diff --git a/HW01/Test.md b/HW01/Test.md
new file mode 100644
index 00000000..e5a9507c
--- /dev/null
+++ b/HW01/Test.md
@@ -0,0 +1,3 @@
+# 一些GIT问题
+https://blog.csdn.net/appleyuchi/article/details/102766591
+https://blog.csdn.net/huhao820/article/details/120308442?spm=1001.2101.3001.6661.1&utm_medium=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7ERate-1-120308442-blog-124432254.pc_relevant_aa&depth_1-utm_source=distribute.pc_relevant_t0.none-task-blog-2%7Edefault%7ECTRLIST%7ERate-1-120308442-blog-124432254.pc_relevant_aa&utm_relevant_index=1
\ No newline at end of file
diff --git a/HW01/covid.test_un.csv b/HW01/covid.test_un.csv
new file mode 100644
index 00000000..4635dd43
--- /dev/null
+++ b/HW01/covid.test_un.csv
@@ -0,0 +1,1079 @@
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diff --git a/HW01/covid.train_new.csv b/HW01/covid.train_new.csv
new file mode 100644
index 00000000..05999d03
--- /dev/null
+++ b/HW01/covid.train_new.csv
@@ -0,0 +1,2700 @@
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/config.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/config.py"
new file mode 100644
index 00000000..9f95da85
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/config.py"
@@ -0,0 +1,14 @@
+version = 21
+config = {
+    'seed': 1,  # Your seed number, you can pick your lucky number. :)
+    'select_all': False,  # Whether to use all features.
+    'valid_ratio': 0.2,  # validation_size = train_size * valid_ratio
+    'n_epochs': 10000,  # Number of epochs.
+    'batch_size': 100,
+    'learning_rate': 1e-4,
+    'weight_decay': 1e-3,
+    'feature_k': 20,
+    'early_stop': 3000,  # If model has not improved for this many consecutive epochs, stop training.
+    'save_path': './models/model-v%d.ckpt' % version,  # Your model will be saved here.
+    'pred_path': 'pred-v%d.csv' % version  # Your model will be saved here.
+}
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.test.csv" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.test.csv"
new file mode 100644
index 00000000..4635dd43
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.test.csv"
@@ -0,0 +1,1079 @@
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.train.csv" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.train.csv"
new file mode 100644
index 00000000..05999d03
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/covid.train.csv"
@@ -0,0 +1,2700 @@
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/dataset.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/dataset.py"
new file mode 100644
index 00000000..210fdd51
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/dataset.py"
@@ -0,0 +1,25 @@
+import torch
+from torch.utils.data import Dataset
+
+
+class COVID19Dataset(Dataset):
+    '''
+    x: Features.
+    y: Targets, if none, do prediction.
+    '''
+
+    def __init__(self, x, y=None):
+        if y is None:
+            self.y = y
+        else:
+            self.y = torch.FloatTensor(y)
+        self.x = torch.FloatTensor(x)
+
+    def __getitem__(self, idx):
+        if self.y is None:
+            return self.x[idx]
+        else:
+            return self.x[idx], self.y[idx]
+
+    def __len__(self):
+        return len(self.x)
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/learnw.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/learnw.py"
new file mode 100644
index 00000000..1f897e73
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/learnw.py"
@@ -0,0 +1,44 @@
+import numpy as np
+
+w = 1.2
+b = 0.5
+
+dataset = [
+    [0.2, 1],
+    [0.7, 0.25],
+    [0.6, 1.1],
+    [1.2, 5.2],
+    [1.3, 3.1],
+]
+
+origin = np.array(dataset)
+x = origin[:, 0]
+y = origin[:, 1]
+print(f'x:{x} y:{y}')
+# 计算第一次的y
+y1 = w * x + b
+print('y1', y1)
+size = y.size
+mse = ((y1 - y) ** 2).sum() / size
+print(mse)
+# cost函数求导
+
+dw = 2 * (w * (x ** 2).sum() - ((y - b) * x).sum())
+db = 2 * (size * b - ((y - w * x).sum()))
+print(f'dw:{dw} db:{db}')
+num = 0
+lr = 1e-3
+while dw != 0 or db != 0:
+    w = w - lr * dw
+    b = b - lr * db
+    dw = 2 * (w * (x ** 2).sum() - ((y - b) * x).sum())
+    db = 2 * (size * b - ((y - w * x).sum()))
+    num += 1
+    if num > 10000:
+        break
+
+print(num)
+print(w)
+print(b)
+mse = ((w * x + b - y) ** 2).sum() / size
+print(mse)
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/main.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/main.py"
new file mode 100644
index 00000000..82414eb5
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/main.py"
@@ -0,0 +1,98 @@
+# Numerical Operations
+import math
+import time
+
+import numpy as np
+
+# Reading/Writing Data
+import pandas as pd
+import os
+import csv
+
+# For Progress Bar
+from tqdm import tqdm
+
+# Pytorch
+import torch
+import torch.nn as nn
+from torch.utils.data import Dataset, DataLoader, random_split
+# random_split随机将一个数据集分割成给定长度的不重叠的新数据集。可选择固定生成器以获得可复现的结果
+
+from sklearn.feature_selection import SelectKBest
+from sklearn.feature_selection import f_regression
+# For plotting learning curve
+from torch.utils.tensorboard import SummaryWriter
+
+from utility import *
+from config import config
+from dataset import COVID19Dataset
+from model import trainer, My_Model
+
+device = 'cuda' if torch.cuda.is_available() else 'cpu'
+
+
+# Choose features you deem useful by modifying the function below.
+def select_feat(train_data, valid_data, test_data, select_all=True, feature_idx=None):
+    '''Selects useful features to perform regression'''
+    y_train, y_valid = train_data[:, -1], valid_data[:, -1]
+    raw_x_train, raw_x_valid, raw_x_test = train_data[:, :-1], valid_data[:, :-1], test_data
+
+    if select_all:
+        feat_idx = list(range(raw_x_train.shape[1]))
+    else:
+        # feat_idx = list(range(raw_x_train.shape[1]))[1:] # TODO: Select suitable feature columns.
+        feat_idx = feature_idx
+        # print(feat_idx)
+
+    return raw_x_train[:, feat_idx], raw_x_valid[:, feat_idx], raw_x_test[:, feat_idx], y_train, y_valid
+
+
+if __name__ == '__main__':
+    # Set seed for reproducibility
+    same_seed(config['seed'])
+
+    features = pd.read_csv('./covid.train.csv')
+    x_data, y_data = features.iloc[:, :-1], features.iloc[:, -1]
+    k=config['feature_k']
+    selector = SelectKBest(score_func=f_regression, k=config['feature_k'])
+    result = selector.fit(x_data, y_data)
+    idx = np.argsort(result.scores_)[::-1]
+    print(x_data.columns[idx[:k]])
+    feature_idx = list(np.sort(idx[:k]))
+    print(feature_idx)
+    time.sleep(3)
+
+    # train_data size: 2699 x 118 (id + 37 states + 16 features x 5 days)
+    # test_data size: 1078 x 117 (without last day's positive rate)
+    train_data, test_data = pd.read_csv('./covid.train.csv').values, pd.read_csv('./covid.test.csv').values
+    train_data, valid_data = train_valid_split(train_data, config['valid_ratio'], config['seed'])
+
+    # Print out the data size.
