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20 changes: 19 additions & 1 deletion mlserver/server.py
Original file line number Diff line number Diff line change
@@ -1,6 +1,7 @@
import asyncio
import signal
import logging
import time

from typing import Optional, List

Expand Down Expand Up @@ -122,12 +123,17 @@ async def start(self, models_settings: List[ModelSettings] = []):
servers_task = asyncio.gather(*servers)

try:
total_start: float = time.perf_counter()
await asyncio.gather(
*[
self._model_registry.load(model_settings)
self._timed_load(model_settings)
for model_settings in models_settings
]
)
total_duration: float = time.perf_counter() - total_start
logger.debug(
f"Loaded {len(models_settings)} models in {total_duration:0.3f}s"
)
except Exception:
# If one of the models failed to load during startup, shutdown the
# server gracefully
Expand Down Expand Up @@ -188,3 +194,15 @@ async def stop(self, sig: Optional[int] = None):

if self._metrics_server:
await self._metrics_server.stop(sig)

async def _timed_load(self, model_settings: ModelSettings) -> MLModel:
"""
Load a model while measuring the elapsed time.
"""
t0: float = time.perf_counter()
try:
return await self._model_registry.load(model_settings)
finally:
elapsed: float = time.perf_counter() - t0
model_name = getattr(model_settings, "name", "<unknown>")
logger.debug(f"Model {model_name} loaded in {elapsed:0.3f}s")
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