test: update tests and benchmarks for ensemble architecture
- Rewrite DDoS tests to use ensemble detector (remove KNN model setup) - Update scanner tests for ensemble-based detection - Remove legacy model construction helpers from benchmarks - Add copyright headers to test files Signed-off-by: Sienna Meridian Satterwhite <sienna@sunbeam.pt>
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@@ -1,9 +1,14 @@
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// Copyright Sunbeam Studios 2026
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// SPDX-License-Identifier: Apache-2.0
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//! Scanner detection tests.
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//!
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//! The detector uses ensemble inference (decision tree + MLP) with compiled-in
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//! weights. These tests exercise the allowlist and ensemble classification paths.
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use sunbeam_proxy::config::RouteConfig;
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use sunbeam_proxy::scanner::detector::ScannerDetector;
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use sunbeam_proxy::scanner::features::{
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ScannerNormParams, NUM_SCANNER_FEATURES, NUM_SCANNER_WEIGHTS,
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};
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use sunbeam_proxy::scanner::model::{ScannerAction, ScannerModel};
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use sunbeam_proxy::scanner::model::ScannerAction;
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fn test_routes() -> Vec<RouteConfig> {
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vec![
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@@ -36,44 +41,8 @@ fn test_routes() -> Vec<RouteConfig> {
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]
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}
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fn scanner_weights() -> [f64; NUM_SCANNER_WEIGHTS] {
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let mut w = [0.0; NUM_SCANNER_WEIGHTS];
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w[0] = 2.0; // suspicious_path_score
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w[2] = 2.0; // has_suspicious_extension
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w[3] = -2.0; // has_cookies (negative = good)
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w[4] = -1.0; // has_referer
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w[5] = -1.0; // has_accept_language
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w[6] = -0.5; // accept_quality
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w[7] = -1.0; // ua_category (browser = good)
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w[9] = -1.5; // host_is_configured
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w[11] = 2.0; // path_has_traversal
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w[12] = 1.5; // interaction: suspicious_path AND no_cookies
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w[13] = 1.0; // interaction: unknown_host AND no_accept_lang
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w[14] = 0.5; // bias
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w
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}
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fn make_detector() -> ScannerDetector {
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let model = ScannerModel {
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weights: scanner_weights(),
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threshold: 0.5,
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norm_params: ScannerNormParams {
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mins: [0.0; NUM_SCANNER_FEATURES],
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maxs: [1.0; NUM_SCANNER_FEATURES],
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},
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fragments: vec![
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".env".into(),
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"wp-admin".into(),
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"wp-login".into(),
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"phpinfo".into(),
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"phpmyadmin".into(),
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".git".into(),
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"cgi-bin".into(),
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".htaccess".into(),
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".htpasswd".into(),
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],
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};
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ScannerDetector::new(&model, &test_routes())
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ScannerDetector::new(&test_routes())
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}
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#[test]
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@@ -113,7 +82,6 @@ fn env_probe_from_unknown_host_blocked() {
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"*/*", "curl/7.0", 0,
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);
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assert_eq!(v.action, ScannerAction::Block);
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assert_eq!(v.reason, "model");
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}
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#[test]
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@@ -125,7 +93,6 @@ fn wordpress_scan_blocked() {
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"*/*", "", 0,
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);
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assert_eq!(v.action, ScannerAction::Block);
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assert_eq!(v.reason, "model");
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}
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#[test]
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@@ -137,7 +104,6 @@ fn path_traversal_blocked() {
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"*/*", "python-requests/2.28", 0,
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);
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assert_eq!(v.action, ScannerAction::Block);
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assert_eq!(v.reason, "model");
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}
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#[test]
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@@ -149,7 +115,6 @@ fn legitimate_php_path_allowed() {
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"text/html", "Mozilla/5.0 Chrome/120", 0,
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);
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assert_eq!(v.action, ScannerAction::Allow);
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// hits allowlist:host+cookies
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}
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#[test]
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@@ -165,29 +130,3 @@ fn browser_on_known_host_without_cookies_allowed() {
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assert_eq!(v.action, ScannerAction::Allow);
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assert_eq!(v.reason, "allowlist:host+browser");
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}
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#[test]
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fn model_serialization_roundtrip() {
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let model = ScannerModel {
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weights: scanner_weights(),
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threshold: 0.5,
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norm_params: ScannerNormParams {
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mins: [0.0; NUM_SCANNER_FEATURES],
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maxs: [1.0; NUM_SCANNER_FEATURES],
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},
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fragments: vec![".env".into(), "wp-admin".into()],
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};
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let dir = std::env::temp_dir().join("scanner_e2e_test");
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std::fs::create_dir_all(&dir).unwrap();
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let path = dir.join("test_scanner_model.bin");
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model.save(&path).unwrap();
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let loaded = ScannerModel::load(&path).unwrap();
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assert_eq!(loaded.weights, model.weights);
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assert_eq!(loaded.threshold, model.threshold);
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assert_eq!(loaded.fragments, model.fragments);
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let _ = std::fs::remove_dir_all(&dir);
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}
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