Add Debug trait implementations and fix warnings
This commit is contained in:
@@ -1,4 +1,4 @@
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use crate::{GhostError, ProcessInfo, Result};
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use crate::{ProcessInfo, Result};
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use chrono::Timelike;
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use serde::{Deserialize, Serialize};
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use std::collections::HashMap;
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@@ -41,6 +41,7 @@ pub struct ProcessProfile {
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}
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/// Advanced ML-based anomaly detection for process behavior
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#[derive(Debug)]
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pub struct AnomalyDetector {
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process_profiles: HashMap<String, ProcessProfile>,
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global_baseline: Option<ProcessProfile>,
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@@ -69,10 +70,13 @@ impl AnomalyDetector {
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) -> ProcessFeatures {
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let executable_regions = memory_regions
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.iter()
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.filter(|r| matches!(
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.filter(|r| {
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matches!(
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r.protection,
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crate::MemoryProtection::ReadExecute | crate::MemoryProtection::ReadWriteExecute
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))
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crate::MemoryProtection::ReadExecute
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| crate::MemoryProtection::ReadWriteExecute
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)
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})
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.count();
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let rwx_regions = memory_regions
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@@ -91,11 +95,7 @@ impl AnomalyDetector {
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.count();
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let total_memory_size: usize = memory_regions.iter().map(|r| r.size).sum();
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let largest_region_size = memory_regions
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.iter()
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.map(|r| r.size)
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.max()
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.unwrap_or(0);
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let largest_region_size = memory_regions.iter().map(|r| r.size).max().unwrap_or(0);
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// Calculate memory fragmentation (std dev of region sizes)
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let mean_size = if memory_regions.is_empty() {
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@@ -117,10 +117,7 @@ impl AnomalyDetector {
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// Thread-based features
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let thread_creation_rate = if let Some(thread_list) = threads {
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let recent_threads = thread_list
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.iter()
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.filter(|t| t.creation_time > 0)
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.count();
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let recent_threads = thread_list.iter().filter(|t| t.creation_time > 0).count();
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recent_threads as f64 / thread_list.len().max(1) as f64
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} else {
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0.0
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@@ -259,8 +256,8 @@ impl AnomalyDetector {
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// Calculate confidence based on sample size and feature coverage
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let confidence = if let Some(profile) = baseline {
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(profile.sample_count as f64 / 100.0).min(1.0) *
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(component_scores.len() as f64 / 6.0).min(1.0)
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(profile.sample_count as f64 / 100.0).min(1.0)
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* (component_scores.len() as f64 / 6.0).min(1.0)
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} else {
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0.0
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};
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@@ -334,31 +331,52 @@ impl AnomalyDetector {
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for (feature_name, value) in feature_values {
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// Update mean
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let old_mean = profile.feature_means.get(feature_name).copied().unwrap_or(0.0);
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let old_mean = profile
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.feature_means
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.get(feature_name)
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.copied()
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.unwrap_or(0.0);
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let new_mean = old_mean + (value - old_mean) / n;
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profile.feature_means.insert(feature_name.to_string(), new_mean);
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profile
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.feature_means
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.insert(feature_name.to_string(), new_mean);
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// Update standard deviation (using variance)
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if n > 1.0 {
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let old_std = profile.feature_stds.get(feature_name).copied().unwrap_or(0.0);
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let old_std = profile
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.feature_stds
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.get(feature_name)
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.copied()
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.unwrap_or(0.0);
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let old_variance = old_std * old_std;
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let new_variance = ((n - 2.0) * old_variance + (value - old_mean) * (value - new_mean)) / (n - 1.0);
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let new_variance = ((n - 2.0) * old_variance
