Skip to main content

Hydra Optuna Sweeper CVE-2026-106440

| EUVDEUVD-2026-93661 HIGH
Use of Externally-Controlled Input to Select Classes or Code ('Unsafe Reflection') (CWE-470)
2026-10-06 GitHub_M GHSA-5jjj-9xc3-rm56
7.8
CVSS 3.1 · Vendor: GitHub_M
Share

Severity by source

Vendor (GitHub_M) PRIMARY
7.8 HIGH
AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
vuln.today AI
7.8 HIGH

Config/override delivery is local (AV:L) and reliable (AC:L); Hydra's model treats declarative config as untrusted so no privileges are needed (PR:N), but a user must run the sweep (UI:R), yielding full code-execution impact (C/I/A:H).

3.1 AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
4.0 AV:L/AC:L/AT:N/PR:N/UI:A/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N

Primary rating from Vendor (GitHub_M).

CVSS VectorVendor: GitHub_M

Attack Vector
Local
Attack Complexity
Low
Privileges Required
None
User Interaction
Required
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

Lifecycle Timeline

4
POC Analysis Generated
Oct 06, 2026 - 23:26 vuln.today
Patch available
Oct 06, 2026 - 20:04 EUVD
Analysis Generated
Oct 06, 2026 - 19:21 vuln.today
CVE Published
Oct 06, 2026 - 18:51 cve.org
HIGH 7.8

Blast Radius

ecosystem impact
† from your stack dependencies † transitive graph · vuln.today resolves 4-path depth
  • 9 pypi packages depend on hydra-optuna-sweeper (8 direct, 1 indirect)

Ecosystem-wide dependent count for version 1.2.0.

DescriptionCVE.org

Hydra is a framework for elegantly configuring complex applications. From 1.2.0 until 1.3.0 and 1.4.0.dev10, the hydra-optuna-sweeper package accepts a configuration-controlled dotted path in hydra.sweeper.custom_search_space, resolves it with hydra.utils.get_method(), and later invokes the returned callable in the Hydra controller process. Because get_method() is a trusted-input lookup helper and does not apply the execution policy used by instantiate(), an attacker who controls Optuna sweep configuration or command-line overrides can select importable Python code for execution with the application's privileges, including bypassing a trusted execution whitelist on affected Hydra 1.4 development releases. This issue is fixed in versions 1.3.0 and 1.4.0.dev10.

AnalysisAI

Configuration-controlled code execution in the hydra-optuna-sweeper package (Hydra 1.2.0 up to but not including 1.3.0, plus 1.4.0 development builds before 1.4.0.dev10) allows an attacker who controls Optuna sweep configuration or command-line overrides to name an arbitrary importable Python callable in hydra.sweeper.custom_search_space that Hydra resolves and then invokes inside the controller process at the application's privilege level, including bypassing the trusted execution whitelist introduced on affected 1.4.0 development releases. The assessed CVSS 3.1 vector is AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H (7.8 High): delivery is local and unauthenticated, but a victim must actually launch the sweep, after which confidentiality, integrity, and availability impact is total for the affected process. …

Unlock full vulnerability intelligence

  • Risk assessment & exploitation conditions
  • Attack chain visualization
  • Remediation with exact patch versions
  • Threat intelligence from 22 sources
  • Personal watchlist & email alerts

No credit card · 7-day full trial

Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata

Access
technique details hidden
Delivery
technique details hidden
Exploit
technique details hidden
Execution
technique details hidden
Impact
technique details hidden

Vulnerability AssessmentAI

Exploitation Requires the hydra-optuna-sweeper package installed and in use with hydra.sweeper.custom_search_space configured, on an affected version (1.2.0 up to but not including 1.3.0, and 1.4.0 dev builds before 1.4.0.dev10). … Additional conditions and limiting factors are described in the full assessment.
Risk Assessment The CVSS 3.1 vector (AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H = 7.8 High) describes a local, low-complexity vulnerability that yields full confidentiality, integrity, and availability impact once triggered, but requires user interaction (a victim actually running the sweep). … Full risk analysis with EPSS, KEV, and SSVC signal comparison available after sign-in.
Exploit Scenario Full exploit scenario with step-by-step reproduction available after sign-in.
Remediation Upgrade hydra-optuna-sweeper and Hydra to 1.3.0 or 1.4.0.dev10 (or later; the upstream v1.3.7 release tag is also available) - these are the versions in which the flaw is fixed, and the change is carried by commits 0dd18084589a3d3e577d1f1a8a48fb485c94a5e6 and 4720dfca2bde27fa140ec287a05709668fbdf168, with details in advisory GHSA-5jjj-9xc3-rm56. … Detailed patch versions, workarounds, and compensating controls in full report.

Recommended ActionAI

Within 24 hours, inventory every environment running hydra-optuna-sweeper with Hydra 1.2.0 through 1.2.x or 1.4.0 development builds prior to 1.4.0.dev10, block or quarantine any externally sourced sweep configuration or command-line override, and instruct engineers not to launch sweeps from unvetted repositories. …

Sign in for detailed remediation steps and compensating controls.

Threat intelligence, references, and detailed analysis are available after sign-in.

More in Python

View all
CVE-2025-24016 CRITICAL POC
9.9 Feb 10

Wazuh SIEM platform versions 4.4.0 through 4.9.0 contain an unsafe deserialization vulnerability in the DistributedAPI t

CVE-2025-27520 CRITICAL POC
9.8 Apr 04

BentoML version 1.4.2 and earlier contains an unauthenticated remote code execution vulnerability through insecure deser

CVE-2025-2945 CRITICAL POC
9.9 Apr 03

pgAdmin 4 contains critical remote code execution vulnerabilities in the Query Tool download and Cloud Deployment endpoi

CVE-2013-5093 MEDIUM POC
6.8 Sep 27

The renderLocalView function in render/views.py in graphite-web in Graphite 0.9.5 through 0.9.10 uses the pickle Python

CVE-2025-32375 CRITICAL POC
9.8 Apr 09

BentoML is a Python library for building online serving systems optimized for AI apps and model inference. Rated critica

CVE-2014-0224 HIGH POC
7.4 Jun 05

OpenSSL before 0.9.8za, 1.0.0 before 1.0.0m, and 1.0.1 before 1.0.1h does not properly restrict processing of ChangeCiph

CVE-2024-21644 HIGH POC
7.5 Jan 08

pyLoad download manager version prior to 0.5.0b3.dev77 exposes the Flask SECRET_KEY through an unauthenticated endpoint.

CVE-2026-33017 CRITICAL POC
9.3 Mar 17

Langflow (a visual LLM pipeline builder) contains a critical unauthenticated code execution vulnerability (CVE-2026-3301

CVE-2017-9462 HIGH POC
8.8 Jun 06

In Mercurial before 4.1.3, "hg serve --stdio" allows remote authenticated users to launch the Python debugger, and conse

CVE-2026-49869 CRITICAL POC
10.0 Jun 26

Unauthenticated remote code execution affects Kestra OSS (the open-source event-driven orchestration platform) prior to

CVE-2026-39987 CRITICAL POC
9.3 Apr 08

Unauthenticated remote code execution in Marimo ≤0.20.4 allows attackers to execute arbitrary system commands via the `/

CVE-2024-21645 MEDIUM POC
5.3 Jan 08

pyLoad is the free and open-source Download Manager written in pure Python. Rated medium severity (CVSS 5.3), this vulne

Share

CVE-2026-106440 vulnerability details – vuln.today

This site uses cookies essential for authentication and security. No tracking or analytics cookies are used. Privacy Policy