{"cells":[{"metadata":{},"cell_type":"markdown","source":"After embedding of low resolution 32x32 images into a 2D space using umap, a difference in the distributions of train and test appears.\nThere is a cluster of many similar images in the test set, that are not so frequent in the train data.\n\n![image.png](attachment:image.png)\n","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-output":true,"_kg_hide-input":true},"cell_type":"code","source":"import sys\n!cp ../input/rapids/rapids.0.13.0 /opt/conda/envs/rapids.tar.gz\n!cd /opt/conda/envs/ && tar -xzvf rapids.tar.gz > /dev/null\nsys.path = [\"/opt/conda/envs/rapids/lib/python3.6/site-packages\"] + sys.path\nsys.path = [\"/opt/conda/envs/rapids/lib/python3.6\"] + sys.path\nsys.path = [\"/opt/conda/envs/rapids/lib\"] + sys.path \n!cp /opt/conda/envs/rapids/lib/libxgboost.so /opt/conda/lib/\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true,"_kg_hide-output":true},"cell_type":"code","source":"import cudf, cuml\nimport cupy as cp\nimport numpy as np\nimport pandas as pd\nimport os\nimport random, re, math, time\n\nrandom.seed(a=42)\nfrom os.path import join \n\nimport tensorflow as tf\nimport tensorflow.keras.backend as K\n\nfrom PIL import Image\n\nfrom cuml.manifold import TSNE, UMAP\n\nfrom tqdm import tqdm\nimport plotly.express as px","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true,"_kg_hide-output":true},"cell_type":"code","source":"BASEPATH = '../input'\nCOMPPATH = os.path.join(BASEPATH, 'siim-isic-melanoma-classification')\ndf_train = pd.read_csv(os.path.join(COMPPATH, 'train.csv'))\ndf_test = pd.read_csv(os.path.join(COMPPATH, 'test.csv'))\ndf_sub = pd.read_csv(os.path.join(COMPPATH, 'sample_submission.csv'))\n\nTHUMBSPATH = os.path.join(BASEPATH, 'melanoma-extract-thumbs-32x32')\nthumbs_train = np.load(os.path.join(THUMBSPATH, 'thumbs_32x32_train.npy'))\nthumbs_test = np.load(os.path.join(THUMBSPATH, 'thumbs_32x32_test.npy'))\n\nSIZE = thumbs_train.shape[1]\n","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"trusted":true},"cell_type":"code","source":"thumbs_all = np.concatenate([thumbs_train, thumbs_test])\n(n,y,x,b) = thumbs_all.shape\nflat_all = thumbs_all.reshape((n, y*x*b))\n\numapObj = UMAP(n_components=2, n_neighbors=100, min_dist=0.7)\nemb_all = umapObj.fit_transform(flat_all)\n\nemb_train = emb_all[:thumbs_train.shape[0]]\nemb_test = emb_all[thumbs_train.shape[0]:]","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## All train and test images\n\nRight-click image and open it in new browser tab. Its a 3000x3000 pixel image ;-)","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def draw_embedding(embedding, thumbs):\n    (n, w) = embedding.shape\n    if w > 32:\n        embedding = PCA(n_components=32).fit_transform(embedding)\n\n    if w > 2:\n        #embedding = TSNE(n_components=2, verbose=2,metric=\"cosine\").fit_transform(embedding)    \n        embedding = TSNE(n_components=2, verbose=2).fit_transform(embedding)    \n\n    x1, x2 = min(embedding[:,0]), max(embedding[:,0])\n    y1, y2 = min(embedding[:,1]), max(embedding[:,1])\n    \n    #s = np.std(embedding, axis=0)\n    #m = np.mean(embedding, axis=0)       \n    #embedding = (embedding-m) / s / 3\n    \n    embedding[:,0] = (embedding[:,0] - x1) / (x2-x1)\n    embedding[:,1] = (embedding[:,1] - y1) / (y2-y1)\n\n    (n, w) = embedding.shape\n    img = Image.new(mode='RGB', size=(3000, 3000))\n    for i in range(n):\n        img2 = Image.fromarray(thumbs[i])\n        x = math.floor(embedding[i,0]*(3000-SIZE))\n        y = 3000 - math.floor(embedding[i,1]*(3000-SIZE)) - SIZE\n        img.paste(img2, (x, y))\n\n    display(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"draw_embedding(emb_all, thumbs_all)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Train:","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"y_train = df_train[\"target\"].values\ny_train_str = np.array([str(i) for i in y_train])\nfig = px.scatter(x=emb_train[:,0], y=emb_train[:,1], color=y_train_str, size=y_train, render_mode=\"webgl\")\nfig.update_traces(marker=dict(size=2))\n\nfig.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Test:","execution_count":null},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"fig = px.scatter(x=emb_test[:,0], y=emb_test[:,1], render_mode=\"webgl\")\nfig.update_traces(marker=dict(size=2))\n\nfig.show()\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true,"_kg_hide-output":true},"cell_type":"code","source":"np.save('umap_emb_train.npy', emb_train)\nnp.save('umap_emb_test.npy', emb_test)","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":4}