+    print(f"""train_data size: {train_data.shape} 
+    valid_data size: {valid_data.shape} 
+    test_data size: {test_data.shape}""")
+
+    # Select features
+    x_train, x_valid, x_test, y_train, y_valid = select_feat(train_data, valid_data, test_data, config['select_all'],
+                                                             feature_idx)
+
+    # Print out the number of features.
+    print(f'number of features: {x_train.shape[1]}')
+
+    # init dataset
+    train_dataset = COVID19Dataset(x_train, y_train)
+    valid_dataset = COVID19Dataset(x_valid, y_valid)
+    test_dataset = COVID19Dataset(x_test)
+
+    # Pytorch data loader loads pytorch dataset into batches.
+    train_loader = DataLoader(train_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)
+    valid_loader = DataLoader(valid_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)
+    test_loader = DataLoader(test_dataset, batch_size=config['batch_size'], shuffle=False, pin_memory=True)
+
+    model = My_Model(input_dim=x_train.shape[1]).to(device)  # put your model and data on the same computation device.
+    trainer(train_loader, valid_loader, model, config, device)
+
+    model = My_Model(input_dim=x_train.shape[1]).to(device)
+    model.load_state_dict(torch.load(config['save_path']))
+    preds = predict(test_loader, model, device)
+    save_pred(preds, config['pred_path'])
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/model.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/model.py"
new file mode 100644
index 00000000..39dc34df
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/model.py"
@@ -0,0 +1,124 @@
+import math
+import os
+
+import torch
+import torch.nn as nn
+from torch.utils.tensorboard import SummaryWriter
+from tqdm import tqdm
+
+
+# tensorboard --logdir=D:\projects\ML2022-Spring\HW01\洪钦敏-HW1\runs
+class My_Model(nn.Module):
+    def __init__(self, input_dim):
+        super(My_Model, self).__init__()
+        d1 = 64
+        d2 = 16
+        d3 = 8
+        layer = 2
+        # TODO: modify model's structure, be aware of dimensions.
+        if 3 == layer:
+            self.layers = nn.Sequential(
+                # nn.BatchNorm1d(input_dim),
+                nn.Linear(input_dim, d1),
+                nn.ReLU(),
+                # nn.LeakyReLU(0.2),
+                nn.Dropout(0.2),
+                nn.Linear(d1, d2),
+                # nn.ReLU(),
+                nn.LeakyReLU(),
+                # nn.Dropout(0.2),
+                nn.Linear(d2, 1)
+            )
+        elif 2 == layer:
+            self.layers = nn.Sequential(
+                # 重要的改动 https://blog.csdn.net/qq_23262411/article/details/100175943
+                # 然而没啥用貌似
+                # nn.BatchNorm1d(input_dim),
+                nn.Linear(input_dim, d1),
+                # nn.BatchNorm1d(d1),
+                nn.LeakyReLU(),
+                # nn.Dropout(0.2),
+                nn.Linear(d1, 1)
+            )
+        elif 1 == layer:
+            self.layers = nn.Sequential(
+                nn.BatchNorm1d(input_dim),
+                nn.Linear(input_dim, 1)
+            )
+
+    def forward(self, x):
+        x = self.layers(x)
+        x = x.squeeze(1)  # (B, 1) -> (B)
+        return x
+
+
+def trainer(train_loader, valid_loader, model, config, device):
+    criterion = nn.MSELoss(reduction='mean')  # Define your loss function, do not modify this.
+
+    # Define your optimization algorithm.
+    # TODO: Please check https://pytorch.org/docs/stable/optim.html to get more available algorithms.
+    # TODO: L2 regularization (optimizer(weight decay...) or implement by your self).
+    # optimizer = torch.optim.SGD(model.parameters(), lr=config['learning_rate'], momentum=0.9)
+    # optimizer = torch.optim.ASGD(model.parameters(), lr=config['learning_rate'])
+    # optimizer = torch.optim.SGD(model.parameters(), lr=config['learning_rate'], momentum=0.9, weight_decay=config['weight_decay'])
+    optimizer = torch.optim.Adam(model.parameters(), betas=[0.9, 0.999], lr=config['learning_rate'], eps=1e-6,
+                                 weight_decay=config['weight_decay'])
+
+    writer = SummaryWriter()  # Writer of tensoboard.
+
+    if not os.path.isdir('./models'):
+        os.mkdir('./models')  # Create directory of saving models.
+
+    n_epochs, best_loss, step, early_stop_count = config['n_epochs'], math.inf, 0, 0
+
+    for epoch in range(n_epochs):
+        model.train()  # Set your model to train mode.
+        loss_record = []
+
+        # tqdm is a package to visualize your training progress.
+        train_pbar = tqdm(train_loader, position=0, leave=True)
+
+        for x, y in train_pbar:
+            optimizer.zero_grad()  # Set gradient to zero.
+            x, y = x.to(device), y.to(device)  # Move your data to device.
+            pred = model(x)
+            loss = criterion(pred, y)
+            loss.backward()  # Compute gradient(backpropagation).
+            optimizer.step()  # Update parameters.
+            step += 1
+            loss_record.append(loss.detach().item())
+
+            # Display current epoch number and loss on tqdm progress bar.
+            train_pbar.set_description(f'Epoch [{epoch + 1}/{n_epochs}]')
+            train_pbar.set_postfix({'loss': loss.detach().item()})
+
+        mean_train_loss = sum(loss_record) / len(loss_record)
+        writer.add_scalar('Loss/train', mean_train_loss, step)
+
+        model.eval()  # Set your model to evaluation mode.
+        loss_record = []
+        for x, y in valid_loader:
+            x, y = x.to(device), y.to(device)
+            # 验证的时候无需计算梯度下降
+            with torch.no_grad():
+                pred = model(x)
+                loss = criterion(pred, y)
+
+            loss_record.append(loss.item())
+
+        mean_valid_loss = sum(loss_record) / len(loss_record)
+        print(f'Epoch [{epoch + 1}/{n_epochs}]: Train loss: {mean_train_loss:.4f}, Valid loss: {mean_valid_loss:.4f}')
+        writer.add_scalar('Loss/valid', mean_valid_loss, step)
+
+        if mean_valid_loss < best_loss:
+            best_loss = mean_valid_loss
+            torch.save(model.state_dict(), config['save_path'])  # Save your best model
+            print('Saving model with loss {:.3f}...'.format(best_loss))
+            early_stop_count = 0
+        else:
+            early_stop_count += 1
+
+        # 训练一定次数后没有更好的loss 则退出训练
+        if early_stop_count >= config['early_stop']:
+            print('\nModel is not improving, so we halt the training session.')
