rpotter6298
708fbc70ce
- Introduced `bridge_attention_ceiling_check.py` for variance decomposition analysis on bridge attention configurations. - Added `bridge_attention_readout.py` to perform per-tower gate and contribution readouts, including AUC sanity checks. - Created multiple JSON configuration files for backbone replication experiments, including anonymous CV variants and basic backbones. - Implemented sensitivity experiments to evaluate the impact of axial length inclusion and EfficientNetV2-M performance at higher resolutions. - Added a memory probe script to assess GPU memory usage during training with EfficientNetV2-M.
484 lines
18 KiB
Python
484 lines
18 KiB
Python
"""
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HyperTower distributed job client daemon.
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Registers with the server, polls for jobs, syncs code, runs training,
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uploads results, and loops. Parses stdout to stream live status.
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Usage:
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python -m v4.distributed.client \\
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--server http://apollo:8765 \\
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--token <secret> \\
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--server-ssh rpotter@apollo \\
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--server-path /home/rpotter/hypertower \\
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[--local-path ~/hypertower] \\
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[--poll-interval 15]
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Compatibility test (verify GPU env, 1-fold dry-run):
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python -m v4.distributed.client ... --test --config v4/configs/ensemble_fused.json
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"""
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from __future__ import annotations
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import argparse
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import os
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import re
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import shutil
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import signal
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import socket
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import subprocess
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import sys
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import threading
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import time
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from pathlib import Path
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from typing import Optional
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import requests
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from .protocol import (
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JobResult,
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JobSpec,
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PollResponse,
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RegisterRequest,
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RegisterResponse,
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StatusPush,
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)
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# ──────────────────────────────────────────────────────────────
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# Server HTTP wrapper
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# ──────────────────────────────────────────────────────────────
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class _Server:
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def __init__(self, base_url: str, token: str):
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self.base_url = base_url.rstrip("/")
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self._h = {"x-token": token}
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self.client_id: str = ""
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def _post(self, path: str, **kw) -> dict:
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r = requests.post(f"{self.base_url}{path}", headers=self._h, timeout=15, **kw)
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r.raise_for_status()
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return r.json()
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def register(self, hostname: str, gpu_info: str) -> str:
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data = self._post("/register",
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json={"hostname": hostname, "gpu_info": gpu_info})
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self.client_id = data["client_id"]
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self.hostname = hostname
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self.gpu_info = gpu_info
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return self.client_id
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def _reregister(self):
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try:
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self._post("/register",
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json={"hostname": self.hostname, "gpu_info": self.gpu_info},
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params={"reuse_id": self.client_id})
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except Exception:
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pass
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def poll(self) -> Optional[JobSpec]:
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data = self._post("/poll", params={"client_id": self.client_id})
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if data.get("please_reregister"):
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self._reregister()
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return JobSpec(**data["job"]) if data.get("job") else None
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def push_status(self, status: StatusPush):
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try:
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r = requests.post(
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f"{self.base_url}/status/{self.client_id}",
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json=status.model_dump(),
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headers=self._h,
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timeout=5,
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)
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if r.ok and r.json().get("please_reregister"):
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self._reregister()
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except Exception:
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pass # don't crash job on status push failure
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def complete(self, job_id: str, success: bool, error_msg: Optional[str] = None):
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self._post("/complete",
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json={"job_id": job_id, "success": success, "error_msg": error_msg})
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# ──────────────────────────────────────────────────────────────
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# GPU info
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# ──────────────────────────────────────────────────────────────
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def _gpu_precheck() -> tuple[bool, str]:
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"""Quick allocation + op test on every visible CUDA/HIP device.
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Catches the case where torch.cuda.is_available() returns True but the
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device is busy (e.g. another process holding it — Ollama, a forgotten
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notebook, an OS-level driver issue). Returns (ok, message); when ok is
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False, the caller should defer polling rather than accept a job that will
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crash on the first .to(device) call.
