Denial of Service (DoS) Affecting paddlepaddle package, versions [,2.5.0rc0)
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Test your applications- Snyk ID SNYK-PYTHON-PADDLEPADDLE-5807394
- published 26 Jul 2023
- disclosed 26 Jul 2023
- credit Tong Liu
Introduced: 26 Jul 2023
CVE-2023-38672 Open this link in a new tabHow to fix?
Upgrade paddlepaddle
to version 2.5.0rc0 or higher.
Overview
paddlepaddle is a Parallel Distributed Deep Learning
Affected versions of this package are vulnerable to Denial of Service (DoS) due to a divide-by-zero exception in paddle.linalg.matrix_power
, which can trigger a crash.
PoC
import paddle
import numpy as np
from paddle.linalg import matrix_power
x = paddle.to_tensor(np.random.uniform(-10, 10, [1, 1, 0, 0]).astype(np.float32))
matrix_power(x, -1)
Details
Denial of Service (DoS) describes a family of attacks, all aimed at making a system inaccessible to its intended and legitimate users.
Unlike other vulnerabilities, DoS attacks usually do not aim at breaching security. Rather, they are focused on making websites and services unavailable to genuine users resulting in downtime.
One popular Denial of Service vulnerability is DDoS (a Distributed Denial of Service), an attack that attempts to clog network pipes to the system by generating a large volume of traffic from many machines.
When it comes to open source libraries, DoS vulnerabilities allow attackers to trigger such a crash or crippling of the service by using a flaw either in the application code or from the use of open source libraries.
Two common types of DoS vulnerabilities:
High CPU/Memory Consumption- An attacker sending crafted requests that could cause the system to take a disproportionate amount of time to process. For example, commons-fileupload:commons-fileupload.
Crash - An attacker sending crafted requests that could cause the system to crash. For Example, npm
ws
package