# CVE-2021-41219: Undefined behavior via `nullptr` reference binding in sparse matrix multiplication > Attackers can trigger undefined behavior and potential heap out-of-bounds access in TensorFlow's sparse matrix multiplication by providing zero or negative dimensions. - **Severity:** High 7.8 (`CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H`) - **Exploited in the wild:** Not known - **Login needed:** Any signed-in user - **Attackable:** Local or same network only - **Victim action needed:** Not needed - **Fix available:** Yes - **Published:** 5 Nov 2021 - **Updated:** 4 Aug 2024 - **Also known as:** BIT-tensorflow-2021-41219, GHSA-4f99-p9c2-3j8x, PYSEC-2021-411, PYSEC-2021-628, PYSEC-2021-826 ## What is CVE-2021-41219? CVE-2021-41219 is a high-severity vulnerability in Google Tensorflow, published on 5 Nov 2021. It can only be exploited from the same machine or local network, with no action from the victim. ### Official description TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to `nullptr`. This occurs whenever the dimensions of `a` or `b` are 0 or less. In the case on one of these is 0, an empty output tensor should be allocated (to conserve the invariant that output tensors are always allocated when the operation is successful) but nothing should be written to it (that is, we should return early from the kernel implementation). Otherwise, attempts to write to this empty tensor would result in heap OOB access. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range. Weakness: CWE-125 (Out-of-bounds Read), CWE-824 (Access of Uninitialized Pointer) ## Which versions are affected by CVE-2021-41219? 22 open source packages ship an affected version, including tensorflow, tensorflow-cpu and tensorflow-gpu. It affects 1 product. | Package | Ecosystem | Affected | Fixed in | | --- | --- | --- | --- | | `tensorflow` | Bitnami | All versions | 2.4.4, 2.5.2, 2.6.1 | | `tensorflow` | PyPI | All versions | 2.4.4, 2.5.2, 2.6.1, 2.7.0 | | `tensorflow` | PyPI | All versions | 2.4.4 | | `tensorflow` | PyPI | All versions | 2.4.4 | | `tensorflow` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow` | PyPI | From 2.6.0 | 2.6.1 | | `tensorflow` | PyPI | From 2.6.0 | 2.6.1 | | `tensorflow-cpu` | PyPI | All versions | 2.4.4, 2.5.2, 2.6.1, 2.7.0 | | `tensorflow-cpu` | PyPI | All versions | 2.4.4 | | `tensorflow-cpu` | PyPI | All versions | 2.4.4 | | `tensorflow-cpu` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow-cpu` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow-cpu` | PyPI | From 2.6.0 | 2.6.1 | | `tensorflow-cpu` | PyPI | From 2.6.0 | 2.6.1 | | `tensorflow-gpu` | PyPI | All versions | 2.4.4, 2.5.2, 2.6.1, 2.7.0 | | `tensorflow-gpu` | PyPI | All versions | 2.4.4 | | `tensorflow-gpu` | PyPI | All versions | 2.4.4 | | `tensorflow-gpu` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow-gpu` | PyPI | From 2.5.0 | 2.5.2 | | `tensorflow-gpu` | PyPI | From 2.6.0 | 2.6.1 | | `tensorflow-gpu` | PyPI | From 2.6.0 | 2.6.1 | Products: Google Tensorflow. ## How do I fix CVE-2021-41219? Upgrade tensorflow to a fixed version for your release line: 2.4.4, 2.5.2, 2.6.1 or 2.7.0. ## Is CVE-2021-41219 being exploited? There is no known exploitation of CVE-2021-41219 in the wild and no public exploit code. ## Other vulnerabilities in Google Tensorflow - [CVE-2023-25668](https://insights.sbomify.com/CVE-2023-25668/): TensorFlow vulnerable to heap out-of-buffer read in the QuantizeAndDequantize operation (critical 9.8) - [CVE-2018-7575](https://insights.sbomify.com/CVE-2018-7575/): Integer Overflow or Wraparound in Google TensorFlow (critical 9.8) - [CVE-2021-37678](https://insights.sbomify.com/CVE-2021-37678/): Arbitrary code execution due to YAML deserialization (critical 9.3) - [CVE-2021-35958](https://insights.sbomify.com/CVE-2021-35958/): Path traversal in n/a (critical 9.1) - [CVE-2020-15202](https://insights.sbomify.com/CVE-2020-15202/): Integer truncation in Shard API usage (critical 9.0) ## Fix prompt for AI coding agents ```text Check this codebase for CVE-2021-41219 and fix it if it is affected. What it is: CVE-2021-41219 is a high-severity vulnerability in Google Tensorflow, published on 5 Nov 2021. It can only be exploited from the same machine or local network, with no action from the victim. Exploitation: There is no known exploitation of CVE-2021-41219 in the wild and no public exploit code. Affected packages and fixed versions: - tensorflow (Bitnami): affected all versions; fixed in 2.4.4, 2.5.2, 2.6.1 - tensorflow (PyPI): affected all versions; fixed in 2.4.4, 2.5.2, 2.6.1, 2.7.0 - tensorflow (PyPI): affected all versions; fixed in 2.4.4 - tensorflow (PyPI): affected all versions; fixed in 2.4.4 - tensorflow (PyPI): affected from 2.5.0; fixed in 2.5.2 - tensorflow (PyPI): affected from 2.5.0; fixed in 2.5.2 - tensorflow (PyPI): affected from 2.6.0; fixed in 2.6.1 - tensorflow (PyPI): affected from 2.6.0; fixed in 2.6.1 - tensorflow-cpu (PyPI): affected all versions; fixed in 2.4.4, 2.5.2, 2.6.1, 2.7.0 - tensorflow-cpu (PyPI): affected all versions; fixed in 2.4.4 - tensorflow-cpu (PyPI): affected all versions; fixed in 2.4.4 - tensorflow-cpu (PyPI): affected from 2.5.0; fixed in 2.5.2 Task: 1. Search the dependency manifests and lockfiles (for example package.json, package-lock.json, requirements.txt, poetry.lock, uv.lock, pom.xml, build.gradle, go.mod, Cargo.lock, Gemfile.lock) and any Dockerfiles for the affected packages, including transitive dependencies. 2. If an affected version is in use, upgrade it to the fixed version for its release line with the project's package manager, so the lockfile is regenerated. Prefer the smallest upgrade that fixes it. 3. If there is no fix, or the upgrade would break the build, do not guess: explain the risk and the safest workaround instead. 4. Run the tests and summarise what changed and why. 5. If nothing in the project is affected, say so and change nothing. Reference: https://insights.sbomify.com/CVE-2021-41219/ (Markdown: https://insights.sbomify.com/CVE-2021-41219/index.md) ``` ## Sources - CVE record: https://www.cve.org/CVERecord?id=CVE-2021-41219 - NVD: https://nvd.nist.gov/vuln/detail/CVE-2021-41219 - OSV: https://osv.dev/vulnerability/CVE-2021-41219 --- From sbomify Insights: https://insights.sbomify.com/CVE-2021-41219/ Summaries are generated and may contain mistakes; the official description above is the record.