blakeblackshear.frigate/frigate/detectors/plugins/zmq_ipc.py
Nicolas Mowen 15729e0f19
Provide model type in header for ZMQ detector (#20000)
* Provide model type in header

* Formatting
2025-09-09 17:53:36 -05:00

153 lines
5.4 KiB
Python

import json
import logging
from typing import Any, List
import numpy as np
import zmq
from pydantic import Field
from typing_extensions import Literal
from frigate.detectors.detection_api import DetectionApi
from frigate.detectors.detector_config import BaseDetectorConfig
logger = logging.getLogger(__name__)
DETECTOR_KEY = "zmq"
class ZmqDetectorConfig(BaseDetectorConfig):
type: Literal[DETECTOR_KEY]
endpoint: str = Field(
default="ipc:///tmp/cache/zmq_detector", title="ZMQ IPC endpoint"
)
request_timeout_ms: int = Field(
default=200, title="ZMQ request timeout in milliseconds"
)
linger_ms: int = Field(default=0, title="ZMQ socket linger in milliseconds")
class ZmqIpcDetector(DetectionApi):
"""
ZMQ-based detector plugin using a REQ/REP socket over an IPC endpoint.
Protocol:
- Request is sent as a multipart message:
[ header_json_bytes, tensor_bytes ]
where header is a JSON object containing:
{
"shape": List[int],
"dtype": str, # numpy dtype string, e.g. "uint8", "float32"
}
tensor_bytes are the raw bytes of the numpy array in C-order.
- Response is expected to be either:
a) Multipart [ header_json_bytes, tensor_bytes ] with header specifying
shape [20,6] and dtype "float32"; or
b) Single frame tensor_bytes of length 20*6*4 bytes (float32).
On any error or timeout, this detector returns a zero array of shape (20, 6).
"""
type_key = DETECTOR_KEY
def __init__(self, detector_config: ZmqDetectorConfig):
super().__init__(detector_config)
self._context = zmq.Context()
self._endpoint = detector_config.endpoint
self._request_timeout_ms = detector_config.request_timeout_ms
self._linger_ms = detector_config.linger_ms
self._socket = None
self._create_socket()
# Preallocate zero result for error paths
self._zero_result = np.zeros((20, 6), np.float32)
def _create_socket(self) -> None:
if self._socket is not None:
try:
self._socket.close(linger=self._linger_ms)
except Exception:
pass
self._socket = self._context.socket(zmq.REQ)
# Apply timeouts and linger so calls don't block indefinitely
self._socket.setsockopt(zmq.RCVTIMEO, self._request_timeout_ms)
self._socket.setsockopt(zmq.SNDTIMEO, self._request_timeout_ms)
self._socket.setsockopt(zmq.LINGER, self._linger_ms)
logger.debug(f"ZMQ detector connecting to {self._endpoint}")
self._socket.connect(self._endpoint)
def _build_header(self, tensor_input: np.ndarray) -> bytes:
header: dict[str, Any] = {
"shape": list(tensor_input.shape),
"dtype": str(tensor_input.dtype.name),
"model_type": str(self.detector_config.model.model_type.name),
}
return json.dumps(header).encode("utf-8")
def _decode_response(self, frames: List[bytes]) -> np.ndarray:
try:
if len(frames) == 1:
# Single-frame raw float32 (20x6)
buf = frames[0]
if len(buf) != 20 * 6 * 4:
logger.warning(
f"ZMQ detector received unexpected payload size: {len(buf)}"
)
return self._zero_result
return np.frombuffer(buf, dtype=np.float32).reshape((20, 6))
if len(frames) >= 2:
header = json.loads(frames[0].decode("utf-8"))
shape = tuple(header.get("shape", []))
dtype = np.dtype(header.get("dtype", "float32"))
return np.frombuffer(frames[1], dtype=dtype).reshape(shape)
logger.warning("ZMQ detector received empty reply")
return self._zero_result
except Exception as exc: # noqa: BLE001
logger.error(f"ZMQ detector failed to decode response: {exc}")
return self._zero_result
def detect_raw(self, tensor_input: np.ndarray) -> np.ndarray:
try:
header_bytes = self._build_header(tensor_input)
payload_bytes = memoryview(tensor_input.tobytes(order="C"))
# Send request
self._socket.send_multipart([header_bytes, payload_bytes])
# Receive reply
reply_frames = self._socket.recv_multipart()
detections = self._decode_response(reply_frames)
# Ensure output shape and dtype are exactly as expected
return detections
except zmq.Again:
# Timeout
logger.debug("ZMQ detector request timed out; resetting socket")
try:
self._create_socket()
except Exception:
pass
return self._zero_result
except zmq.ZMQError as exc:
logger.error(f"ZMQ detector ZMQError: {exc}; resetting socket")
try:
self._create_socket()
except Exception:
pass
return self._zero_result
except Exception as exc: # noqa: BLE001
logger.error(f"ZMQ detector unexpected error: {exc}")
return self._zero_result
def __del__(self) -> None: # pragma: no cover - best-effort cleanup
try:
if self._socket is not None:
self._socket.close(linger=self.detector_config.linger_ms)
except Exception:
pass