Introduction #
This document provides guidelines for migrating to the latest version of
VictoriaMetrics Anomaly Detection
(vmanomaly). It covers the key changes, compatibility considerations, and best practices to ensure a smooth transition for
stateful
and
stateless
modes of operation.
Upgrading to v1.27.0 or newer is recommended to benefit from simplified migration process.
Dry Run #
The --dryRun
command-line argument
allows
Available from v1.27.0
to simulate the migration process without making any actual changes. This is useful for identifying potential issues and understanding the impact of the migration before applying it, e.g. dropping of existing state database or on-disk artifacts for all (or some) of the configured models and data. Starting from version
v1.27.0
, the upgrade impact to any new version can be assessed by running vmanomaly with the --dryRun flag automatically. Downgrade check from v1.27.0 (or newer) to earlier versions than
v1.25.3
requires setting env variable VMANOMALY_STATE_VERSION_OVERRIDE=<version>, e.g.:
export VMANOMALY_STATE_VERSION_OVERRIDE=1.25.2
Compatibility Matrix #
This section outlines the compatibility of different vmanomaly versions with various components, including data, models, and configuration formats, for both
stateful
and
stateless
modes.
Stateful Mode #
Used if settings.restore_state is set to true. See argument details in the
configuration documentation
.
There are 2 types of compatibilitity to consider when migrating in stateful mode:
- Global (in)compatibility: The new version can seamlessly read and utilize the existing state without any modifications or data loss. Or, in case of incompatibility, the existing state must be dropped completely to proceed with the migration.
- Component (in)compatibility: The new version may introduce changes that affect specific components (e.g., specific models, data formats) but can still operate with the existing state with some adjustments or drop of incompatible on disk artifacts.
| Group start | Group end | Compatibility | Notes |
|---|---|---|---|
| v1.27.0 | Latest* | Fully Compatible | Just a placeholder for new releases |
| v1.26.0 | v1.27.0 | Fully Compatible | - |
| v1.25.3 | v1.26.0 | Partially Compatible* | v1.25.3
introduced forecast_at argument for base
univariate
and Prophet
models
, however, itself remains backward-reversible from newer states like
v1.26.2
,
v1.27.0
. (All models except isolation_forest_multivariate class will be dropped) |
| v1.25.1 | v1.25.2 | Fully Compatible | In
v1.25.1
there was a change to vmanomaly.db metadata database format, so migrating from v1.24.0-v1.25.0 requires deletion of a state, see note above the table |
| v1.24.1 | v1.25.0 | Partially Compatible* | In
v1.25.0
there were changes to data dump layout and to online_quantile and isolation_forest_multivariate
model
states, so to migrate from v1.24.0-v1.24.1 it is recommended to drop the state |
| v1.24.0 | v1.24.1 | Fully Compatible | - |
| v1.23.3 and earlier | v1.24.0 | Fully Incompatible* | *As no state (prior to v1.24.0 ) existed, it was not saved (even if on-disk mode was used). Also, see config breaking changes list in stateless mode |
Clearing State #
For releases
v1.27.0
and newer, the migration process is automatically handled by vmanomaly when started with settings.restore_state: true, so no manual intervention is required to clear existing state if incompatible.
However, for releases
v1.24.0
-
v1.26.2
, to clear the existing state (if ended with settings.restore_state: true), please manually delete the existing state database and on-disk artifacts before starting the new version of `vmanomaly - either:
- Manually delete the content of
VMANOMALY_MODEL_DUMPS_DIR/VMANOMALY_DATA_DUMPS_DIRfolders or - Set
settings.restore_state: falsein the config the first run of the new version, then stopvmanomaly, set backsettings.restore_state: true, and restartvmanomaly.
Stateless Mode #
Used if settings.restore_state is set to false. See argument details in the
configuration documentation
.
In stateless mode, the migration process is almost straightforward as there are no persistent states to manage. One may simply upgrade the vmanomaly service to the latest version and restart it, up to a slight change in the config .YAML files for backward-incompatible changes, see the list below.
Breaking Changes
v1.12.0 ARIMA model is removed from built-in models ; Action: replace ARIMA by Prophet or alternative seasonal models in
model(s)section of your configuration files.v1.9.0 The
sampling_periodparameter is now mandatory inVmReader. This change aims to clarify and standardize the frequency of input/output invmanomaly, thereby reducing uncertainty and aligning with user expectations; Action: Add thesampling_periodparameter to yourVmReaderconfiguration, e.g.:reader: # Other VmReader settings... sampling_period: 1m ...