recommendation.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"recommendation.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["## Loading the Classification model and Data\n","\n","---\n","\n"],"metadata":{"id":"_0MWA-IjUNVY"}},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/gdrive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E28h2TxVUUCz","executionInfo":{"status":"ok","timestamp":1645288396906,"user_tz":-360,"elapsed":21657,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"9b1fbb11-9265-4cc2-e729-318d3b9661be"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}]},{"cell_type":"code","source":["!cp '/content/gdrive/MyDrive/ML Project/archive.zip' /content/\n","!cp '/content/gdrive/MyDrive/ML Project/10_epochs_transfer_10_epochs_finetune.h5' /content/"],"metadata":{"id":"cUKzmZtzUot9","executionInfo":{"status":"ok","timestamp":1645288410404,"user_tz":-360,"elapsed":10249,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["!cd /content/\n","!unzip archive.zip"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AcsxiA2AU5zw","executionInfo":{"status":"ok","timestamp":1645288416934,"user_tz":-360,"elapsed":6542,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"32cf06f4-c50a-4319-d439-c6938403911c"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: train/JULIA/042.jpg     \n","  inflating: train/JULIA/043.jpg     \n","  inflating: train/JULIA/044.jpg     \n","  inflating: train/JULIA/045.jpg     \n","  inflating: train/JULIA/046.jpg     \n","  inflating: train/JULIA/047.jpg     \n","  inflating: train/JULIA/048.jpg     \n","  inflating: train/JULIA/049.jpg     \n","  inflating: train/JULIA/050.jpg     \n","  inflating: train/JULIA/051.jpg     \n","  inflating: train/JULIA/052.jpg     \n","  inflating: train/JULIA/053.jpg     \n","  inflating: train/JULIA/054.jpg     \n","  inflating: train/JULIA/055.jpg     \n","  inflating: train/JULIA/056.jpg     \n","  inflating: 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ORANGE/5.jpg  \n","  inflating: valid/SOOTYWING/1.jpg   \n","  inflating: valid/SOOTYWING/2.jpg   \n","  inflating: valid/SOOTYWING/3.jpg   \n","  inflating: valid/SOOTYWING/4.jpg   \n","  inflating: valid/SOOTYWING/5.jpg   \n","  inflating: valid/SOUTHERN DOGFACE/1.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/2.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/3.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/4.jpg  \n","  inflating: valid/SOUTHERN DOGFACE/5.jpg  \n","  inflating: valid/STRAITED QUEEN/1.jpg  \n","  inflating: valid/STRAITED QUEEN/2.jpg  \n","  inflating: valid/STRAITED QUEEN/3.jpg  \n","  inflating: valid/STRAITED QUEEN/4.jpg  \n","  inflating: valid/STRAITED QUEEN/5.jpg  \n","  inflating: valid/TROPICAL LEAFWING/1.jpg  \n","  inflating: valid/TROPICAL LEAFWING/2.jpg  \n","  inflating: valid/TROPICAL LEAFWING/3.jpg  \n","  inflating: valid/TROPICAL LEAFWING/4.jpg  \n","  inflating: valid/TROPICAL LEAFWING/5.jpg  \n","  inflating: valid/TWO BARRED FLASHER/1.jpg  \n","  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valid/YELLOW SWALLOW TAIL/4.jpg  \n","  inflating: valid/YELLOW SWALLOW TAIL/5.jpg  \n","  inflating: valid/ZEBRA LONG WING/1.jpg  \n","  inflating: valid/ZEBRA LONG WING/2.jpg  \n","  inflating: valid/ZEBRA LONG WING/3.jpg  \n","  inflating: valid/ZEBRA LONG WING/4.jpg  \n","  inflating: valid/ZEBRA LONG WING/5.jpg  \n"]}]},{"cell_type":"code","source":["import numpy as np\n","import pandas as pd\n","import os\n","from sklearn.utils import shuffle\n","import tensorflow as tf\n","from tensorflow.keras.utils import image_dataset_from_directory"],"metadata":{"id":"4GWU05VeVR94","executionInfo":{"status":"ok","timestamp":1645288419917,"user_tz":-360,"elapsed":2993,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["model = tf.keras.models.load_model('/content/10_epochs_transfer_10_epochs_finetune.h5')"],"metadata":{"id":"Nm4x7CxfVuM5","executionInfo":{"status":"ok","timestamp":1645288423649,"user_tz":-360,"elapsed":3748,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["test_ds = image_dataset_from_directory('/content/test', shuffle=False)\n","IMG_SIZE = 240\n","size = (IMG_SIZE, IMG_SIZE)\n","test_ds = test_ds.map(lambda image, label:\n","                      (tf.image.resize(image, size), label))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3JSZbQkBV-Lc","executionInfo":{"status":"ok","timestamp":1645288423651,"user_tz":-360,"elapsed":18,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"c649ffe4-8114-4649-f367-1846180f9bd2"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 375 files belonging to 75 classes.