Core Components and Implementation
API Gateway Layer
Handles incoming client requests via RESTful endpoints and enforces access control.
from flask import Flask, request, jsonify
api = Flask(__name__)
@api.route('/auth', methods=['POST'])
def authenticate():
payload = request.get_json()
# Placeholder for credential validation
return jsonify({'status': 'authenticated'}), 200
@api.route('/ingest', methods=['POST'])
def ingest_data():
uploaded = request.files.get('payload')
if not uploaded:
return jsonify({'error': 'No file provided'}), 400
# Forward to storage layer
return jsonify({'status': 'stored'}), 201
if __name__ == '__main__':
api.run(host='0.0.0.0', port=8080)
Metadata Catalog Service
Maintains mappings betwean logical file identifiers and physical storage locations with versioning support.
class Catalog:
def __init__(self):
self.registry = {}
def register(self, fid, info):
self.registry[fid] = {**info, 'version': 1}
def lookup(self, fid):
return self.registry.get(fid)
def update(self, fid, new_info):
entry = self.registry.get(fid)
if entry:
entry.update(new_info)
entry['version'] += 1
def remove(self, fid):
self.registry.pop(fid, None)
catalog_service = Catalog()
Storage Backend Abstractoin
Provides uniform I/O operations across heterogeneous storage targets (e.g., local disk, object stores).
import os
class StorageBackend:
def __init__(self, root_dir):
self.root = root_dir
os.makedirs(root_dir, exist_ok=True)
def persist(self, key, content):
path = os.path.join(self.root, key)
with open(path, 'wb') as f:
f.write(content)
def retrieve(self, key):
path = os.path.join(self.root, key)
if not os.path.exists(path):
raise FileNotFoundError(key)
with open(path, 'rb') as f:
return f.read()
def erase(self, key):
path = os.path.join(self.root, key)
if os.path.exists(path):
os.unlink(path)
primary_store = StorageBackend('/data/volume0')
Data Placement Controller
Determines optimal storage nodes for data placement using consistant hashing and manages replication.
import hashlib
class PlacementEngine:
def __init__(self, backends):
self.backends = backends
def select_primary(self, obj_id):
hash_val = int(hashlib.md5(obj_id.encode()).hexdigest(), 16)
return self.backends[hash_val % len(self.backends)]
def replicate(self, obj_id, data, copies=3):
selected = []
available = list(self.backends)
while len(selected) < min(copies, len(available)):
idx = hash(obj_id + str(len(selected))) % len(available)
chosen = available.pop(idx)
chosen.persist(obj_id, data)
selected.append(chosen)
placement = PlacementEngine([primary_store])
Inter-Node Communication Handler
Facilitates data exchange between distributed components using HTTP-based protocols.
import httpx
class Transport:
async def push(self, endpoint, blob):
async with httpx.AsyncClient() as client:
resp = await client.post(endpoint, content=blob)
return resp.status_code == 200
async def pull(self, endpoint):
async with httpx.AsyncClient() as client:
resp = await client.get(endpoint)
return resp.content if resp.is_success else None
transport_layer = Transport()
Resilience Orchestrator
Continuously monitors node health and triggers recovery workflows upon failure detection.
import asyncio
class ResilienceManager:
def __init__(self, placement_engine):
self.placement = placement_engine
async def start_watcher(self):
while True:
await asyncio.sleep(15)
# Simulate health checks and initiate repairs
pass
resilience = ResilienceManager(placement)
Observability Framework
Captures operational metrics and system events for diagnostics and performance analysis.
import logging
logging.basicConfig(
filename='audit.log',
format='%(asctime)s - %(levelname)s - %(message)s',
level=logging.INFO
)
class Telemetry:
@staticmethod
def record(event):
logging.info(event)
@staticmethod
def health_check():
return {'uptime': 'stable', 'latency_ms': 12}
telemetry = Telemetry()
System Bootstrap
Coordinates initialization of all subsystems in isolated execution contexts.
import asyncio
from threading import Thread
def launch_api():
api.run(host='0.0.0.0', port=8080)
async def run_resilience():
await resilience.start_watcher()
if __name__ == '__main__':
Thread(target=launch_api, daemon=True).start()
asyncio.run(run_resilience())