Hi @NotVinay ,
I am Tin, and I am a student who is learning AI. Your project is really helpful and interesting so could provide me with the pre-trained weights?

Thank you so much! 😄

Best,
Tin

Warning when used a StandardScaler object saved with older sklearn version

"C:\Program Files\Python372\lib\site-packages\sklearn\base.py:253: UserWarning: Trying to unpickle estimator StandardScaler from version 0.20.2 when using version 0.20.3. This might lead to breaking code or invalid results. Use at your own risk."

Absolute Path Traversal due to incorrect use of send_file call

A path traversal attack (also known as directory traversal) aims to access files and directories that are stored outside the web root folder. By manipulating variables that reference files with “dot-dot-slash (../)” sequences and its variations or by using absolute file paths, it may be possible to access arbitrary files and directories stored on file system including application source code or configuration and critical system files. This attack is also known as “dot-dot-slash”, “directory traversal”, “directory climbing” and “backtracking”.

Root Cause Analysis

The os.path.join call is unsafe for use with untrusted input. When the os.path.join call encounters an absolute path, it ignores all the parameters it has encountered till that point and starts working with the new absolute path. Please see the example below.

>>> import os.path
>>> static = "path/to/mySafeStaticDir"
>>> malicious = "/../../../../../etc/passwd"
>>> os.path.join(t,malicious)
'/../../../../../etc/passwd'

Since the "malicious" parameter represents an absolute path, the result of os.path.join ignores the static directory completely. Hence, untrusted input is passed via the os.path.join call to flask.send_file can lead to path traversal attacks.

In this case, the problems occurs due to the following code :

Here, the filename parameter is attacker controlled. This parameter passes through the unsafe os.path.join call making the effective directory and filename passed to the send_file call attacker controlled. This leads to a path traversal attack.

Proof of Concept

The bug can be verified using a proof of concept similar to the one shown below.

curl --path-as-is 'http://<domain>/download?filename=../../../../../../../etc/passwd"'

Remediation

This can be fixed by preventing flow of untrusted data to the vulnerable send_file function. In case the application logic necessiates this behaviour, one can either use the werkzeug.utils.safe_join to join untrusted paths or replace flask.send_file calls with flask.send_from_directory calls.

References

• OWASP Path Traversal
• github/securitylab#669

This bug was found using CodeQL by Github