+            return
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v18.csv" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v18.csv"
new file mode 100644
index 00000000..155a6396
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v18.csv"
@@ -0,0 +1,1079 @@
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v20.csv" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v20.csv"
new file mode 100644
index 00000000..1b973feb
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/pred-v20.csv"
@@ -0,0 +1,1079 @@
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/runs/v18-\347\233\256\345\211\215\346\234\200\344\275\263/events.out.tfevents.1664069945.DESKTOP-EOT9VME.18912.0" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/runs/v18-\347\233\256\345\211\215\346\234\200\344\275\263/events.out.tfevents.1664069945.DESKTOP-EOT9VME.18912.0"
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/runs/v20-\346\250\241\345\236\213\347\256\200\345\214\226-batch_100/events.out.tfevents.1664082152.DESKTOP-EOT9VME.11800.0" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/runs/v20-\346\250\241\345\236\213\347\256\200\345\214\226-batch_100/events.out.tfevents.1664082152.DESKTOP-EOT9VME.11800.0"
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diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/utility.py" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/utility.py"
new file mode 100644
index 00000000..44f0b8d7
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/utility.py"
@@ -0,0 +1,58 @@
+# Numerical Operations
+import numpy as np
+# Pytorch
+import torch
+from torch.utils.data import random_split
+# For Progress Bar
+from tqdm import tqdm
+import csv
+
+
+# Reading/Writing Data
+# random_split随机将一个数据集分割成给定长度的不重叠的新数据集。可选择固定生成器以获得可复现的结果
+
+# For plotting learning curve
+
+
+# 设置相同的随机种子
+# 参考阅读 https://pytorch.org/docs/stable/notes/randomness.html
+def same_seed(seed):
+    '''Fixes random number generator seeds for reproducibility.'''
+    torch.backends.cudnn.deterministic = True
+    '''cuDNN to deterministically select an algorithm, possibly at the cost of reduced performance'''
+    torch.backends.cudnn.benchmark = False
+    np.random.seed(seed)
+    torch.manual_seed(seed)
+    if torch.cuda.is_available():
+        # Sets the seed for generating random numbers on all GPUs. It’s safe to call this function if CUDA is not available; in that case, it is silently ignored.
+        torch.cuda.manual_seed_all(seed)
+
+
+def train_valid_split(data_set, valid_ratio, seed):
+    '''Split provided training data into training set and validation set'''
+    valid_set_size = int(valid_ratio * len(data_set))
+    train_set_size = len(data_set) - valid_set_size
+    train_set, valid_set = random_split(data_set, [train_set_size, valid_set_size],
+                                        generator=torch.Generator().manual_seed(seed))
+    return np.array(train_set), np.array(valid_set)
+
+
+def predict(test_loader, model, device):
+    model.eval()  # Set your model to evaluation mode.
+    preds = []
+    for x in tqdm(test_loader):
+        x = x.to(device)
+        with torch.no_grad():
+            pred = model(x)
+            preds.append(pred.detach().cpu())
+    preds = torch.cat(preds, dim=0).numpy()
+    return preds
+
+
+def save_pred(preds, file):
+    ''' Save predictions to specified file '''
+    with open(file, 'w') as fp:
+        writer = csv.writer(fp)
+        writer.writerow(['id', 'tested_positive'])
+        for i, p in enumerate(preds):
+            writer.writerow([i, p])
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/version_note" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/version_note"
new file mode 100644
index 00000000..cdc83bee
--- /dev/null
+++ "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/version_note"
@@ -0,0 +1,29 @@
+v15:
+    修改模型 不同层采用不同的激活函数
+    修改batch_size更小
+    修改
+
+v16:
+    不考虑dropOut 和BatchNorm1d
+    取得了较低的train loss但是无法下降到1.10一下
+
+v17 加大学习率 更快收敛
+
+v18 学习率1e-4
+    batch_size 为100
+    获得较为理想的结果
+    train_loss最后稳定在1.10以内
+    valid_loss曲线波动较小
+    说明2个数据集都拟合较好
+    得分双strong
+
+v19  feature_k = 30
+Epoch [1394/10000]: Train loss: 1.0615, Valid loss: 0.9043
+Saving model with loss 0.904...
+测试结果 过拟合太严重 得分1.8
+后续降低模型复杂度测试一下
+
+v20
+v19降低复杂度之后 采用更小的batch_size 获得比最佳更小的valid_loss
+过了boss line
+啊 开炉出丹了
diff --git "a/HW01/\346\264\252\351\222\246\346\225\217-HW1/\346\210\220\347\273\251\346\210\252\345\233\276-0.88487.jpg" "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/\346\210\220\347\273\251\346\210\252\345\233\276-0.88487.jpg"
new file mode 100644
index 00000000..43ea3f0a
Binary files /dev/null and "b/HW01/\346\264\252\351\222\246\346\225\217-HW1/\346\210\220\347\273\251\346\210\252\345\233\276-0.88487.jpg" differ
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/attentionTest.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/attentionTest.py"
new file mode 100644
index 00000000..49b8460b
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/attentionTest.py"
@@ -0,0 +1,89 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import math
+
+class LayerNorm(nn.Module):
+    def __init__(self, hidden_size, eps=1e-12):
+        """Construct a layernorm module in the TF style (epsilon inside the square root).
+        """
+        super(LayerNorm, self).__init__()
+        self.weight = nn.Parameter(torch.ones(hidden_size))
+        self.bias = nn.Parameter(torch.zeros(hidden_size))
+        self.variance_epsilon = eps
+
+    def forward(self, x):
+        u = x.mean(-1, keepdim=True)
+        s = (x - u).pow(2).mean(-1, keepdim=True)
+        x = (x - u) / torch.sqrt(s + self.variance_epsilon)
+        return self.weight * x + self.bias
+
+
+class SelfAttention(nn.Module):
+    def __init__(self, num_attention_heads, input_size, hidden_size, hidden_dropout_prob=0.2):
+        super(SelfAttention, self).__init__()
+        if hidden_size % num_attention_heads != 0:
+            raise ValueError(
+                "The hidden size (%d) is not a multiple of the number of attention "
+                "heads (%d)" % (hidden_size, num_attention_heads))
+        self.num_attention_heads = num_attention_heads
+        self.attention_head_size = int(hidden_size / num_attention_heads)
+        self.all_head_size = hidden_size
+
+        self.query = nn.Linear(input_size, self.all_head_size)
+        self.key = nn.Linear(input_size, self.all_head_size)
+        self.value = nn.Linear(input_size, self.all_head_size)
+
+        self.attn_dropout = nn.Dropout(hidden_dropout_prob)
+
+        # 做完self-attention 做一个前馈全连接 LayerNorm 输出
+        self.dense = nn.Linear(hidden_size, hidden_size)
+        self.LayerNorm = LayerNorm(hidden_size, eps=1e-12)
+        self.out_dropout = nn.Dropout(hidden_dropout_prob)
+
+    def transpose_for_scores(self, x):
+        new_x_shape = x.size()[:-1] + (self.num_attention_heads, self.attention_head_size)
+        x = x.view(*new_x_shape)
+        return x.permute(0, 2, 1, 3)
+
+    def forward(self, input_tensor):
+        mixed_query_layer = self.query(input_tensor)
+        mixed_key_layer = self.key(input_tensor)
+        mixed_value_layer = self.value(input_tensor)
+
+        query_layer = self.transpose_for_scores(mixed_query_layer)
+        key_layer = self.transpose_for_scores(mixed_key_layer)
+        value_layer = self.transpose_for_scores(mixed_value_layer)
+
+        # Take the dot product between "query" and "key" to get the raw attention scores.
