Logging in Xinference#

Configure Log Level#

You can configure the log level with the --log-level option. For example, starting a local cluster with DEBUG log level:

xinference-local --log-level debug

Log Files#

Xinference supports log rotation of log files. By default, logs rotate when they reach 100MB (maxBytes), and up to 30 backup files (backupCount) are kept. Note that the log level configured above takes effect in both the command line logs and the log files.

Environment Variables#

Xinference provides several environment variables to control logging behavior:

  • XINFERENCE_LOG_CONSOLE: Enable or disable console output (default: true). When set to false, logs are written only to files, and tqdm progress bars are captured and sampled.

  • XINFERENCE_LOG_FORMAT: Log format, either text (default) or json.

  • XINFERENCE_LOG_DOWNLOAD_PROGRESS: Control how download progress bars are logged when XINFERENCE_LOG_CONSOLE=false. Valid values are sampled (default, logs at 25/50/75/100% per file), full (logs every frame), or off (no progress logs).

Example usage:

# Disable console output, log download progress at sampling points
XINFERENCE_LOG_CONSOLE=false XINFERENCE_LOG_DOWNLOAD_PROGRESS=sampled xinference-local

# Disable console output, log every download progress frame
XINFERENCE_LOG_CONSOLE=false XINFERENCE_LOG_DOWNLOAD_PROGRESS=full xinference-local

# Disable console output, no download progress logs
XINFERENCE_LOG_CONSOLE=false XINFERENCE_LOG_DOWNLOAD_PROGRESS=off xinference-local

Log Directory Structure#

All the logs are stored in the <XINFERENCE_HOME>/logs directory, where <XINFERENCE_HOME> can be configured as mentioned in Using Xinference.

Xinference creates a subdirectory under the log directory <XINFERENCE_HOME>/logs. The name of the subdirectory corresponds to the Xinference cluster startup time in milliseconds.

Local deployment#

In a local deployment, the logs of Xinference supervisor and Xinference workers are combined into a single file. An example of the log directory structure is shown below:

<XINFERENCE_HOME>/logs
    └── local_1699503558105
        └── xinference.log

where 1699503558105 is the timestamp when the Xinference cluster was created. Therefore, when you create a cluster locally multiple times, you can look for the corresponding logs based on this timestamp.

Distributed deployment#

In a distributed deployment, Xinference supervisor and Xinference workers each create their own subdirectory under the log directory. The name of the subdirectory starts with the role name, followed by the role startup time in milliseconds. An example of the log directory structure is shown below:

<XINFERENCE_HOME>/logs
    └── supervisor_1699503558908
        └── xinference.log
        worker_1699503559105
        └── xinference.log