import os from threading import Thread from threading import Lock import time import subprocess import json from xml.dom.minidom import parse import xml.dom.minidom from kafka import KafkaProducer import multiprocessing import psutil import math from http.server import BaseHTTPRequestHandler, HTTPServer import cgi import docker from urllib import parse import random import string ClientID = os.getenv('ClientID', 1) ClientHost = os.getenv('ClientHost', "localhost") ClientExtHost = os.getenv('ClientExtHost', "localhost") KafkaBrokers = os.getenv('KafkaBrokers', 'localhost:9092').split(',') PORT = os.getenv('Port', 8000) HeartbeatInterval = os.getenv('HeartbeatInterval', 5) EnableEventTrigger = os.getenv('EnableEventTrigger', 'true') lock = Lock() # pending_tasks = {} id2token = {} counter = {} def generate_token(stringLength=8): letters = string.ascii_lowercase return ''.join(random.choice(letters) for i in range(stringLength)) def launch_tasks(stats): utils = {} mem_frees = {} for stat in stats: utils[stat['uuid']] = stat['utilization_gpu'] if int(stat['utilization_gpu']) < 10: if stat['uuid'] not in counter: counter[stat['uuid']] = 0 counter[stat['uuid']] += 1 else: counter[stat['uuid']] = 0 mem_frees[stat['uuid']] = stat['memory_free'] entries_to_remove = [] lock.acquire() for token, task in pending_tasks.items(): if int(utils[task['gpus'][0]]) < 10 and counter[task['gpus'][0]] >= 2 \ and mem_frees[task['gpus'][0]] > task['gpu_mem']: entries_to_remove.append(token) for k in entries_to_remove: pending_tasks.pop(k, None) lock.release() class MyHandler(BaseHTTPRequestHandler): # Handler for the GET requests def do_GET(self): req = parse.urlparse(self.path) query = parse.parse_qs(req.query) if req.path == "/ping": self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes("pong", "utf-8")) if req.path == "/debug": msg = { 'pending_tasks': pending_tasks, 'id2token': id2token } self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) if req.path == "/can_run": res = "1" try: token = query.get('token')[0] for i in range(0, 50): if token in pending_tasks: res = "0" else: break time.sleep(0.1) except Exception as e: print(e) self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(res, "utf-8")) elif req.path == "/logs": try: container_id = query.get('id')[0] client = docker.from_env() container = client.containers.get(container_id) msg = {'code': 0, 'logs': str(container.logs().decode())} except Exception as e: msg = {'code': 1, 'error': str(e)} self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) elif req.path == "/status": try: container_id = query.get('id')[0] client = docker.from_env() container = client.containers.list(all=True, filters={'id': container_id}) if len(container) > 0: container = container[0] status = { 'id': container.short_id, 'image': container.attrs['Config']['Image'], 'image_digest': container.attrs['Image'], 'command': container.attrs['Config']['Cmd'], 'created_at': container.attrs['Created'], 'finished_at': container.attrs['State']['FinishedAt'], 'status': container.status, 'hostname': container.attrs['Config']['Hostname'], 'state': container.attrs['State'] } if container_id in id2token: token = id2token[container_id] if token in pending_tasks: status['status'] = 'ready' if status['command'] is not None: status['command'] = ' '.join(container.attrs['Config']['Cmd']) msg = {'code': 0, 'status': status} else: msg = {'code': 1, 'error': "container not exist"} except Exception as e: msg = {'code': 2, 'error': str(e)} self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) else: self.send_error(404, 'File Not Found: %s' % self.path) # Handler for the POST requests def do_POST(self): if self.path == "/create": form = cgi.FieldStorage( fp=self.rfile, headers=self.headers, environ={ 'REQUEST_METHOD': 'POST', 'CONTENT_TYPE': self.headers['Content-Type'], }) docker_image = form.getvalue('image') docker_name = form.getvalue('name') docker_cmd = form.getvalue('cmd') docker_workspace = form.getvalue('workspace') docker_gpus = form.getvalue('gpus') docker_mem_limit = form.getvalue('mem_limit') docker_cpu_limit = form.getvalue('cpu_limit') docker_network = form.getvalue('network') docker_wait = form.getvalue('should_wait') docker_output = form.getvalue('output_dir') docker_hdfs_address = form.getvalue('hdfs_address') docker_hdfs_dir = form.getvalue('hdfs_dir') docker_gpu_mem = form.getvalue('gpu_mem') token = generate_token(16) try: script = " ".join([ "docker run", "--gpus '\"device=" + docker_gpus + "\"'", "--detach=True", "--hostname " + docker_name, "--network " + docker_network, "--network-alias " + docker_name, "--memory-reservation " + docker_mem_limit, "--cpus " + docker_cpu_limit, "--env repo=" + docker_workspace, "--env should_wait=" + docker_wait, "--env should_cb=" + 'http://' + ClientExtHost + ':' + PORT + '/can_run?token=' + token, "--env output_dir=" + docker_output, "--env hdfs_address=" + docker_hdfs_address, "--env hdfs_dir=" + docker_hdfs_dir, "--env gpu_mem=" + docker_gpu_mem, docker_image, docker_cmd ]) client = docker.from_env() container = client.containers.get('yao-agent-helper') exit_code, output = container.exec_run(['sh', '-c', script]) msg = {"code": 0, "id": output.decode('utf-8').rstrip('\n')} lock.acquire() pending_tasks[token] = {'gpus': str(docker_gpus).split(','), 