{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Cuộc thi này sử dụng 21367 hình ảnh sắn được dán nhãn để phân loại sắn thành bốn loại bệnh (hoặc tình trạng sức khỏe).","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport os\nimport pandas as pd\nfrom pathlib import Path\nimport matplotlib.pyplot as plt\nimport tensorflow as tf\nimport tensorflow_datasets as tfds\nimport json","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:29.914472Z","iopub.execute_input":"2023-09-06T03:16:29.914973Z","iopub.status.idle":"2023-09-06T03:16:29.921335Z","shell.execute_reply.started":"2023-09-06T03:16:29.914930Z","shell.execute_reply":"2023-09-06T03:16:29.920160Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Xem các thư mục tồn tại**","metadata":{}},{"cell_type":"code","source":"dataset_path = Path('../input/cassava-leaf-disease-classification')\nos.listdir(dataset_path)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:29.923751Z","iopub.execute_input":"2023-09-06T03:16:29.924711Z","iopub.status.idle":"2023-09-06T03:16:29.936141Z","shell.execute_reply.started":"2023-09-06T03:16:29.924669Z","shell.execute_reply":"2023-09-06T03:16:29.935255Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv(dataset_path/'train.csv')\ntrain_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:29.937577Z","iopub.execute_input":"2023-09-06T03:16:29.938348Z","iopub.status.idle":"2023-09-06T03:16:29.967695Z","shell.execute_reply.started":"2023-09-06T03:16:29.938316Z","shell.execute_reply":"2023-09-06T03:16:29.966674Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Đọc và biến đổi thông tin từ tệp JSON vào một danh sách (list) của các cặp nhãn và chi tiết tương ứng của chúng.","metadata":{}},{"cell_type":"code","source":"with open(os.path.join(dataset_path, \"label_num_to_disease_map.json\")) as file:\n    map_classes = json.loads(file.read())\n    classes=[]\n    for k, v in map_classes.items():        \n        classes.append([int(k), v])\n        \nclasses_df = pd.DataFrame(classes, columns=['Label', 'Label Details'])\nprint(classes_df.to_string(index=False))","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:29.969084Z","iopub.execute_input":"2023-09-06T03:16:29.969964Z","iopub.status.idle":"2023-09-06T03:16:29.983171Z","shell.execute_reply.started":"2023-09-06T03:16:29.969931Z","shell.execute_reply":"2023-09-06T03:16:29.981966Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Tạo DataFrame từ train_df lọc các giá trị hàm tương ướng","metadata":{}},{"cell_type":"code","source":"# train_0_df = train_df[train_df['label']==0].sample(n=500, random_state=42)\n# train_1_df = train_df[train_df['label']==1].sample(n=500, random_state=42)\n# train_2_df = train_df[train_df['label']==2].sample(n=500, random_state=42)\n# train_3_df = train_df[train_df['label']==3].sample(n=500, random_state=42)\n# train_4_df = train_df[train_df['label']==4].sample(n=500,random_state=42)\n\n# Tạo một danh sách trống để lưu trữ các biến DataFrame\ntrain_dfs = []\n\n# Vòng lặp qua từng loại label (0 đến 4)\nfor label in range(5):\n    label_df = train_df[train_df['label'] == label]\n    \n    # Lưu biến DataFrame vào danh sách\n    train_dfs.append(label_df)\n\n# Bây giờ, train_dfs chứa các biến DataFrame train_0_df, train_1_df, v.v.\n(train_0_df, train_1_df, train_2_df, train_3_df, train_4_df) = train_dfs","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:29.987472Z","iopub.execute_input":"2023-09-06T03:16:29.987819Z","iopub.status.idle":"2023-09-06T03:16:29.999207Z","shell.execute_reply.started":"2023-09-06T03:16:29.987793Z","shell.execute_reply":"2023-09-06T03:16:29.998050Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Kiểm tra phân loại hình ảnh theo từng loại bệnh","metadata":{}},{"cell_type":"code","source":"picture_path = Path('../input/cassava-leaf-disease-classification/train_images/')","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.000799Z","iopub.execute_input":"2023-09-06T03:16:30.001500Z","iopub.status.idle":"2023-09-06T03:16:30.006477Z","shell.execute_reply.started":"2023-09-06T03:16:30.001463Z","shell.execute_reply":"2023-09-06T03:16:30.005235Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from