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import asyncio
import websockets
import json
import os
from pathlib import Path
import uuid
import time
from typing import Dict, Any, Optional
import numpy as np
from fastapi import FastAPI, WebSocket
from fastapi.responses import HTMLResponse
from datetime import datetime
# Create FastAPI instance
app = FastAPI()
class VirtualGPUServer:
def __init__(self):
self.base_path = Path(__file__).parent / "storage"
if not self.base_path.exists():
self.base_path.mkdir(parents=True)
self.vram_path = self.base_path / "vram_blocks"
self.state_path = self.base_path / "gpu_state"
self.cache_path = self.base_path / "cache"
# Ensure all storage directories exist
self.vram_path.mkdir(parents=True, exist_ok=True)
self.state_path.mkdir(parents=True, exist_ok=True)
self.cache_path.mkdir(parents=True, exist_ok=True)
# In-memory caches for faster access
self.vram_cache: Dict[str, Any] = {}
self.state_cache: Dict[str, Any] = {}
self.memory_cache: Dict[str, Any] = {}
# Active connections and sessions
self.active_connections: Dict[str, WebSocket] = {}
self.active_sessions: Dict[str, Dict[str, Any]] = {}
self.heartbeat_interval = 5 # seconds
self.connection_timeout = 30 # seconds
# Performance monitoring
self.ops_counter = 0
self.start_time = time.time()
def _make_json_serializable(self, obj):
"""Convert non-JSON-serializable objects to serializable format"""
if isinstance(obj, dict):
return {k: self._make_json_serializable(v) for k, v in obj.items()}
elif isinstance(obj, list):
return [self._make_json_serializable(i) for i in obj]
elif isinstance(obj, tuple):
return list(obj)
elif isinstance(obj, (np.ndarray, np.generic)):
return obj.tolist()
elif isinstance(obj, (Path, uuid.UUID)):
return str(obj)
elif hasattr(obj, '__dict__'):
# Handle custom objects by converting their __dict__ to serializable format
return self._make_json_serializable(obj.__dict__)
elif isinstance(obj, (int, float, str, bool, type(None))):
return obj
else:
# Convert any other types to string representation
return str(obj)
async def monitor_connection(self, websocket: WebSocket, session_id: str):
"""Monitor connection health and handle reconnection"""
try:
while session_id in self.active_connections:
current_time = time.time()
session = self.active_sessions.get(session_id)
if not session:
break
# Check if connection is still alive
last_ping = session.get('last_ping', 0)
if current_time - last_ping > self.connection_timeout:
if session.get('keep_alive', False):
try:
await websocket.send_json({"type": "ping"})
session['last_ping'] = current_time
except Exception as e:
print(f"Connection lost for session {session_id}: {e}")
break
else:
# Connection timed out and keep-alive is disabled
break
await asyncio.sleep(self.heartbeat_interval)
finally:
# Only disconnect if connection is truly dead
if session_id in self.active_connections:
try:
if not await self.check_connection_alive(websocket):
await self.handle_disconnect(session_id)
except:
await self.handle_disconnect(session_id)
async def check_connection_alive(self, websocket: WebSocket) -> bool:
"""Check if a WebSocket connection is still alive"""
try:
await websocket.send_json({"type": "ping"})
return True
except Exception:
return False
async def handle_disconnect(self, session_id: str):
"""Clean up resources when a client disconnects"""
if session_id in self.active_sessions:
# Save any pending state before cleanup
session_data = self.active_sessions[session_id]
if session_data.get('pending_state'):
await self.handle_state_operation({
'type': 'save',
'component': 'session',
'state_id': session_id,
'data': session_data['pending_state']
})
del self.active_sessions[session_id]
async def handle_vram_operation(self, operation: dict) -> dict:
"""Handle VRAM read/write operations"""
try:
op_type = operation.get('type')
if not op_type:
raise ValueError("Missing operation type")
block_id = operation.get('block_id')
if not block_id:
raise ValueError("Missing block_id")
data = operation.get('data')
if data and isinstance(data, (dict, list)):
data = self._make_json_serializable(data)
if op_type == 'write':
if data is None:
raise ValueError("Missing data for write operation")
file_path = self.vram_path / f"{block_id}.npy"
np.save(file_path, np.array(data))
self.vram_cache[block_id] = np.array(data)
return {'status': 'success', 'message': f'Block {block_id} written'}
if op_type == 'read':
