From 868c83194eb120fdb7244f9dc017f1cb9fa5b79e Mon Sep 17 00:00:00 2001 From: ClF3 Date: Sat, 2 Nov 2024 20:50:02 +0800 Subject: [PATCH] finished Website Fingerprinting Lab --- part1/warmup.js | 19 +++++++++++++++---- part2/eval.py | 10 +++++++++- part2/worker.js | 19 +++++++++++++++++-- part3/worker.js | 21 ++++++++++++++++++--- traces.out | 1 + traces_4.out | 1 + traces_example.out | 1 + traces_nomem.out | 1 + 8 files changed, 63 insertions(+), 10 deletions(-) create mode 100644 traces.out create mode 100644 traces_4.out create mode 100644 traces_example.out create mode 100644 traces_nomem.out diff --git a/part1/warmup.js b/part1/warmup.js index 5bcaf42..f075269 100644 --- a/part1/warmup.js +++ b/part1/warmup.js @@ -1,7 +1,7 @@ const runs = 10; - +const N= 393216; function measureOneLine() { - const LINE_SIZE = 16; // 128/sizeof(double) Note that js treats all numbers as double + const LINE_SIZE = 8; // 64/sizeof(double) Note that js treats all numbers as double let result = []; // Fill with -1 to ensure allocation @@ -12,16 +12,27 @@ function measureOneLine() { let val = M[i * LINE_SIZE]; const end = performance.now(); - result.push(end - start); + result.push((end - start).toFixed(2)); } return result; } function measureNLines() { + const LINE_SIZE = 8; // 64/sizeof(double) Note that js treats all numbers as double let result = []; - // TODO: Exercise 1-1 + // Fill with -1 to ensure allocation + const M = new Array(runs * N * LINE_SIZE).fill(-1); + for (let i = 0; i < runs; i++) { + const start = performance.now(); + for (let j = 0; j < N; j++) { + let val = M[i * N * LINE_SIZE + j * LINE_SIZE]; + } + const end = performance.now(); + + result.push((end - start).toFixed(2)); + } return result; } diff --git a/part2/eval.py b/part2/eval.py index 94f7c50..2e3bc6d 100644 --- a/part2/eval.py +++ b/part2/eval.py @@ -7,7 +7,9 @@ from sklearn.model_selection import train_test_split def eval(): y_pred_full, y_test_full = [], [] - + traces=json.load(open('../traces_nomem.out'))["traces"] + labels=json.load(open('../traces_nomem.out'))["labels"] + print("Number of traces: ", len(traces)) # Re-train 10 times in order to reduce effects of randomness for i in range(10): ### TODO: Exercise 2-5 @@ -15,6 +17,10 @@ def eval(): ### 2. Split data into X_train, X_test, y_train, y_test with train_test_split ### 3. Train classifier with X_train and y_train ### 4. Use classifier to make predictions on X_test. Save the result to a variable called y_pred + X_train, X_test, y_train, y_test = train_test_split(traces, labels, test_size=0.2) + clf = RandomForestClassifier(n_estimators=100) + clf.fit(X_train, y_train) + y_pred = clf.predict(X_test) # Do not modify the next two lines y_test_full.extend(y_test) @@ -22,6 +28,8 @@ def eval(): ### TODO: Exercise 2-5 (continued) ### 5. Print classification report using y_test_full and y_pred_full + print(classification_report(y_test_full, y_pred_full)) if __name__ == "__main__": + eval() diff --git a/part2/worker.js b/part2/worker.js index 4f00e5d..2d59567 100644 --- a/part2/worker.js +++ b/part2/worker.js @@ -1,6 +1,7 @@ +const N= 393216; // Number of cache lines 24MB/64B // Number of sweep counts // TODO (Exercise 2-1): Choose an appropriate value! -let P = 1000; +let P = 10; // Number of elements in your trace let K = 5 * 1000 / P; @@ -12,19 +13,33 @@ let T; let start; function record() { + // Create empty array for saving trace values T = new Array(K); // Fill array with -1 so we can be sure memory is allocated T.fill(-1, 0, T.length); - + const LINE_SIZE = 8; // 64/sizeof(double) Note that js treats all numbers as double + const M = new Array(N * LINE_SIZE).fill(-1); // Save start timestamp start = performance.now(); + for (let i = 0; i < K; i++) { + let count=0; + while (performance.now() - start < P*(i+1)) { + // sweep the cache + for (let j = 0; j < N; j++) { + let val = M[j * LINE_SIZE]; + } + count++; + } + T[i]=count; + } // TODO (Exercise 2-1): Record data for 5 seconds and save values to T. // Once done recording, send result to main thread postMessage(JSON.stringify(T)); + console.log(T); } // DO NOT MODIFY BELOW THIS LINE -- PROVIDED BY COURSE STAFF diff --git a/part3/worker.js b/part3/worker.js index 1200b11..7650821 100644 --- a/part3/worker.js +++ b/part3/worker.js @@ -1,6 +1,7 @@ +const N= 393216; // Number of cache lines 24MB/64B // Number of sweep counts // TODO (Exercise 3-1): Choose an appropriate value! -let P = 1000; +let P = 10; // Number of elements in your trace let K = 5 * 1000 / P; @@ -12,19 +13,33 @@ let T; let start; function record() { + // Create empty array for saving trace values T = new Array(K); // Fill array with -1 so we can be sure memory is allocated T.fill(-1, 0, T.length); - + const LINE_SIZE = 8; // 64/sizeof(double) Note that js treats all numbers as double + const M = new Array(N * LINE_SIZE).fill(-1); // Save start timestamp start = performance.now(); + for (let i = 0; i < K; i++) { + let count=0; + while (performance.now() - start < P*(i+1)) { + // sweep the cache + for (let j = 0; j < N; j++) { + // let val = M[j * LINE_SIZE]; + } + count++; + } + T[i]=count; + } - // TODO (Exercise 3-1): Record data for 5 seconds and save values to T. + // TODO (Exercise 2-1): Record data for 5 seconds and save values to T. // Once done recording, send result to main thread postMessage(JSON.stringify(T)); + console.log(T); } // DO NOT MODIFY BELOW THIS LINE -- PROVIDED BY COURSE STAFF diff --git a/traces.out b/traces.out new file mode 100644 index 0000000..7256999 --- /dev/null +++ b/traces.out @@ -0,0 +1 @@ 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