Download hako/telemetry.py from PowerMachine/HAKO-v1: direct link, hf CLI and curl.
- Browser
- Download file 2.16 kB
-
https://huggingface.co/PowerMachine/HAKO-v1/resolve/main/hako/telemetry.py
- Command line
-
hf download hf://PowerMachine/HAKO-v1/hako/telemetry.py
-
curl -L -o telemetry.py https://huggingface.co/PowerMachine/HAKO-v1/resolve/main/hako/telemetry.py
2.16 kB
| """JSONL telemetry for HAKO's five mandated streams. | |
| Streams (one append-only JSONL file each): | |
| learning -- losses, effective learning rate, Lyapunov value | |
| routing -- router action probs/entropy, MoE gates, load balance | |
| orchestration -- cyclic-thinking potential P, cycles, GHSOM growth, N | |
| diffusion -- game level, difficulty, reward, denoiser loss | |
| thinking -- request decomposition/feedback/completeness trace | |
| Proposition P-TEL (lossless auditability). Each record is a self-contained | |
| JSON object with monotone field 't' inside its stream; because the writer is | |
| append-only and atomic per line, any prefix of the file is a valid partial | |
| trace of the run (crash-consistent audit). | |
| """ | |
| from __future__ import annotations | |
| import json | |
| import os | |
| import time | |
| from pathlib import Path | |
| from typing import Any, Dict | |
| _STREAMS = ("learning", "routing", "orchestration", "diffusion", "thinking") | |
| class Telemetry: | |
| def __init__(self, cfg) -> None: | |
| self.dir = Path(cfg.telemetry_dir) | |
| self.dir.mkdir(parents=True, exist_ok=True) | |
| self.paths = {s: self.dir / f"{s}.jsonl" for s in _STREAMS} | |
| self.counters = {s: 0 for s in _STREAMS} | |
| self.enabled = True | |
| def log(self, stream: str, record: Dict[str, Any]) -> None: | |
| if not self.enabled or stream not in self.paths: | |
| return | |
| rec = {"t": self.counters[stream], "ts": time.time(), **record} | |
| self.counters[stream] += 1 | |
| line = json.dumps(rec, ensure_ascii=True, default=float) | |
| with open(self.paths[stream], "a", encoding="utf-8") as fh: | |
| fh.write(line + "\n") | |
| fh.flush() | |
| os.fsync(fh.fileno()) | |
| # convenience wrappers ------------------------------------------------- | |
| def learning(self, **kw): self.log("learning", kw) | |
| def routing(self, **kw): self.log("routing", kw) | |
| def orchestration(self, **kw): self.log("orchestration", kw) | |
| def diffusion(self, **kw): self.log("diffusion", kw) | |
| def thinking(self, **kw): self.log("thinking", kw) | |
| def summary(self) -> Dict[str, int]: | |
| return {s: self.counters[s] for s in _STREAMS} | |