\n"]}]},{"cell_type":"markdown","source":["## Generating Embedding\n","\n","---\n","\n"],"metadata":{"id":"3JetNZ7FWc10"}},{"cell_type":"code","source":["x_test = np.concatenate(\n","    [batch for batch, label in test_ds.as_numpy_iterator()])\n","near_neighbours_per_example = 4\n","embeddings = model.predict(x_test,batch_size=5)\n","print(embeddings.shape)\n","gram_matrix = np.einsum(\"ae,be->ab\", embeddings, embeddings)\n","near_neighbours = np.argsort(gram_matrix.T)[:, -(near_neighbours_per_example + 1) :]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uXAfin7FWVbD","executionInfo":{"status":"ok","timestamp":1645288455966,"user_tz":-360,"elapsed":32329,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"ff9243f9-daa9-443b-8152-be96bcc78d9a"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["(375, 75)\n"]}]},{"cell_type":"markdown","source":["## Collage\n","\n","---\n","\n"],"metadata":{"id":"dcmzsW0CbJ7x"}},{"cell_type":"code","source":["import random\n","import matplotlib.pyplot as plt\n","from collections import defaultdict\n","from PIL import Image\n","from sklearn.metrics import ConfusionMatrixDisplay\n","from tensorflow import keras\n","from tensorflow.keras import layers"],"metadata":{"id":"6_BYPxw_apSL","executionInfo":{"status":"ok","timestamp":1645288455967,"user_tz":-360,"elapsed":9,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["height_width = 32\n","def show_collage(examples):\n","    box_size = height_width + 2\n","    num_rows, num_cols = examples.shape[:2]\n","\n","    collage = Image.new(\n","        mode=\"RGB\",\n","        size=(num_cols * box_size, num_rows * box_size),\n","        color=(250, 250, 250),\n","    )\n","    for row_idx in range(num_rows):\n","        for col_idx in range(num_cols):\n","            array = (np.array(examples[row_idx, col_idx])).astype(np.uint8)\n","            collage.paste(\n","                Image.fromarray(array), (col_idx * box_size, row_idx * box_size)\n","            )\n","\n","    # Double size for visualisation.\n","    collage = collage.resize((2 * num_cols * box_size, 2 * num_rows * box_size))\n","    return collage\n"],"metadata":{"id":"AcbakFeWbB5c","executionInfo":{"status":"ok","timestamp":1645288455968,"user_tz":-360,"elapsed":9,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["size = (height_width, height_width)\n","test_ds = test_ds.map(lambda image, label:\n","                      (tf.image.resize(image, size), label))\n","x_test = np.concatenate(\n","    [batch for batch, label in test_ds.as_numpy_iterator()])\n","y_test = np.concatenate(\n","    [label for batch, label in test_ds.as_numpy_iterator()])\n","class_idx_to_test_idxs = defaultdict(list)\n","for y_test_idx, y in enumerate(y_test):\n","    class_idx_to_test_idxs[y].append(y_test_idx)"],"metadata":{"id":"bjVD85IwcShY","executionInfo":{"status":"ok","timestamp":1645288595541,"user_tz":-360,"elapsed":1875,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["num_collage_examples = 5\n","\n","examples = np.empty(\n","    (\n","        num_collage_examples,\n","        near_neighbours_per_example + 1,\n","        height_width,\n","        height_width,\n","        3,\n","    ),\n","    dtype=np.float32,\n",")\n","for row_idx in range(num_collage_examples):\n","    temp_idx=random.randint(0, len(y_test)-1)\n","    examples[row_idx, 0] = x_test[temp_idx]\n","    anchor_near_neighbours = reversed(near_neighbours[temp_idx][:-1])\n","    for col_idx, nn_idx in enumerate(anchor_near_neighbours):\n","        examples[row_idx, col_idx + 1] = x_test[nn_idx]\n","\n","show_collage(examples)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":357},"id":"VvP2MIM7bcrA","executionInfo":{"status":"ok","timestamp":1645287428948,"user_tz":-360,"elapsed":15,"user":{"displayName":"Najrin Sultana","photoUrl":"https://lh3.googleusercontent.com/a/default-user=s64","userId":"03562489588354566957"}},"outputId":"78da0094-ccfd-4677-ff32-1d9c6d8bb8bf"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":["<PIL.Image.Image