Denial of service via zero work-unit divisor
Published May 14, 2021 · Updated Aug 3, 2024
Divide-by-zero in Conv2DBackpropFilter in Google TensorFlow allows local users to trigger a runtime exception via empty tensor shapes. The custom backpropagation-filter kernel derives work_unit_size from attacker-controlled tensor dimensions and divides by zero when every contributing shape is empty. Reachability requires an application to pass attacker-controlled tensors to this operator; the exception interrupts the affected workload.
Summary
What happened
Divide-by-zero in Conv2DBackpropFilter in Google TensorFlow allows local users to trigger a runtime exception via empty tensor shapes. The custom backpropagation-filter kernel derives work_unit_size from attacker-controlled tensor dimensions and divides by zero when every contributing shape is empty. Reachability requires an application to pass attacker-controlled tensors to this operator; the exception interrupts the affected workload.
The record
- CVE
- CVE-2021-29538
- Published
- May 14, 2021
- Updated
- Aug 3, 2024
- Vendor
- Product
- TensorFlow
- Classifications
- CWE-369, T1499.004
- Attack vector
- local
- Privileges
- authenticated
Timeline
How it unfolded
- May 14, 2021CVE publishedPublication date reported by the CVE source.
- Aug 3, 2024Record updatedLatest update available in the CVE record.
Exploitability
Present is not the same as exploitable
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Is a vulnerable build present?
Compare these published version ranges with your installed build and any vendor patches.
- Affected versionversion=< 2.1.4
- Affected versionversion=>= 2.2.0, < 2.2.3
- Affected versionversion=>= 2.3.0, < 2.3.3
- Affected versionversion=>= 2.4.0, < 2.4.2
What conditions does exploitation require?
What is affected?
Published CVSS scores
CVSS describes severity. EPSS estimates exploitation probability.
Attacks
What attackers are doing with it
Daily unique IPs observed by Shadowserver honeypots for known exploited vulnerabilities (KEVs). Missing observations do not establish an absence of attacks.
Public exploit references
- Conv2DBackpropFilter empty-shape reproducerproof of concept · demonstrated
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Technologies
Your stack
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Your stack
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