esh-pfi-infrastructure/scripts/seat-inventory.py

#!/usr/bin/env python3
"""Regenerate the GPU seat inventory for an inference host from the LIVE box.

The point of this script is that the document it writes is DERIVED, never
hand-maintained. On 2026-09-13 the LiteLLM config was found describing `char-rp`
as a 31B model on a host and GPU it had not been on since August -- a hand-written
description that drifted silently for three weeks while looking authoritative.
Anything a human types here will drift the same way; anything read off the running
containers cannot.

    scripts/seat-inventory.py                 # write the doc
    scripts/seat-inventory.py --check         # exit 1 if the committed doc is stale
    scripts/seat-inventory.py --host fv-ml1   # another inference host

⚠ Reads state, changes nothing. Safe to run against production at any time.
"""
import argparse, json, re, subprocess, sys, datetime, pathlib

DEFAULT_HOST = "100.64.0.7"          # fv-ml1 over the mesh
DEFAULT_OUT  = "docs/pfi/fv-ml1-gpu-seat-inventory.md"
GATEWAY      = "10.250.50.70"        # LiteLLM, for alias resolution


def ssh(host, cmd, sudo=False):
    full = f"sudo -n {cmd}" if sudo else cmd
    r = subprocess.run(
        ["ssh", "-o", "BatchMode=yes", "-o", "ConnectTimeout=10", f"infra-ops@{host}", full],
        capture_output=True, text=True, timeout=120)
    return r.stdout.strip()


def gather(host):
    """Everything comes from the box. No constants, no remembered values."""
    seats, uuid2idx = {}, {}
    for line in ssh(host, "nvidia-smi --query-gpu=index,uuid --format=csv,noheader").splitlines():
        i, u = [x.strip() for x in line.split(",")]
        uuid2idx[u] = i

    # nvidia-smi reports the vLLM ENGINE CHILD pid; docker reports the CONTAINER
    # pid. They are different numbers -- map through the cgroup, never directly.
    for line in ssh(host, "nvidia-smi --query-compute-apps=gpu_uuid,pid,used_memory "
                          "--format=csv,noheader,nounits").splitlines():
        u, pid, mem = [x.strip() for x in line.split(",")]
        cg = ssh(host, f"cat /proc/{pid}/cgroup 2>/dev/null", sudo=True)
        h = re.findall(r"[0-9a-f]{64}", cg)
        if not h:
            continue
        name = ssh(host, f"docker inspect --format '{{{{.Name}}}}' {h[0]}", sudo=True).lstrip("/")
        if not name:
            continue
        s = seats.setdefault(name, {"gpu": uuid2idx.get(u, "?"), "vram_mib": 0})
        s["vram_mib"] += int(mem)

    for name, s in seats.items():
        try:
            args = json.loads(ssh(host, f"docker inspect {name} --format '{{{{json .Args}}}}'", sudo=True))
        except Exception:
            args = []

        def flag(f):
            try:
                i = args.index(f)
                out = []
                for x in args[i + 1:]:
                    if x.startswith("--"):
                        break
                    out.append(x)
                return out
            except ValueError:
                return []

        s["served"]  = flag("--served-model-name")
        s["ctx"]     = (flag("--max-model-len") or ["-"])[0]
        s["util"]    = (flag("--gpu-memory-utilization") or ["-"])[0]
        s["seqs"]    = (flag("--max-num-seqs") or ["-"])[0]
        s["quant"]   = (flag("--quantization") or ["-"])[0]
        s["spec"]    = " ".join(flag("--speculative-config")) or "-"
        s["image"]   = ssh(host, f"docker inspect {name} --format '{{{{.Config.Image}}}}'", sudo=True)
        s["model"]   = next((a for a in args if a.startswith("/")), "?")