image mode=RGB size=340x340 at 0x7F4C54D354D0>"]},"metadata":{},"execution_count":60}]},{"cell_type":"markdown","source":["## Evaluation\n","\n","---\n","\n"],"metadata":{"id":"uZPPSvYqehQJ"}},{"cell_type":"code","source":["train_ds = image_dataset_from_directory('/content/train')\n","class_names = train_ds.class_names\n","class_count = len(class_names)\n","print(class_names)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"o1ivnjVMfgyS","executionInfo":{"status":"ok","timestamp":1645288666169,"user_tz":-360,"elapsed":1067,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"52ce8c66-b7e2-4699-a644-b7e6c9d91d1f"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 9285 files belonging to 75 classes.\n","['ADONIS', 'AFRICAN GIANT SWALLOWTAIL', 'AMERICAN SNOOT', 'AN 88', 'APPOLLO', 'ATALA', 'BANDED ORANGE HELICONIAN', 'BANDED PEACOCK', 'BECKERS WHITE', 'BLACK HAIRSTREAK', 'BLUE MORPHO', 'BLUE SPOTTED CROW', 'BROWN SIPROETA', 'CABBAGE WHITE', 'CAIRNS BIRDWING', 'CHECQUERED SKIPPER', 'CHESTNUT', 'CLEOPATRA', 'CLODIUS PARNASSIAN', 'CLOUDED SULPHUR', 'COMMON BANDED AWL', 'COMMON WOOD-NYMPH', 'COPPER TAIL', 'CRECENT', 'CRIMSON PATCH', 'DANAID EGGFLY', 'EASTERN COMA', 'EASTERN DAPPLE WHITE', 'EASTERN PINE ELFIN', 'ELBOWED PIERROT', 'GOLD BANDED', 'GREAT EGGFLY', 'GREAT JAY', 'GREEN CELLED CATTLEHEART', 'GREY HAIRSTREAK', 'INDRA SWALLOW', 'IPHICLUS SISTER', 'JULIA', 'LARGE MARBLE', 'MALACHITE', 'MANGROVE SKIPPER', 'MESTRA', 'METALMARK', 'MILBERTS TORTOISESHELL', 'MONARCH', 'MOURNING CLOAK', 'ORANGE OAKLEAF', 'ORANGE TIP', 'ORCHARD SWALLOW', 'PAINTED LADY', 'PAPER KITE', 'PEACOCK', 'PINE WHITE', 'PIPEVINE SWALLOW', 'POPINJAY', 'PURPLE HAIRSTREAK', 'PURPLISH COPPER', 'QUESTION MARK', 'RED ADMIRAL', 'RED CRACKER', 'RED POSTMAN', 'RED SPOTTED PURPLE', 'SCARCE SWALLOW', 'SILVER SPOT SKIPPER', 'SLEEPY ORANGE', 'SOOTYWING', 'SOUTHERN DOGFACE', 'STRAITED QUEEN', 'TROPICAL LEAFWING', 'TWO BARRED FLASHER', 'ULYSES', 'VICEROY', 'WOOD SATYR', 'YELLOW SWALLOW TAIL', 'ZEBRA LONG WING']\n"]}]},{"cell_type":"code","source":["confusion_matrix = np.zeros((class_count, class_count), dtype=int)\n","\n","# For each class.\n","for class_idx in range(class_count):\n","    # Consider 10 examples.\n","    example_idxs = class_idx_to_test_idxs[class_idx][:10]\n","    for y_test_idx in example_idxs:\n","        # And count the classes of its near neighbours.\n","        for nn_idx in near_neighbours[y_test_idx][:-1]:\n","            nn_class_idx = y_test[nn_idx]\n","            confusion_matrix[class_idx, nn_class_idx] += 1\n","\n","# Display a confusion matrix.\n","labels = class_names\n","disp = ConfusionMatrixDisplay(confusion_matrix=confusion_matrix, display_labels=labels)\n","fig, ax = plt.subplots(figsize=(70,70))\n","disp.plot(include_values=True, cmap=\"viridis\", ax=ax, xticks_rotation=\"vertical\")\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3O3BGtNwejuv","executionInfo":{"status":"ok","timestamp":1645289032567,"user_tz":-360,"elapsed":32146,"user":{"displayName":"Nafiur Rahman 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size 5040x5040 with 2 Axes>"]},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["y_true = []\n","y_pred = []\n","for class_idx in range(class_count):\n","    for neighbour_class_idx in range(class_count):\n","        cnt_recommend = confusion_matrix[class_idx][neighbour_class_idx]\n","        y_true += cnt_recommend * [class_idx]\n","        y_pred += cnt_recommend * [neighbour_class_idx]\n","\n","from sklearn.metrics import classification_report\n","print(classification_report(y_true, y_pred))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"N0vGymhj2UNx","executionInfo":{"status":"ok","timestamp":1645289042598,"user_tz":-360,"elapsed":422,"user":{"displayName":"Nafiur Rahman Khadem","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgJW9Ph_91dtNKoctY_b9UrSdwntYNcKvR0aI17wQ=s64","userId":"14304020629346378249"}},"outputId":"9d9559a3-7ecc-456f-809b-2b7e00126c5a"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["              precision    recall  f1-score   support\n","\n","           0       1.00      1.00      1.00        20\n","           1       0.83      1.00      0.91        20\n","           2       1.00      0.60      0.75        20\n","           3       1.00      1.00      1.00        