{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Bengali Hand-written Grapheme Classification\n\nWith FastAI\n> Competition: https://www.kaggle.com/c/bengaliai-cv19\n"},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"## Phase 1. Data loading and visualization"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"from fastai.vision import *\nimport gc","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Add [dataset in feather format](https://www.kaggle.com/corochann/bengaliaicv19feather)\nto your kernel to load data faster than from original parquet files."},{"metadata":{"trusted":true},"cell_type":"code","source":"datapath = Path(\"/kaggle/input/bengaliai-cv19/\")\ndatapath_feather = Path(\"/kaggle/input/bengaliaicv19feather/\")\nmodelspath = Path('/kaggle/input/pytorch-pretrained-image-models')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def read_data(nf=1,pct=0.8):\n    \"\"\"Read a `nf` number of files and split with `pct` into `train_df` and valid_df`.\"\"\"\n    assert nf>=1 and nf<=4\n    train_df   = pd.DataFrame()\n    valid_df   = pd.DataFrame()\n\n    for i in np.arange(nf):\n        df_ = pd.read_feather(datapath_feather/f'train_image_data_{i}.feather')\n        df_.drop('image_id',axis=1,inplace=True)\n        msk = np.random.rand(len(df_)) < pct\n        train_df = train_df.append(df_[msk],sort=False)\n        valid_df = valid_df.append(df_[~msk],sort=False)\n        del df_\n        gc.collect()\n    return train_df, valid_df","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df, valid_df = read_data(1,0.9)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"labels = pd.read_csv(datapath/'train.csv')\nlabels.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_lbls = labels.loc[train_df.index]\nvalid_lbls = labels.loc[valid_df.index]\nassert len(train_lbls)+len(valid_lbls)==len(train_df)+len(valid_df)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_lbls[(train_lbls.vowel_diacritic==0) & (train_lbls.consonant_diacritic==0)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_lbls.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lbltfm","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Multilabel transformation"},{"metadata":{"trusted":true},"cell_type":"code","source":"class LblTfm():\n    \"\"\"Transform that encodes/decodes labels into/from one-hot vector, suitable for multi-class classification.\"\"\"\n    def __init__(self,mapfile):\n        self.classmap = pd.read_csv(mapfile)\n        self.file = mapfile\n        self.c = len(self.classmap)\n        self.cd_max,self.gr_max,self.vd_max = self.classmap.loc[:,['component_type','label']].groupby('component_type').count().label.values\n    \n    def __len__(self): \n        \"\"\"Returns number of classes\"\"\"\n        return self.c\n    \n    def __call__(self,gr,vd=None,cd=None):\n        \"\"\"Encodes `gr` and optional `vd`,`cd` into a one-hot array\"\"\"\n        if gr is None and vd is None and cd is None: \n            print('Nones')\n            return\n        if gr is not None: assert (gr>=0 and gr<self.gr_max), f\"Argument `gr` must be in range 0-{self.gr_max-1}\"\n        if vd is not None: assert (vd>=0 and vd<self.gr_max), f\"Argument `vd` must be in range 0-{self.vd_max-1}\"\n        if cd is not None: assert (cd>=0 and cd<self.cd_max), f\"Argument `cd` must be in range 0-{self.cd_max-1}\"\n\n        gr_,vd_,cd_ = None,self.gr_max,self.gr_max+self.vd_max       \n        gr_,gr_char = gr, self.classmap.loc[0,'component'] #iloc[gr,(self.classmap.loc[:,'component_type']=='grapheme_root')&                         (self.classmap.loc[:,'label']==gr)].index.to_numpy().item()\n        if vd is not None: vd_,vd_char = vd+168, self.classmap.loc[vd+168,'component']  #self.classmap[(self.classmap.loc[:,'component_type']=='vowel_diacritic')&    (self.classmap.loc[:,'label']==vd)].index.to_numpy().item()\n        if cd is not None: cd_,cd_char = cd+179, self.classmap.loc[cd+179,'component']  #self.classmap[(self.classmap.loc[:,'component_type']=='consonant_diacritic')&(self.classmap.loc[:,'label']==cd)].index.to_numpy().item()\n        return MultiCategory(one_hot((gr_,vd_,cd_),self.c),[gr,vd,cd],[gr_char,vd_char,cd_char])\n        \n    def decode(self,oh):\n        \"\"\"Decodes a one-hot array into `gr`,`vd`,`cd`\"\"\"\n        assert len(oh) == self.c, f\"Argument's len = {len(onehot)}, yet must equal to {self.c+1}\"\n        return oh[:self.gr_max].argmax(), oh[self.gr_max:self.gr_max+self.vd_max].argmax(), oh[self.gr_max+self.vd_max:].argmax()\n    \n    