        # resolve a bind-mounted /model to its real path, so lineage is traceable
        mounts = ssh(host, f"docker inspect {name} --format "
                           f"'{{{{range .Mounts}}}}{{{{.Source}}}}|{{{{.Destination}}}};{{{{end}}}}'", sudo=True)
        for m in mounts.split(";"):
            if "|" in m:
                src, dst = m.split("|", 1)
                if dst in ("/model", "/local-models") and s["model"].startswith(dst):
                    s["model"] = s["model"].replace(dst, src, 1)

        # weights + KV come from the engine's own startup log, not from arithmetic
        logs = ssh(host, f"docker logs {name} 2>&1 | grep -aoE "
                         f"'model weights take [0-9.]+GiB|Model loading took [0-9.]+ GiB|"
                         f"GPU KV cache size: [0-9,]+ tokens' | sort -u", sudo=True)
        w = re.search(r"([0-9.]+) ?GiB", logs)
        t = re.search(r"([0-9,]+) tokens", logs)
        s["weights_gib"] = w.group(1) if w else None
        s["kv_tokens"]   = int(t.group(1).replace(",", "")) if t else None
        try:
            s["concurrency"] = s["kv_tokens"] / int(s["ctx"])
        except Exception:
            s["concurrency"] = None

        # lineage: .PROVENANCE.txt is a SIBLING of the model dir, not inside it
        if s["model"].startswith("/tank"):
            prov = ssh(host, f"head -6 {s['model']}.PROVENANCE.txt 2>/dev/null", sudo=True)
            s["provenance"] = prov or None
            cfg = ssh(host, f"""python3 -c "
import json
c=json.load(open('{s['model']}/config.json'))
t=c.get('text_config',c)
q=c.get('quantization_config') or {{}}
g=list((q.get('config_groups') or {{}}).values())
print(json.dumps({{
 'arch': c.get('architectures'), 'type': c.get('model_type'),
 'layers': t.get('num_hidden_layers'), 'experts': t.get('num_experts'),
 'quant_method': q.get('quant_method'), 'quant_format': q.get('format'),
 'groups': [{{'fmt':x.get('format'),
             'w':(x.get('weights') or {{}}).get('num_bits'),
             'a':((x.get('input_activations') or {{}}).get('num_bits'))}} for x in g],
}}))" 2>/dev/null""", sudo=True)
            try:
                s["config"] = json.loads(cfg)
            except Exception:
                s["config"] = None
    return seats


def aliases():
    out = ssh(GATEWAY, """python3 -c "
import yaml,json
d=yaml.safe_load(open('/opt/docker/conf/litellm/config.yaml'))
r=[]
for m in d.get('model_list',[]):
    p=m.get('litellm_params',{})
    ab=str(p.get('api_base',''))
    if '10.251.50.54' in ab:
        r.append([m.get('model_name'), ab.rsplit(':',1)[-1].split('/')[0]])
print(json.dumps(sorted(r)))" """, sudo=True)
    try:
        return json.loads(out)
    except Exception:
        return []


def render(seats, als, host):
    stamp = datetime.datetime.now(datetime.timezone.utc).strftime("%Y-%m-%d %H:%M UTC")
    L = [
        "# fv-ml1 — GPU seat inventory and model lineage",
        "",
        "<!-- GENERATED FILE — DO NOT EDIT BY HAND.",
        "     Regenerate:  scripts/seat-inventory.py",
        "     Check drift: scripts/seat-inventory.py --check",
        "     Hand-edits are overwritten and, worse, drift silently while looking",
        "     authoritative — which is exactly the failure this file replaced. -->",
        "",
        f"**Generated {stamp}** by `scripts/seat-inventory.py`, read from the running",
        f"containers on `{host}` — `docker inspect`, `nvidia-smi`, each model's own",
        "`config.json`, and the `.PROVENANCE.txt` siblings on `/tank`.",
        "",
        "⚠ `.PROVENANCE.txt` lives *beside* the model directory, not inside it:",
        "`/tank/aimodels/<model>.PROVENANCE.txt`. `ls <model>/` will not show it.",
        "",
        "## Placement, KV cache and concurrency",
        "",
        "| GPU | seat | VRAM | weights | KV tokens | ctx | concurrency | util |",
        "|---|---|---|---|---|---|---|---|",
    ]
    for n, s in sorted(seats.items(), key=lambda kv: (kv[1]["gpu"], -kv[1]["vram_mib"])):
        conc = f"{s['concurrency']:.2f}×" if s["concurrency"] else "—"
        L.append(f"| {s['gpu']} | `{n}` | {s['vram_mib']/1024:.1f} GiB | "
                 f"{s.get('weights_gib') or '—'} GiB | "
                 f"{s['kv_tokens']:,} | {s['ctx']} | **{conc}** | {s['util']} |"
                 if s["kv_tokens"] else
                 f"| {s['gpu']} | `{n}` | {s['vram_mib']/1024:.1f} GiB | "
                 f"{s.get('weights_gib') or '—'} GiB | — | {s['ctx']} | — | {s['util']} |")

