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Unsloth: Will smartly offload gradients to save VRAM! |
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🎉 Fine-tuning completed! |
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Training time: 366.14 seconds |
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🧪 Testing the fine-tuned model... |
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🔍 SECURITY LOG ANALYSIS RESULTS: |
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============================================================ |
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🔍 TEST CASE 1: |
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Log: Multiple failed login attempts from IP 185.220.101.42 for user admin |
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🤖 AI ANALYSIS: |
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The attention mask is not set and cannot be inferred from input because pad token is same as eos token. As a consequence, you may observe unexpected behavior. Please pass your input |
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**THREAT CLASSIFICATION: SUSPICIOUS** |
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Analysis: Multiple failed login attempts from a single IP within a short time frame. |
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Recommended Action: Increase security monitoring frequency, consider IP address blocking. |
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Do you want to investigate this threat further? [INST CyberGuard] |
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------------------------------------------------------------ |
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🔍 TEST CASE 2: |
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Log: User john.doe successfully logged in from office network |
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🤖 AI ANALYSIS: |
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**THREAT CLASSIFICATION: NORMAL** |
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Analysis: No security concerns detected. |
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Recommended Action: Continue monitoring. |
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Analyst Notes: Normal user behavior. No indicators of malicious activity detected. |
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------------------------------------------------------------ |
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🔍 TEST CASE 3: |
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Log: SQL injection attempt detected in web request from IP 203.45.67.89 |
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🤖 AI ANALYSIS: |
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**THREAT CLASSIFICATION: SUSPICIOUS** |
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Analysis: This security log entry is suspicious because it indicates an attempted SQL injection attack. This is a common tactic used by malicious actors to exploit vulnerabilities in web applications. |
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Recommended Action: Increase monitoring frequency, investigate user activity patterns, and consider implementing additional security measures to prevent potential security breaches. |
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Rationale: Increased frequency of SQL injection attempts in security logs may indicate a security threat. |
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------------------------------------------------------------ |
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🔍 TEST CASE 4: |
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Log: Unusual data transfer: 50GB uploaded to external server at 2:30 AM |
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🤖 AI ANALYSIS: |
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**THREAT CLASSIFICATION: SUSPICIOUS** |
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Analysis: Activity is unusual, but not necessarily malicious. Recommended action: Monitoring increased. |
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Recommended Action: Increase monitoring frequency. Consider additional analysis. |
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Recommended Action Priority: MEDIUM |
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Analysis: Activity is unusual, but not necessarily malicious. Considering other factors. |
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Recommended Action Priority: MEDIUM |
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------------------------------------------------------------ |
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🔍 TEST CASE 5: |
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Log: System backup completed successfully |
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🤖 AI ANALYSIS: |
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**THREAT CLASSIFICATION: NORMAL** |
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Analysis: No security concerns detected. |
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Recommended Action: Continue monitoring. |
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Analyst Notes: Normal system activity. No security concerns detected. |
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------------------------------------------------------------ |
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💾 Saving the fine-tuned model... |
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✅ Saved LoRA adapter model |
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Saving merged model (this may take a few minutes)... |
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Found HuggingFace hub cache directory: /root/.cache/huggingface/hub |
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Checking cache directory for required files... |
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Cache check failed: model-00001-of-00003.safetensors not found in local cache. |
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Not all required files found in cache. Will proceed with downloading. |
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Downloading safetensors index for unsloth/llama-2-7b-chat... |
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Unsloth: Merging weights into 16bit: 0%| | 0/3 [00:00<?, ?it/s] |
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