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[Model] Yolov5/v5lite/v6/v7/v7end2end: CUDA preprocessing (#370)
* add yolo cuda preprocessing * cmake build cuda src * yolov5 support cuda preprocessing * yolov5 cuda preprocessing configurable * yolov5 update get mat data api * yolov5 check cuda preprocess args * refactor cuda function name * yolo cuda preprocess padding value configurable * yolov5 release cuda memory * cuda preprocess pybind api update * move use_cuda_preprocessing option to yolov5 model * yolov5lite cuda preprocessing * yolov6 cuda preprocessing * yolov7 cuda preprocessing * yolov7_e2e cuda preprocessing * remove cuda preprocessing in runtime option * refine log and cmake variable name * fix model runtime ptr type Co-authored-by: Jason <jiangjiajun@baidu.com>
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@@ -37,6 +37,9 @@ class YOLOv5(FastDeployModel):
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return self._model.predict(input_image, conf_threshold,
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nms_iou_threshold)
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def use_cuda_preprocessing(self, max_image_size=3840 * 2160):
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return self._model.use_cuda_preprocessing(max_image_size)
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@staticmethod
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def preprocess(input_image,
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size=[640, 640],
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@@ -37,6 +37,9 @@ class YOLOv5Lite(FastDeployModel):
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return self._model.predict(input_image, conf_threshold,
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nms_iou_threshold)
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def use_cuda_preprocessing(self, max_image_size=3840 * 2160):
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return self._model.use_cuda_preprocessing(max_image_size)
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# 一些跟YOLOv5Lite模型有关的属性封装
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# 多数是预处理相关,可通过修改如model.size = [1280, 1280]改变预处理时resize的大小(前提是模型支持)
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@property
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@@ -37,6 +37,9 @@ class YOLOv6(FastDeployModel):
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return self._model.predict(input_image, conf_threshold,
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nms_iou_threshold)
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def use_cuda_preprocessing(self, max_image_size=3840 * 2160):
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return self._model.use_cuda_preprocessing(max_image_size)
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# 一些跟YOLOv6模型有关的属性封装
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# 多数是预处理相关,可通过修改如model.size = [1280, 1280]改变预处理时resize的大小(前提是模型支持)
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@property
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@@ -37,6 +37,9 @@ class YOLOv7(FastDeployModel):
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return self._model.predict(input_image, conf_threshold,
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nms_iou_threshold)
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def use_cuda_preprocessing(self, max_image_size=3840 * 2160):
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return self._model.use_cuda_preprocessing(max_image_size)
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# 一些跟YOLOv7模型有关的属性封装
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# 多数是预处理相关,可通过修改如model.size = [1280, 1280]改变预处理时resize的大小(前提是模型支持)
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@property
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@@ -36,6 +36,9 @@ class YOLOv7End2EndTRT(FastDeployModel):
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def predict(self, input_image, conf_threshold=0.25):
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return self._model.predict(input_image, conf_threshold)
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def use_cuda_preprocessing(self, max_image_size=3840 * 2160):
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return self._model.use_cuda_preprocessing(max_image_size)
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# 一些跟模型有关的属性封装
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# 多数是预处理相关,可通过修改如model.size = [1280, 1280]改变预处理时resize的大小(前提是模型支持)
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@property
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