+        attention_scores = torch.matmul(query_layer, key_layer.transpose(-1, -2))
+
+        attention_scores = attention_scores / math.sqrt(self.attention_head_size)
+        # Apply the attention mask is (precomputed for all layers in BertModel forward() function)
+        # [batch_size heads seq_len seq_len] scores
+        # [batch_size 1 1 seq_len]
+
+        # attention_scores = attention_scores + attention_mask
+
+        # Normalize the attention scores to probabilities.
+        attention_probs = nn.Softmax(dim=-1)(attention_scores)
+        # This is actually dropping out entire tokens to attend to, which might
+        # seem a bit unusual, but is taken from the original Transformer paper.
+        # Fixme
+        attention_probs = self.attn_dropout(attention_probs)
+        context_layer = torch.matmul(attention_probs, value_layer)
+        print('shape', context_layer.shape)
+        context_layer = context_layer.permute(0, 2, 1, 3).contiguous()
+        new_context_layer_shape = context_layer.size()[:-2] + (self.all_head_size,)
+        context_layer = context_layer.view(*new_context_layer_shape)
+        hidden_states = self.dense(context_layer)
+        hidden_states = self.out_dropout(hidden_states)
+        hidden_states = self.LayerNorm(hidden_states + input_tensor)
+
+        return hidden_states
+
+if __name__ == '__main__':
+    attention = SelfAttention(2,5,4,0.2)
+    x_in = torch.randn(10,5,4)
+    xout = attention(x_in)
+    print(xout.shape)
\ No newline at end of file
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/config.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/config.py"
new file mode 100644
index 00000000..64482b23
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/config.py"
@@ -0,0 +1,16 @@
+# data prarameters
+concat_nframes = 19  # the number of frames to concat with, n must be odd (total 2k+1 = n frames)
+train_ratio = 0.9  # the ratio of data used for training, the rest will be used for validation
+# training parameters
+seed = 0  # random seed
+batch_size = 1024  # batch size
+num_epoch = 50  # the number of training epoch
+learning_rate = 1e-3  # learning rate
+# model parameters
+input_dim = 39 * concat_nframes  # the input dim of the model, you should not change the value
+hidden_layers = 5  # the number of hidden layers
+hidden_dim = 1024  # the hidden dim
+version = 10
+weight_decay = 1e-2  # weight decay
+model_path = './modelv%d.ckpt' % version  # the path where the checkpoint will be saved
+save_path = 'predictionv%d.csv' % version
\ No newline at end of file
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/dataset.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/dataset.py"
new file mode 100644
index 00000000..0b08e9cf
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/dataset.py"
@@ -0,0 +1,21 @@
+import torch
+from torch.utils.data import Dataset
+from torch.utils.data import DataLoader
+
+
+class LibriDataset(Dataset):
+    def __init__(self, X, y=None):
+        self.data = X
+        if y is not None:
+            self.label = torch.LongTensor(y)
+        else:
+            self.label = None
+
+    def __getitem__(self, idx):
+        if self.label is not None:
+            return self.data[idx], self.label[idx]
+        else:
+            return self.data[idx]
+
+    def __len__(self):
+        return len(self.data)
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/know_data.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/know_data.py"
new file mode 100644
index 00000000..3445f429
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/know_data.py"
@@ -0,0 +1,35 @@
+import os
+import random
+import pandas as pd
+import numpy as np
+import torch
+from tqdm import tqdm
+# 本文件的主要目标在于了解声音数据
+if __name__ == '__main__':
+    split= 'train'
+    phone_path = 'libriphone/feat'
+    mode = 'train'
+    label_dict = {}
+    phone_file = open(r'E:\kpython\ML2022-Spring\HW02\洪钦敏-HW2\libriphone\train_split.txt').readlines()
+    for line in phone_file:
+        line = line.strip('\n').split(' ')
+        label_dict[line[0]] = [int(p) for p in line[1:]]
+    print(label_dict)
+
+    if split == 'train' or split == 'val':
+        # split training and validation data
+        usage_list = open(r'E:\kpython\ML2022-Spring\HW02\洪钦敏-HW2\libriphone\train_split.txt').readlines()
+        random.seed(0)
+        random.shuffle(usage_list)
+        percent = int(len(usage_list) * 0.8)
+        usage_list = usage_list[:percent] if split == 'train' else usage_list[percent:]
+    elif split == 'test':
+        usage_list = open(os.path.join(phone_path, 'test_split.txt')).readlines()
+    else:
+        raise ValueError('Invalid \'split\' argument for dataset: PhoneDataset!')
+
+    print(usage_list)
+    xxx = '2007-149877-0023 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 29 29 29 29 29 29 39 39 39 39 39 39 39 39 39 39 8 8 8 8 8 8 8 8 12 12 12 12 12 25 25 25 25 25 29 29 29 31 31 31 31 6 6 6 6 6 6 6 6 6 6 10 10 10 10 10 10 10 10 5 5 5 5 5 19 19 19 31 31 31 31 24 24 24 24 24 24 28 28 28 28 28 28 28 28 28 40 40 40 40 40 40 40 40 40 40 40 40 40 5 5 5 5 5 5 5 5 5 5 12 12 12 12 12 27 27 27 27 38 38 38 38 38 38 35 35 35 35 35 35 35 3 3 3 3 3 3 3 3 3 3 3 3 3 28 28 28 28 28 28 28 28 35 35 35 35 35 35 35 35 35 35 35 39 39 39 39 39 39 12 12 12 12 12 12 22 22 22 22 19 19 19 19 19 19 6 6 6 6 6 6 6 6 6 31 31 31 31 5 5 5 5 5 24 24 24 24 24 24 25 25 25 25 25 25 25 25 25 25 25 25 25 2 2 2 2 2 2 2 2 2 2 30 30 30 30 30 30 30 30 30 30 30 9 9 9 9 9 9 9 9 9 9 9 9 13 13 13 13 13 13 13 13 21 21 21 21 21 31 31 31 31 31 31 31 31 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 4 4 4 4 4 36 36 36 36 36 36 36 36 36 36 5 5 5 5 19 19 19 28 28 28 28 28 33 33 33 33 33 33 33 33 33 33 33 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 27 27 27 27 27 27 37 37 37 37 37 37 37 37 37 37 39 39 39 39 39 39 31 31 31 31 31 31 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 30 30 30 30 30 30 30 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 39 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0'
+    print(len(xxx.split(' '))-1) # 500
+    feat = torch.load(r'E:\kpython\ML2022-Spring\HW02\洪钦敏-HW2\libriphone\feat\train\2007-149877-0023.pt')
+    print(feat.shape) # 500 39
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/main.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/main.py"
new file mode 100644
index 00000000..812da3ed
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/main.py"
@@ -0,0 +1,135 @@
+import datetime
+import gc
+import torch.nn as nn
+from utiity import *
+from config import *
+from modal import *
+from dataset import LibriDataset
+from torch.utils.data import DataLoader
+
+if __name__ == '__main__':
+    start_time = datetime.datetime.now()
+    device = 'cuda:0' if torch.cuda.is_available() else 'cpu'
+    print(f'DEVICE: {device}')
+    # preprocess data
+    train_X, train_y = preprocess_data(split='train', feat_dir='./libriphone/feat', phone_path='./libriphone',
+                                       concat_nframes=concat_nframes, train_ratio=train_ratio)
+    val_X, val_y = preprocess_data(split='val', feat_dir='./libriphone/feat', phone_path='./libriphone',