20\n","           4       0.83      1.00      0.91        20\n","           5       0.83      1.00      0.91        20\n","           6       1.00      1.00      1.00        20\n","           7       1.00      1.00      1.00        20\n","           8       0.83      1.00      0.91        20\n","           9       1.00      1.00      1.00        20\n","          10       0.83      0.75      0.79        20\n","          11       1.00      1.00      1.00        20\n","          12       1.00      1.00      1.00        20\n","          13       1.00      1.00      1.00        20\n","          14       0.83      1.00      0.91        20\n","          15       1.00      1.00      1.00        20\n","          16       1.00      1.00      1.00        20\n","          17       1.00      1.00      1.00        20\n","          18       1.00      0.60      0.75        20\n","          19       1.00      1.00      1.00        20\n","          20       1.00      1.00      1.00        20\n","          21       1.00      1.00      1.00        20\n","          22       0.48      0.65      0.55        20\n","          23       0.72      0.65      0.68        20\n","          24       1.00      1.00      1.00        20\n","          25       0.56      0.50      0.53        20\n","          26       0.71      1.00      0.83        20\n","          27       1.00      1.00      1.00        20\n","          28       1.00      1.00      1.00        20\n","          29       0.54      0.70      0.61        20\n","          30       1.00      1.00      1.00        20\n","          31       0.30      0.30      0.30        20\n","          32       1.00      1.00      1.00        20\n","          33       0.83      1.00      0.91        20\n","          34       0.81      0.85      0.83        20\n","          35       1.00      1.00      1.00        20\n","          36       1.00      1.00      1.00        20\n","          37       1.00      1.00      1.00        20\n","          38       1.00      1.00      1.00        20\n","          39       1.00      0.80      0.89        20\n","          40       1.00      1.00      1.00        20\n","          41       0.72      0.65      0.68        20\n","          42       0.83      1.00      0.91        20\n","          43       0.72      0.65      0.68        20\n","          44       1.00      1.00      1.00        20\n","          45       0.83      0.75      0.79        20\n","          46       1.00      1.00      1.00        20\n","          47       0.95      1.00      0.98        20\n","          48       1.00      1.00      1.00        20\n","          49       0.83      0.75      0.79        20\n","          50       1.00      1.00      1.00        20\n","          51       1.00      1.00      1.00        20\n","          52       1.00      1.00      1.00        20\n","          53       1.00      1.00      1.00        20\n","          54       1.00      1.00      1.00        20\n","          55       0.62      0.65      0.63        20\n","          56       0.80      0.60      0.69        20\n","          57       0.81      0.65      0.72        20\n","          58       1.00      1.00      1.00        20\n","          59       1.00      1.00      1.00        20\n","          60       0.86      0.60      0.71        20\n","          61       1.00      1.00      1.00        20\n","          62       1.00      0.80      0.89        20\n","          63       1.00      1.00      1.00        20\n","          64       1.00      1.00      1.00        20\n","          65       1.00      1.00      1.00        20\n","          66       1.00      1.00      1.00        20\n","          67       0.83      1.00      0.91        20\n","          68       0.87      1.00      0.93        20\n","          69       1.00      1.00      1.00        20\n","          70       1.00      0.80      0.89        20\n","          71       1.00      1.00      1.00        20\n","          72       0.83      0.75      0.79        20\n","          73       1.00      1.00      1.00        20\n","          74       1.00      1.00      1.00        20\n","\n","    accuracy                           0.91      1500\n","   macro avg       0.91      0.91      0.91      1500\n","weighted avg       0.91      0.91      0.91      1500\n","\n"]}]}]}