{"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":"code","source":"import numpy as np \nimport pandas as pd \nimport os\n\n\nimport spacy \nfrom gensim.models import FastText  \n\nfrom PIL import Image\n\nimport glob\n\nnlp = spacy.load(\"en_core_web_sm\")","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-02-21T12:54:27.541831Z","iopub.execute_input":"2022-02-21T12:54:27.54233Z","iopub.status.idle":"2022-02-21T12:54:37.949477Z","shell.execute_reply.started":"2022-02-21T12:54:27.542242Z","shell.execute_reply":"2022-02-21T12:54:37.948665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class CFG:\n    data_folder = '../input/h-and-m-personalized-fashion-recommendations/'\n    emb_size = 20\n    img_emb_size = 128\n    cutoff = 2\n    modelname = 'efficientnet_b0'","metadata":{"execution":{"iopub.status.busy":"2022-02-21T13:00:43.353732Z","iopub.execute_input":"2022-02-21T13:00:43.354272Z","iopub.status.idle":"2022-02-21T13:00:43.358677Z","shell.execute_reply.started":"2022-02-21T13:00:43.354231Z","shell.execute_reply":"2022-02-21T13:00:43.357796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Functions","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image-160.png](attachment:0fb9f505-2d9e-47e7-a781-b05b04ec69a7.png)\n\nOne thing that is pretty much guaranteed to be useful are embeddings for the products. We can go around creating them in different manners:\n\n* based on the purchase history\n* using the images\n* using text info\n\nMy (as of yet unsubstantiated) hunch is that combining different embeddings can help with different info being available: while some products do not have images, while others might only have limited purchase history (hence methods like collaborative filtering might run into a [cold start problem](https://en.wikipedia.org/wiki/Cold_start_(recommender_systems))).\n\nWe investigate those three manners below. The notebook is a work in progress, I will be adding more stuff as I figure it out :-) 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"}}},{"cell_type":"markdown","source":"# Purchase history\n\nThis is 2022, so I think it's safe to assume most people reading this know what `word2vec` is and how it works ;-) The core part of the logic we care about is that words appearing in similar contexts are likely to have similar meanings. It is this formulation that allows us to leverage the approach in the context of identifying similarity of purchased items in the current competition: a list of items purchased by a user is similar structure-wise to a word sequence forming a sentence. \n\n\nIn other words, we assume that if two items are bought together (contextual similarity in the case of words), then those two will be defined as ‘similar items’ by the algorithm. In the end, similar items will have embeddings in close proximity and ads from distinct sub-categories will end up with embeddings further away from each other in cosine similarity space. Since a picture is worth a thousand words, this might help develop the intuition:\n\n![item_context.png](attachment:ef0b0182-6dfa-4b86-aa42-1c2ae1fd9613.png)\n\nBelow, we will use this analogy (`item2vec` ) to create representation for our items in the transaction dataset. We start by loading the entirety of the transaction data - since we are not using the target per specific user, we need not worry about 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"}}},{"cell_type":"code","source":"xdat = pd.read_csv(CFG.data_folder + 'transactions_train.csv',\n                  dtype={'article_id': str} )\nxdat.head(3)","metadata":{"execution":{"iopub.status.busy":"2022-02-20T21:56:05.740526Z","iopub.execute_input":"2022-02-20T21:56:05.740827Z","iopub.status.idle":"2022-02-20T21:57:19.819301Z","shell.execute_reply.started":"2022-02-20T21:56:05.740796Z","shell.execute_reply":"2022-02-20T21:57:19.818715Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As a quick sanity check, we can have a look at the number of unique dimensions:","metadata":{}},{"cell_type":"code","source":"# count the unique levels\nprint('unique articles: ' + str(xdat.article_id.nunique()))\nprint('unique customers: ' + str(xdat.customer_id.nunique()))\nprint('unique shopping: '+ str(len(xdat[['t_dat', 