mirror of
https://github.com/blakeblackshear/frigate.git
synced 2024-10-15 20:07:23 +02:00
65 lines
2.0 KiB
Python
65 lines
2.0 KiB
Python
import logging
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import numpy as np
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from frigate.detectors.detection_api import DetectionApi
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from frigate.detectors.detector_config import BaseDetectorConfig
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from typing_extensions import Literal
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from pydantic import Extra, Field
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try:
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from tflite_runtime.interpreter import Interpreter
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except ModuleNotFoundError:
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from tensorflow.lite.python.interpreter import Interpreter
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logger = logging.getLogger(__name__)
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DETECTOR_KEY = "cpu"
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class CpuDetectorConfig(BaseDetectorConfig):
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type: Literal[DETECTOR_KEY]
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num_threads: int = Field(default=3, title="Number of detection threads")
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class CpuTfl(DetectionApi):
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type_key = DETECTOR_KEY
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def __init__(self, detector_config: CpuDetectorConfig):
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self.interpreter = Interpreter(
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model_path=detector_config.model.path,
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num_threads=detector_config.num_threads or 3,
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)
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self.interpreter.allocate_tensors()
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self.tensor_input_details = self.interpreter.get_input_details()
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self.tensor_output_details = self.interpreter.get_output_details()
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def detect_raw(self, tensor_input):
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self.interpreter.set_tensor(self.tensor_input_details[0]["index"], tensor_input)
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self.interpreter.invoke()
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boxes = self.interpreter.tensor(self.tensor_output_details[0]["index"])()[0]
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class_ids = self.interpreter.tensor(self.tensor_output_details[1]["index"])()[0]
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scores = self.interpreter.tensor(self.tensor_output_details[2]["index"])()[0]
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count = int(
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self.interpreter.tensor(self.tensor_output_details[3]["index"])()[0]
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)
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detections = np.zeros((20, 6), np.float32)
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for i in range(count):
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if scores[i] < 0.4 or i == 20:
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break
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detections[i] = [
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class_ids[i],
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float(scores[i]),
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boxes[i][0],
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boxes[i][1],
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boxes[i][2],
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boxes[i][3],
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]
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return detections
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