+                                   concat_nframes=concat_nframes, train_ratio=train_ratio)
+
+    # get dataset
+    train_set = LibriDataset(train_X, train_y)
+    val_set = LibriDataset(val_X, val_y)
+
+    # remove raw feature to save memory
+    del train_X, train_y, val_X, val_y
+    gc.collect()
+
+    # get dataloader
+    train_loader = DataLoader(train_set, batch_size=batch_size, shuffle=True)
+    val_loader = DataLoader(val_set, batch_size=batch_size, shuffle=False)
+
+
+
+    # create model, define a loss function, and optimizer
+    model = Classifier(input_dim=input_dim, hidden_layers=hidden_layers, hidden_dim=hidden_dim).to(device)
+    criterion = nn.CrossEntropyLoss()
+    optimizer = torch.optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=weight_decay)
+
+    best_acc = 0.0
+    for epoch in range(num_epoch):
+        train_acc = 0.0
+        train_loss = 0.0
+        val_acc = 0.0
+        val_loss = 0.0
+
+        # training
+        model.train()  # set the model to training mode
+        for i, batch in enumerate(tqdm(train_loader)):
+            features, labels = batch
+            features = features.to(device)
+            labels = labels.to(device)
+
+            optimizer.zero_grad()
+            outputs = model(features)
+
+            loss = criterion(outputs, labels)
+            loss.backward()
+            optimizer.step()
+
+            _, train_pred = torch.max(outputs, 1)  # get the index of the class with the highest probability
+            train_acc += (train_pred.detach() == labels.detach()).sum().item()
+            train_loss += loss.item()
+
+        # validation
+        if len(val_set) > 0:
+            model.eval()  # set the model to evaluation mode
+            with torch.no_grad():
+                for i, batch in enumerate(tqdm(val_loader)):
+                    features, labels = batch
+                    features = features.to(device)
+                    labels = labels.to(device)
+                    outputs = model(features)
+
+                    loss = criterion(outputs, labels)
+
+                    _, val_pred = torch.max(outputs, 1)
+                    val_acc += (
+                            val_pred.cpu() == labels.cpu()).sum().item()  # get the index of the class with the highest probability
+                    val_loss += loss.item()
+
+                print('[{:03d}/{:03d}] Train Acc: {:3.6f} Loss: {:3.6f} | Val Acc: {:3.6f} loss: {:3.6f}'.format(
+                    epoch + 1, num_epoch, train_acc / len(train_set), train_loss / len(train_loader),
+                    val_acc / len(val_set), val_loss / len(val_loader)
+                ))
+
+                # if the model improves, save a checkpoint at this epoch
+                if val_acc > best_acc:
+                    best_acc = val_acc
+                    torch.save(model.state_dict(), model_path)
+                    print('saving model with acc {:.3f}'.format(best_acc / len(val_set)))
+        else:
+            print('[{:03d}/{:03d}] Train Acc: {:3.6f} Loss: {:3.6f}'.format(
+                epoch + 1, num_epoch, train_acc / len(train_set), train_loss / len(train_loader)
+            ))
+
+    # if not validating, save the last epoch
+    if len(val_set) == 0:
+        torch.save(model.state_dict(), model_path)
+        print('saving model at last epoch')
+
+    del train_loader, val_loader
+    gc.collect()
+
+    # load data
+    test_X = preprocess_data(split='test', feat_dir='./libriphone/feat', phone_path='./libriphone',
+                             concat_nframes=concat_nframes)
+    test_set = LibriDataset(test_X, None)
+    test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False)
+
+    # load model
+    model = Classifier(input_dim=input_dim, hidden_layers=hidden_layers, hidden_dim=hidden_dim).to(device)
+    model.load_state_dict(torch.load(model_path))
+
+    test_acc = 0.0
+    test_lengths = 0
+    pred = np.array([], dtype=np.int32)
+
+    model.eval()
+    with torch.no_grad():
+        for i, batch in enumerate(tqdm(test_loader)):
+            features = batch
+            features = features.to(device)
+
+            outputs = model(features)
+
+            _, test_pred = torch.max(outputs, 1)  # get the index of the class with the highest probability
+            pred = np.concatenate((pred, test_pred.cpu().numpy()), axis=0)
+
+    with open(save_path, 'w') as f:
+        f.write('Id,Class\n')
+        for i, y in enumerate(pred):
+            f.write('{},{}\n'.format(i, y))
+
+    end_time = datetime.datetime.now()
+    print('运行完毕，程序耗时[%d]秒' % (end_time - start_time).seconds)
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/mlhw2-final.ipynb" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/mlhw2-final.ipynb"
new file mode 100644
index 00000000..fd19adba
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/mlhw2-final.ipynb"
@@ -0,0 +1,957 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "OYlaRwNu7ojq"
+   },
+   "source": [
+    "# **Homework 2 Phoneme Classification**\n",
+    "\n",
+    "* Slides: https://docs.google.com/presentation/d/1v6HkBWiJb8WNDcJ9_-2kwVstxUWml87b9CnA16Gdoio/edit?usp=sharing\n",
+    "* Kaggle: https://www.kaggle.com/c/ml2022spring-hw2\n",
+    "* Video: TBA\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "KVUGfWTo7_Oj"
+   },
+   "source": [
+    "## Download Data\n",
+    "Download data from google drive, then unzip it.\n",
+    "\n",
+    "You should have\n",
+    "- `libriphone/train_split.txt`\n",
+    "- `libriphone/train_labels`\n",
+    "- `libriphone/test_split.txt`\n",
+    "- `libriphone/feat/train/*.pt`: training feature<br>\n",
+    "- `libriphone/feat/test/*.pt`:  testing feature<br>\n",
+    "\n",
+    "after running the following block.\n",
+    "\n",
+    "> **Notes: if the links are dead, you can download the data directly from [Kaggle](https://www.kaggle.com/c/ml2022spring-hw2/data) and upload it to the workspace, or you can use [the Kaggle API](https://www.kaggle.com/general/74235) to directly download the data into colab.**\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Bj5jYXsD9Ef3"
+   },
+   "source": [
+    "### Download train/test metadata"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "OzkiMEcC3Foq",
+    "outputId": "cc90c16c-ee21-400e-ec08-dfcd422212a6"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--2022-10-22 18:47:59--  https://github.com/xraychen/shiny-robot/releases/download/v1.0/libriphone.zip\n",
+      "正在连接 172.16.0.13:5848... 已连接。\n",
+      "已发出 Proxy 请求，正在等待回应... 302 Found\n",
+      "位置：https://objects.githubusercontent.com/github-production-release-asset-2e65be/463868124/343908dd-b2e4-4b8e-b7d6-7f0f040179ce?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20221022%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20221022T104800Z&X-Amz-Expires=300&X-Amz-Signature=2ba9374f35631da068714806315da778bec356da5f69545a4221913853256e14&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=463868124&response-content-disposition=attachment%3B%20filename%3Dlibriphone.zip&response-content-type=application%2Foctet-stream [跟随至新的 URL]\n",
