{"metadata":{"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"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"First draft...\n\nNeed to be improved\n\n**Upvotes appreciated :)**","metadata":{}},{"cell_type":"markdown","source":"**Steps:**\n1. Train model on anchor,positive,negative image sets to minimize triplet loss\n2. Use trained model layers to generate embeddings of test images and index images\n3. Train KNN classifier on index image embeddings (n=100)\n4. Predict on test image embeddings (i.e. find test image embeddings' closest index image embedding) \n5. Save Model","metadata":{}},{"cell_type":"markdown","source":"https://towardsdatascience.com/image-similarity-using-triplet-loss-3744c0f67973\n\nTrying Triplet Loss\n![image.png](attachment:image.png)\n\nInspired by: https://www.kaggle.com/c/landmark-retrieval-challenge/discussion/58155","metadata":{},"attachments":{"image.png":{"image/png":"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"}}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\n# for dirname, _, filenames in os.walk('/kaggle/input'):\n#     for filename in filenames:\n#         print(os.path.join(dirname, filename))\n\n# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-06-20T09:30:32.395694Z","iopub.execute_input":"2023-06-20T09:30:32.395967Z","iopub.status.idle":"2023-06-20T09:30:32.400642Z","shell.execute_reply.started":"2023-06-20T09:30:32.395940Z","shell.execute_reply":"2023-06-20T09:30:32.399596Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train=pd.read_csv(\"/kaggle/input/landmark-retrieval-2020/train.csv\")\ntrain.head()","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","execution":{"iopub.status.busy":"2023-06-20T09:30:32.402103Z","iopub.execute_input":"2023-06-20T09:30:32.402698Z","iopub.status.idle":"2023-06-20T09:30:34.188026Z","shell.execute_reply.started":"2023-06-20T09:30:32.402659Z","shell.execute_reply":"2023-06-20T09:30:34.187186Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train[\"landmark_id\"].nunique(),train[\"id\"].nunique(),train.shape","metadata":{"execution":{"iopub.status.busy":"2023-06-20T09:30:48.979490Z","iopub.execute_input":"2023-06-20T09:30:48.979817Z","iopub.status.idle":"2023-06-20T09:30:49.497976Z","shell.execute_reply.started":"2023-06-20T09:30:48.979787Z","shell.execute_reply":"2023-06-20T09:30:49.496916Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Selecting only high occurrence landmarks for training**","metadata":{}},{"cell_type":"code","source":"t=train.groupby(\"landmark_id\")[\"id\"].count().to_frame().sort_values(\"id\",ascending=False)\nt=t[t[\"id\"]>100]\ntrain=train[train[\"landmark_id\"].isin(list(t.index))]\ntrain[\"landmark_id\"].nunique(),train[\"id\"].nunique(),train.shape","metadata":{"execution":{"iopub.status.busy":"2023-06-20T09:31:07.745071Z","iopub.execute_input":"2023-06-20T09:31:07.745489Z","iopub.status.idle":"2023-06-20T09:31:07.901415Z","shell.execute_reply.started":"2023-06-20T09:31:07.745437Z","shell.execute_reply":"2023-06-20T09:31:07.900292Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from glob import glob\ntrain_files=glob(\"../input/landmark-retrieval-2020/train/*/*/*/*\")\nindex_files=glob(\"../input/landmark-retrieval-2020/index/*/*/*/*\")\ntest_files=glob(\"../input/landmark-retrieval-2020/test/*/*/*/*\")\nlen(train_files),len(index_files),len(test_files)","metadata":{"execution":{"iopub.status.busy":"2023-06-20T09:31:15.854038Z","iopub.execute_input":"2023-06-20T09:31:15.854455Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"t=pd.DataFrame({\"train_path\":train_files})\nt[\"id\"]=t[\"train_path\"].apply(lambda x: x.split(\"/\")[-1][:-4])\ntrain=train.merge(t,how='inner',on=[\"id\"])\nprint(train.shape)\ntrain.