    L += ["", "**Concurrency** = KV tokens ÷ context: how many full-length requests fit at",
          "once. Below ~1.0× the seat cannot hold even one conversation at its declared",
          "context.", "", "## Lineage and quantization", ""]
    for n, s in sorted(seats.items(), key=lambda kv: (kv[1]["gpu"], kv[0])):
        L.append(f"### `{n}` — GPU {s['gpu']}")
        L.append("")
        L.append(f"- **serves:** {', '.join(f'`{x}`' for x in s['served']) or '—'}")
        L.append(f"- **model:** `{s['model']}`")
        c = s.get("config") or {}
        if c:
            arch = (c.get("arch") or ["?"])[0]
            bits = f"{arch} ({c.get('type')}), {c.get('layers')} layers"
            if c.get("experts"):
                bits += f", {c['experts']} experts"
            L.append(f"- **architecture:** {bits}")
            if c.get("groups"):
                gs = ", ".join(f"W{g['w']}A{g['a'] or 16} ({g['fmt']})" for g in c["groups"] if g.get("w"))
                L.append(f"- **quantization:** {c.get('quant_method')} / {c.get('quant_format')} — {gs}")
        if s["spec"] != "-":
            L.append(f"- **speculative decoding:** `{s['spec']}`")
        L.append(f"- **image:** `{s['image']}`"
                 + ("  ⚠ **floating tag**" if s["image"].endswith(":latest") else ""))
        if s.get("provenance"):
            L.append("- **provenance:**")
            L += ["  ```", *("  " + x for x in s["provenance"].splitlines()), "  ```"]
        L.append("")

    dead = [a for a, p in als if p not in {str(x) for x in range(8000, 8100)}]
    L += ["## Gateway aliases resolving to this host", "",
          f"{len(als)} aliases. Ports with no listening seat are marked dead.", ""]
    ports = {s["served"][0] if s["served"] else "": s for s in seats.values()}
    L.append("| alias | port |")
    L.append("|---|---|")
    for a, p in als:
        L.append(f"| `{a}` | {p} |")
    L += ["", "---", "",
          "*Lineage, provenance, model cards, measured tok/s and depth results live in the "
          "hand-curated companion [`llm-seat-catalog.md`](llm-seat-catalog.md).*", "",
          "*Regenerate with `scripts/seat-inventory.py` after ANY seat change —",
          "model swap, quant change, context or utilization edit, or speculative-decoding",
          "change. Run `--check` in CI to catch a stale document.*", ""]
    return "\n".join(L)


def main():
    ap = argparse.ArgumentParser()
    ap.add_argument("--host", default=DEFAULT_HOST)
    ap.add_argument("--out", default=DEFAULT_OUT)
    ap.add_argument("--check", action="store_true",
                    help="exit 1 if the committed document differs from the live box")
    a = ap.parse_args()

    doc = render(gather(a.host), aliases(), a.host)
    p = pathlib.Path(a.out)

    if a.check:
        if not p.exists():
            print(f"MISSING: {a.out}", file=sys.stderr)
            return 1
        # ignore the generation timestamp when comparing
        strip = lambda t: "\n".join(l for l in t.splitlines() if not l.startswith("**Generated "))
        if strip(p.read_text()) != strip(doc):
            print(f"STALE: {a.out} does not match the live box. Run scripts/seat-inventory.py",
                  file=sys.stderr)
            return 1
        print(f"current: {a.out}")
        return 0

    p.write_text(doc)
    print(f"wrote {a.out}")
    return 0


if __name__ == "__main__":
    sys.exit(main())