PIL import Image\nimage_0 = Image.open(picture_path/train_0_df.loc[train_0_df.index[0]]['image_id'])\n# Image.open() của thư viện PIL để mở hình ảnh từ đường dẫn được xây dựng bằng cách nối picture_path với giá trị 'image_id'\n#của hàng đầu tiên trong DataFrame train_0_df\nimage_1 = Image.open(picture_path/train_1_df.loc[train_1_df.index[0]]['image_id'])\nimage_2 = Image.open(picture_path/train_2_df.loc[train_2_df.index[0]]['image_id'])\nimage_3 = Image.open(picture_path/train_3_df.loc[train_3_df.index[0]]['image_id'])\nimage_4 = Image.open(picture_path/train_4_df.loc[train_4_df.index[0]]['image_id'])","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.008133Z","iopub.execute_input":"2023-09-06T03:16:30.008924Z","iopub.status.idle":"2023-09-06T03:16:30.049008Z","shell.execute_reply.started":"2023-09-06T03:16:30.008887Z","shell.execute_reply":"2023-09-06T03:16:30.048114Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> Sử dụng thư viện PIL (Python Imaging Library) để mở và đọc các hình ảnh từ các đối tượng DataFrame (train_0_df, train_1_df, train_2_df, train_3_df, và train_4_df) đã được tạo trước đó. Mỗi DataFrame chứa thông tin về các hình ảnh trong tập huấn luyện thuộc các lớp (label) 0, 1, 2, 3 và 4.","metadata":{}},{"cell_type":"code","source":"image_0 #\"Cassava Bacterial Blight (CBB)\"\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.050093Z","iopub.execute_input":"2023-09-06T03:16:30.050389Z","iopub.status.idle":"2023-09-06T03:16:30.215274Z","shell.execute_reply.started":"2023-09-06T03:16:30.050365Z","shell.execute_reply":"2023-09-06T03:16:30.214251Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_1 #\"Cassava Brown Streak Disease (CBSD)\"\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.216865Z","iopub.execute_input":"2023-09-06T03:16:30.217222Z","iopub.status.idle":"2023-09-06T03:16:30.480898Z","shell.execute_reply.started":"2023-09-06T03:16:30.217190Z","shell.execute_reply":"2023-09-06T03:16:30.479881Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_2 #\"Cassava Green Mottle (CGM)\"\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.482572Z","iopub.execute_input":"2023-09-06T03:16:30.482910Z","iopub.status.idle":"2023-09-06T03:16:30.692234Z","shell.execute_reply.started":"2023-09-06T03:16:30.482879Z","shell.execute_reply":"2023-09-06T03:16:30.691242Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_3 #\"Cassava Mosaic Disease (CMD)\"\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.693972Z","iopub.execute_input":"2023-09-06T03:16:30.694863Z","iopub.status.idle":"2023-09-06T03:16:30.841355Z","shell.execute_reply.started":"2023-09-06T03:16:30.694829Z","shell.execute_reply":"2023-09-06T03:16:30.840232Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_4 #\"Healthy\"\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:30.843111Z","iopub.execute_input":"2023-09-06T03:16:30.843477Z","iopub.status.idle":"2023-09-06T03:16:31.096301Z","shell.execute_reply.started":"2023-09-06T03:16:30.843444Z","shell.execute_reply":"2023-09-06T03:16:31.095257Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Tổng quan các classification","metadata":{}},{"cell_type":"code","source":"print(f\"Cassava Bacterial Blight (CBB): {len(train_0_df)}\")\nprint(f\"Cassava Brown Streak Disease (CBSD): {len(train_1_df)}\")\nprint(f\"Cassava Green Mottle (CGM): {len(train_2_df)}\")\nprint(f\"Cassava Mosaic Disease (CMD): {len(train_3_df)}\")\nprint(f\"Healthy: {len(train_4_df)}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:31.097959Z","iopub.execute_input":"2023-09-06T03:16:31.098327Z","iopub.status.idle":"2023-09-06T03:16:31.106715Z","shell.execute_reply.started":"2023-09-06T03:16:31.098294Z","shell.execute_reply":"2023-09-06T03:16:31.105865Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"label = [\"CBB\", \"CBSD\", \"CGM\", \"CMD\", \"Healthy\"]\nnumbers = np.array([len(train_0_df), \n                   len(train_1_df), \n                   len(train_2_df), \n                   len(train_3_df), \n                   len(train_4_df)]\n                 )\n\nplt.bar(label, numbers)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:31.113426Z","iopub.execute_input":"2023-09-06T03:16:31.114142Z","iopub.status.idle":"2023-09-06T03:16:31.350824Z","shell.execute_reply.started":"2023-09-06T03:16:31.114100Z","shell.execute_reply":"2023-09-06T03:16:31.349856Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Tạo 1 mảng chứa các đường dẫn tới ảnh","metadata":{}},{"cell_type":"code","source":"# num_samples_per_class = 500\n\n# all_image_paths = []\n\n# for label in range(5):  # Vòng lặp qua từng loại label (0 đến 4)\n#     label_df = train_df[train_df['label'] == label]\n#     sampled_label_df = label_df.sample(n=num_samples_per_class, )\n    \n#     # Duyệt qua các mẫu đã chọn và thêm đường dẫn vào danh sách\n#     for i in range(len(sampled_label_df)):\n#         image_path = str(picture_path / sampled_label_df.iloc[i]['image_id'])\n#         all_image_paths.append(image_path)\n\n# len(all_image_paths)\n\nall_image_paths = []\n\nfor label in range(5):  # Vòng lặp qua từng loại label (0 đến 4)\n    label_df = train_df[train_df['label'] == label]\n    \n    # Duyệt qua tất cả các mẫu trong label_df và thêm đường dẫn vào danh sách\n    for i in range(len(label_df)):\n        image_path = str(picture_path / label_df.iloc[i]['image_id'])\n        all_image_paths.append(image_path)\n\nlen(all_image_paths)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:31.352072Z","iopub.execute_input":"2023-09-06T03:16:31.352430Z","iopub.status.idle":"2023-09-06T03:16:33.544180Z","shell.execute_reply.started":"2023-09-06T03:16:31.352396Z","shell.execute_reply":"2023-09-06T03:16:33.543165Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Kiểm tra mảng và trích xuất nhãn của các phần tử trong mảng**","metadata":{}},{"cell_type":"code","source":"all_image_paths[:10]","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:33.545918Z","iopub.execute_input":"2023-09-06T03:16:33.546360Z","iopub.status.idle":"2023-09-06T03:16:33.553871Z","shell.execute_reply.started":"2023-09-06T03:16:33.546324Z","shell.execute_reply":"2023-09-06T03:16:33.552195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Tạo danh sách trống để lưu trữ tất cả các nhãn\nall_image_labels = []\n\n# Vòng lặp qua từng loại label (0 đến 4)\nfor label in range(5):\n    label_df = train_df[train_df['label'] == label]\n    \n    # Lấy tất cả các mẫu từ label_df và thêm nhãn vào danh sách\n    for i in range(len(label_df)):\n        label_value = label_df.iloc[i]['label']\n        all_image_labels.append(label_value)\n\n# Chuyển danh sách nhãn thành mảng numpy\nall_image_labels = np.array(all_image_labels)\nprint(all_image_labels.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:33.556239Z","iopub.execute_input":"2023-09-06T03:16:33.556914Z","iopub.status.idle":"2023-09-06T03:16:35.564424Z","shell.execute_reply.started":"2023-09-06T03:16:33.556882Z","shell.execute_reply":"2023-09-06T03:16:35.563430Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Tải và định dạng hình ảnh","metadata":{}},{"cell_type":"markdown","source":"TEST 1 hình trong mảng all_image_paths","metadata":{}},{"cell_type":"code","source":"img_path = all_image_paths[0]#TEST","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.565614Z","iopub.execute_input":"2023-09-06T03:16:35.565914Z","iopub.status.idle":"2023-09-06T03:16:35.571097Z","shell.execute_reply.started":"2023-09-06T03:16:35.565888Z","shell.execute_reply":"2023-09-06T03:16:35.570156Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Image.open(img_path)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.572563Z","iopub.execute_input":"2023-09-06T03:16:35.573155Z","iopub.status.idle":"2023-09-06T03:16:35.762272Z","shell.execute_reply.started":"2023-09-06T03:16:35.573109Z","shell.execute_reply":"2023-09-06T03:16:35.760981Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Đọc ảnh**","metadata":{}},{"cell_type":"code","source":"img_raw = tf.io.read_file(img_path)#dữ liệu nhị phân của tệp hình ảnh\nprint(repr(img_raw)[:100]+\"...