tracker rebalance events

This commit is contained in:
Dobromir Popov
2026-06-30 20:08:18 +03:00
parent 4f00a37d72
commit 7866723c82
4 changed files with 248 additions and 3 deletions

View File

@@ -123,6 +123,26 @@ def _start_heartbeat(
except Exception:
return False
def _apply_directives(directives: list[dict]) -> None:
if not directives:
return
if node_ref is None or not hasattr(node_ref, "apply_tracker_directives"):
print(f" [node] tracker directives received: {directives}", flush=True)
return
try:
applied = node_ref.apply_tracker_directives(directives)
except Exception as exc:
print(f" [node] WARNING: failed to apply tracker directives: {exc}", flush=True)
return
if applied:
model_id = applied.get("model", register_payload.get("hf_repo") or register_payload.get("model"))
register_payload["model"] = str(model_id).split("/")[-1]
register_payload["hf_repo"] = model_id
register_payload["shard_start"] = applied["shard_start"]
register_payload["shard_end"] = applied["shard_end"]
register_payload["quantization"] = applied.get("quantization", register_payload.get("quantization"))
register_payload["tracker_mode"] = bool(applied.get("tracker_mode", False))
def _loop() -> None:
nonlocal node_id
hb_url = f"{tracker_url}/v1/nodes/{node_id}/heartbeat"
@@ -150,6 +170,7 @@ def _start_heartbeat(
try:
resp = _post_json(hb_url, _get_stats())
_apply_directives(resp.get("directives", []))
new_asgn = resp.get("new_assignment")
if new_asgn:
print(
@@ -282,6 +303,7 @@ def run_startup(
print(f" {probationary_line}", flush=True)
if model_id: # treat "" the same as None — no explicit model given
user_pinned_shard = shard_start is not None or shard_end is not None
# Auto-detect shard range from model config if not explicitly provided
if shard_start is None or shard_end is None:
detected = _detect_num_layers(model_id)
@@ -355,6 +377,7 @@ def run_startup(
"quantization": quantization,
"score": 1.0,
"tracker_mode": (shard_start == 0),
"managed_assignment": not user_pinned_shard,
**relay_fields,
}
tracker_node_id: str | None = None
@@ -442,6 +465,7 @@ def run_startup(
"quantization": quantization,
"score": 1.0,
"tracker_mode": (assigned_shard_start == 0),
"managed_assignment": True,
**relay_fields,
}
tracker_node_id = None

View File

@@ -729,6 +729,40 @@ class TorchNodeServer:
def queue_depth(self) -> int:
return self._server.queue_depth if self._server is not None else 0
def apply_tracker_directives(self, directives: list[dict]) -> dict | None:
"""Apply tracker LOAD_SHARD directives by hot-swapping the loaded backend."""
load_directive = next(
(directive for directive in reversed(directives) if directive.get("action") == "LOAD_SHARD"),
None,
)
if load_directive is None:
return None
shard_start = int(load_directive["shard_start"])
shard_end = int(load_directive["shard_end"])
quantization = str(load_directive.get("quantization") or self._backend.quantization)
model_id = str(load_directive.get("model") or self._backend.model_id)
print(
f" [node] loading reassigned shard: {model_id} layers {shard_start}-{shard_end}",
flush=True,
)
new_backend = _load_backend(model_id, shard_start, shard_end, quantization)
self._backend = new_backend
self._tracker_mode = shard_start == 0
if self._server is not None:
self._server.backend = new_backend
self._server.tracker_mode = self._tracker_mode
print(
f" [node] loaded reassigned shard: {model_id} layers {shard_start}-{shard_end}",
flush=True,
)
return {
"model": model_id,
"shard_start": shard_start,
"shard_end": shard_end,
"quantization": quantization,
"tracker_mode": self._tracker_mode,
}
def start(self) -> int:
if self._server is not None:
raise RuntimeError("TorchNodeServer is already running")