gpu(titan-24): protect desktop image sharing
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@ -10,6 +10,7 @@ import json
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import os
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import ssl
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import threading
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import time
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from datetime import UTC, datetime
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from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
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from pathlib import Path
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@ -35,6 +36,23 @@ LEASE_IDLE_OWNER = os.environ.get("LEASE_IDLE_OWNER", "hermes")
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LEASE_IMAGE_OWNER = os.environ.get("LEASE_IMAGE_OWNER", "hermes-image")
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MAX_BODY_BYTES = int(os.environ.get("HERMES_LOCAL_IMAGE_MAX_BODY", str(96 << 20)))
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QUEUE_TIMEOUT_SECONDS = float(os.environ.get("HERMES_LOCAL_IMAGE_QUEUE_TIMEOUT", "1200"))
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GPU_ACTIVITY_URL = os.environ.get(
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"HERMES_LOCAL_IMAGE_GPU_ACTIVITY_URL",
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"http://nvidia-process-exporter.monitoring.svc.cluster.local:9401/metrics",
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)
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GPU_ACTIVITY_NODE = os.environ.get("HERMES_LOCAL_IMAGE_GPU_ACTIVITY_NODE", "titan-24")
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GPU_ACTIVE_SM_PERCENT = float(
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os.environ.get("HERMES_LOCAL_IMAGE_GPU_ACTIVE_SM_PERCENT", "8")
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)
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GPU_MAX_EXTERNAL_MEMORY_BYTES = int(
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os.environ.get("HERMES_LOCAL_IMAGE_GPU_MAX_EXTERNAL_MEMORY_BYTES", str(3 << 30))
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)
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GPU_ACTIVITY_SAMPLES = max(
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1, int(os.environ.get("HERMES_LOCAL_IMAGE_GPU_ACTIVITY_SAMPLES", "3"))
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)
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GPU_ACTIVITY_SAMPLE_INTERVAL = max(
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0.0, float(os.environ.get("HERMES_LOCAL_IMAGE_GPU_ACTIVITY_SAMPLE_INTERVAL", "1"))
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)
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API_HOST = os.environ.get("KUBERNETES_SERVICE_HOST", "kubernetes.default.svc")
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API_PORT = os.environ.get("KUBERNETES_SERVICE_PORT_HTTPS", "443")
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TOKEN_PATH = Path("/var/run/secrets/kubernetes.io/serviceaccount/token")
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@ -56,9 +74,101 @@ _state: dict[str, Any] = {
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"phase": "idle",
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"last_error": None,
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"last_model": None,
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"interactive_active": None,
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"external_gpu_memory_bytes": None,
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"external_gpu_sm_percent": None,
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"gpu_guard_reason": None,
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}
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def _prometheus_labels(raw: str) -> dict[str, str]:
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"""Parse the simple quoted labels emitted by nvidia-process-exporter."""
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labels: dict[str, str] = {}
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for item in raw.split(","):
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key, separator, value = item.partition("=")
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if not separator:
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continue
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labels[key.strip()] = value.strip().strip('"')
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return labels
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def _parse_gpu_activity(metrics: str) -> dict[str, Any]:
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"""Summarize non-Hermes GPU processes on the configured image node."""
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memory_bytes = 0
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max_sm_percent = 0.0
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processes: set[str] = set()
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for line in metrics.splitlines():
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if not line or line.startswith("#") or "{" not in line or "}" not in line:
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continue
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metric, remainder = line.split("{", 1)
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raw_labels, separator, raw_value = remainder.partition("}")
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if not separator or metric not in {
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"nvidia_process_gpu_memory_used_bytes",
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"nvidia_process_gpu_sm_util_percent",
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}:
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continue
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labels = _prometheus_labels(raw_labels)
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if labels.get("node") != GPU_ACTIVITY_NODE or labels.get("namespace") == "hermes":
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continue
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try:
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value = float(raw_value.strip().split()[0])
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except (ValueError, IndexError):
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continue
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process = labels.get("process") or "unknown"
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processes.add(f"{labels.get('namespace', 'unknown')}/{process}")
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if metric == "nvidia_process_gpu_memory_used_bytes":
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memory_bytes += max(0, int(value))
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else:
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max_sm_percent = max(max_sm_percent, value)
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active = (
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max_sm_percent >= GPU_ACTIVE_SM_PERCENT
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or memory_bytes >= GPU_MAX_EXTERNAL_MEMORY_BYTES
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)
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reasons = []
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if max_sm_percent >= GPU_ACTIVE_SM_PERCENT:
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reasons.append(f"external SM utilization is {max_sm_percent:g}%")
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if memory_bytes >= GPU_MAX_EXTERNAL_MEMORY_BYTES:
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reasons.append(f"external GPU memory is {memory_bytes} bytes")
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return {
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"interactive_active": active,
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"external_gpu_memory_bytes": memory_bytes,
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"external_gpu_sm_percent": max_sm_percent,
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"external_gpu_processes": sorted(processes),
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"gpu_guard_reason": "; ".join(reasons) or None,
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}
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def _gpu_activity_snapshot() -> dict[str, Any]:
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"""Fetch live per-process GPU attribution, failing closed if unavailable."""