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+ (value - old_mean) * (value - new_mean))
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/ (n - 1.0);
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let new_std = new_variance.max(0.0).sqrt();
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profile.feature_stds.insert(feature_name.to_string(), new_std);
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profile
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.feature_stds
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.insert(feature_name.to_string(), new_std);
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}
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}
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profile.last_updated = chrono::Utc::now();
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}
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fn estimate_api_call_frequency(&self, _process: &ProcessInfo, memory_regions: &[crate::MemoryRegion]) -> f64 {
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fn estimate_api_call_frequency(
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&self,
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_process: &ProcessInfo,
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memory_regions: &[crate::MemoryRegion],
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) -> f64 {
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// Heuristic: More executable regions might indicate more API calls
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let executable_count = memory_regions
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.iter()
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.filter(|r| matches!(
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.filter(|r| {
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matches!(
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r.protection,
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crate::MemoryProtection::ReadExecute | crate::MemoryProtection::ReadWriteExecute
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))
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crate::MemoryProtection::ReadExecute
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| crate::MemoryProtection::ReadWriteExecute
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)
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})
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.count();
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(executable_count as f64 / memory_regions.len().max(1) as f64) * 100.0
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@@ -1,7 +1,7 @@
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use crate::{ProcessInfo, MemoryRegion, ThreadInfo, GhostError};
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use crate::{GhostError, MemoryRegion, ProcessInfo, ThreadInfo};
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use serde::{Deserialize, Serialize};
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use std::collections::HashMap;
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use std::time::{SystemTime, Duration};
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use std::time::{Duration, SystemTime};
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#[derive(Debug, Clone, Serialize, Deserialize)]
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pub struct AdvancedBehavioralML {
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@@ -210,8 +210,13 @@ impl AdvancedBehavioralML {
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features.push(memory_regions.len() as f32);
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// Memory protection features
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let rwx_count = memory_regions.iter()
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.filter(|r| r.protection.is_readable() && r.protection.is_writable() && r.protection.is_executable())
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let rwx_count = memory_regions
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.iter()
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.filter(|r| {
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r.protection.is_readable()
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&& r.protection.is_writable()
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&& r.protection.is_executable()
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})
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.count() as f32;
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features.push(rwx_count);
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@@ -4,18 +4,19 @@
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//! analysis techniques including memory scanning, shellcode detection,
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//! process hollowing detection, and behavioral anomaly analysis.
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use crate::{
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detect_hook_injection, AnomalyDetector, DetectionConfig, EvasionDetector, EvasionResult,
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GhostError, HollowingDetector, MemoryProtection, MemoryRegion, MitreAnalysisResult, MitreAttackEngine,
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ProcessInfo, ShellcodeDetector, ThreadInfo, ThreatContext, ThreatIntelligence,
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};
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#[cfg(target_os = "linux")]
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use crate::EbpfDetector;
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use crate::{
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detect_hook_injection, AnomalyDetector, DetectionConfig, EvasionDetector, EvasionResult,
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GhostError, HollowingDetector, MemoryProtection, MemoryRegion, MitreAnalysisResult,
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MitreAttackEngine, ProcessInfo, ShellcodeDetector, ThreadInfo, ThreatContext,
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ThreatIntelligence,
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};
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use serde::{Deserialize, Serialize};
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use std::collections::HashMap;
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/// Threat classification levels for detected processes.
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#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, Hash)]
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#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord, Serialize, Deserialize, Hash)]
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pub enum ThreatLevel {
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/// Process appears normal with no suspicious indicators.
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Clean,
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@@ -56,6 +57,7 @@ pub struct DetectionResult {
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}
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/// Main detection engine that orchestrates all analysis components.