\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.763816Z","iopub.execute_input":"2023-09-06T03:16:35.764798Z","iopub.status.idle":"2023-09-06T03:16:35.778811Z","shell.execute_reply.started":"2023-09-06T03:16:35.764753Z","shell.execute_reply":"2023-09-06T03:16:35.777869Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Giải mã ảnh = tensorflow**","metadata":{}},{"cell_type":"code","source":"img_tensor = tf.image.decode_image(img_raw)\n#giải mã dữ liệu nhị phân \nprint(img_tensor.shape)\nprint(img_tensor.dtype)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.780833Z","iopub.execute_input":"2023-09-06T03:16:35.781367Z","iopub.status.idle":"2023-09-06T03:16:35.793361Z","shell.execute_reply.started":"2023-09-06T03:16:35.781329Z","shell.execute_reply":"2023-09-06T03:16:35.792332Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Thay đổi kích thước để phù hợp với mô hình.**","metadata":{}},{"cell_type":"code","source":"img_final = tf.image.resize(img_tensor, [64, 64])\nimg_final = img_final/255.0\nprint(img_final.shape)\nprint(img_final.numpy().min())\nprint(img_final.numpy().max())","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.794703Z","iopub.execute_input":"2023-09-06T03:16:35.795587Z","iopub.status.idle":"2023-09-06T03:16:35.806918Z","shell.execute_reply.started":"2023-09-06T03:16:35.795553Z","shell.execute_reply":"2023-09-06T03:16:35.805539Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Xây dựng hàm chung để xử lý các ảnh**","metadata":{}},{"cell_type":"code","source":"def preprocess_image(image):\n    image = tf.image.decode_jpeg(image, channels=3)\n    image = tf.image.resize(image, [64, 64])\n    image /= 255.0  # normalize to [0,1] range\n\n    return image","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.808741Z","iopub.execute_input":"2023-09-06T03:16:35.809150Z","iopub.status.idle":"2023-09-06T03:16:35.815677Z","shell.execute_reply.started":"2023-09-06T03:16:35.809118Z","shell.execute_reply":"2023-09-06T03:16:35.814554Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Kiểm tra hình ảnh**","metadata":{}},{"cell_type":"code","source":"import pathlib\nimport matplotlib.pyplot as plt\n\ndef load_and_preprocess_image(path):\n    image = tf.io.read_file(path)\n    return preprocess_image(image)\n\nimage_path = all_image_paths[0]\nlabel = all_image_labels[0]\n\nplt.imshow(load_and_preprocess_image(img_path))\nplt.grid(False)# tắt dạng lưới\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:35.817556Z","iopub.execute_input":"2023-09-06T03:16:35.817980Z","iopub.status.idle":"2023-09-06T03:16:36.075859Z","shell.execute_reply.started":"2023-09-06T03:16:35.817945Z","shell.execute_reply":"2023-09-06T03:16:36.074792Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Xây dựng dataset","metadata":{}},{"cell_type":"code","source":"path_ds = tf.data.Dataset.from_tensor_slices(all_image_paths)\nprint(path_ds)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:36.077606Z","iopub.execute_input":"2023-09-06T03:16:36.077971Z","iopub.status.idle":"2023-09-06T03:16:36.154997Z","shell.execute_reply.started":"2023-09-06T03:16:36.077937Z","shell.execute_reply":"2023-09-06T03:16:36.153559Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Trainging tập dữ liệu","metadata":{}},{"cell_type":"code","source":"image_ds = path_ds.map(load_and_preprocess_image, num_parallel_calls=tf.data.experimental.AUTOTUNE)\n#mỗi phần tử của path_ds (đại diện cho các đường dẫn hình ảnh) sẽ được xử lý bằng hàm load_and_preprocess_image\n#sau đó được tạo thành image_ds để làm việc với dữ liệu hình ảnh đã được tiền xử lý.","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:36.156610Z","iopub.execute_input":"2023-09-06T03:16:36.156944Z","iopub.status.idle":"2023-09-06T03:16:36.227371Z","shell.execute_reply.started":"2023-09-06T03:16:36.156913Z","shell.execute_reply":"2023-09-06T03:16:36.226469Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> Test 1 dữ liệu","metadata":{}},{"cell_type":"code","source":"for image in image_ds.take(1):\n    new_image=image.numpy()\n    print(new_image.shape)\n    print(new_image)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:36.228926Z","iopub.execute_input":"2023-09-06T03:16:36.229344Z","iopub.status.idle":"2023-09-06T03:16:36.274077Z","shell.execute_reply.started":"2023-09-06T03:16:36.229293Z","shell.execute_reply":"2023-09-06T03:16:36.272894Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Thực hiện trên tất cả dữ liệu","metadata":{}},{"cell_type":"code","source":"new_image=[]\nfor image in image_ds:\n    new_image.append(image.numpy())\nX = np.array(new_image)\nprint(X.