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from inference.core.env import API_KEY
from inference.core.models.stubs import (
ClassificationModelStub,
InstanceSegmentationModelStub,
KeypointsDetectionModelStub,
ObjectDetectionModelStub,
)
from inference.core.registries.roboflow import get_model_type
from inference.models import (
YOLACT,
VitClassification,
YOLOv5InstanceSegmentation,
YOLOv5ObjectDetection,
YOLOv7InstanceSegmentation,
YOLOv8Classification,
YOLOv8InstanceSegmentation,
YOLOv8ObjectDetection,
)
from inference.models.yolov8.yolov8_keypoints_detection import YOLOv8KeypointsDetection
ROBOFLOW_MODEL_TYPES = {
("classification", "stub"): ClassificationModelStub,
("classification", "vit"): VitClassification,
("classification", "yolov8n"): YOLOv8Classification,
("classification", "yolov8s"): YOLOv8Classification,
("classification", "yolov8m"): YOLOv8Classification,
("classification", "yolov8l"): YOLOv8Classification,
("classification", "yolov8x"): YOLOv8Classification,
("object-detection", "stub"): ObjectDetectionModelStub,
("object-detection", "yolov5"): YOLOv5ObjectDetection,
("object-detection", "yolov5v2s"): YOLOv5ObjectDetection,
("object-detection", "yolov5v6n"): YOLOv5ObjectDetection,
("object-detection", "yolov5v6s"): YOLOv5ObjectDetection,
("object-detection", "yolov5v6m"): YOLOv5ObjectDetection,
("object-detection", "yolov5v6l"): YOLOv5ObjectDetection,
("object-detection", "yolov5v6x"): YOLOv5ObjectDetection,
("object-detection", "yolov8"): YOLOv8ObjectDetection,
("object-detection", "yolov8s"): YOLOv8ObjectDetection,
("object-detection", "yolov8n"): YOLOv8ObjectDetection,
("object-detection", "yolov8s"): YOLOv8ObjectDetection,
("object-detection", "yolov8m"): YOLOv8ObjectDetection,
("object-detection", "yolov8l"): YOLOv8ObjectDetection,
("object-detection", "yolov8x"): YOLOv8ObjectDetection,
("instance-segmentation", "stub"): InstanceSegmentationModelStub,
(
"instance-segmentation",
"yolov5-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolov5n-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolov5s-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolov5m-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolov5l-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolov5x-seg",
): YOLOv5InstanceSegmentation,
(
"instance-segmentation",
"yolact",
): YOLACT,
(
"instance-segmentation",
"yolov7-seg",
): YOLOv7InstanceSegmentation,
(
"instance-segmentation",
"yolov8n",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8s",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8m",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8l",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8x",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8n-seg",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8s-seg",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8m-seg",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8l-seg",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8x-seg",
): YOLOv8InstanceSegmentation,
(
"instance-segmentation",
"yolov8-seg",
): YOLOv8InstanceSegmentation,
("keypoints-detection", "stub"): KeypointsDetectionModelStub,
("keypoints-detection", "yolov8n"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8s"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8m"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8l"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8x"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8n-pose"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8s-pose"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8m-pose"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8l-pose"): YOLOv8KeypointsDetection,
("keypoints-detection", "yolov8x-pose"): YOLOv8KeypointsDetection,
}
try:
from inference.models import SegmentAnything
ROBOFLOW_MODEL_TYPES[("embed", "sam")] = SegmentAnything
except:
pass
try:
from inference.models import Clip
ROBOFLOW_MODEL_TYPES[("embed", "clip")] = Clip
except:
pass
try:
from inference.models import Gaze
ROBOFLOW_MODEL_TYPES[("gaze", "l2cs")] = Gaze
except:
pass
try:
from inference.models import DocTR
ROBOFLOW_MODEL_TYPES[("ocr", "doctr")] = DocTR
except:
pass
def get_roboflow_model(model_id, api_key=API_KEY, **kwargs):
task, model = get_model_type(model_id, api_key=api_key)
return ROBOFLOW_MODEL_TYPES[(task, model)](model_id, api_key=api_key, **kwargs)
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