+      "--2022-10-22 18:48:00--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/463868124/343908dd-b2e4-4b8e-b7d6-7f0f040179ce?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20221022%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20221022T104800Z&X-Amz-Expires=300&X-Amz-Signature=2ba9374f35631da068714806315da778bec356da5f69545a4221913853256e14&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=463868124&response-content-disposition=attachment%3B%20filename%3Dlibriphone.zip&response-content-type=application%2Foctet-stream\n",
+      "正在连接 172.16.0.13:5848... 已连接。\n",
+      "已发出 Proxy 请求，正在等待回应... 200 OK\n",
+      "长度： 478737370 (457M) [application/octet-stream]\n",
+      "正在保存至: “libriphone.zip”\n",
+      "\n",
+      "libriphone.zip      100%[===================>] 456.56M  3.58MB/s    用时 50s     \n",
+      "\n",
+      "2022-10-22 18:48:51 (9.09 MB/s) - 已保存 “libriphone.zip” [478737370/478737370])\n",
+      "\n",
+      "feat  test_split.txt  train_labels.txt\ttrain_split.txt\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Main link\n",
+    "!wget -O libriphone.zip \"https://github.com/xraychen/shiny-robot/releases/download/v1.0/libriphone.zip\"\n",
+    "\n",
+    "# Backup Link 0\n",
+    "# !pip install --upgrade gdown\n",
+    "# !gdown --id '1o6Ag-G3qItSmYhTheX6DYiuyNzWyHyTc' --output libriphone.zip\n",
+    "\n",
+    "# Backup link 1\n",
+    "# !pip install --upgrade gdown\n",
+    "# !gdown --id '1R1uQYi4QpX0tBfUWt2mbZcncdBsJkxeW' --output libriphone.zip\n",
+    "\n",
+    "# Backup link 2\n",
+    "# !wget -O libriphone.zip \"https://www.dropbox.com/s/wqww8c5dbrl2ka9/libriphone.zip?dl=1\"\n",
+    "\n",
+    "# Backup link 3\n",
+    "# !wget -O libriphone.zip \"https://www.dropbox.com/s/p2ljbtb2bam13in/libriphone.zip?dl=1\"\n",
+    "\n",
+    "!unzip -q libriphone.zip\n",
+    "!ls libriphone"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "_L_4anls8Drv"
+   },
+   "source": [
+    "### Preparing Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "po4N3C-AWuWl"
+   },
+   "source": [
+    "**Helper functions to pre-process the training data from raw MFCC features of each utterance.**\n",
+    "\n",
+    "A phoneme may span several frames and is dependent to past and future frames. \\\n",
+    "Hence we concatenate neighboring phonemes for training to achieve higher accuracy. The **concat_feat** function concatenates past and future k frames (total 2k+1 = n frames), and we predict the center frame.\n",
+    "\n",
+    "Feel free to modify the data preprocess functions, but **do not drop any frame** (if you modify the functions, remember to check that the number of frames are the same as mentioned in the slides)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "id": "IJjLT8em-y9G"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DEVICE: cuda:0\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import random\n",
+    "import pandas as pd\n",
+    "import torch\n",
+    "from tqdm import tqdm\n",
+    "\n",
+    "def load_feat(path):\n",
+    "    feat = torch.load(path)\n",
+    "    return feat\n",
+    "\n",
+    "def shift(x, n):\n",
+    "    if n < 0:\n",
+    "        left = x[0].repeat(-n, 1)\n",
+    "        right = x[:n]\n",
+    "\n",
+    "    elif n > 0:\n",
+    "        right = x[-1].repeat(n, 1)\n",
+    "        left = x[n:]\n",
+    "    else:\n",
+    "        return x\n",
+    "\n",
+    "    return torch.cat((left, right), dim=0)\n",
+    "\n",
+    "def concat_feat(x, concat_n):\n",
+    "    assert concat_n % 2 == 1 # n must be odd\n",
+    "    if concat_n < 2:\n",
+    "        return x\n",
+    "    seq_len, feature_dim = x.size(0), x.size(1)\n",
+    "    x = x.repeat(1, concat_n) \n",
+    "    x = x.view(seq_len, concat_n, feature_dim).permute(1, 0, 2) # concat_n, seq_len, feature_dim\n",
+    "    mid = (concat_n // 2)\n",
+    "    for r_idx in range(1, mid+1):\n",
+    "        x[mid + r_idx, :] = shift(x[mid + r_idx], r_idx)\n",
+    "        x[mid - r_idx, :] = shift(x[mid - r_idx], -r_idx)\n",
+    "\n",
+    "    return x.permute(1, 0, 2).view(seq_len, concat_n * feature_dim)\n",
+    "\n",
+    "def preprocess_data(split, feat_dir, phone_path, concat_nframes, train_ratio=0.8, train_val_seed=1337):\n",
+    "    class_num = 41 # NOTE: pre-computed, should not need change\n",
+    "    mode = 'train' if (split == 'train' or split == 'val') else 'test'\n",
+    "\n",
+    "    label_dict = {}\n",
+    "    if mode != 'test':\n",
+    "      phone_file = open(os.path.join(phone_path, f'{mode}_labels.txt')).readlines()\n",
+    "\n",
+    "      for line in phone_file:\n",
+    "          line = line.strip('\\n').split(' ')\n",
+    "          label_dict[line[0]] = [int(p) for p in line[1:]]\n",
+    "\n",
+    "    if split == 'train' or split == 'val':\n",
+    "        # split training and validation data\n",
+    "        usage_list = open(os.path.join(phone_path, 'train_split.txt')).readlines()\n",
+    "        random.seed(train_val_seed)\n",
+    "        random.shuffle(usage_list)\n",
+    "        percent = int(len(usage_list) * train_ratio)\n",
+    "        usage_list = usage_list[:percent] if split == 'train' else usage_list[percent:]\n",
+    "    elif split == 'test':\n",
+    "        usage_list = open(os.path.join(phone_path, 'test_split.txt')).readlines()\n",
+    "    else:\n",
+    "        raise ValueError('Invalid \\'split\\' argument for dataset: PhoneDataset!')\n",
+    "\n",
+    "    usage_list = [line.strip('\\n') for line in usage_list]\n",
+    "    print('[Dataset] - # phone classes: ' + str(class_num) + ', number of utterances for ' + split + ': ' + str(len(usage_list)))\n",
+    "\n",
+    "    max_len = 3000000\n",
+    "    X = torch.empty(max_len, 39 * concat_nframes)\n",
+    "    if mode != 'test':\n",
+    "      y = torch.empty(max_len, dtype=torch.long)\n",
+    "\n",
+    "    idx = 0\n",
+    "    for i, fname in tqdm(enumerate(usage_list)):\n",
+    "        feat = load_feat(os.path.join(feat_dir, mode, f'{fname}.pt'))\n",
+    "        cur_len = len(feat)\n",
+    "        feat = concat_feat(feat, concat_nframes)\n",
+    "        if mode != 'test':\n",
+    "          label = torch.LongTensor(label_dict[fname])\n",
+    "\n",
+    "        X[idx: idx + cur_len, :] = feat\n",
+    "        if mode != 'test':\n",
+    "          y[idx: idx + cur_len] = label\n",
+    "\n",
+    "        idx += cur_len\n",
+    "\n",
+    "    X = X[:idx, :]\n",
+    "    if mode != 'test':\n",
+    "      y = y[:idx]\n",
+    "\n",
+    "    print(f'[INFO] {split} set')\n",
+    "    print(X.shape)\n",
+    "    if mode != 'test':\n",
+    "      print(y.shape)\n",
+    "      return X, y\n",
+    "    else:\n",
+    "      return X\n",
+    "#fix seed\n",
+    "def same_seeds(seed):\n",
+    "    torch.manual_seed(seed)\n",
+    "    if torch.cuda.is_available():\n",
+    "        torch.cuda.manual_seed(seed)\n",
+    "        torch.cuda.manual_seed_all(seed)  \n",
+    "    np.random.seed(seed)  \n",
+    "    torch.backends.cudnn.benchmark = False\n",
+    "    torch.backends.cudnn.deterministic = True\n",
+    "device = 'cuda:0' if torch.cuda.is_available() else 'cpu'\n",