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:16:36.277941Z","iopub.execute_input":"2023-09-06T03:16:36.278289Z","iopub.status.idle":"2023-09-06T03:17:38.737259Z","shell.execute_reply.started":"2023-09-06T03:16:36.278259Z","shell.execute_reply":"2023-09-06T03:17:38.736228Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nfor n,image in enumerate(image_ds.take(4)):\n    plt.figure(figsize=(8,8))\n    plt.subplot(2,2,n+1)\n    plt.imshow(image)\n    plt.grid(False)\n    plt.xticks([])\n    plt.yticks([])\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:38.738931Z","iopub.execute_input":"2023-09-06T03:17:38.739325Z","iopub.status.idle":"2023-09-06T03:17:39.172530Z","shell.execute_reply.started":"2023-09-06T03:17:38.739291Z","shell.execute_reply":"2023-09-06T03:17:39.171241Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Tập dữ liệu nhãn","metadata":{}},{"cell_type":"code","source":"label_ds = tf.data.Dataset.from_tensor_slices(tf.cast(all_image_labels, tf.int64))","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:39.178344Z","iopub.execute_input":"2023-09-06T03:17:39.181953Z","iopub.status.idle":"2023-09-06T03:17:39.192979Z","shell.execute_reply.started":"2023-09-06T03:17:39.181897Z","shell.execute_reply":"2023-09-06T03:17:39.191726Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(label_ds)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:39.197147Z","iopub.execute_input":"2023-09-06T03:17:39.202673Z","iopub.status.idle":"2023-09-06T03:17:39.215730Z","shell.execute_reply.started":"2023-09-06T03:17:39.202621Z","shell.execute_reply":"2023-09-06T03:17:39.214364Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for label in label_ds.take(10):\n    print(label.numpy()) # chuyen sang numpy","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:39.218283Z","iopub.execute_input":"2023-09-06T03:17:39.219413Z","iopub.status.idle":"2023-09-06T03:17:39.246130Z","shell.execute_reply.started":"2023-09-06T03:17:39.219367Z","shell.execute_reply":"2023-09-06T03:17:39.245036Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\n\nnew_label=[]\nfor label in label_ds:#.take(1)\n    new_label.append(label.numpy())\ny = np.array(new_label)\nprint(y.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:39.249978Z","iopub.execute_input":"2023-09-06T03:17:39.254458Z","iopub.status.idle":"2023-09-06T03:17:42.940852Z","shell.execute_reply.started":"2023-09-06T03:17:39.254408Z","shell.execute_reply":"2023-09-06T03:17:42.939067Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# One Hot Encording","metadata":{}},{"cell_type":"code","source":"from sklearn.preprocessing import OneHotEncoder\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:42.943754Z","iopub.execute_input":"2023-09-06T03:17:42.944436Z","iopub.status.idle":"2023-09-06T03:17:42.954337Z","shell.execute_reply.started":"2023-09-06T03:17:42.944378Z","shell.execute_reply":"2023-09-06T03:17:42.950915Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(y.shape)\nenc = OneHotEncoder(handle_unknown='ignore', sparse_output=False)\ny_one_hot = enc.fit_transform(y[:, np.newaxis])\n\nprint(y.shape)\nprint(y_one_hot.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:42.957720Z","iopub.execute_input":"2023-09-06T03:17:42.959352Z","iopub.status.idle":"2023-09-06T03:17:42.978761Z","shell.execute_reply.started":"2023-09-06T03:17:42.959274Z","shell.execute_reply":"2023-09-06T03:17:42.976501Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"TEST ","metadata":{}},{"cell_type":"code","source":"y_one_hot","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:38:14.696077Z","iopub.execute_input":"2023-09-06T03:38:14.697104Z","iopub.status.idle":"2023-09-06T03:38:14.703960Z","shell.execute_reply.started":"2023-09-06T03:38:14.697059Z","shell.execute_reply":"2023-09-06T03:38:14.702977Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train_Test_Split","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nX_train, X_val, y_train, y_val = train_test_split(X, y_one_hot, test_size=0.2)\nprint(X_train.shape)\nprint(X_val.shape)\nprint(y_train.shape)\nprint(y_val.