",
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"raw_features": {
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"value": 299.99,
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"duration": 120,
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"count": 1,
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"is_weekend": 1,
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"hour": 18,
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},
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},
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{
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"user_id": "user_11223",
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"timestamp": timestamp,
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"event_type": "view",
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"raw_features": {
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"value": 0.0,
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"duration": 15,
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"count": 1,
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"is_weekend": 0,
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"hour": 10,
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},
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},
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]
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if _config["inject_schema_change"]:
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# Schema violation: missing event_id (critical for ML feature deduplication)
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return _response(
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200,
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{
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"data": base_data,
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"meta": {
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"schema_version": "2.0",
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"record_count": len(base_data),
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"timestamp": timestamp,
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"note": "BREAKING: event_id field removed in v2.0",
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},
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},
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)
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# Normal response with event_id
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for i, record in enumerate(base_data):
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record["event_id"] = f"evt_{i + 1:03d}"
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return _response(
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200,
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{
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"data": base_data,
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"meta": {
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"schema_version": "1.0",
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"record_count": len(base_data),
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"timestamp": timestamp,
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},
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},
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)
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def _update_config(body):
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"""Update API configuration."""
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if "inject_schema_change" in body:
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_config["inject_schema_change"] = bool(body["inject_schema_change"])
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return _response(200, {"status": "updated", "config": _config})
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def _response(status_code, body):
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"""Format Lambda response for API Gateway."""
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return {
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"statusCode": status_code,
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"headers": {"Content-Type": "application/json"},
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"body": json.dumps(body),
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}
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