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request = Request(GPU_ACTIVITY_URL, headers={"Accept": "text/plain"})
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with urlopen(request, timeout=5) as response:
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metrics = response.read(2 << 20).decode("utf-8", errors="replace")
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return _parse_gpu_activity(metrics)
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def _ensure_interactive_lane_idle() -> dict[str, Any]:
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"""Reject FLUX while desktop or Wolf activity indicates interactive use."""
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worst: dict[str, Any] | None = None
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for sample in range(GPU_ACTIVITY_SAMPLES):
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snapshot = _gpu_activity_snapshot()
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if worst is None or (
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snapshot["external_gpu_sm_percent"], snapshot["external_gpu_memory_bytes"]
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) > (worst["external_gpu_sm_percent"], worst["external_gpu_memory_bytes"]):
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worst = snapshot
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if snapshot["interactive_active"]:
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break
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if sample + 1 < GPU_ACTIVITY_SAMPLES:
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time.sleep(GPU_ACTIVITY_SAMPLE_INTERVAL)
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assert worst is not None
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_set_state(**{key: value for key, value in worst.items() if key != "external_gpu_processes"})
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if worst["interactive_active"]:
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raise RuntimeError(
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"titan-24 desktop/Wolf lane is active; reserve or release it from the Atlas GPU checkout"
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f" ({worst['gpu_guard_reason']})"
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)
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return worst
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def _set_state(**values: Any) -> None:
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"""Update health state without exposing prompts or image content."""
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with _state_lock:
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@ -203,6 +313,11 @@ def _generate(payload: dict[str, Any]) -> dict[str, Any]:
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claimed = False
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_set_state(busy=True, phase="claiming-gpu", last_error=None)
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try:
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if _lease_owner() != LEASE_IDLE_OWNER:
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owner = _lease_owner()
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raise RuntimeError(f"local image GPU unavailable while titan-24 owner is {owner}")
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_set_state(phase="checking-interactive-lane")
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_ensure_interactive_lane_idle()
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claimed = _change_owner(LEASE_IDLE_OWNER, LEASE_IMAGE_OWNER)
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if not claimed:
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owner = _lease_owner()
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@ -252,11 +367,23 @@ class Handler(BaseHTTPRequestHandler):
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owner = _lease_owner()
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except Exception:
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owner = "unavailable"
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try:
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activity = _gpu_activity_snapshot()
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_set_state(**{key: value for key, value in activity.items() if key != "external_gpu_processes"})
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state = _state_snapshot()
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except Exception as exc:
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activity = {"interactive_active": True, "gpu_guard_reason": f"GPU guard unavailable: {exc}"}
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_set_state(**activity)
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state = _state_snapshot()
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self._json(
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200,
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{
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"success": True,
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"available": owner == LEASE_IDLE_OWNER and not state["busy"],
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"available": (
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owner == LEASE_IDLE_OWNER
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and not state["busy"]
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and not activity["interactive_active"]
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),
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"gpu_owner": owner,
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"model": "flux-2-klein-4b-local",
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**state,
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@ -20,8 +20,8 @@ spec:
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app: hermes-local-image
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annotations:
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ai.bstein.dev/model: black-forest-labs/FLUX.2-klein-4B
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ai.bstein.dev/gpu: titan-24 lease-shared image and Wolf lane
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ai.bstein.dev/config-rev: "20260811-flux2-klein-image-only"
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ai.bstein.dev/gpu: titan-24 lease-shared image, desktop, and Wolf lane
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ai.bstein.dev/config-rev: "20260811-flux2-klein-interactive-guard"
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spec:
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serviceAccountName: hermes-gpu-runtime
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runtimeClassName: nvidia
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@ -43,7 +43,7 @@ spec:
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sizeLimit: 2Gi
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containers:
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- name: local-image
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image: registry.bstein.dev/bstein/hermes-local-image@sha256:316d123cc48509a53fb32c26bfb384a3ed4d934cb334d73faa0840a62e047e65
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image: registry.bstein.dev/bstein/hermes-local-image@sha256:769a16f2b56b1de401f7dc4adafb522d39c8509d8de741668f69ee7a206502f7
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imagePullPolicy: IfNotPresent
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ports:
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- name: local-image
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@ -63,6 +63,20 @@ spec:
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value: hermes
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- name: LEASE_IMAGE_OWNER
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value: hermes-image
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- name: HERMES_LOCAL_IMAGE_GPU_ACTIVITY_URL
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value: http://nvidia-process-exporter.monitoring.svc.cluster.local:9401/metrics
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- name: HERMES_LOCAL_IMAGE_GPU_ACTIVITY_NODE
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value: titan-24
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# The idle desktop stack and Wolf daemon use about 1.9 GiB and
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# 3% SM. Active desktop/game sessions cross one of these bounds.