if block_id in self.vram_cache:
return {
'status': 'success',
'data': self.vram_cache[block_id] if isinstance(self.vram_cache[block_id], list) else self.vram_cache[block_id].tolist(),
'source': 'cache'
}
file_path = self.vram_path / f"{block_id}.npy"
if file_path.exists():
data = np.load(file_path)
self.vram_cache[block_id] = np.array(data)
return {
'status': 'success',
'data': data.tolist(),
'source': 'disk'
}
return {'status': 'error', 'message': 'Block not found'}
return {'status': 'error', 'message': f'Unknown operation type: {op_type}'}
except ValueError as e:
return {'status': 'error', 'message': str(e)}
except Exception as e:
return {'status': 'error', 'message': f'Operation failed: {str(e)}'}
async def handle_state_operation(self, operation: dict) -> dict:
"""Handle GPU state operations"""
op_type = operation.get('type')
component = operation.get('component')
state_id = operation.get('state_id')
state_data = operation.get('data')
file_path = self.state_path / component / f"{state_id}.json"
if op_type == 'save':
file_path.parent.mkdir(exist_ok=True)
with open(file_path, 'w') as f:
json.dump(state_data, f)
self.state_cache[f"{component}:{state_id}"] = state_data
return {'status': 'success', 'message': f'State {state_id} saved'}
elif op_type == 'load':
cache_key = f"{component}:{state_id}"
if cache_key in self.state_cache:
return {
'status': 'success',
'data': self.state_cache[cache_key],
'source': 'cache'
}
if file_path.exists():
with open(file_path) as f:
state_data = json.load(f)
self.state_cache[cache_key] = state_data
return {
'status': 'success',
'data': state_data,
'source': 'disk'
}
return {'status': 'error', 'message': 'State not found'}
async def handle_cache_operation(self, operation: dict) -> dict:
"""Handle cache operations"""
op_type = operation.get('type')
key = operation.get('key')
data = operation.get('data')
if op_type == 'set':
self.memory_cache[key] = data
# Also persist to disk for recovery
file_path = self.cache_path / f"{key}.json"
with open(file_path, 'w') as f:
json.dump(data, f)
return {'status': 'success', 'message': f'Cache key {key} set'}
elif op_type == 'get':
if key in self.memory_cache:
return {
'status': 'success',
'data': self.memory_cache[key],
'source': 'memory'
}
file_path = self.cache_path / f"{key}.json"
if file_path.exists():
with open(file_path) as f:
data = json.load(f)
self.memory_cache[key] = data
return {
'status': 'success',
'data': data,
'source': 'disk'
}
return {'status': 'error', 'message': 'Cache key not found'}
async def handle_connection(self, websocket: websockets.WebSocketServerProtocol):
"""Handle incoming WebSocket connections"""
# Generate unique session ID
session_id = str(uuid.uuid4())
self.active_connections[session_id] = websocket
self.active_sessions[session_id] = {
'start_time': time.time(),
'ops_count': 0
}
try:
async for message in websocket:
# Parse incoming message
try:
data = json.loads(message)
except json.JSONDecodeError:
await websocket.send(json.dumps({
'status': 'error',
'message': 'Invalid JSON'
}))
continue
# Route operation to appropriate handler
operation_type = data.get('operation')
if operation_type == 'vram':
response = await self.handle_vram_operation(data)
elif operation_type == 'state':
response = await self.handle_state_operation(data)
elif operation_type == 'cache':
response = await self.handle_cache_operation(data)
else:
response = {
'status': 'error',
'message': 'Unknown operation type'
}
# Update statistics
self.ops_counter += 1
self.active_sessions[session_id]['ops_count'] += 1
# Send response
await websocket.send(json.dumps(response))
except websockets.exceptions.ConnectionClosed:
pass
finally:
# Cleanup on disconnect
del self.active_connections[session_id]
del self.active_sessions[session_id]
def get_stats(self) -> dict:
"""Get server statistics"""
current_time = time.time()
uptime = current_time - self.start_time
ops_per_second = self.ops_counter / uptime if uptime > 0 else 0
return {
'uptime': uptime,
'total_operations': self.ops_counter,
'ops_per_second': ops_per_second,
'active_connections': len(self.active_connections),
'vram_cache_size': len(self.vram_cache),
'state_cache_size': len(self.state_cache),
'memory_cache_size': len(self.memory_cache)
}
server = VirtualGPUServer()
@app.get("/", response_class=HTMLResponse)
async def handle_index():
"""Handle HTTP index request"""
stats = server.get_stats()
html = f"""
<!DOCTYPE html>
<html>