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#[derive(Debug)]
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pub struct DetectionEngine {
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baseline: HashMap<u32, ProcessBaseline>,
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shellcode_detector: ShellcodeDetector,
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@@ -226,7 +228,10 @@ impl DetectionEngine {
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}
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// Check for process hollowing
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if let Ok(Some(hollowing_detection)) = self.hollowing_detector.analyze_process(process, memory_regions) {
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if let Ok(Some(hollowing_detection)) = self
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.hollowing_detector
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.analyze_process(process, memory_regions)
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{
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for indicator in &hollowing_detection.indicators {
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indicators.push(format!("Process hollowing: {}", indicator));
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}
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@@ -234,7 +239,9 @@ impl DetectionEngine {
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}
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// ML-based anomaly detection
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let features = self.anomaly_detector.extract_features(process, memory_regions, threads);
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let features = self
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.anomaly_detector
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.extract_features(process, memory_regions, threads);
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if let Ok(anomaly_score) = self.anomaly_detector.analyze_anomaly(process, &features) {
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if self.anomaly_detector.is_anomalous(&anomaly_score) {
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indicators.push(format!(
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@@ -251,7 +258,9 @@ impl DetectionEngine {
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}
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// Advanced evasion detection
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let evasion_result = self.evasion_detector.analyze_evasion(process, memory_regions, threads.unwrap_or(&[]));
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let evasion_result =
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self.evasion_detector
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.analyze_evasion(process, memory_regions, threads.unwrap_or(&[]));
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if evasion_result.confidence > 0.3 {
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for technique in &evasion_result.evasion_techniques {
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indicators.push(format!(
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@@ -291,7 +300,10 @@ impl DetectionEngine {
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};
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// Create initial detection result
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let mut detection_result = DetectionResult {
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// Enrich with threat intelligence (async operation would be handled by caller)
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// For now, we'll set a placeholder that can be enriched later
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DetectionResult {
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process: process.clone(),
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threat_level,
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indicators,
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@@ -299,15 +311,14 @@ impl DetectionEngine {
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threat_context: None,
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evasion_analysis: None,
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mitre_analysis: None,
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};
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// Enrich with threat intelligence (async operation would be handled by caller)
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// For now, we'll set a placeholder that can be enriched later
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detection_result
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}
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}
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/// Enrich detection result with threat intelligence
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pub async fn enrich_with_threat_intel(&self, mut detection: DetectionResult) -> DetectionResult {
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pub async fn enrich_with_threat_intel(
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&self,
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mut detection: DetectionResult,
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) -> DetectionResult {
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let threat_context = self.threat_intelligence.enrich_detection(&detection).await;
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// Update threat level based on threat intelligence findings
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@@ -321,11 +332,15 @@ impl DetectionEngine {
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// Add threat intelligence indicators
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for ioc in &threat_context.matched_iocs {
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detection.indicators.push(format!("IOC Match: {} ({})", ioc.value, ioc.source));
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detection
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.indicators
