GitHub Advisoryadvisory · PyPI
GHSA-vcjj-9vg7-vf68 Null pointer dereference in TFLite
HIGH
Official page ↗
- Aliases
- CVE-2021-37688
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- High
- CVSS vector
- CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
- Weaknesses
- CWE-476
- Reviewed
- 2021-08-24
Affected packages
• PyPI tensorflow: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
• PyPI tensorflow-cpu: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
• PyPI tensorflow-cpu: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow-cpu: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow-gpu: < 2.3.4 → fixed in 2.3.4
• PyPI tensorflow-gpu: >= 2.4.0, < 2.4.3 → fixed in 2.4.3
• PyPI tensorflow-gpu: >= 2.5.0, < 2.5.1 → fixed in 2.5.1
Description
Impact
An attacker can craft a TFLite model that would trigger a null pointer dereference, which would result in a crash and denial of service:
```python
import tensorflow as tf
model = tf.keras.models.Sequential()
model.add(tf.keras.Input(shape=(1, 2, 3)))
model.add(tf.keras.layers.Dense(0, activation='relu'))
converter = tf.lite.TFLiteConverter.from_keras_model(model)
tflite_model = converter.convert()
interpreter = tf.lite.Interpreter(model_content=tflite_model)
interpreter.allocate_tensors()
interpreter.invoke()
```
The implementation unconditionally dereferences a pointer.
```cc
if (y4 > 1) {
// ...
} else {
for (int i0 = 0; i0 < y0; ++i0) {
const T* input2_data_ptr = nullptr;
for (int i1 = 0; i1 < y1; ++i1) {
input2_data_ptr = input2_data_reset;
for (int i2 = 0; i2 < y2; ++i2) {
scalar_broadcast_f(y3, params, *input1_data_ptr, input2_data_ptr,
output_data_ptr);
}
}
}
}
```
Patches
We have patched the issue in GitHub commit 15691e456c7dc9bd6be203b09765b063bf4a380c.
The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.
For more information
Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.
Attribution
This vulnerability has been reported by Yakun Zhang of Baidu Security.
Related
Alias · CVE (1)
- CVE-2021-37688 TensorFlow is an end-to-end open source platform for machine learning. vulnerability
Weakness · CWE (1)
- CWE-476 NULL Pointer Dereference weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-vcjj-9vg7-vf68 web
- https://nvd.nist.gov/vuln/detail/CVE-2021-37688 advisory
- https://github.com/tensorflow/tensorflow/commit/15691e456c7dc9bd6be203b09765b063bf4a380c web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-601.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-799.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-310.yaml web
- https://github.com/tensorflow/tensorflow web
- https://github.com/tensorflow/tensorflow/blob/149562d49faa709ea80df1d99fc41d005b81082a/tensorflow/lite/kernels/internal/optimized/optimized_ops.h#L268-L285 web