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:17:42.981808Z","iopub.execute_input":"2023-09-06T03:17:42.983042Z","iopub.status.idle":"2023-09-06T03:17:43.439889Z","shell.execute_reply.started":"2023-09-06T03:17:42.982968Z","shell.execute_reply":"2023-09-06T03:17:43.438879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Xây dụng model train","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:ac3105e0-5d3e-4a43-91c3-9d5bbe4911f8.png)","metadata":{},"attachments":{"ac3105e0-5d3e-4a43-91c3-9d5bbe4911f8.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:1b00180f-4b5d-41ce-8606-efa59095bc58.png)\n"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:8830f0c6-c293-4b25-8149-5f380e7a14eb.png)","metadata":{},"attachments":{"8830f0c6-c293-4b25-8149-5f380e7a14eb.png":{"image/png":"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"}}},{"cell_type":"code","source":"\nimport tensorflow as tf\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D,MaxPooling2D,Dropout,Flatten,Dense\n\nnum_classes = 5\n\n#input image dimensions\nimg_rows, img_cols = 64, 64\ninput_shape = (img_rows, img_cols, 3)\n\nmodel = Sequential()\nmodel.add(Conv2D(32, kernel_size=(3, 3),\n                 activation='relu',\n                 kernel_initializer='he_normal',\n                 input_shape=input_shape))\nmodel.add(MaxPooling2D((2, 2)))\nmodel.add(Dropout(0.2))\n\nmodel.add(Conv2D(64, (3, 3), activation='relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.2))\n\nmodel.add(Conv2D(128, (3, 3), activation='relu'))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.2))\n\nmodel.add(Flatten())\nmodel.add(Dense(384, activation='relu'))\nmodel.add(Dropout(0.2))\nmodel.add(Dense(num_classes, activation='softmax'))\n\nmodel.compile(loss=tf.keras.losses.categorical_crossentropy,\n              optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),#lr=0.01,\n              metrics=['accuracy'])\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:29:42.039526Z","iopub.execute_input":"2023-09-06T03:29:42.039915Z","iopub.status.idle":"2023-09-06T03:29:42.191148Z","shell.execute_reply.started":"2023-09-06T03:29:42.039884Z","shell.execute_reply":"2023-09-06T03:29:42.190331Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(X_train, \n                    y_train,\n                    batch_size=16,# 20, 32, 64\n                    epochs=20,# 50\n                   )","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:31:17.963644Z","iopub.execute_input":"2023-09-06T03:31:17.964005Z","iopub.status.idle":"2023-09-06T03:33:08.832436Z","shell.execute_reply.started":"2023-09-06T03:31:17.963976Z","shell.execute_reply":"2023-09-06T03:33:08.831484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(history.history)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:37.554083Z","iopub.execute_input":"2023-09-06T03:33:37.554958Z","iopub.status.idle":"2023-09-06T03:33:37.560035Z","shell.execute_reply.started":"2023-09-06T03:33:37.554924Z","shell.execute_reply":"2023-09-06T03:33:37.559043Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history.history.keys()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:38.600426Z","iopub.execute_input":"2023-09-06T03:33:38.601036Z","iopub.status.idle":"2023-09-06T03:33:38.607905Z","shell.execute_reply.started":"2023-09-06T03:33:38.601001Z","shell.execute_reply":"2023-09-06T03:33:38.606900Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(history.history['loss'])","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:39.424014Z","iopub.execute_input":"2023-09-06T03:33:39.424716Z","iopub.status.idle":"2023-09-06T03:33:39.698381Z","shell.execute_reply.started":"2023-09-06T03:33:39.424679Z","shell.execute_reply":"2023-09-06T03:33:39.697452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(history.history['