CoreML NMS and half fixes (#143)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

tests/test_python.py

@@ -0,0 +1,110 @@
+from pathlib import Path
+
+import torch
+
+from ultralytics import YOLO
+from ultralytics.yolo.utils import ROOT, SETTINGS
+
+MODEL = Path(SETTINGS['weights_dir']) / 'yolov8n.pt'
+CFG = 'yolov8n.yaml'
+
+
+def test_model_forward():
+    model = YOLO(CFG)
+    img = torch.rand(1, 3, 320, 320)
+    model.forward(img)
+    model(img)
+
+
+def test_model_info():
+    model = YOLO(CFG)
+    model.info()
+    model = YOLO(MODEL)
+    model.info(verbose=True)
+
+
+def test_model_fuse():
+    model = YOLO(CFG)
+    model.fuse()
+    model = YOLO(MODEL)
+    model.fuse()
+
+
+def test_predict_dir():
+    model = YOLO(MODEL)
+    model.predict(source=ROOT / "assets")
+
+
+def test_val():
+    model = YOLO(MODEL)
+    model.val(data="coco128.yaml", imgsz=32)
+
+
+def test_train_scratch():
+    model = YOLO(CFG)
+    model.train(data="coco128.yaml", epochs=1, imgsz=32)
+    img = torch.rand(1, 3, 320, 320)
+    model(img)
+
+
+def test_train_pretrained():
+    model = YOLO(MODEL)
+    model.train(data="coco128.yaml", epochs=1, imgsz=32)
+    img = torch.rand(1, 3, 320, 320)
+    model(img)
+
+
+def test_export_torchscript():
+    """
+                       Format     Argument           Suffix    CPU    GPU
+    0                 PyTorch            -              .pt   True   True
+    1             TorchScript  torchscript     .torchscript   True   True
+    2                    ONNX         onnx            .onnx   True   True
+    3                OpenVINO     openvino  _openvino_model   True  False
+    4                TensorRT       engine          .engine  False   True
+    5                  CoreML       coreml         .mlmodel   True  False
+    6   TensorFlow SavedModel  saved_model     _saved_model   True   True
+    7     TensorFlow GraphDef           pb              .pb   True   True
+    8         TensorFlow Lite       tflite          .tflite   True  False
+    9     TensorFlow Edge TPU      edgetpu  _edgetpu.tflite  False  False
+    10          TensorFlow.js         tfjs       _web_model  False  False
+    11           PaddlePaddle       paddle    _paddle_model   True   True
+    """
+    from ultralytics.yolo.engine.exporter import export_formats
+    print(export_formats())
+
+    model = YOLO(MODEL)
+    model.export(format='torchscript')
+
+
+def test_export_onnx():
+    model = YOLO(MODEL)
+    model.export(format='onnx')
+
+
+def test_export_openvino():
+    model = YOLO(MODEL)
+    model.export(format='openvino')
+
+
+def test_export_coreml():
+    model = YOLO(MODEL)
+    model.export(format='coreml')
+
+
+def test_export_paddle():
+    model = YOLO(MODEL)
+    model.export(format='paddle')
+
+
+def test_all_model_yamls():
+    for m in list((ROOT / 'yolo/v8/models').rglob('*.yaml')):
+        YOLO(m.name)
+
+
+# def run_all_tests():  # do not name function test_...
+#     pass
+#
+#
+# if __name__ == "__main__":
+#     run_all_tests()