'customer_id']].drop_duplicates())) )","metadata":{"execution":{"iopub.status.busy":"2022-02-20T21:57:19.82081Z","iopub.execute_input":"2022-02-20T21:57:19.821386Z","iopub.status.idle":"2022-02-20T21:57:48.097372Z","shell.execute_reply.started":"2022-02-20T21:57:19.821353Z","shell.execute_reply":"2022-02-20T21:57:48.096278Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"# create our \"sentences\"\nshopping_by_ud = xdat.groupby(['t_dat','customer_id'])['article_id'].apply(list).reset_index(name ='shopping_list')\n\n# check the length - so we can filter out one-element lists (useless for this kind of embedding)\nshopping_by_ud['list_size'] = shopping_by_ud.shopping_list.apply(len)\n\n# drop sentences shorter than cutoff \nshopping_by_ud = shopping_by_ud.loc[shopping_by_ud.list_size >= CFG.cutoff]","metadata":{"execution":{"iopub.status.busy":"2022-02-20T21:57:48.098931Z","iopub.execute_input":"2022-02-20T21:57:48.099184Z","iopub.status.idle":"2022-02-20T22:01:26.783707Z","shell.execute_reply.started":"2022-02-20T21:57:48.099154Z","shell.execute_reply":"2022-02-20T22:01:26.782741Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The beauty of this approach is that while we can directly re-use ","metadata":{}},{"cell_type":"code","source":"## train a fasttext model\nshopping_model = FastText(vector_size = CFG.emb_size, window = 3, min_count=1, workers = 4)   \n# there is a weird gensim bug that you can only pass the sentences as the first positional argument, but not named ?\nshopping_model.build_vocab(shopping_by_ud.shopping_list)\nshopping_model.train(shopping_by_ud.shopping_list.values, total_examples=len(shopping_by_ud), epochs=5)","metadata":{"execution":{"iopub.status.busy":"2022-02-20T22:01:30.073316Z","iopub.execute_input":"2022-02-20T22:01:30.073692Z","iopub.status.idle":"2022-02-20T22:10:09.152289Z","shell.execute_reply.started":"2022-02-20T22:01:30.073646Z","shell.execute_reply":"2022-02-20T22:10:09.151237Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# create the embeddings for all elligible products\nxlist = xdat.article_id.drop_duplicates()\nprod_emb = xlist.apply(lambda x: shopping_model.wv[x]).values\nprod_emb = np.array([e.reshape(1,-1) for e in prod_emb]).reshape(-1,CFG.emb_size)\n\n# store in a friendly format for latter use :-) \nprod_emb = pd.DataFrame(prod_emb, columns = ['emb'+str(f) for f in range(CFG.emb_size)])\nprod_emb['product_id'] = xlist\ncols = list(prod_emb.columns)\ncols = [cols[-1]] + cols[:-1]\nprod_emb = prod_emb[cols]\n\nprod_emb.to_csv('prodemb_shop_'+str(CFG.emb_size)+'.csv', index = False)","metadata":{"execution":{"iopub.status.busy":"2022-02-20T22:23:25.658091Z","iopub.execute_input":"2022-02-20T22:23:25.658314Z","iopub.status.idle":"2022-02-20T22:23:30.919043Z","shell.execute_reply.started":"2022-02-20T22:23:25.658289Z","shell.execute_reply":"2022-02-20T22:23:30.918053Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Text data","metadata":{}},{"cell_type":"code","source":"xdat = pd.read_csv('../input/h-and-m-personalized-fashion-recommendations/articles.csv')\nxdat.head(3)","metadata":{"execution":{"iopub.status.busy":"2022-02-21T10:13:52.281082Z","iopub.execute_input":"2022-02-21T10:13:52.281616Z","iopub.status.idle":"2022-02-21T10:13:53.30788Z","shell.execute_reply.started":"2022-02-21T10:13:52.28158Z","shell.execute_reply":"2022-02-21T10:13:53.307043Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"xdat['detail_desc']","metadata":{"execution":{"iopub.status.busy":"2022-02-21T10:16:14.609018Z","iopub.execute_input":"2022-02-21T10:16:14.609318Z","iopub.status.idle":"2022-02-21T10:16:14.621259Z","shell.execute_reply.started":"2022-02-21T10:16:14.609286Z","shell.execute_reply":"2022-02-21T10:16:14.620098Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Images\n\nCode adapted from https://www.kaggle.com/titericz/imagenet-embeddings-plus-rapids-svr","metadata":{}},{"cell_type":"code","source":"!pip install timm","metadata":{"execution":{"iopub.status.busy":"2022-02-21T12:54:50.625953Z","iopub.execute_input":"2022-02-21T12:54:50.626695Z","iopub.status.idle":"2022-02-21T12:54:59.978343Z","shell.execute_reply.started":"2022-02-21T12:54:50.626647Z","shell.execute_reply":"2022-02-21T12:54:59.977484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import timm\nfrom timm.data import