accuracy'])\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:40.534513Z","iopub.execute_input":"2023-09-06T03:33:40.534882Z","iopub.status.idle":"2023-09-06T03:33:40.857034Z","shell.execute_reply.started":"2023-09-06T03:33:40.534852Z","shell.execute_reply":"2023-09-06T03:33:40.856096Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_val.shape","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:39:24.641163Z","iopub.execute_input":"2023-09-06T03:39:24.642086Z","iopub.status.idle":"2023-09-06T03:39:24.649952Z","shell.execute_reply.started":"2023-09-06T03:39:24.642041Z","shell.execute_reply":"2023-09-06T03:39:24.648770Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_val","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:42.360059Z","iopub.execute_input":"2023-09-06T03:33:42.360754Z","iopub.status.idle":"2023-09-06T03:33:42.367359Z","shell.execute_reply.started":"2023-09-06T03:33:42.360719Z","shell.execute_reply":"2023-09-06T03:33:42.366417Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"predictions = model.predict(X_val)\npredictions","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:43.069566Z","iopub.execute_input":"2023-09-06T03:33:43.070278Z","iopub.status.idle":"2023-09-06T03:33:44.208210Z","shell.execute_reply.started":"2023-09-06T03:33:43.070243Z","shell.execute_reply":"2023-09-06T03:33:44.207211Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"predicted_classes = np.argmax(predictions, axis=1)\npredicted_classes","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:33:45.153207Z","iopub.execute_input":"2023-09-06T03:33:45.154162Z","iopub.status.idle":"2023-09-06T03:33:45.163766Z","shell.execute_reply.started":"2023-09-06T03:33:45.154116Z","shell.execute_reply":"2023-09-06T03:33:45.162614Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score\n\n# Tính độ chính xác giữa dự đoán và nhãn thực tế trên tập validation\naccuracy = accuracy_score(np.argmax(y_val, axis=1), predicted_classes)\n\n# Chuyển độ chính xác thành phần trăm\naccuracy_percentage = accuracy * 100\n\nprint(f\"Accuracy on Validation Set: {accuracy_percentage:.2f}%\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:41:38.564418Z","iopub.execute_input":"2023-09-06T03:41:38.564793Z","iopub.status.idle":"2023-09-06T03:41:38.572947Z","shell.execute_reply.started":"2023-09-06T03:41:38.564762Z","shell.execute_reply":"2023-09-06T03:41:38.571755Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import confusion_matrix\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Tính ma trận nhầm lẫn\ncm = confusion_matrix(np.argmax(y_val, axis=1), predicted_classes)\n\n# Hiển thị ma trận nhầm lẫn bằng biểu đồ heatmap\nplt.figure(figsize=(8, 6))\nsns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", \n            xticklabels=[\"Class 0\", \"Class 1\", \"Class 2\", \"Class 3\", \"Class 4\"],\n            yticklabels=[\"Class 0\", \"Class 1\", \"Class 2\", \"Class 3\", \"Class 4\"])\nplt.xlabel('Predicted')\nplt.ylabel('Actual')\nplt.title('Confusion Matrix')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:42:10.371819Z","iopub.execute_input":"2023-09-06T03:42:10.372237Z","iopub.status.idle":"2023-09-06T03:42:10.745655Z","shell.execute_reply.started":"2023-09-06T03:42:10.372197Z","shell.execute_reply":"2023-09-06T03:42:10.743484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> Mã trên sử dụng thư viện Seaborn và Matplotlib để vẽ biểu đồ heatmap của ma trận nhầm lẫn, giúp bạn dễ dàng quan sát các giá trị bằng màu sắc. Ma trận nhầm lẫn có thể giúp bạn hiểu hơn về hiệu suất của mô hình trên từng lớp cụ thể và phát hiện các lớp mà mô hình dự đoán sai nhiều nhất.","metadata":{}},{"cell_type":"code","source":"from sklearn.metrics import classification_report\n\n# In ra báo cáo phân loại\nprint(classification_report(np.argmax(y_val, axis=1), predicted_classes))","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:43:01.036501Z","iopub.execute_input":"2023-09-06T03:43:01.037429Z","iopub.status.idle":"2023-09-06T03:43:01.056822Z","shell.execute_reply.started":"2023-09-06T03:43:01.037393Z","shell.execute_reply":"2023-09-06T03:43:01.055853Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Chuẩn