{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceType":"competition","sourceId":13836,"databundleVersionId":1718836}],"dockerImageVersionId":31286,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport time\nimport cv2\nimport glob\nfrom concurrent.futures import ProcessPoolExecutor","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-17T15:18:07.892555Z","iopub.execute_input":"2026-03-17T15:18:07.89299Z","iopub.status.idle":"2026-03-17T15:18:07.89797Z","shell.execute_reply.started":"2026-03-17T15:18:07.892949Z","shell.execute_reply":"2026-03-17T15:18:07.897086Z"}},"outputs":[],"execution_count":31},{"cell_type":"code","source":"DATASET_PATH = \"/kaggle/input/competitions/cassava-leaf-disease-classification/train_images/*.jpg\"\nimages = glob.glob(DATASET_PATH)[:10000]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-17T15:25:35.563256Z","iopub.execute_input":"2026-03-17T15:25:35.563653Z","iopub.status.idle":"2026-03-17T15:25:35.609634Z","shell.execute_reply.started":"2026-03-17T15:25:35.563615Z","shell.execute_reply":"2026-03-17T15:25:35.608887Z"}},"outputs":[],"execution_count":49},{"cell_type":"code","source":"def process_image(file_path):\n    img = cv2.imread(file_path)\n    gray_img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n    resized_img = cv2.resize(gray_img, (512, 512))\n    return False\n\ndef run_experiment(num_cores, files):\n    start_time = time.time()\n    \n    with ProcessPoolExecutor(max_workers=num_cores) as executor:\n        list(executor.map(process_image, files))\n        \n    end_time = time.time()\n    \n    return end_time - start_time","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-17T15:25:35.98694Z","iopub.execute_input":"2026-03-17T15:25:35.987253Z","iopub.status.idle":"2026-03-17T15:25:35.993077Z","shell.execute_reply.started":"2026-03-17T15:25:35.987227Z","shell.execute_reply":"2026-03-17T15:25:35.992215Z"}},"outputs":[],"execution_count":50},{"cell_type":"code","source":"core_counts = []\nexecution_times = []\nfor cores in range(1, 5):\n    waktu_eksekusi = run_experiment(cores, images)\n    core_counts.append(str(cores) + \" Core\")\n    execution_times.append(waktu_eksekusi)\n    print(f\"{cores} CPU Core | Waktu: {waktu_eksekusi:.2f} detik\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-17T15:25:37.439281Z","iopub.execute_input":"2026-03-17T15:25:37.439642Z","iopub.status.idle":"2026-03-17T15:28:23.970887Z","shell.execute_reply.started":"2026-03-17T15:25:37.439611Z","shell.execute_reply":"2026-03-17T15:28:23.969816Z"}},"outputs":[{"name":"stdout","text":"1 CPU Core | Waktu: 86.41 detik\n2 CPU Core | Waktu: 33.90 detik\n3 CPU Core | Waktu: 24.93 detik\n4 CPU Core | Waktu: 21.28 detik\n","output_type":"stream"}],"execution_count":51},{"cell_type":"code","source":"plt.figure(figsize=(8, 5))\n    \nbars = plt.bar(core_counts, execution_times, color=['red', 'orange', 'green', 'blue'])\n\nplt.title('Perbandingan Waktu Eksekusi Pemrosesan Gambar (10000 file)', fontsize=14)\nplt.xlabel('Jumlah CPU Core', fontsize=12)\nplt.ylabel('Waktu Eksekusi (Detik)', fontsize=12)\n\nfor bar in bars:\n    yval = bar.get_height()\n    plt.text(bar.get_x() + bar.get_width()/2, yval + 0.2, f'{yval:.2f} s', \n             ha='center', va='bottom', fontsize=11, fontweight='bold')\n\n# Menampilkan grafik\nplt.tight_layout()\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-03-17T15:28:23.972801Z","iopub.execute_input":"2026-03-17T15:28:23.973096Z","iopub.status.idle":"2026-03-17T15:28:24.141999Z","shell.execute_reply.started":"2026-03-17T15:28:23.973065Z","shell.execute_reply":"2026-03-17T15:28:24.140878Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x500 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":52},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}