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport cv2\n%matplotlib inline\nid=27\ndfsample = train[train['landmark_id' ]== id]\n\nfor i,row in dfsample.reset_index().iterrows():\n    \n    path=row[\"train_path\"]\n    example = cv2.imread(path)\n    print(example.shape)\n\n    plt.imshow(example)\n    plt.show()\n    if (i>4):\n        break","metadata":{"_kg_hide-input":false,"_kg_hide-output":false,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow.keras import layers,models\nclass DataGenerator(tf.keras.utils.Sequence):\n    def __init__(self,train):\n        self.batch_size=BATCH_SIZE\n        self.landmark_ids=train[\"landmark_id\"].unique()\n        self.ids=train[\"id\"].unique()\n        \n        self.dict_image_to_landmark_mapping=train.set_index(\"id\")[\"landmark_id\"].to_dict()\n        self.dict_landmark_to_images_mapping=train.groupby(\"landmark_id\")[\"id\"].apply(list).to_dict()\n        self.path_dict=train.set_index(\"id\")[\"train_path\"].to_dict()\n        \n        self.on_epoch_end()\n        pass\n    def __len__(self,):\n#         return int(np.floor(len(self.ids) / self.batch_size))\n        return 20#*20\n    def on_epoch_end(self):\n        self.indexes = np.arange(len(self.ids))\n        np.random.shuffle(self.indexes)\n    def __getitem__(self, index):\n        indexes = self.indexes[index*self.batch_size:(index+1)*self.batch_size]\n        anchors = [self.ids[k] for k in indexes]\n        positives=[self.get_positives(anchor) for anchor in anchors]\n        negatives=[self.get_negatives(anchor) for anchor in anchors]\n        \n        X=[anchors,positives,negatives]\n        X= self.get_images(X)\n        y=np.zeros((len(X),))\n        return X,y\n    def get_positives(self,anchor):\n        landmarkid=self.dict_image_to_landmark_mapping[anchor]\n        all_positive_images=self.dict_landmark_to_images_mapping[landmarkid]\n        all_positive_images=[t for t in all_positive_images if t != anchor]\n        return np.random.choice(all_positive_images)\n    \n    def get_negatives(self,anchor):\n        landmarkid=self.dict_image_to_landmark_mapping[anchor]\n        random_negative_landmarkid=np.random.choice([t for t in self.landmark_ids if t!=landmarkid])\n        random_negative_image=self.dict_landmark_to_images_mapping[random_negative_landmarkid]\n        return np.random.choice(random_negative_image)\n    def get_images(self,X):\n        X_=[]\n        \n        anchors=X[0]\n        positives=X[1]\n        negatives=X[2]\n        anchors_=[]\n        positives_=[]\n        negatives_=[]\n        for a in anchors:\n            a=self.path_dict[a]\n            a=cv2.imread(a)\n            a=cv2.resize(a,(128,128))*1/255\n            anchors_.append(a)\n        for p in positives:\n            p=self.path_dict[p]\n            p=cv2.imread(p)\n            p=cv2.resize(p,(128,128))*1/255\n            positives_.append(p)\n        for n in negatives:\n            n=self.path_dict[n]\n            n=cv2.imread(n)\n            n=cv2.resize(n,(128,128))*1/255\n            negatives_.append(n)\n        \n        X_=[np.array(anchors_),np.array(positives_),np.array(negatives_)]\n        return X_","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"BATCH_SIZE=1\ntraining_generator = DataGenerator(train)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for batch in training_generator:\n    break\nlen(batch)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X=batch[0]\nanchor=X[0]\nanchor.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d={0:\"Anchor\",1:\"Positive\",2:\"Negative\"}\nfor i,a in enumerate(batch[0]):\n    print(d[i])\n    plt.imshow(a[0])\n    plt.show()\n    \ndel training_generator","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# https://github.com/KinWaiCheuk/Triplet-net-keras/blob/master/Triplet%20NN%20Test%20on%20MNIST.ipynb\nfrom tensorflow.keras import backend as K\ndef triplet_loss(y_true, y_pred, alpha = 0.4):\n    \"\"\"\n    Implementation of the triplet loss function\n    Arguments:\n    y_true -- true labels, required when you define a loss in Keras, you don't need it in this function.