resolve_data_config\nfrom timm.data.transforms_factory import create_transform\n\nfrom tqdm import tqdm\n\nimport torch\nimport torch.nn as nn\nfrom torch.utils.data import DataLoader, Dataset","metadata":{"execution":{"iopub.status.busy":"2022-02-21T12:55:53.922457Z","iopub.execute_input":"2022-02-21T12:55:53.922736Z","iopub.status.idle":"2022-02-21T12:55:54.89796Z","shell.execute_reply.started":"2022-02-21T12:55:53.922704Z","shell.execute_reply":"2022-02-21T12:55:54.897087Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# list all the images\nimg_list = glob.glob('../input/h-and-m-personalized-fashion-recommendations/images/*/*')","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# PyTorch setup\n\nclass timmDataset:\n    def __init__(self, path, modelcfg=None):\n        \n        self.path = path\n        self.transform = create_transform(**modelcfg)\n        \n        \n    def __len__(self):\n        return len(self.path)\n    \n    def __getitem__(self, item):\n        \n        impath = self.path[item]\n        img = Image.open(impath).convert('RGB')\n        img = self.transform(img) # PIL image\n        return img\n    \n    \ntrain_dataset = timmDataset(\n    img_list,\n    modelcfg = resolve_data_config({},model = CFG.modelname)\n)\n\n\ntrain_dataloader = DataLoader(train_dataset, batch_size= 128, num_workers = 2, shuffle=False)\n    ","metadata":{"execution":{"iopub.status.busy":"2022-02-21T12:55:55.621158Z","iopub.execute_input":"2022-02-21T12:55:55.624294Z","iopub.status.idle":"2022-02-21T12:55:55.637272Z","shell.execute_reply.started":"2022-02-21T12:55:55.624248Z","shell.execute_reply":"2022-02-21T12:55:55.634831Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# extraction model\nclass EmbModel(nn.Module):\n    def __init__(self, model_name= CFG.modelname, pretrained=True):\n        super().__init__()\n        self.model = timm.create_model(model_name, pretrained=pretrained)\n        n_features = self.model.fc.in_features\n        self.model.fc = nn.Linear(n_features, CFG.img_emb_size)\n\n    def forward(self, x):\n        x = self.model(x)\n        return x    \n\n# efficientnet version\nclass EmbModel2(nn.Module):\n    def __init__(self, model_name, n_class = CFG.img_emb_size, pretrained=False):\n        super().__init__()\n        self.model = timm.create_model(model_name, pretrained=pretrained)\n        n_features = self.model.classifier.in_features\n        self.model.classifier = nn.Linear(n_features, n_class)\n\n    def forward(self, x):\n        x = self.model(x)\n        return x\n\n\nmodel = EmbModel2(CFG.modelname, pretrained=True)    \nmodel.to(\"cuda\")","metadata":{"execution":{"iopub.status.busy":"2022-02-21T13:12:44.473639Z","iopub.execute_input":"2022-02-21T13:12:44.474182Z","iopub.status.idle":"2022-02-21T13:12:44.645641Z","shell.execute_reply.started":"2022-02-21T13:12:44.474143Z","shell.execute_reply":"2022-02-21T13:12:44.644823Z"},"_kg_hide-output":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"allpreds = []\n\nwith torch.no_grad():\n    for a in tqdm(train_dataloader):\n        preds = model(a.to(\"cuda\"))\n        preds = preds.detach().cpu().numpy()\n        allpreds.append(preds)\n","metadata":{"execution":{"iopub.status.busy":"2022-02-21T13:14:03.173587Z","iopub.execute_input":"2022-02-21T13:14:03.17387Z","iopub.status.idle":"2022-02-21T13:19:23.845509Z","shell.execute_reply.started":"2022-02-21T13:14:03.17384Z","shell.execute_reply":"2022-02-21T13:19:23.842623Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"allpreds = np.concatenate(allpreds)\nimg_embeddings = pd.DataFrame(allpreds)\nimg_embeddings.columns = ['emi_'+str(f) for f in range(img_embeddings.shape[1])]\nimg_embeddings['image_id'] = img_list\n\ncols = list(img_embeddings.columns)\ncols = [cols[-1]] + cols[:-1]\nimg_embeddings = img_embeddings[cols]\n\nimg_embeddings.to_csv('prodemb_img_'+str(CFG.img_emb_size)+'.csv', index = False)","metadata":{"execution":{"iopub.status.busy":"2022-02-21T13:13:52.949964Z","iopub.execute_input":"2022-02-21T13:13:52.950355Z","iopub.status.idle":"2022-02-21T13:13:52.956379Z","shell.execute_reply.started":"2022-02-21T13:13:52.950318Z","shell.execute_reply":"2022-02-21T13:13:52.955596Z"},"trusted":true},"execution_count":null,"outputs":[]}]}