bị dữ liệu test","metadata":{}},{"cell_type":"code","source":"y_pred = model.predict(X_val)#, batch_size=1, verbose=0\nprint(f\"y_pred.shape:{y_pred.shape}\")\n\ny_pred_label = np.argmax(y_pred, axis=1)\nprint(f\"y_pred_label:\\n{y_pred_label}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.853067Z","iopub.status.idle":"2023-09-06T03:20:10.853997Z","shell.execute_reply.started":"2023-09-06T03:20:10.853761Z","shell.execute_reply":"2023-09-06T03:20:10.853784Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"picture_path = Path('../input/cassava-leaf-disease-classification/test_images/')\nos.listdir(picture_path)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.860485Z","iopub.status.idle":"2023-09-06T03:20:10.861236Z","shell.execute_reply.started":"2023-09-06T03:20:10.860976Z","shell.execute_reply":"2023-09-06T03:20:10.860999Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"****Đọc kết quả nhận test và nộp dự án","metadata":{}},{"cell_type":"code","source":"sample_df = pd.read_csv(dataset_path/'sample_submission.csv')\nsample_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.862606Z","iopub.status.idle":"2023-09-06T03:20:10.863360Z","shell.execute_reply.started":"2023-09-06T03:20:10.863096Z","shell.execute_reply":"2023-09-06T03:20:10.863119Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"all_image_paths_test=[]\nfor i in range(len(sample_df)):\n    all_image_paths_test.append(str(picture_path/sample_df.loc[i]['image_id']))\nall_image_paths_test\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.864749Z","iopub.status.idle":"2023-09-06T03:20:10.865652Z","shell.execute_reply.started":"2023-09-06T03:20:10.865362Z","shell.execute_reply":"2023-09-06T03:20:10.865389Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path_ds_test = tf.data.Dataset.from_tensor_slices(all_image_paths_test)\nprint(path_ds_test)\n\nimage_ds_test = path_ds_test.map(load_and_preprocess_image, num_parallel_calls=tf.data.experimental.AUTOTUNE)\nprint(image_ds_test)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.867063Z","iopub.status.idle":"2023-09-06T03:20:10.867807Z","shell.execute_reply.started":"2023-09-06T03:20:10.867570Z","shell.execute_reply":"2023-09-06T03:20:10.867593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"new_image_test=[]\nfor image in image_ds_test:#.take(1)\n    new_image_test.append(image.numpy())\nX_test = np.array(new_image_test)\nprint(X_test.shape)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.869209Z","iopub.status.idle":"2023-09-06T03:20:10.869975Z","shell.execute_reply.started":"2023-09-06T03:20:10.869738Z","shell.execute_reply":"2023-09-06T03:20:10.869760Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_pred_test = model.predict(X_test)#, batch_size=1, verbose=0\nprint(f\"y_pred_test.shape:{y_pred_test.shape}\")\n\ny_pred_label_test = np.argmax(y_pred_test, axis=1)\nprint(f\"y_pred_label_test:\\n{y_pred_label_test}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.871384Z","iopub.status.idle":"2023-09-06T03:20:10.872152Z","shell.execute_reply.started":"2023-09-06T03:20:10.871914Z","shell.execute_reply":"2023-09-06T03:20:10.871937Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit_ID = sample_df.loc[:]['image_id']\nsubmit_TARGET = pd.DataFrame(y_pred_label_test)\n\nsubmission_df = pd.concat([submit_ID, submit_TARGET], axis=1)\nsubmission_df.columns = ['image_id','label']\n\nsubmission_df","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.873571Z","iopub.status.idle":"2023-09-06T03:20:10.874344Z","shell.execute_reply.started":"2023-09-06T03:20:10.874079Z","shell.execute_reply":"2023-09-06T03:20:10.874102Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission_df.to_csv('submission.csv',index=False)\n","metadata":{"execution":{"iopub.status.busy":"2023-09-06T03:20:10.875693Z","iopub.status.idle":"2023-09-06T03:20:10.876487Z","shell.execute_reply.started":"2023-09-06T03:20:10.876236Z","shell.execute_reply":"2023-09-06T03:20:10.876261Z"},"trusted":true},"execution_count":null,"outputs":[]}],"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}}