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"""
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try:
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import torch
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except Exception as e:
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return False, f"torch import failed: {e}"
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if not torch.cuda.is_available():
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return True, "no-cuda (cpu-only client)"
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try:
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for i in range(torch.cuda.device_count()):
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x = torch.zeros(1024, device=f"cuda:{i}")
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_ = (x + 1).sum().item() # forces actual kernel launch
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del x
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torch.cuda.empty_cache()
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return True, "ok"
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except Exception as e:
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return False, f"{type(e).__name__}: {e}"
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def _gpu_info() -> str:
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# NVIDIA
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try:
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out = subprocess.check_output(
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["nvidia-smi", "--query-gpu=name,memory.total", "--format=csv,noheader"],
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text=True, stderr=subprocess.DEVNULL,
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).strip()
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if out:
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return " | ".join(out.splitlines())
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except Exception:
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pass
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# AMD
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try:
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out = subprocess.check_output(
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["rocm-smi", "--showproductname", "--csv"],
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text=True, stderr=subprocess.DEVNULL,
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).strip().splitlines()
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names = [l for l in out if l and not l.startswith("device")]
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if names:
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return "AMD: " + " | ".join(names)
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except Exception:
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pass
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# AMD fallback
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try:
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out = subprocess.check_output(
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["rocminfo"],
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text=True, stderr=subprocess.DEVNULL,
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)
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names = [l.split(":", 1)[1].strip() for l in out.splitlines()
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if "Marketing Name:" in l]
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if names:
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return "AMD: " + " | ".join(names)
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except Exception:
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pass
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return "no-gpu"
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# ──────────────────────────────────────────────────────────────
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# rsync helpers
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# ──────────────────────────────────────────────────────────────
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def _rsync(src: str, dst: str, delete: bool = False,
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excludes: list[str] | None = None):
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cmd = ["rsync", "-az", "--info=progress2"]
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if delete:
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cmd.append("--delete")
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for pat in (excludes or []):
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cmd.append(f"--exclude={pat}")
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cmd += [src, dst]
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subprocess.run(cmd, check=True)
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def _sync_code(server_ssh: str, server_path: str, local_path: str):
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"""Pull v4/ source from server → local (overwrites local changes).
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results/ is excluded so the client never overwrites or deletes its own
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per-job output directory, and so it never pulls down the full corpus of
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historical results from the server.
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"""
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src = f"{server_ssh}:{server_path}/v4/"
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dst = f"{local_path}/v4/"
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Path(dst).mkdir(parents=True, exist_ok=True)
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_rsync(src, dst, delete=True, excludes=["results/"])
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def _upload_results(server_ssh: str, server_path: str, local_path: str,
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run_name: str, output_dir: str):
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src = f"{local_path}/{output_dir}/{run_name}/"
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dst = f"{server_ssh}:{server_path}/{output_dir}/{run_name}/"
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remote_parent = f"{server_path}/{output_dir}/{Path(run_name).parent}"
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subprocess.run(["ssh", server_ssh, f"mkdir -p '{remote_parent}'"], check=True)
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_rsync(src, dst)
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def _clean_local(local_path: str, run_name: str, output_dir: str):
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target = Path(local_path) / output_dir / run_name
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if target.exists():
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shutil.rmtree(target)
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print(f"[client] cleaned {target}", flush=True)
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# ──────────────────────────────────────────────────────────────
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# Stdout parsers (match v4_hypertower.py / fusion.py print format)
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# ──────────────────────────────────────────────────────────────
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# " fold2 [nt] ep004/036 [fused_warmup ] loss=0.4321 acc=0.876 val_auc=0.7654"
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_EP_RE = re.compile(
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r"fold(\d+)\s+\[([^\]]+)\]\s+ep(\d+)/(\d+).*?val_auc=([0-9.nan]+)",
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re.IGNORECASE,
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)
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# "── fold 2/5 train_groups=..."
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_FOLD_RE = re.compile(r"fold\s+(\d+)/\d+", re.IGNORECASE)
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def _parse_line(line: str) -> dict:
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"""Return any structured fields found in a stdout line."""