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.push(format!("IOC Match: {} ({})", ioc.value, ioc.source));
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}
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if let Some(actor) = &threat_context.threat_actor {
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detection.indicators.push(format!("Attributed to: {}", actor.name));
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detection
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.indicators
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.push(format!("Attributed to: {}", actor.name));
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}
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detection.threat_context = Some(threat_context);
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@@ -343,15 +358,19 @@ impl DetectionEngine {
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let mut detection_result = self.analyze_process(process, memory_regions, Some(threads));
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// Add evasion analysis
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let evasion_result = self.evasion_detector.analyze_evasion(process, memory_regions, threads);
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let evasion_result =
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self.evasion_detector
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.analyze_evasion(process, memory_regions, threads);
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// Update threat level based on evasion analysis
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if evasion_result.confidence > 0.7 {
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detection_result.threat_level = ThreatLevel::Malicious;
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detection_result.confidence = (detection_result.confidence + evasion_result.confidence) / 2.0;
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detection_result.confidence =
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(detection_result.confidence + evasion_result.confidence) / 2.0;
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} else if evasion_result.confidence > 0.4 {
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detection_result.threat_level = ThreatLevel::Suspicious;
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detection_result.confidence = (detection_result.confidence + evasion_result.confidence * 0.7) / 2.0;
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detection_result.confidence =
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(detection_result.confidence + evasion_result.confidence * 0.7) / 2.0;
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}
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detection_result.evasion_analysis = Some(evasion_result);
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@@ -401,7 +420,9 @@ impl DetectionEngine {
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/// Get eBPF detector statistics (Linux only)
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#[cfg(target_os = "linux")]
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pub fn get_ebpf_statistics(&self) -> Option<crate::ebpf::EbpfStatistics> {
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self.ebpf_detector.as_ref().map(|detector| detector.get_statistics())
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self.ebpf_detector
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.as_ref()
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.map(|detector| detector.get_statistics())
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}
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/// Check for suspicious memory patterns
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@@ -466,10 +487,7 @@ impl DetectionEngine {
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}
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// Check for abnormal thread creation time patterns
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let recent_threads = threads
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.iter()
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.filter(|t| t.creation_time > 0)
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.count();
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let recent_threads = threads.iter().filter(|t| t.creation_time > 0).count();
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if recent_threads as f32 / threads.len() as f32 > 0.5 {
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indicators.push("High ratio of recently created threads".to_string());
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@@ -536,7 +554,9 @@ impl DetectionEngine {
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memory_regions: &[MemoryRegion],
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threads: &[ThreadInfo],
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) -> Result<MitreAnalysisResult, GhostError> {
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self.mitre_engine.analyze_attack_patterns(process, memory_regions, threads).await
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self.mitre_engine
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.analyze_attack_patterns(process, memory_regions, threads)
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.await
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}
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/// Enrich detection result with MITRE ATT&CK analysis
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@@ -546,15 +566,19 @@ impl DetectionEngine {
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memory_regions: &[MemoryRegion],
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threads: &[ThreadInfo],
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) -> DetectionResult {
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if let Ok(mitre_analysis) = self.mitre_engine.analyze_attack_patterns(&detection.process, memory_regions, threads).await {
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if let Ok(mitre_analysis) = self
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.mitre_engine
