| |
| import os |
| import time |
| import logging |
| from concurrent.futures import ThreadPoolExecutor |
|
|
| import digitalocean |
| import paramiko |
| from scp import SCPClient |
|
|
| |
| API_TOKEN = "" |
| PRIVATE_KEY_PATH = os.path.expanduser("~/.ssh/id_ed25519") |
| IMAGE = "ubuntu-22-04-x64" |
| SIZE = "c-2" |
| REGION = "nyc3" |
| DROPLET_COUNT = 10 |
| SHARD_PREFIX = "shard_" |
| ENR_PREFIX = "enriched_" |
| REMOTE_SCRIPT = "enrich_openreview.py" |
|
|
| |
| logging.basicConfig( |
| level=logging.INFO, |
| format="[%(asctime)s] %(message)s", |
| datefmt="%H:%M:%S", |
| ) |
| logger = logging.getLogger() |
|
|
| def setup_and_run(index, ssh_key_fp): |
| |
| mgr = digitalocean.Manager(token=API_TOKEN) |
| all_droplets = {d.name: d for d in mgr.get_all_droplets()} |
| name = f"worker-{index}" |
|
|
| if name not in all_droplets: |
| logger.info(f"[{index}] creating droplet {name}β¦") |
| droplet = digitalocean.Droplet( |
| token=API_TOKEN, |
| name=name, |
| region=REGION, |
| image=IMAGE, |
| size_slug=SIZE, |
| ssh_keys=[ssh_key_fp] |
| ) |
| droplet.create() |
| for action in droplet.get_actions(): |
| action.wait() |
| else: |
| droplet = all_droplets[name] |
|
|
| |
| droplet.load() |
| deadline = time.time() + 120 |
| ip = None |
| while time.time() < deadline: |
| droplet.load() |
| v4nets = droplet.networks.get("v4", []) or [] |
| publics = [n["ip_address"] for n in v4nets if n.get("type") == "public"] |
| if publics: |
| ip = publics[0] |
| break |
| time.sleep(5) |
|
|
| if not ip: |
| ip = getattr(droplet, "ip_address", None) |
| if not ip: |
| raise RuntimeError(f"[{index}] Could not determine public IP for droplet {name}") |
|
|
| logger.info(f"[{index}] β {name} @ {ip}") |
|
|
| |
| time.sleep(20) |
|
|
| |
| ssh = paramiko.SSHClient() |
| ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy()) |
| ssh.connect(ip, username="root", key_filename=PRIVATE_KEY_PATH) |
| logger.info(f"[{index}] SSH connected") |
|
|
| |
| with SCPClient(ssh.get_transport()) as scp: |
| logger.info(f"[{index}] uploading {REMOTE_SCRIPT}") |
| scp.put(REMOTE_SCRIPT, REMOTE_SCRIPT) |
|
|
| |
| |
| cmd = ( |
| "apt update && apt install -y python3-pip && " |
| "pip3 install requests openreview-py PyPDF2 huggingface-hub && " |
| f"nohup python3 enrich_openreview.py {index} > log.txt 2>&1 &" |
| ) |
| logger.info(f"[{index}] starting enrichment") |
| stdin, stdout, stderr = ssh.exec_command(cmd) |
| logger.debug(f"[{index}] remote stdout: {stdout.read().decode().strip()}") |
| logger.debug(f"[{index}] remote stderr: {stderr.read().decode().strip()}") |
|
|
| |
| for attempt in range(1, 21): |
| stdin2, stdout2, _ = ssh.exec_command( |
| f"test -f /root/{ENR_PREFIX}{index}.jsonl && echo YES || echo NO" |
| ) |
| status = stdout2.read().decode().strip() |
| logger.info(f"[{index}] poll {attempt}/20 β enriched present? {status}") |
| if status == "YES": |
| logger.info(f"[{index}] β found {ENR_PREFIX}{index}.jsonl") |
| break |
| time.sleep(30) |
|
|
| ssh.close() |
| return droplet, ip |
|
|
| def retrieve_results(ip, index): |
| logger.info(f"[{index}] retrieving {ENR_PREFIX}{index}.jsonl from {ip}") |
| ssh = paramiko.SSHClient() |
| ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy()) |
| ssh.connect(ip, username="root", key_filename=PRIVATE_KEY_PATH) |
| with SCPClient(ssh.get_transport()) as scp: |
| scp.get(f"/root/{ENR_PREFIX}{index}.jsonl", f"{ENR_PREFIX}{index}.jsonl") |
| ssh.close() |
| logger.info(f"[{index}] downloaded {ENR_PREFIX}{index}.jsonl") |
|
|
| def merge_outputs(num_parts, output="enriched_full.jsonl"): |
| logger.info("Merging all shardsβ¦") |
| with open(output, "w") as out: |
| for i in range(num_parts): |
| part = f"{ENR_PREFIX}{i}.jsonl" |
| if os.path.exists(part): |
| logger.info(f" β appending {part}") |
| with open(part) as f: |
| out.writelines(f) |
| else: |
| logger.warning(f" β skipping {part} (not found)") |
| logger.info(f"β merged into {output}") |
|
|
| if __name__ == "__main__": |
| |
| mgr = digitalocean.Manager(token=API_TOKEN) |
| key = next(k for k in mgr.get_all_sshkeys() if k.name == "spiral") |
| ssh_fp = key.fingerprint |
|
|
| |
| with ThreadPoolExecutor(max_workers=DROPLET_COUNT) as ex: |
| futures = [ex.submit(setup_and_run, i, ssh_fp) for i in range(DROPLET_COUNT)] |
| deps = [f.result() for f in futures] |
|
|
| |
| with ThreadPoolExecutor(max_workers=DROPLET_COUNT) as ex: |
| for idx, (_, ip) in enumerate(deps): |
| ex.submit(retrieve_results, ip, idx) |
|
|
| |
| merge_outputs(DROPLET_COUNT) |
| logger.info("β All done!") |
|
|
|
|