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out = {}
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m = _FOLD_RE.search(line)
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if m:
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out["fold"] = int(m.group(1))
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m = _EP_RE.search(line)
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if m:
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out["fold"] = int(m.group(1))
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out["stage"] = m.group(2)
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out["epoch"] = int(m.group(3))
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out["total_epochs"] = int(m.group(4))
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try:
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out["last_val_auc"] = float(m.group(5))
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except ValueError:
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pass
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return out
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# ──────────────────────────────────────────────────────────────
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# Core job runner
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# ──────────────────────────────────────────────────────────────
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def _run_job(job: JobSpec, server: _Server,
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server_ssh: str, server_path: str, local_path: str,
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no_sync: bool = False,
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extra_args: list[str] | None = None) -> bool:
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extra_args = extra_args or []
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# 1. Sync code
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if no_sync:
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print(f"[client] skipping sync (--no-sync)", flush=True)
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else:
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print(f"[client] syncing v4/ from server...", flush=True)
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server.push_status(StatusPush(state="syncing", job_id=job.job_id, run_name=job.run_name))
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_sync_code(server_ssh, server_path, local_path)
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# 2. Launch training subprocess
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cmd = [sys.executable, "-m", job.module] + job.args + extra_args
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print(f"[client] running: {' '.join(cmd)}", flush=True)
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server.push_status(StatusPush(state="running", job_id=job.job_id, run_name=job.run_name))
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log_dir = Path(local_path) / "v4" / "distributed" / "logs"
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log_dir.mkdir(parents=True, exist_ok=True)
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log_file = log_dir / f"job_{job.job_id}.log"
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ctx: dict = {}
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last_push = [time.time()] # mutable holder so _tail and _heartbeat share it
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def _push():
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server.push_status(StatusPush(
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state="running",
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job_id=job.job_id,
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run_name=job.run_name,
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fold=ctx.get("fold"),
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stage=ctx.get("stage"),
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epoch=ctx.get("epoch"),
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total_epochs=ctx.get("total_epochs"),
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last_val_auc=ctx.get("last_val_auc"),
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))
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last_push[0] = time.time()
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def _tail(path: Path):
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with open(path, "r") as f:
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while True:
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raw = f.readline()
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if raw:
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print(raw, end="", flush=True)
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info = _parse_line(raw)
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ctx.update(info)
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if "epoch" in info:
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_push()
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elif proc.poll() is not None:
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for raw in f:
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print(raw, end="", flush=True)
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break
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else:
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time.sleep(0.05)
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def _heartbeat():
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# Push a status update every ~30s even when no log line is parsed.
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# Prevents the server's reaper from declaring this client stale during
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# long deterministic blocks (UNet fine-tune, data load, etc.).
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while proc.poll() is None:
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time.sleep(5)
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if time.time() - last_push[0] >= 30:
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try:
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_push()
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except Exception:
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pass
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with open(log_file, "w") as logf:
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proc = subprocess.Popen(
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cmd,
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stdout=logf,
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stderr=logf,
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cwd=local_path,
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start_new_session=True,
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)
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tailer = threading.Thread(target=_tail, args=(log_file,), daemon=True)
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heartbeat = threading.Thread(target=_heartbeat, daemon=True)
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tailer.start()
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heartbeat.start()
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proc.wait()
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tailer.join(timeout=5)
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heartbeat.join(timeout=5)
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success = proc.returncode == 0
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if success:
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log_file.unlink(missing_ok=True)
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else:
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failed_path = log_file.with_suffix(".failed.log")
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try:
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log_file.replace(failed_path)
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print(f"[client] preserved failure log at {failed_path}", flush=True)
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except Exception:
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pass
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if not success:
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try:
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os.killpg(os.getpgid(proc.pid), signal.SIGKILL)
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except ProcessLookupError:
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pass
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if not success:
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print(f"[client] job FAILED (rc={proc.returncode})", flush=True)
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return False
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# 3. Upload results
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if no_sync:
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print(f"[client] skipping upload (--no-sync, results already local)", flush=True)
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else:
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print(f"[client] uploading results...", flush=True)
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server.push_status(StatusPush(state="uploading", job_id=job.job_id, run_name=job.run_name))
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_upload_results(server_ssh, server_path, local_path, job.run_name, job.output_dir)
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_clean_local(local_path, job.run_name, job.output_dir)
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print(f"[client] job {job.job_id} complete.", flush=True)
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return True
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# ──────────────────────────────────────────────────────────────
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# Compatibility test
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# ──────────────────────────────────────────────────────────────
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def _compat_test(server: _Server, server_ssh: str, server_path: str,
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local_path: str, config: str, extra_args: list[str],
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no_sync: bool = False):
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"""Run 1 fold to verify the env works end-to-end."""