\n    y_pred -- python list containing three objects:\n            anchor -- the encodings for the anchor data\n            positive -- the encodings for the positive data (similar to anchor)\n            negative -- the encodings for the negative data (different from anchor)\n    Returns:\n    loss -- real number, value of the loss\n    \"\"\"\n    print('y_pred.shape = ',y_pred)\n    \n    total_lenght = y_pred.shape.as_list()[-1]\n#     print('total_lenght=',  total_lenght)\n#     total_lenght =12\n    \n    anchor = y_pred[:,0:int(total_lenght*1/3)]\n    positive = y_pred[:,int(total_lenght*1/3):int(total_lenght*2/3)]\n    negative = y_pred[:,int(total_lenght*2/3):int(total_lenght*3/3)]\n\n    # distance between the anchor and the positive\n    pos_dist = K.sum(K.square(anchor-positive),axis=1)\n\n    # distance between the anchor and the negative\n    neg_dist = K.sum(K.square(anchor-negative),axis=1)\n\n    # compute loss\n    basic_loss = pos_dist-neg_dist+alpha\n    loss = K.maximum(basic_loss,0.0)\n \n    return loss\ndef base_model():\n    inp=layers.Input(shape=(128,128,3))\n    x=layers.Conv2D(128,(7,7),padding='same',activation='relu',name='conv1')(inp)\n    x=layers.MaxPooling2D((2,2),(2,2),padding='same',name='pool1')(x)\n#     x=layers.Conv2D(256,(5,5),padding='same',activation='relu',name='conv2')(x)\n#     x=layers.MaxPooling2D((2,2),(2,2),padding='same',name='pool2')(x)\n    x=layers.Flatten(name='flatten')(x)\n    x=layers.Dense(4,name='embeddings')(x)\n    model=models.Model(inputs=inp,outputs=x)\n    return model\n\ndef build_model():\n    anchor_input=layers.Input(shape=(128,128,3))\n    positive_input=layers.Input(shape=(128,128,3))\n    negative_input=layers.Input(shape=(128,128,3))\n    \n    base=base_model()\n    encoded_anchor = base(anchor_input)\n    encoded_positive = base(positive_input)\n    encoded_negative = base(negative_input)\n    merged_vector = layers.concatenate([encoded_anchor, encoded_positive, encoded_negative], axis=-1, name='merged_layer')\n    model = models.Model(inputs=[anchor_input,positive_input, negative_input], outputs=merged_vector)\n    model.compile(loss=triplet_loss, optimizer=tf.keras.optimizers.Adam(lr=0.0001, beta_1=0.9, beta_2=0.999))\n    \n    embedding_model = models.Model(inputs=anchor_input, outputs=encoded_anchor)\n    \n    return model,embedding_model\n  \nmodel,embedding_model=build_model()\nmodel.summary()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()\nval_lid=np.random.choice(train[\"landmark_id\"].unique(),int(len(train[\"landmark_id\"].unique())*0.3))\nlen(val_lid),len(train[\"landmark_id\"].unique())\nval_=train[train[\"landmark_id\"].isin(val_lid)]\ntrain_=train[(train[\"landmark_id\"].isin(val_lid))==False]\nprint(train_.shape,val_.shape)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"BATCH_SIZE=32\nEPOCHS=2\ntraining_generator=DataGenerator(train_)\nvalidation_data=DataGenerator(val_)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.fit(training_generator,\n                    validation_data=validation_data,\n                     batch_size=BATCH_SIZE, epochs=EPOCHS)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(len(index_files),len(test_files))\ndfindex=pd.DataFrame({\"index_path\":index_files})\ndfindex[\"index\"]=dfindex[\"index_path\"].apply(lambda x: x.split(\"/\")[-1][:-4])\ndftest=pd.DataFrame({\"test_path\":test_files})\ndftest[\"test\"]=dftest[\"test_path\"].apply(lambda x: x.split(\"/\")[-1][:-4])\ndftest.