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.analyze_attack_patterns(&detection.process, memory_regions, threads)
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.await
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{
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// Update threat level based on MITRE analysis
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if mitre_analysis.risk_assessment.overall_risk_score > 0.8 {
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detection.threat_level = ThreatLevel::Malicious;
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} else if mitre_analysis.risk_assessment.overall_risk_score > 0.5 {
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if detection.threat_level == ThreatLevel::Clean {
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} else if mitre_analysis.risk_assessment.overall_risk_score > 0.5
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&& detection.threat_level == ThreatLevel::Clean
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{
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detection.threat_level = ThreatLevel::Suspicious;
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}
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}
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// Add MITRE technique indicators
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for technique in &mitre_analysis.detected_techniques {
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@@ -576,7 +600,8 @@ impl DetectionEngine {
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}
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// Update confidence with MITRE insights
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detection.confidence = (detection.confidence + mitre_analysis.risk_assessment.overall_risk_score) / 2.0;
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detection.confidence =
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(detection.confidence + mitre_analysis.risk_assessment.overall_risk_score) / 2.0;
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detection.mitre_analysis = Some(mitre_analysis);
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}
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|
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|
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@@ -1,7 +1,14 @@
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// eBPF module - currently stub implementation for Linux
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// Most functionality not yet implemented
|
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|
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#[cfg(target_os = "linux")]
|
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use crate::ProcessInfo;
|
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#[cfg(target_os = "linux")]
|
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use std::collections::HashMap;
|
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#[cfg(target_os = "linux")]
|
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use std::sync::{Arc, Mutex};
|
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use std::time::{SystemTime, Duration};
|
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use crate::{ProcessInfo, MemoryRegion, DetectionResult, ThreatLevel};
|
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#[cfg(target_os = "linux")]
|
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use std::time::{Duration, SystemTime};
|
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|
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/// Linux eBPF-based Process Injection Detection
|
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/// Provides kernel-level tracing and detection capabilities on Linux systems
|
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@@ -444,7 +451,10 @@ pub enum FilterCondition {
|
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ProcessName(String),
|
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ProcessId(u32),
|
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UserId(u32),
|
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EventFrequency { max_events: u32, time_window: Duration },
|
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EventFrequency {
|
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max_events: u32,
|
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time_window: Duration,
|
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},
|
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MemoryThreshold(u64),
|
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FilePattern(String),
|
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NetworkDestination(String),
|
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@@ -625,10 +635,8 @@ impl EbpfDetector {
|
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Box::new(ProcessCreateHandler::new()),
|
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);
|
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|
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self.event_processor.register_handler(
|
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EventType::MemoryMap,
|
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Box::new(MemoryMapHandler::new()),
|
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);
|
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self.event_processor
|
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.register_handler(EventType::MemoryMap, Box::new(MemoryMapHandler::new()));
|
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|
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self.event_processor.register_handler(
|
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EventType::MemoryProtect,
|
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|
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@@ -1,10 +1,11 @@
|
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use std::collections::HashMap;
|
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use std::time::{SystemTime, Duration};
|
