Change docstring location and learning hyperparams for object detection

src/otx/algo/detection/__init__.py

@@ -1,6 +1,6 @@
-"""Custom model implementations for detection task."""
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
+"""Custom model implementations for detection task."""
 
 from . import backbones, heads
 

src/otx/algo/detection/backbones/__init__.py

@@ -1,6 +1,6 @@
-"""Custom backbone implementations for detection task."""
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
+"""Custom backbone implementations for detection task."""
 
 from . import pytorchcv_backbones
 

src/otx/algo/detection/backbones/pytorchcv_backbones.py

@@ -1,8 +1,7 @@
-"""Backbone of pytorchcv for mmdetection backbones."""
-
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 #
+"""Backbone of pytorchcv for mmdetection backbones."""
 
 from __future__ import annotations
 

src/otx/algo/detection/heads/__init__.py

@@ -1,6 +1,6 @@
-"""Custom head implementations for detection task."""
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
+"""Custom head implementations for detection task."""
 
 from .custom_anchor_generator import SSDAnchorGeneratorClustered
 from .custom_ssd_head import CustomSSDHead

src/otx/algo/detection/heads/custom_anchor_generator.py

@@ -1,7 +1,7 @@
-"""Custom Anchor Generator for SSD."""
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 #
+"""Custom Anchor Generator for SSD."""
 
 from __future__ import annotations
 

src/otx/algo/detection/heads/custom_ssd_head.py

@@ -1,6 +1,6 @@
-"""Custom SSD head for OTX template."""
 # Copyright (C) 2023 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
+"""Custom SSD head for OTX template."""
 
 from __future__ import annotations
 

src/otx/recipe/detection/yolox_l.yaml

@@ -150,6 +150,6 @@ model:
   optimizer:
     _target_: torch.optim.SGD
     _partial_: true
-    lr: 0.001
+    lr: 0.0005
     weight_decay: 0.001
     momentum: 0.9

src/otx/recipe/detection/yolox_s.yaml

@@ -150,6 +150,6 @@ model:
   optimizer:
     _target_: torch.optim.SGD
     _partial_: true
-    lr: 0.001
+    lr: 0.0005
     weight_decay: 0.001
     momentum: 0.9

src/otx/recipe/detection/yolox_x.yaml

@@ -150,6 +150,6 @@ model:
   optimizer:
     _target_: torch.optim.SGD
     _partial_: true
-    lr: 0.001
+    lr: 0.0001
     weight_decay: 0.001
     momentum: 0.9