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del train,training_generator,validation_data\nimport gc\ngc.collect()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class predictDataset(tf.keras.utils.Sequence):\n    def __init__(self,path):\n        self.paths=path\n        self.batch_size=BATCH_SIZE\n        self.on_epoch_end()\n    def __len__(self,):\n        return int(np.floor(len(self.paths) / self.batch_size))\n    def on_epoch_end(self):\n        self.indexes = np.arange(len(self.paths))\n    \n    def __getitem__(self, index):\n        indexes = self.indexes[index*self.batch_size:(index+1)*self.batch_size]\n        images=[self.paths[t] for t in indexes]\n        images=[cv2.imread(t) for t in images]\n        images=[cv2.resize(t,(128,128))*1/255 for t in images]\n        return np.array(images)\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"BATCH_SIZE=102\n\nquery_dataset=predictDataset(dftest[\"test_path\"].values)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nquery_embeddings=embedding_model.predict(query_dataset)\nquery_embeddings.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import joblib\n# joblib.dump(query_embeddings,\"query_embeddings.pkl\")\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del query_dataset\ngc.collect()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\nindex_dataset=predictDataset(dfindex[\"index_path\"].values)\nindex_embeddings=embedding_model.predict(index_dataset)\nindex_embeddings.shape","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import joblib\n# joblib.dump(index_embeddings,\"index_embeddings.pkl\")\ndel index_dataset\ngc.collect()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# del model, embedding_model\ngc.collect()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.neighbors import KNeighborsClassifier\nknn=KNeighborsClassifier(100)\ny=np.arange(index_embeddings.shape[0])","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"knn.fit(index_embeddings,y)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"preds=knn.predict(query_embeddings)\npreds","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"random_query=np.random.choice(range(len(dftest)))\nprint(\"query image\")\nplt.imshow(cv2.imread(dftest[\"test_path\"].values[random_query]))\nplt.show()\nprint(\"match index\")\nplt.imshow(cv2.imread(dfindex[\"index_path\"].values[random_query]))\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"random_query=np.random.choice(range(len(dftest)))\nprint(\"query image\")\nplt.imshow(cv2.imread(dftest[\"test_path\"].values[random_query]))\nplt.show()\nprint(\"match index\")\nplt.imshow(cv2.imread(dfindex[\"index_path\"].values[random_query]))\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"random_query=np.random.choice(range(len(dftest)))\nprint(\"query image\")\nplt.imshow(cv2.imread(dftest[\"test_path\"].values[random_query]))\nplt.show()\nprint(\"match index\")\nplt.imshow(cv2.imread(dfindex[\"index_path\"].values[random_query]))\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"random_query=np.random.choice(range(len(dftest)))\nprint(\"query image\")\nplt.imshow(cv2.imread(dftest[\"test_path\"].values[random_query]))\nplt.show()\nprint(\"match index\")\nplt.imshow(cv2.imread(dfindex[\"index_path\"].values[random_query]))\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"random_query=np.random.choice(range(len(dftest)))\nprint(\"query image\")\nplt.imshow(cv2.imread(dftest[\"test_path\"].values[random_query]))\nplt.show()\nprint(\"match index\")\nplt.imshow(cv2.imread(dfindex[\"index_path\"].values[random_query]))\nplt.show()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tf.saved_model.save(embedding_model, \"sub/final_model\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import shutil\nshutil.make_archive(\"submission\", 'zip', \"sub/final_model\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"First draft...\n\nNeed to be improved\n\n\n\n**Comments/suggestions/feedback & Upvotes appreciated :)**","metadata":{}},{"cell_type":"code","source":"!ls sub","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}