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print("[client] === compatibility test ===", flush=True)
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job = JobSpec(
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job_id="compat-test",
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run_name="_compat_test",
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module="v4.classes.v4_hypertower",
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args=["--config", config, "--device", "cpu"] + extra_args,
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output_dir="v4/results",
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)
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ok = _run_job(job, server, server_ssh, server_path, local_path,
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no_sync=no_sync)
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_clean_local(local_path, "_compat_test", "v4/results")
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if ok:
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print("[client] compatibility test PASSED ✓", flush=True)
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else:
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print("[client] compatibility test FAILED ✗", flush=True)
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return ok
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# ──────────────────────────────────────────────────────────────
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# Main daemon
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# ──────────────────────────────────────────────────────────────
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def main():
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ap = argparse.ArgumentParser(
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description=__doc__,
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formatter_class=argparse.RawDescriptionHelpFormatter,
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)
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ap.add_argument("--server", required=True,
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help="Server URL, e.g. http://apollo:8765")
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ap.add_argument("--token", default=os.environ.get("HT_TOKEN", ""),
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help="Shared secret (or set HT_TOKEN env var)")
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ap.add_argument("--server-ssh", required=True,
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help="SSH target for rsync, e.g. rpotter@apollo")
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ap.add_argument("--server-path", required=True,
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help="Absolute path to hypertower root on server")
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ap.add_argument("--local-path",
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default=str(Path.home() / "hypertower"),
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help="Absolute path to hypertower root on this machine")
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ap.add_argument("--poll-interval", type=int, default=15,
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help="Seconds to wait between polls when idle")
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ap.add_argument("--extra-args", nargs=argparse.REMAINDER, default=[],
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help="Extra args appended to every job on this client. "
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"Use -- to separate: --extra-args -- --device cpu")
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ap.add_argument("--no-sync", action="store_true",
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help="Skip rsync of v4/ before each job (use when client IS the server)")
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ap.add_argument("--test", action="store_true",
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help="Run 1-fold compatibility test and exit")
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ap.add_argument("--config", default="v4/configs/ensemble_fused.json",
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help="Config path for --test mode")
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args = ap.parse_args()
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if not args.token:
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ap.error("--token is required (or set HT_TOKEN)")
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hostname = socket.gethostname()
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gpu_info = _gpu_info()
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server = _Server(args.server, args.token)
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client_id = server.register(hostname, gpu_info)
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print(f"[client] registered as {client_id} ({hostname} | {gpu_info})", flush=True)
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if args.test:
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extra = [a for a in args.extra_args if a != "--"]
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sys.exit(0 if _compat_test(
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server, args.server_ssh, args.server_path,
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args.local_path, args.config, extra,
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no_sync=args.no_sync,
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) else 1)
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print(f"[client] polling every {args.poll_interval}s...", flush=True)
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last_precheck_msg = ""
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while True:
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try:
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ok, msg = _gpu_precheck()
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if not ok:
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if msg != last_precheck_msg:
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print(f"[client] gpu precheck failed ({msg}) — deferring polls",
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flush=True)
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last_precheck_msg = msg
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server.push_status(StatusPush(state="gpu_busy"))
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time.sleep(args.poll_interval)
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continue
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if last_precheck_msg:
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print(f"[client] gpu precheck recovered — resuming polls", flush=True)
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last_precheck_msg = ""
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job = server.poll()
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if job is None:
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server.push_status(StatusPush(state="idle"))
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time.sleep(args.poll_interval)
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continue
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success = _run_job(
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job, server,
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args.server_ssh, args.server_path, args.local_path,
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no_sync=args.no_sync,
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extra_args=[a for a in args.extra_args if a != "--"],
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)
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server.complete(job.job_id, success,
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error_msg=None if success else "non-zero exit code")
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server.push_status(StatusPush(state="idle"))
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except KeyboardInterrupt:
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print("\n[client] shutting down", flush=True)
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break
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except Exception as exc:
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print(f"[client] error: {exc}", flush=True)
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time.sleep(args.poll_interval)
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if __name__ == "__main__":
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main()
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