<head>
<title>Virtual GPU Server</title>
<style>
body {{ font-family: Arial, sans-serif; margin: 40px; }}
table {{ border-collapse: collapse; width: 100%; margin-top: 20px; }}
th, td {{ padding: 12px; text-align: left; border-bottom: 1px solid #ddd; }}
th {{ background-color: #f2f2f2; }}
.stats {{ background-color: #f9f9f9; padding: 20px; border-radius: 5px; }}
</style>
</head>
<body>
<h1>Virtual GPU Server Status</h1>
<div class="stats">
<h2>Server Statistics</h2>
<ul>
<li>Uptime: {stats['uptime']:.2f} seconds</li>
<li>Total Operations: {stats['total_operations']}</li>
<li>Operations per Second: {stats['ops_per_second']:.2f}</li>
<li>Active Connections: {stats['active_connections']}</li>
<li>VRAM Cache Size: {stats['vram_cache_size']}</li>
<li>State Cache Size: {stats['state_cache_size']}</li>
<li>Memory Cache Size: {stats['memory_cache_size']}</li>
</ul>
</div>
<h2>Server Files</h2>
<iframe src="/files" style="width: 100%; height: 500px; border: none;"></iframe>
</body>
</html>
"""
return HTMLResponse(content=html)
@app.get("/files", response_class=HTMLResponse)
async def handle_files():
"""Handle HTTP files listing request"""
def format_size(size):
for unit in ['B', 'KB', 'MB', 'GB']:
if size < 1024:
return f"{size:.2f} {unit}"
size /= 1024
return f"{size:.2f} TB"
html = ['<!DOCTYPE html><html><head>',
'<style>',
'body { font-family: Arial, sans-serif; margin: 20px; }',
'table { border-collapse: collapse; width: 100%; }',
'th, td { padding: 12px; text-align: left; border-bottom: 1px solid #ddd; }',
'th { background-color: #f2f2f2; }',
'</style></head><body>',
'<h2>Server Files</h2>',
'<table><tr><th>Path</th><th>Size</th><th>Last Modified</th></tr>']
for root, _, files in os.walk(server.base_path):
for file in files:
full_path = Path(root) / file
rel_path = full_path.relative_to(server.base_path)
size = format_size(os.path.getsize(full_path))
mtime = datetime.fromtimestamp(os.path.getmtime(full_path))
html.append(f'<tr><td>{rel_path}</td><td>{size}</td><td>{mtime}</td></tr>')
html.extend(['</table></body></html>'])
return HTMLResponse(content='\n'.join(html))
# WebSocket endpoint
@app.websocket("/ws")
async def websocket_endpoint(websocket: WebSocket):
session_id = None
try:
await websocket.accept()
session_id = str(uuid.uuid4())
print(f"INFO: WebSocket connection opened, session: {session_id}")
# Initialize session with keep-alive enabled
server.active_connections[session_id] = websocket
server.active_sessions[session_id] = {
'start_time': time.time(),
'ops_count': 0,
'keep_alive': True,
'last_ping': time.time()
}
while True:
try:
# Use a shorter timeout for more responsive connection management
message = await websocket.receive_json()
# Update last activity timestamp
server.active_sessions[session_id]['last_ping'] = time.time()
# Handle ping messages
if message.get('type') == 'ping':
await websocket.send_json({"type": "pong"})
continue
# Route operation to appropriate handler
operation_type = message.get('operation')
if operation_type == 'vram':
response = await server.handle_vram_operation(message)
elif operation_type == 'state':
response = await server.handle_state_operation(message)
elif operation_type == 'cache':
response = await server.handle_cache_operation(message)
else:
response = {
'status': 'error',
'message': 'Unknown operation type'
}
# Update statistics
server.ops_counter += 1
server.active_sessions[session_id]['ops_count'] += 1
# Send response
await websocket.send_json(response)
except asyncio.TimeoutError:
# Send ping on timeout
try:
await websocket.send_json({"type": "ping"})
except:
break # Connection lost
except websockets.exceptions.ConnectionClosed:
print(f"INFO: WebSocket connection closed normally, session: {session_id}")
except Exception as e:
print(f"ERROR: WebSocket error in session {session_id}: {str(e)}")
finally:
# Cleanup on disconnect, but only if we had a valid session
if session_id:
try:
if session_id in server.active_connections:
del server.active_connections[session_id]
if session_id in server.active_sessions:
del server.active_sessions[session_id]
print(f"INFO: Cleaned up session: {session_id}")
except Exception as cleanup_error:
print(f"WARNING: Error during session cleanup: {cleanup_error}")
# For running directly (development)
if __name__ == "__main__":
import uvicorn
uvicorn.run("server:app", host="0.0.0.0", port=7860, reload=True)
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