Spaces:
Runtime error
Runtime error
File size: 10,157 Bytes
eebf941 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 |
import threading
import queue
import time
from typing import Callable, Dict, List
import socket
from zeroconf import Zeroconf, ServiceBrowser, ServiceInfo
import logging
import requests
import subprocess
import psutil
import GPUtil
from processor_manager import ResourceMonitor
from peer_discovery import PORT
logging.basicConfig(level=logging.INFO)
# โโโโโโโโโโโโโโโ Device Manager ุนุงู
โโโโโโโโโโโโโโโ
class DeviceManager:
def __init__(self):
self.devices = {
"GPU": self._detect_gpus(),
"DSP": self._detect_dsps(),
"NIC": self._detect_nics(),
"STORAGE": self._detect_storage(),
"CAPTURE": self._detect_capture(),
"ACCELERATOR": self._detect_accelerators()
}
# ุงูุชุดุงู ุงูุฃุฌูุฒุฉ
def _detect_gpus(self):
try:
return GPUtil.getGPUs()
except:
return []
def _detect_dsps(self):
try:
output = subprocess.check_output(["aplay", "-l"], stderr=subprocess.DEVNULL).decode()
return ["DSP_Audio"] if "card" in output.lower() else []
except:
return []
def _detect_nics(self):
try:
return list(psutil.net_if_addrs().keys())
except:
return []
def _detect_storage(self):
try:
output = subprocess.check_output(["lsblk", "-o", "NAME"], stderr=subprocess.DEVNULL).decode()
return output.split() if output else []
except:
return []
def _detect_capture(self):
try:
output = subprocess.check_output(["v4l2-ctl", "--list-devices"], stderr=subprocess.DEVNULL).decode()
return output.split(":")[0::2] if output else []
except:
return []
def _detect_accelerators(self):
# ุงูุชุฑุงุถู: ูู
ูู ุฅุถุงูุฉ ุงูุชุดุงู ุญูููู ู
ุณุชูุจูุงู
return ["Accelerator_Device"]
# ููุงุณ ุงูุญู
ู
def get_device_load(self, device_type, index=0):
try:
if device_type == "GPU" and self.devices["GPU"]:
return self.devices["GPU"][index].load * 100
elif device_type == "DSP" and self.devices["DSP"]:
return 10 # ุงูุชุฑุงุถู
elif device_type == "NIC" and self.devices["NIC"]:
return psutil.net_io_counters().bytes_sent / (1024 * 1024) # MB sent ูู
ุซุงู
elif device_type == "STORAGE" and self.devices["STORAGE"]:
return psutil.disk_usage('/').percent
elif device_type == "CAPTURE" and self.devices["CAPTURE"]:
return 20 # ุงูุชุฑุงุถู
elif device_type == "ACCELERATOR" and self.devices["ACCELERATOR"]:
return 15 # ุงูุชุฑุงุถู
return 0
except:
return 0
# ู
ูุทู ุงูุงุณุชูุจุงู/ุงูุฅุฑุณุงู
def can_receive(self, device_type, index=0):
return self.get_device_load(device_type, index) <= 30
def should_offload(self, device_type, index=0):
return self.get_device_load(device_type, index) >= 70
# โโโโโโโโโโโโโโโ Peer Registry โโโโโโโโโโโโโโโ
class PeerRegistry:
def __init__(self):
self._peers = {}
self._zeroconf = Zeroconf()
self.local_node_id = socket.gethostname()
def register_service(self, name: str, port: int, load: float = 0.0):
service_info = ServiceInfo(
"_tasknode._tcp.local.",
f"{name}._tasknode._tcp.local.",
addresses=[socket.inet_aton(self._get_local_ip())],
port=port,
properties={
b'load': str(load).encode(),
b'node_id': self.local_node_id.encode()
},
server=f"{name}.local."