def __repr__(self):\n        return f'Transformation based on `{self.file}\\n'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lbltfm = LblTfm(datapath/'class_map.csv')\nlbltfm","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"l = lbltfm(1,2,0)\nl","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"`.data` stores one-hot array"},{"metadata":{"trusted":true},"cell_type":"code","source":"l.data","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"`.raw` stores characters of _grapheme root_, _vowel diacritic_ and _consonant diactitic_:"},{"metadata":{"trusted":true},"cell_type":"code","source":"l.raw","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"1. `.obj` stores codes (indexes) of _grapheme root_, _vowel diacritic_ and _consonant diactitic_:"},{"metadata":{"trusted":true},"cell_type":"code","source":"l.obj","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"[print(l[1]) for l in train_lbls.iterrows()]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y = train_lbls[:10]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def lbl(o):\n    \"\"\"For iteration over DataFrame rows\"\"\"\n    return lbltfm(o.grapheme_root,o.vowel_diacritic,o.consonant_diacritic)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ls = y.apply(lbl,axis=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"MultiCategoryList(ls,classes=['root','vd','cd'],one_hot=True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ls[0],y.iloc[0]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Create a MultiCategory with:\n# `data` corresponds to the one-hot encoded labels,\n# `obj` that is a collection of labels, \n# `raw` is a list of associated string.\nl = MultiCategory(ls[0],[15,9,5],None)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"l","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mcl=MultiCategoryList(ls,classes=['gr','vd','cd'],one_hot=True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mcl","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"class BengaliDS(Dataset):\n    \"\"\"Customized dataset\"\"\"\n    def __init__(self,x,y): #,transform=None):\n        super().__init__()\n        self.x,self.y = x,y\n        self.c = 3\n        #self.transform = transform\n\n    def __len__(self):\n        return len(self.x)\n    \n    # TODO: Add transforms, Categorized Labels\n    def __getitem__(self,idx):\n    #    if torch.is_tensor(idx):\n    #        idx = idx.tolist()\n        if isinstance(idx,int):\n            return (torch.tensor(self.x.iloc[idx].values.astype(np.uint8).reshape(-1,137,236))/255.),\\\n                    self.y.iloc[idx].to_dict()\n#         if self.transform is not None:\n#             sample = self.transform(sample)\n#        return x_,y_","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_ds = BengaliDS(train_df,train_lbls)\nvalid_ds = BengaliDS(valid_df,valid_lbls)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_dl = DataLoader(train_ds,batch_size=32,shuffle=True)\nxb,yb = next(iter(train_dl))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"im = Image(xb[0])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tfms = get_transforms()\ntfms[0]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"im.apply_tfms(RandTransform(tfm=TfmCrop (crop_pad), kwargs={'row_pct': (0, 1), 'col_pct': (0, 1), 'padding_mode': 'reflection'}, p=1.0, resolved={}, do_run=True, is_random=True, use_on_y=True))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, axes = plt.subplots(3, 6, figsize=(18, 6))\naxes = axes.flatten()\nfor i, ax in enumerate(axes):\n    im = Image(xb[i])\n    im.apply_tfms(RandTransform(tfm=TfmCrop(crop_pad), kwargs={'row_pct': (0, 1), 'col_pct': (0, 1), 'padding_mode': 'reflection'}, p=1.0, resolved={}, do_run=True, is_random=True, use_on_y=True))\n    im.show(ax,cmap=\"viridis_r\",title=yb['image_id'][i]+', '+str(yb['grapheme_root'][i].item())+', '+str(yb['vowel_diacritic'][i].item())+', '+str(yb['vowel_diacritic'][i].item()))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"valid_dl = DataLoader(valid_ds,batch_size=32,shuffle=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dbunch = ImageDataBunch(train_dl,valid_dl)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dbunch","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# model = torch.load(modelspath/'resnet34.pth')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# model","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# learn = cnn_learner(dbunch,models.resnet34,pretrained=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# import