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- name: HERMES_LOCAL_IMAGE_GPU_ACTIVE_SM_PERCENT
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value: "8"
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- name: HERMES_LOCAL_IMAGE_GPU_MAX_EXTERNAL_MEMORY_BYTES
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value: "3221225472"
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- name: HERMES_LOCAL_IMAGE_GPU_ACTIVITY_SAMPLES
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value: "3"
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- name: HERMES_LOCAL_IMAGE_GPU_ACTIVITY_SAMPLE_INTERVAL
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value: "1"
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- name: HF_HOME
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value: /models/huggingface
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- name: HOME
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@ -608,6 +608,14 @@ def test_local_flux_runtime_and_gpu_handoff_are_flux_managed():
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assert model_env["HERMES_LOCAL_IMAGE_REVISION"] == (
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"e7b7dc27f91deacad38e78976d1f2b499d76a294"
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)
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assert model_env["HERMES_LOCAL_IMAGE_GPU_ACTIVITY_NODE"] == "titan-24"
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assert model_env["HERMES_LOCAL_IMAGE_GPU_ACTIVE_SM_PERCENT"] == "8"
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assert model_env["HERMES_LOCAL_IMAGE_GPU_MAX_EXTERNAL_MEMORY_BYTES"] == (
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"3221225472"
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)
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assert "nvidia-process-exporter.monitoring.svc.cluster.local" in model_env[
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"HERMES_LOCAL_IMAGE_GPU_ACTIVITY_URL"
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]
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models_volume = next(item for item in pod["volumes"] if item["name"] == "models")
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assert models_volume["persistentVolumeClaim"]["claimName"] == (
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"hermes-image-models"
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@ -672,6 +680,38 @@ def test_titan20_serializes_classifier_and_local_chat_model_residency():
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)
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def test_local_image_gpu_guard_distinguishes_idle_and_active_desktop(monkeypatch):
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"""Idle display shells may coexist, but active desktop/game work blocks FLUX."""
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source = ROOT / "dockerfiles" / "hermes-local-image-server.py"
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spec = importlib.util.spec_from_file_location("hermes_local_image_server", source)
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assert spec and spec.loader
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module = importlib.util.module_from_spec(spec)
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spec.loader.exec_module(module)
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monkeypatch.setattr(module, "GPU_ACTIVITY_NODE", "titan-24")
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monkeypatch.setattr(module, "GPU_ACTIVE_SM_PERCENT", 8.0)
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monkeypatch.setattr(module, "GPU_MAX_EXTERNAL_MEMORY_BYTES", 3 << 30)
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idle = module._parse_gpu_activity(
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'\n'.join(
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[
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'nvidia_process_gpu_sm_util_percent{node="titan-24",namespace="host",process="Xorg"} 0',
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'nvidia_process_gpu_memory_used_bytes{node="titan-24",namespace="host",process="Xorg"} 1900000000',
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'nvidia_process_gpu_sm_util_percent{node="titan-24",namespace="game-stream",process="wolf"} 3',
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'nvidia_process_gpu_memory_used_bytes{node="titan-24",namespace="hermes",process="python"} 9000000000',
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]
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)
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)
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assert idle["interactive_active"] is False
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assert idle["external_gpu_memory_bytes"] == 1900000000
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assert idle["external_gpu_sm_percent"] == 3
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active = module._parse_gpu_activity(
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'nvidia_process_gpu_sm_util_percent{node="titan-24",namespace="host",process="steam"} 41\n'
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)
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assert active["interactive_active"] is True
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assert "41%" in active["gpu_guard_reason"]
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def test_chat_auth_file_mount_survives_atomic_provider_refresh():
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statefulset = _documents(HERMES / "chat-statefulset.yaml")[0]
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containers = statefulset["spec"]["template"]["spec"]["containers"]
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