)
self._zeroconf.register_service(service_info)
logging.info(f"โ
Service registered: {name} @ {self._get_local_ip()}:{port}")
def discover_peers(self, timeout: int = 3) -> List[Dict]:
class Listener:
def __init__(self):
self.peers = []
def add_service(self, zc, type_, name):
try:
info = zc.get_service_info(type_, name, timeout=3000)
if info:
ip = socket.inet_ntoa(info.addresses[0])
peer_data = {
'ip': ip,
'port': info.port,
'load': float(info.properties.get(b'load', b'0')),
'node_id': info.properties.get(b'node_id', b'unknown').decode(),
'last_seen': time.time()
}
if peer_data not in self.peers:
self.peers.append(peer_data)
logging.info(f"โ
ุชู
ุช ุฅุถุงูุฉ ูุธูุฑ ุฌุฏูุฏ: {peer_data}")
else:
logging.warning(f"โ ๏ธ ูู
ูุชู
ุงูุนุซูุฑ ุนูู ู
ุนููู
ุงุช ุงูุฎุฏู
ุฉ: {name}")
except Exception as e:
logging.error(f"โ ุฎุทุฃ ุฃุซูุงุก ุฌูุจ ู
ุนููู
ุงุช ุงูุฎุฏู
ุฉ {name}: {e}")
def update_service(self, zc, type_, name):
self.add_service(zc, type_, name)
def remove_service(self, zc, type_, name):
pass
listener = Listener()
ServiceBrowser(self._zeroconf, "_tasknode._tcp.local.", listener)
time.sleep(timeout)
return sorted(listener.peers, key=lambda x: x['load'])
def _get_local_ip(self) -> str:
s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
try:
s.connect(('10.255.255.255', 1))
ip = s.getsockname()[0]
except Exception:
ip = '127.0.0.1'
finally:
s.close()
return ip
# โโโโโโโโโโโโโโโ Distributed Executor โโโโโโโโโโโโโโโ
class DistributedExecutor:
def __init__(self, shared_secret: str):
self.peer_registry = PeerRegistry()
self.shared_secret = shared_secret
self.task_queue = queue.PriorityQueue()
self.result_cache = {}
self.available_peers = []
self.devices = DeviceManager()
self._init_peer_discovery()
def _init_peer_discovery(self):
def discovery_loop():
while True:
self.available_peers = self.peer_registry.discover_peers()
logging.info(f"โ
Discovered peers: {self.available_peers}")
time.sleep(10)
threading.Thread(target=discovery_loop, daemon=True).start()
def submit(self, task_func: Callable, *args, task_type=None, **kwargs):
monitor = ResourceMonitor().current_load()
avg_cpu = monitor["average"]["cpu"]
avg_mem = monitor["average"]["mem_percent"] if "mem_percent" in monitor["average"] else 0
# ุชุญุฏูุฏ ููุน ุงูุฌูุงุฒ
device_type = task_type.upper() if task_type else "CPU"
# ูุญุต ุงูุญู
ู
if (avg_cpu > 0.6 or avg_mem > 85 or self.devices.should_offload(device_type)):
logging.info(f"โ ๏ธ ุงูุญู
ู ู
ุฑุชูุน ุนูู {device_type} - ุฅุฑุณุงู ุงูู
ูู
ุฉ ููุฃูุฑุงู")
self._offload_task(task_func, *args, **kwargs)
elif (avg_cpu <= 0.3 and self.devices.can_receive(device_type)):
logging.info(f"โ
ุงูุญู
ู ู
ูุฎูุถ ุนูู {device_type} - ุชูููุฐ ุงูู
ูู
ุฉ ู
ุญููุงู")
return task_func(*args, **kwargs)
else:
logging.info(f"โน๏ธ ุงูุญู
ู ู
ุชูุณุท ุนูู {device_type} - ุชูููุฐ ุงูู
ูู
ุฉ ู
ุญููุงู")
return task_func(*args, **kwargs)
def _offload_task(self, task_func: Callable, *args, **kwargs):
task_id = f"{task_func.__name__}_{time.time()}"
task = {
'task_id': task_id,
'function': task_func.__name__,
'args': args,
'kwargs': kwargs,
'sender_id': self.peer_registry.local_node_id
}
if self.available_peers:
lan_peers = [p for p in self.available_peers if self._is_local_ip(p['ip'])]
wan_peers = [p for p in self.available_peers if not self._is_local_ip(p['ip'])]
if lan_peers:
peer = min(lan_peers, key=lambda x: x['load'])
logging.info(f"โ
Sending task {task_id} to LAN peer {peer['node_id']}")
else:
peer = min(wan_peers, key=lambda x: x['load'])
logging.info(f"โ
Sending task {task_id} to WAN peer {peer['node_id']}")
self._send_to_peer(peer, task)
else:
logging.warning("โ ๏ธ ูุง ุชูุฌุฏ ุฃุฌูุฒุฉ ู
ุชุงุญุฉ - ุณูุชู
ุชูููุฐ ุงูู
ูู
ุฉ ู
ุญููุงู")
task_func(*args, **kwargs)
def _is_local_ip(self, ip: str) -> bool:
return (
ip.startswith('192.168.') or
ip.startswith('10.') or
ip.startswith('172.') or
ip == '127.0.0.1'
)
def _send_to_peer(self, peer: Dict, task: Dict):
try:
url = f"http://{peer['ip']}:{peer['port']}/run"
response = requests.post(url, json=task, timeout=10)
response.raise_for_status()
logging.info(f"โ
Response from peer: {response.text}")
return response.json()
except Exception as e:
logging.error(f"โ ูุดู ุฅุฑุณุงู ุงูู
ูู
ุฉ ูู {peer['node_id']}: {e}")
return None
# โโโโโโโโโโโโโโโ ุชุดุบูู ุฑุฆูุณู โโโโโโโโโโโโโโโ
if __name__ == "__main__":
executor = DistributedExecutor("my_secret_key")
executor.peer_registry.register_service("node1", PORT, load=0.1)
print("โ
ูุธุงู
ุชูุฒูุน ุงูู
ูุงู
ุฌุงูุฒ...")
def example_task(x):
return x * x
executor.submit(example_task, 5, task_type="GPU")
|