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@ -8,6 +8,7 @@ Configuration
* [How can I change the location of TRAINS configuration file?](#change-config-path)
* [How can I override TRAINS credentials from the OS environment?](#credentials-os-env)
* [How can I track OS environment variables with experiments?](#track-env-vars)
Models
@ -51,11 +52,11 @@ Jupyter and scikit-learn
Starting v0.9.3 TRAINS notifies on a new version release.
Example, new client version available
For example, when a new client version available the notification is:
```bash
TRAINS new package available: UPGRADE to vX.Y.Z is recommended!
```
Example, new server version available
For example, when new server version available the notification is:
```bash
TRAINS-SERVER new version available: upgrade to vX.Y is recommended!
```
@ -65,7 +66,7 @@ TRAINS-SERVER new version available: upgrade to vX.Y is recommended!
### How can I change the location of TRAINS configuration file? <a name="change-config-path"></a>
Set "TRAINS_CONFIG_FILE" OS environment variable to override the default configuration file location.
Set `TRAINS_CONFIG_FILE` OS environment variable to override the default configuration file location.
```bash
export TRAINS_CONFIG_FILE="/home/user/mytrains.conf"
@ -81,6 +82,26 @@ export TRAINS_API_SECRET_KEY="secret_here"
export TRAINS_API_HOST="http://localhost:8008"
```
### How can I track OS environment variables with experiments? <a name="track-env-vars"></a>
Set the OS environment variable `TRAINS_LOG_ENVIRONMENT` to either a list of environment variables to track, a wildcard for all environment variables,
or unset it with no value and TRAINS does not log environment variables.
For example, to log the `PWD` and `PYTHONPATH` environment variables:
```bash
$ export TRAINS_LOG_ENVIRONMENT="PWD,PYTHONPATH"
```
For example, to log all environment variables:
```bash
$ export TRAINS_LOG_ENVIRONMENT="*"
```
For example, do not log any environment variables (the default):
```bash
$ export TRAINS_LOG_ENVIRONMENT=
```
## Models
### How can I sort models by a certain metric? <a name="custom-columns"></a>