OpenVino support for yolov8 object detection #896
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@dhaval-zala thank you for this great contribution! Can you please fix the conflicting file? |
fcakyon
suggested changes
Nov 5, 2023
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@fcakyon I'll resolve it soon. |
fcakyon
reviewed
Nov 6, 2023
sahi/auto_model.py
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| @@ -3,6 +3,7 @@ | |||
| from sahi.utils.file import import_model_class | |||
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| MODEL_TYPE_TO_MODEL_CLASS_NAME = { | |||
| "yolov8Vino": "Yolov8DetectionVinoModel", | |||
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Suggested change
| "yolov8Vino": "Yolov8DetectionVinoModel", | |
| "yolov8openvino": "Yolov8OpenvinoDetectionModel", |
fcakyon
reviewed
Nov 6, 2023
sahi/models/base.py
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| @@ -49,6 +50,8 @@ def __init__( | |||
| self.config_path = config_path | |||
| self.model = None | |||
| self.device = device | |||
| if ".xml" == self.model_path[-4:]: | |||
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Please don't change the base class, move these operations to Yolov8OpenvinoDetectionModel class
fcakyon
reviewed
Nov 6, 2023
sahi/models/base.py
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| if not ".xml" == self.model_path[-4:]: | ||
| self.set_device() |
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Please don't change the base class, move these operations to Yolov8OpenvinoDetectionModel class
fcakyon
reviewed
Nov 6, 2023
sahi/models/yolov8Vino.py
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| from openvino.runtime import Core | ||
| from openvino.runtime import Core, AsyncInferQueue |
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these should be imported during function call
fcakyon
reviewed
Nov 6, 2023
sahi/models/yolov8Vino.py
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| # self.output = None | ||
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| def check_dependencies(self) -> None: | ||
| check_requirements(["ultralytics"]) |
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openvino req should be included
fcakyon
reviewed
Nov 6, 2023
sahi/utils/yolov8.py
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| @@ -2,6 +2,7 @@ | |||
| from os import path | |||
| from pathlib import Path | |||
| from typing import Optional | |||
| from ultralytics import YOLO | |||
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this import should be moved inside to test
fcakyon
reviewed
Nov 6, 2023
sahi/utils/yolov8.py
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| def download_yolov8l_model(destination_path: Optional[str] = None): | ||
| if destination_path is None: | ||
| destination_path = Yolov8TestConstants.YOLOV8L_MODEL_PATH | ||
| def OpenVino_yolov8s_model(yolov8s_model_path: Optional[str] = None): |
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Suggested change
| def OpenVino_yolov8s_model(yolov8s_model_path: Optional[str] = None): | |
| def download_yolov8s_openvino_model(yolov8s_model_path: Optional[str] = None): |
fcakyon
reviewed
Nov 6, 2023
sahi/utils/yolov8.py
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| def download_yolov8m_model(destination_path: Optional[str] = None): | ||
| if destination_path is None: | ||
| destination_path = Yolov8TestConstants.YOLOV8M_MODEL_PATH | ||
| def OpenVino_yolov8n_model(yolov8n_model_path: Optional[str] = None): |
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Suggested change
| def OpenVino_yolov8n_model(yolov8n_model_path: Optional[str] = None): | |
| def download_yolov8n_openvino_model(yolov8n_model_path: Optional[str] = None): |
fcakyon
reviewed
Nov 6, 2023
sahi/models/yolov8Vino.py
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| from sahi.utils.import_utils import check_requirements | ||
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| class Yolov8DetectionVinoModel(DetectionModel): |
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Suggested change
| class Yolov8DetectionVinoModel(DetectionModel): | |
| class Yolov8OpenvinoDetectionModel(DetectionModel): |
dhaval-zala
commented
Nov 8, 2023
fcakyon
suggested changes
May 20, 2024
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Please fix the code formatting, add unit tests and a demo notebook @dhaval-zala
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I have added OpenVino for Yolov8 object detection. It will optimise the CPU usage. OpenVino allows to run model in intel CPU with less CPU consumption. This will create great impact on get_sliced_prediction in terms of cpu utilization.