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use crate::{MemoryProtection, MemoryRegion, ProcessInfo, ThreadInfo};
|
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use serde::{Deserialize, Serialize};
|
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use crate::{ProcessInfo, MemoryRegion, ThreadInfo, MemoryProtection};
|
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use std::collections::HashMap;
|
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use std::time::{Duration, SystemTime};
|
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|
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/// Advanced Evasion Detection Module
|
||||
/// Detects sophisticated anti-analysis and evasion techniques
|
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#[derive(Debug)]
|
||||
pub struct EvasionDetector {
|
||||
timing_analyzer: TimingAnalyzer,
|
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environment_checker: EnvironmentChecker,
|
||||
@@ -39,6 +40,7 @@ pub enum EvasionSeverity {
|
||||
}
|
||||
|
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/// Timing-based evasion detection
|
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#[derive(Debug)]
|
||||
pub struct TimingAnalyzer {
|
||||
execution_timings: HashMap<u32, Vec<ExecutionTiming>>,
|
||||
sleep_patterns: HashMap<u32, Vec<SleepPattern>>,
|
||||
@@ -76,6 +78,7 @@ pub enum SleepContext {
|
||||
}
|
||||
|
||||
/// Environment-based evasion detection
|
||||
#[derive(Debug)]
|
||||
pub struct EnvironmentChecker {
|
||||
vm_indicators: Vec<VmIndicator>,
|
||||
debugger_checks: Vec<DebuggerCheck>,
|
||||
@@ -131,6 +134,7 @@ pub struct SandboxSignature {
|
||||
}
|
||||
|
||||
/// Behavioral analysis for evasion detection
|
||||
#[derive(Debug)]
|
||||
pub struct BehaviorAnalyzer {
|
||||
api_hooking_detector: ApiHookingDetector,
|
||||
execution_flow_analyzer: ExecutionFlowAnalyzer,
|
||||
@@ -572,6 +576,7 @@ pub enum CleanupMethod {
|
||||
}
|
||||
|
||||
/// Code obfuscation and packing detection
|
||||
#[derive(Debug)]
|
||||
pub struct ObfuscationDetector {
|
||||
packer_signatures: Vec<PackerSignature>,
|
||||
obfuscation_patterns: Vec<ObfuscationPattern>,
|
||||
@@ -647,6 +652,12 @@ pub enum KeyDerivation {
|
||||
UserInput,
|
||||
}
|
||||
|
||||
impl Default for EvasionDetector {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl EvasionDetector {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -670,7 +681,9 @@ impl EvasionDetector {
|
||||
let mut anti_analysis_indicators = Vec::new();
|
||||
|
||||
// Timing-based evasion analysis
|
||||
let timing_result = self.timing_analyzer.analyze_timing_evasion(process, threads);
|
||||
let timing_result = self
|
||||
.timing_analyzer
|
||||
.analyze_timing_evasion(process, threads);
|
||||
if !timing_result.techniques.is_empty() {
|
||||
evasion_techniques.extend(timing_result.techniques);
|
||||
confidence += timing_result.confidence * 0.3;
|
||||
@@ -686,9 +699,9 @@ impl EvasionDetector {
|
||||
}
|
||||
|
||||
// Behavioral analysis
|
||||
let behavior_result = self.behavior_analyzer.analyze_behavior_evasion(
|
||||
process, memory_regions, threads
|
||||
);
|
||||
let behavior_result =
|
||||
self.behavior_analyzer
|
||||
.analyze_behavior_evasion(process, memory_regions, threads);
|
||||
if !behavior_result.techniques.is_empty() {
|
||||
evasion_techniques.extend(behavior_result.techniques);
|
||||
confidence += behavior_result.confidence * 0.25;
|
||||
@@ -696,9 +709,9 @@ impl EvasionDetector {
|
||||
}
|
||||
|
||||
// Obfuscation analysis
|
||||
let obfuscation_result = self.obfuscation_detector.detect_obfuscation(
|
||||
process, memory_regions
|
||||
);
|
||||
let obfuscation_result = self
|
||||
.obfuscation_detector
|
||||
.detect_obfuscation(process, memory_regions);
|
||||
if !obfuscation_result.techniques.is_empty() {
|
||||
evasion_techniques.extend(obfuscation_result.techniques);
|
||||
confidence += obfuscation_result.confidence * 0.15;
|
||||
@@ -724,6 +737,12 @@ impl EvasionDetector {
|
||||
}
|
||||
}
|
||||
|
||||
impl Default for TimingAnalyzer {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl TimingAnalyzer {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -810,6 +829,12 @@ struct TimingEvasionResult {
|
||||
indicators: Vec<String>,
|
||||
}
|
||||
|
||||
impl Default for EnvironmentChecker {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl EnvironmentChecker {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -910,6 +935,12 @@ struct EnvironmentEvasionResult {
|
||||
indicators: Vec<String>,
|
||||
}
|
||||
|
||||
impl Default for BehaviorAnalyzer {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl BehaviorAnalyzer {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -939,9 +970,10 @@ impl BehaviorAnalyzer {
|
||||
}
|
||||
|
||||
// Execution flow analysis
|
||||
if let Some(flow_evasion) = self.execution_flow_analyzer.analyze_execution_flow(
|
||||
process, memory_regions
|
||||
) {
|
||||
if let Some(flow_evasion) = self
|
||||
.execution_flow_analyzer
|
||||
.analyze_execution_flow(process, memory_regions)
|
||||
{
|
||||
techniques.push(flow_evasion);
|
||||
confidence += 0.5;
|
||||
sophistication += 0.8;
|
||||
@@ -965,6 +997,12 @@ struct BehaviorEvasionResult {
|
||||
indicators: Vec<String>,
|
||||
}
|
||||
|
||||
impl Default for ApiHookingDetector {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl ApiHookingDetector {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -990,6 +1028,12 @@ impl ApiHookingDetector {
|
||||
}
|
||||
}
|
||||
|
||||
impl Default for ExecutionFlowAnalyzer {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl ExecutionFlowAnalyzer {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -1031,6 +1075,12 @@ impl ExecutionFlowAnalyzer {
|
||||
}
|
||||
}
|
||||
|
||||
impl Default for ResourceUsageMonitor {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl ResourceUsageMonitor {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
@@ -1064,6 +1114,12 @@ impl ResourceUsageMonitor {
|
||||
}
|
||||
}
|
||||
|
||||
impl Default for ObfuscationDetector {
|
||||
fn default() -> Self {
|
||||
Self::new()
|
||||
}
|
||||
}
|
||||
|
||||
impl ObfuscationDetector {
|
||||
pub fn new() -> Self {
|
||||
Self {
|
||||
|
||||
Reference in New Issue
Block a user