'gpu_mem': int(docker_gpu_mem)} id2token[msg['id']] = token lock.release() if exit_code != 0: msg["code"] = 1 msg["error"] = output.decode('utf-8').rstrip('\n') print(msg["error"]) except Exception as e: msg = {"code": 1, "error": str(e)} print(str(e)) self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) elif self.path == "/stop": form = cgi.FieldStorage( fp=self.rfile, headers=self.headers, environ={ 'REQUEST_METHOD': 'POST', 'CONTENT_TYPE': self.headers['Content-Type'], }) container_id = form.getvalue('id') try: client = docker.from_env() container = client.containers.get(container_id) container.stop(timeout=1) msg = {"code": 0, "error": "Success"} except Exception as e: msg = {"code": 1, "error": str(e)} self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) elif self.path == "/remove": form = cgi.FieldStorage( fp=self.rfile, headers=self.headers, environ={ 'REQUEST_METHOD': 'POST', 'CONTENT_TYPE': self.headers['Content-Type'], }) container_id = form.getvalue('id') try: client = docker.from_env() container = client.containers.get(container_id) container.remove(force=True) msg = {"code": 0, "error": "Success"} except Exception as e: msg = {"code": 1, "error": str(e)} self.send_response(200) self.send_header('Content-type', 'application/json') self.end_headers() self.wfile.write(bytes(json.dumps(msg), "utf-8")) else: self.send_error(404, 'File Not Found: %s' % self.path) def event_trigger(): client = docker.from_env() for event in client.events(decode=True, filters={'event': 'die'}): Thread(target=report).start() print(event) def report(): try: status, msg_gpu = execute(['nvidia-smi', '-q', '-x', '-f', 'status.xml']) if not status: print("execute failed, ", msg_gpu) stats = get_gpu_status() report_msg(stats) t = Thread(target=launch_tasks, name='launch_tasks', args=(stats,)) t.start() except Exception as e: print(e) def reporter(): while True: report() time.sleep(HeartbeatInterval) def execute(cmd): try: result = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE) if result.returncode == 0: return True, result.stdout.decode('utf-8').rstrip('\n') return False, result.stderr.decode('utf-8').rstrip('\n') except Exception as e: return False, e def get_gpu_status(): DOMTree = xml.dom.minidom.parse("status.xml") collection = DOMTree.documentElement gpus = collection.getElementsByTagName("gpu") stats = [] for gpu in gpus: stat = { 'uuid': gpu.getElementsByTagName('uuid')[0].childNodes[0].data, 'product_name': gpu.getElementsByTagName('product_name')[0].childNodes[0].data, 'performance_state': gpu.getElementsByTagName('performance_state')[0].childNodes[0].data, 'memory_total': gpu.getElementsByTagName('fb_memory_usage')[0].getElementsByTagName('total')[0].childNodes[ 0].data, 'memory_free': gpu.getElementsByTagName('fb_memory_usage')[0].getElementsByTagName('free')[0].childNodes[ 0].data, 'memory_used': gpu.getElementsByTagName('fb_memory_usage')[0].getElementsByTagName('used')[0].childNodes[ 0].data, 'utilization_gpu': gpu.getElementsByTagName('utilization')[0].getElementsByTagName('gpu_util')[0].childNodes[0].data, 'utilization_mem': gpu.getElementsByTagName('utilization')[0].getElementsByTagName('memory_util')[0].childNodes[0].data, 'temperature_gpu': gpu.getElementsByTagName('temperature')[0].getElementsByTagName('gpu_temp')[0].childNodes[0].data, 'power_draw': gpu.getElementsByTagName('power_readings')[0].getElementsByTagName('power_draw')[0].childNodes[0].data } stat['memory_total'] = int(float(stat['memory_total'].split(' ')[0])) stat['memory_free'] = int(float(stat['memory_free'].split(' ')[0])) stat['memory_used'] = int(float(stat['memory_used'].split(' ')[0])) stat['utilization_gpu'] = int(float(stat['utilization_gpu'].split(' ')[0])) stat['utilization_mem'] = int(float(stat['utilization_mem'].split(' ')[0])) stat['temperature_gpu'] = int(float(stat['temperature_gpu'].split(' ')[0])) stat['power_draw'] = int(float(stat['power_draw'].split(' ')[0])) stats.append(stat) return stats def report_msg(stats): mem = psutil.virtual_memory() post_fields = { 'id': ClientID, 'host': ClientHost, 'status': stats, 'cpu_num': multiprocessing.cpu_count(), 'cpu_load': os.getloadavg()[0], 'mem_total': math.floor(mem.total / (1024. ** 3)), 'mem_available': math.floor(mem.available / (1024. ** 3)), 'version': time.time() } data = json.dumps(post_fields) producer = KafkaProducer(bootstrap_servers=KafkaBrokers) future = producer.send('yao', value=data.encode(), partition=0) result = future.get(timeout=5) def listener(): global server try: # Create a web server and define the handler to manage the # incoming request server = HTTPServer(('', PORT), MyHandler) print('Started http server on port ', PORT) # Wait forever for incoming http requests server.serve_forever() except KeyboardInterrupt: print('^C received, shutting down the web server') server.socket.close() if __name__ == '__main__': os.environ["TZ"] = 'Asia/Shanghai' if hasattr(time, 'tzset'): time.tzset() threads = [] t1 = Thread(target=reporter) threads.append(t1) t2 = Thread(target=listener) threads.append(t2) if EnableEventTrigger == 'true': t3 = Thread(target=event_trigger) threads.append(t3) # Start all threads for t in threads: t.start() # Wait for all of them to finish for t in threads: t.join()