albumentations as A","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# !pip install ../input/pretrainedmodels/pretrainedmodels-0.7.4/pretrainedmodels-0.7.4/ > /dev/null # no output","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# import pretrainedmodels","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# model = pretrainedmodels.resnet34(pretrained=None)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# learn.fit_one_cycle(1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lt = LblTfm(datapath)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"assert lt.decode(lt(167,1,5)) == (167,1,5)\nassert lt(1).sum() == 3 # Empty vd and cd are nevertheless encoded as '1'\nassert lt(167)[167] == 1\nassert lt(0,0)[168] == 1\nassert lt(0,cd=0)[168+11] == 1\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lt(0,vd=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"lt.decode(np.zeros(186))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"gr_root_cat = CategoryList(classmap[classmap.component_type=='grapheme_root'].label.values,      classmap[classmap.component_type=='grapheme_root'].component.values)\nvd_cat      = CategoryList(classmap[classmap.component_type=='vowel_diacritic'].label.values,    classmap[classmap.component_type=='vowel_diacritic'].component.values)\ncd_cat      = CategoryList(classmap[classmap.component_type=='consonant_diacritic'].label.values,classmap[classmap.component_type=='consonant_diacritic'].component.values)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cd_cat","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_lbls","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"vd_cat","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cd_cat","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"il = ItemLists(path='.',train=BengaliImageList(train_df),valid=BengaliImageList(valid_df))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#from fastai.gen_doc.nbdoc import show_doc","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"traindata = pd.read_csv(datapath/'train.csv')\ntraindata.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"traindata.grapheme_root.value_counts(sort=True).plot(kind='bar',title='grapheme_root values distribution\\nin train set',figsize=(32,4));","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"traindata.consonant_diacritic.value_counts(sort=False).plot(kind='bar',title='consonant_diacritic values distribution\\nin train set');","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"traindata.vowel_diacritic.value_counts(sort=False).plot(kind='bar',title='vowel_diacritic values distribution\\nin train set');","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"testdata = pd.read_csv(datapath/'test.csv')\ntestdata.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class BengaliImageList(ImageList):\n    def __init__(self,df:pd.core.frame.DataFrame):\n        super().__init__(self)\n        self.items = df\n        self.ignore_empty = True\n        \n    def __len__(self):\n        return len(self.items)\n    \n    def get(self,i:int):\n        return Image(torch.tensor(train_df.iloc[i].values.astype(np.uint8).reshape(1,137,236)))\n    #Image(torch.tensor(self.items.loc[i][1:].values).reshape(1,137,236))\n    #    self.sizes[i] = sys.getsizeof(res)\n    \n    def __getitem__(self,idxs)->Any:\n        \"returns a single item based if `idxs` is an integer or a new `ItemList` object if `idxs` is a range.\"\n        idxs = try_int(idxs)\n        if isinstance(idxs, int): return self.get(idxs)\n        else: return self.items.loc[idxs]#, inner_df=index_row(self.inner_df, idxs))\n        \n    def open(self, fn):\n        pass","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tr_il = BengaliImageList(train_df)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"type(tr_il)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# TODO: label_from_func expects BengaliImageList.items as iterable, not a DataFrame\ntype(tr_il.items)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# data_src = (ImageItemList.from_df(df=df, path=parent_path, folder='train')\n#             .label_from_df(cols=['class1','class2','class3','class4'], label_cls=MultiCategoryList, one_hot=True, classes=['class1','class2','class3','class4']))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"LabelList(tr_il,)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tr_il[2]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","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":1}