📝 [Update] README with auto remove aux(deploy)

README.md

@@ -61,7 +61,7 @@ python yolo/lazy.py task=train task.data.batch_size=8 model=v9-c dataset={datase
 ### Inference
 To evaluate the model performance, use:
 ```shell
-python yolo/lazy.py task=inference weight=weights/v9-c-deploy.pt model=v9-c-deploy # use deploy weight
+python yolo/lazy.py task=inference weight=weights/v9-c.pt model=v9-c task.fast_inference=deploy # use deploy weight
 python python yolo/lazy.py task=inference # if cloned from GitHub
 yolo task=inference task.data.source={Any} # if pip installed
 ```

yolo/config/model/v9-c-deploy.yaml

@@ -1,77 +0,0 @@
-anchor:
-  reg_max: 16
-
-model:
-  backbone:
-    - Conv:
-        args: {out_channels: 64, kernel_size: 3, stride: 2}
-        source: 0
-    - Conv:
-        args: {out_channels: 128, kernel_size: 3, stride: 2}
-    - RepNCSPELAN:
-        args: {out_channels: 256, part_channels: 128}
-
-    - ADown:
-        args: {out_channels: 256}
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 256}
-        tags: B3
-
-    - ADown:
-        args: {out_channels: 512}
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 512}
-        tags: B4
-
-    - ADown:
-        args: {out_channels: 512}
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 512}
-        tags: B5
-
-  neck:
-    - SPPELAN:
-        args: {out_channels: 512}
-        tags: N3
-
-    - UpSample:
-        args: {scale_factor: 2, mode: nearest}
-    - Concat:
-        source: [-1, B4]
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 512}
-        tags: N4
-
-    - UpSample:
-        args: {scale_factor: 2, mode: nearest}
-    - Concat:
-        source: [-1, B3]
-
-  head:
-    - RepNCSPELAN:
-        args: {out_channels: 256, part_channels: 256}
-        tags: P3
-
-    - ADown:
-        args: {out_channels: 256}
-    - Concat:
-        source: [-1, N4]
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 512}
-        tags: P4
-
-    - ADown:
-        args: {out_channels: 512}
-    - Concat:
-        source: [-1, N3]
-    - RepNCSPELAN:
-        args: {out_channels: 512, part_channels: 512}
-        tags: P5
-
-  detection:
-    - MultiheadDetection:
-        source: [P3, P4, P5]
-        tags: Main
-        args:
-            reg_max: ${model.anchor.reg_max}
-        output: True