+    "print(f'DEVICE: {device}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "us5XW_x6udZQ"
+   },
+   "source": [
+    "## Define Dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "id": "Fjf5EcmJtf4e"
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from torch.utils.data import Dataset\n",
+    "from torch.utils.data import DataLoader\n",
+    "\n",
+    "class LibriDataset(Dataset):\n",
+    "    def __init__(self, X, y=None):\n",
+    "        self.data = X\n",
+    "        if y is not None:\n",
+    "            self.label = torch.LongTensor(y)\n",
+    "        else:\n",
+    "            self.label = None\n",
+    "\n",
+    "    def __getitem__(self, idx):\n",
+    "        if self.label is not None:\n",
+    "            return self.data[idx], self.label[idx]\n",
+    "        else:\n",
+    "            return self.data[idx]\n",
+    "\n",
+    "    def __len__(self):\n",
+    "        return len(self.data)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "IRqKNvNZwe3V"
+   },
+   "source": [
+    "## Define Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Hyper-parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# data prarameters\n",
+    "concat_nframes = 35  # the number of frames to concat with, n must be odd (total 2k+1 = n frames)\n",
+    "train_ratio = 0.95  # the ratio of data used for training, the rest will be used for validation\n",
+    "# training parameters\n",
+    "seed = 307  # random seed\n",
+    "batch_size = 2048  # batch size\n",
+    "num_epoch = 50  # the number of training epoch\n",
+    "learning_rate = 1e-3  # learning rate\n",
+    "# model parameters\n",
+    "input_dim = 39 * concat_nframes  # the input dim of the model, you should not change the value\n",
+    "hidden_layers = 7  # the number of hidden layers\n",
+    "hidden_dim = 300  # the hidden dim\n",
+    "version = 18\n",
+    "drop_out = 0.5\n",
+    "weight_decay = 1e-2  # weight decay\n",
+    "# model_path = '../input/model/modelv15.ckpt'\n",
+    "model_path = './modelv%d.ckpt' % version  # the path where the checkpoint will be saved\n",
+    "save_path = 'predictionv%d.csv' % version\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "id": "Bg-GRd7ywdrL"
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.nn.functional as F\n",
+    "\n",
+    "class BasicBlock(nn.Module):\n",
+    "    def __init__(self, input_dim, output_dim):\n",
+    "        super(BasicBlock, self).__init__()\n",
+    "\n",
+    "        self.block = nn.Sequential(\n",
+    "            nn.Linear(input_dim, output_dim),\n",
+    "            nn.BatchNorm1d(output_dim),\n",
+    "            nn.ReLU(),\n",
+    "            nn.Dropout(0.2)\n",
+    "        )\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        x = self.block(x)\n",
+    "        return x\n",
+    "\n",
+    "\n",
+    "class Classifier(nn.Module):\n",
+    "    def __init__(self, input_dim, output_dim=41, hidden_layers=1, \n",
+    "                 hidden_dim=256,concat_nframes=27,drop_out = 0.5):\n",
+    "        super(Classifier, self).__init__()\n",
+    "        \n",
+    "        self.concat_len = concat_nframes\n",
+    "        self.drop_out = drop_out\n",
+    "        self.lstm = nn.LSTM(input_size=39, hidden_size=hidden_dim, \n",
+    "                            num_layers=hidden_layers, batch_first = True, \n",
+    "                            dropout=drop_out,bidirectional=True)\n",
+    "        self.fc = nn.Sequential(\n",
+    "#             SelfAttention(39,3,0.2),\n",
+    "            nn.BatchNorm1d(2*hidden_dim),\n",
+    "            nn.LeakyReLU(0.2),\n",
+    "            nn.Dropout(drop_out),\n",
+    "#             BasicBlock(hidden_dim, hidden_dim),\n",
+    "#             *[BasicBlock(hidden_dim, hidden_dim) for _ in range(hidden_layers)],\n",
+    "            nn.Linear(2*hidden_dim, output_dim)\n",
+    "        )\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        bs_size,data_size = x.shape[0],x.shape[1]\n",
+    "        x = x.view(bs_size, int(data_size/39), -1)\n",
+    "        x,_ = self.lstm(x)\n",
+    "        x = x[:,self.concat_len//2]\n",
+    "    \n",
+    "#         print(x.shape)\n",
+    "        x = self.fc(x)\n",
+    "        return x\n",
+    "    \n",
+    "import numpy as np\n",
+    "# fix random seed\n",
+    "same_seeds(seed)\n",
+    "\n",
+    "# create model, define a loss function, and optimizer\n",
+    "model = Classifier(input_dim=input_dim, hidden_layers=hidden_layers, \n",
+    "                   hidden_dim=hidden_dim,concat_nframes=concat_nframes,drop_out = drop_out).to(device)\n",
+    "criterion = nn.CrossEntropyLoss() \n",
+    "optimizer = torch.optim.AdamW(model.parameters(), lr=learning_rate,weight_decay=weight_decay)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "IIUFRgG5yoDn"
+   },
+   "source": [
+    "## Prepare dataset and model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "id": "c1zI3v5jyrDn",
+    "outputId": "3ea2823a-83f3-42d9-ef05-2f2c002f9538"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Dataset] - # phone classes: 41, number of utterances for train: 4071\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "4071it [00:11, 355.08it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[INFO] train set\n",
+      "torch.Size([2513163, 1365])\n",
+      "torch.Size([2513163])\n",
+      "[Dataset] - # phone classes: 41, number of utterances for val: 215\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "215it [00:00, 402.84it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[INFO] val set\n",
+      "torch.Size([130995, 1365])\n",
+      "torch.Size([130995])\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import gc\n",
+    "\n",
+    "# preprocess data\n",
+    "train_X, train_y = preprocess_data(split='train', feat_dir='./libriphone/feat', phone_path='./libriphone', concat_nframes=concat_nframes, train_ratio=train_ratio)\n",
+    "val_X, val_y = preprocess_data(split='val', feat_dir='./libriphone/feat', phone_path='./libriphone', concat_nframes=concat_nframes, train_ratio=train_ratio)\n",
+    "\n",
+    "# get dataset\n",
+    "train_set = LibriDataset(train_X, train_y)\n",
+    "val_set = LibriDataset(val_X, val_y)\n",
+    "\n",
+    "# remove raw feature to save memory\n",
+    "del train_X, train_y, val_X, val_y\n",
+    "gc.collect()\n",
+    "\n",
+    "# get dataloader\n",
+    "train_loader = DataLoader(train_set, batch_size=batch_size, shuffle=True)\n",
+    "val_loader = DataLoader(val_set, batch_size=batch_size, shuffle=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "pwWH1KIqzxEr"
+   },
+   "source": [
+    "## Training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "id": "CdMWsBs7zzNs",
+    "outputId": "17922ad2-a319-4253-8783-3e4939d0a7cf"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:42<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.88it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[001/050] Train Acc: 0.735769 Loss: 0.864755 | Val Acc: 0.800458 loss: 0.656670\n",
+      "saving model with acc 0.800\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:45<00:00,  1.90it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.95it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[002/050] Train Acc: 0.835837 Loss: 0.517291 | Val Acc: 0.817894 loss: 0.632513\n",
