You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
3.1 KiB
3.1 KiB
If you want to train, validate or run inference on models and don't need to make any modifications to the code, using YOLO command line interface is the easiest way to get started.
!!! tip "Syntax"
```bash
yolo task=detect mode=train model=yolov8n.yaml epochs=1 ...
... ... ...
segment predict yolov8n-seg.pt
classify val yolov8n-cls.pt
```
The experiment arguments can be overridden directly by pass arg=val
covered in the next section. You can run any
supported task by setting task
and mode
in cli.
=== "Training"
| | `task` | snippet |
|------------------|------------|------------------------------------------------------------|
| Detection | `detect` | <pre><code>yolo task=detect mode=train </code></pre> |
| Instance Segment | `segment` | <pre><code>yolo task=segment mode=train </code></pre> |
| Classification | `classify` | <pre><code>yolo task=classify mode=train </code></pre> |
=== "Prediction"
| | `task` | snippet |
|------------------|------------|--------------------------------------------------------------|
| Detection | `detect` | <pre><code>yolo task=detect mode=predict </code></pre> |
| Instance Segment | `segment` | <pre><code>yolo task=segment mode=predict </code></pre> |
| Classification | `classify` | <pre><code>yolo task=classify mode=predict </code></pre> |
=== "Validation"
| | `task` | snippet |
|------------------|------------|-----------------------------------------------------------|
| Detection | `detect` | <pre><code>yolo task=detect mode=val </code></pre> |
| Instance Segment | `segment` | <pre><code>yolo task=segment mode=val </code></pre> |
| Classification | `classify` | <pre><code>yolo task=classify mode=val </code></pre> |
!!! note ""
<b>Note:</b> The arguments don't require `'--'` prefix. These are reserved for special commands covered later
Overriding default config arguments
All global default arguments can be overriden by simply passing them as arguments in the cli.
!!! tip ""
=== "Syntax"
```bash
yolo task= ... mode= ... {++ arg=val ++}
```
=== "Example"
Perform detection training for `10 epochs` with `learning_rate` of `0.01`
```bash
yolo task=detect mode=train {++ epochs=10 lr0=0.01 ++}
```
Overriding default config file
You can override config file entirely by passing a new file. You can create a copy of default config file in your current working dir as follows:
yolo task=init
You can then use cfg=name.yaml
command to pass the new config file
yolo cfg=default.yaml
??? example
=== "Command"
```bash
yolo task=init
yolo cfg=default.yaml
```
=== "Result"
TODO: add terminal output