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# Yacs Configs | |
Detectron2 provides a key-value based config system that can be | |
used to obtain standard, common behaviors. | |
This system uses YAML and [yacs](https://github.com/rbgirshick/yacs). | |
Yaml is a very limited language, | |
so we do not expect all features in detectron2 to be available through configs. | |
If you need something that's not available in the config space, | |
please write code using detectron2's API. | |
With the introduction of a more powerful [LazyConfig system](lazyconfigs.md), | |
we no longer add functionality / new keys to the Yacs/Yaml-based config system. | |
### Basic Usage | |
Some basic usage of the `CfgNode` object is shown here. See more in [documentation](../modules/config.html#detectron2.config.CfgNode). | |
```python | |
from detectron2.config import get_cfg | |
cfg = get_cfg() # obtain detectron2's default config | |
cfg.xxx = yyy # add new configs for your own custom components | |
cfg.merge_from_file("my_cfg.yaml") # load values from a file | |
cfg.merge_from_list(["MODEL.WEIGHTS", "weights.pth"]) # can also load values from a list of str | |
print(cfg.dump()) # print formatted configs | |
with open("output.yaml", "w") as f: | |
f.write(cfg.dump()) # save config to file | |
``` | |
In addition to the basic Yaml syntax, the config file can | |
define a `_BASE_: base.yaml` field, which will load a base config file first. | |
Values in the base config will be overwritten in sub-configs, if there are any conflicts. | |
We provided several base configs for standard model architectures. | |
Many builtin tools in detectron2 accept command line config overwrite: | |
Key-value pairs provided in the command line will overwrite the existing values in the config file. | |
For example, [demo.py](../../demo/demo.py) can be used with | |
```sh | |
./demo.py --config-file config.yaml [--other-options] \ | |
--opts MODEL.WEIGHTS /path/to/weights INPUT.MIN_SIZE_TEST 1000 | |
``` | |
To see a list of available configs in detectron2 and what they mean, | |
check [Config References](../modules/config.html#config-references) | |
### Configs in Projects | |
A project that lives outside the detectron2 library may define its own configs, which will need to be added | |
for the project to be functional, e.g.: | |
```python | |
from detectron2.projects.point_rend import add_pointrend_config | |
cfg = get_cfg() # obtain detectron2's default config | |
add_pointrend_config(cfg) # add pointrend's default config | |
# ... ... | |
``` | |
### Best Practice with Configs | |
1. Treat the configs you write as "code": avoid copying them or duplicating them; use `_BASE_` | |
to share common parts between configs. | |
2. Keep the configs you write simple: don't include keys that do not affect the experimental setting. | |