CVE-2026-106440: Hydra: Optuna custom_search_space can resolve and execute untrusted callables via get_method
## Summary `hydra-optuna-sweeper` accepted a configuration-controlled dotted path in `hydra.sweeper.custom_search_space`, resolved it with the lower-level `hydra.utils.get_method()` API, and later invoked the returned callable. Hydra's object-lookup helpers intentionally trust their input and do not apply the execution policy used by `instantiate()` and logging configuration. As a result, untrusted Optuna multirun configuration could select installed Python code for execution in the Hydra controller process. ## Impact Exploitation requires control of an application's Optuna sweep configuration or command-line overrides and an importable callable in the application's environment. Selected code runs with the privileges of the application. On affected Hydra 1.4 development releases, this path bypasses an execution whitelist provided by trusted application code. Hydra 1.3 has no execution-whitelist security boundary; there, the same change restores the legacy blocklist as defense in depth. ## Fix The Optuna sweeper now resolves the configured callback through `hydra.utils.instantiate()` as a partial callable. On Hydra 1.4, the active execution whitelist therefore authorizes the callback before use. On Hydra 1.3, the legacy blocklist is applied as defense in depth. The public `get_object()`, `get_method()`, `get_static_method()`, and `get_class()` helpers remain lower-level trusted-input APIs. Their documentation now warns against passing values derived from untrusted configuration and directs config-driven construction to `instantiate()`. ## Affected versions - Package: `hydra-optuna-sweeper` - Stable affected range: `>= 1.2.0, < 1.3.0` - Stable fixed version: `1.3.0` - Development affected range: `>= 1.4.0.dev4, < 1.4.0.dev10` - Development fixed version: `1.4.0.dev10` The feature was introduced in `1.2.0` and is absent from the 1.1 release line. The 1.4 development line was affected from 1.4.0.dev4 through 1.4.0.dev9. ## Workaround Treat Optuna sweep configuration and command-line overrides as trusted. Do not set `custom_search_space` from externally controlled input or allow untrusted users to place modules on the application import path. Reported by zx (GitHub: @manus-pi).
Recommended action
Recommended action
Upgrade affected packages to a patched version: hydra-optuna-sweeper 1.3.0, hydra-optuna-sweeper 1.4.0.dev10.
Technical details
- Vendor
- Not specified
- Product
- hydra-optuna-sweeper
- Exploitation
- none known
- Evidence
- official
Evidence and sources
This record is attributed to GitHub Advisories. Exploitation status and remediation guidance are kept separate from the vulnerability's technical severity.
Open primary source