+      "saving model with acc 0.818\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:43<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.93it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[003/050] Train Acc: 0.865806 Loss: 0.411358 | Val Acc: 0.820963 loss: 0.661468\n",
+      "saving model with acc 0.821\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:44<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  7.00it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[004/050] Train Acc: 0.882970 Loss: 0.348944 | Val Acc: 0.816184 loss: 0.716730\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:43<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.88it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[005/050] Train Acc: 0.894704 Loss: 0.308685 | Val Acc: 0.825596 loss: 0.716301\n",
+      "saving model with acc 0.826\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:43<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.95it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[006/050] Train Acc: 0.902737 Loss: 0.280997 | Val Acc: 0.824673 loss: 0.744762\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:45<00:00,  1.90it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.86it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[007/050] Train Acc: 0.908626 Loss: 0.261372 | Val Acc: 0.825596 loss: 0.759383\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:44<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.99it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[008/050] Train Acc: 0.913099 Loss: 0.246694 | Val Acc: 0.827574 loss: 0.770639\n",
+      "saving model with acc 0.828\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:43<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.92it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[009/050] Train Acc: 0.916429 Loss: 0.235641 | Val Acc: 0.826169 loss: 0.791019\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:42<00:00,  1.91it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.95it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[010/050] Train Acc: 0.918552 Loss: 0.229440 | Val Acc: 0.826940 loss: 0.804592\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1228/1228 [10:45<00:00,  1.90it/s]\n",
+      "100%|██████████| 64/64 [00:09<00:00,  6.89it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[011/050] Train Acc: 0.921631 Loss: 0.218361 | Val Acc: 0.823986 loss: 0.833079\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  1%|          | 12/1228 [00:07<11:58,  1.69it/s]\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_1364/3704757339.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m         \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# get the index of the class with the highest probability\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m         \u001b[0mtrain_acc\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtrain_pred\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     28\u001b[0m         \u001b[0mtrain_loss\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "best_acc = 0.0\n",
+    "early_stop_count = 0\n",
+    "\n",
+    "for epoch in range(num_epoch):\n",
+    "    train_acc = 0.0\n",
+    "    train_loss = 0.0\n",
+    "    val_acc = 0.0\n",
+    "    val_loss = 0.0\n",
+    "    \n",
+    "    # training\n",
+    "    model.train() # set the model to training mode\n",
+    "    for i, batch in enumerate(tqdm(train_loader)):\n",
+    "        features, labels = batch\n",
+    "#         features = features.reshape(features.shape[0],17,39).to(device)\n",
+    "        features = features.to(device)\n",
+    "        labels = labels.to(device)\n",
+    "        \n",
+    "        optimizer.zero_grad() \n",
+    "#         print('trains features shape',features.shape)\n",
+    "        outputs = model(features) \n",
+    "        \n",
+    "        loss = criterion(outputs, labels)\n",
+    "        loss.backward() \n",
+    "        optimizer.step() \n",
+    "        \n",
+    "        _, train_pred = torch.max(outputs, 1) # get the index of the class with the highest probability\n",
+    "        train_acc += (train_pred.detach() == labels.detach()).sum().item()\n",
+    "        train_loss += loss.item()\n",
+    "    \n",
+    "    # validation\n",
+    "    if len(val_set) > 0:\n",
+    "        model.eval() # set the model to evaluation mode\n",
+    "        with torch.no_grad():\n",
+    "            for i, batch in enumerate(tqdm(val_loader)):\n",
+    "                features, labels = batch\n",
+    "                features = features.to(device)\n",
+    "                labels = labels.to(device)\n",
+    "                outputs = model(features)\n",
+    "                \n",
+    "                loss = criterion(outputs, labels) \n",
+    "                \n",
+    "                _, val_pred = torch.max(outputs, 1) \n",
+    "                val_acc += (val_pred.cpu() == labels.cpu()).sum().item() # get the index of the class with the highest probability\n",
+    "                val_loss += loss.item()\n",
+    "\n",
+    "            print('[{:03d}/{:03d}] Train Acc: {:3.6f} Loss: {:3.6f} | Val Acc: {:3.6f} loss: {:3.6f}'.format(\n",
+    "                epoch + 1, num_epoch, train_acc/len(train_set), train_loss/len(train_loader), val_acc/len(val_set), val_loss/len(val_loader)\n",
+    "            ))\n",
+    "\n",
+    "            # if the model improves, save a checkpoint at this epoch\n",
+    "            if val_acc > best_acc:\n",
+    "                best_acc = val_acc\n",
+    "                torch.save(model.state_dict(), model_path)\n",
+    "                print('saving model with acc {:.3f}'.format(best_acc/len(val_set)))\n",
+    "                early_stop_count = 0\n",
+    "            else:\n",
+    "                early_stop_count += 1\n",
+    "        \n",
+    "    else:\n",
+    "        print('[{:03d}/{:03d}] Train Acc: {:3.6f} Loss: {:3.6f}'.format(\n",
+    "            epoch + 1, num_epoch, train_acc/len(train_set), train_loss/len(train_loader)\n",
+    "        ))\n",
+    "    if early_stop_count >= 10:\n",
+    "        print('\\nModel is not improving, so we halt the training session.')\n",
+    "        break\n",
+    "\n",
+    "# if not validating, save the last epoch\n",
+    "if len(val_set) == 0:\n",
+    "    torch.save(model.state_dict(), model_path)\n",
+    "    print('saving model at last epoch')\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "ab33MxosWLmG",
+    "outputId": "911e8c9b-fc0f-4591-b0f6-311a1231c5e2"
+   },
+   "outputs": [],
+   "source": [
+    "del train_loader, val_loader\n",
+    "gc.collect()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "1Hi7jTn3PX-m"
+   },
+   "source": [
+    "## Testing\n",
+    "Create a testing dataset, and load model from the saved checkpoint."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "id": "VOG1Ou0PGrhc",
+    "outputId": "abaaa25b-a93c-49b0-d228-9eca1e2ab2e0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[Dataset] - # phone classes: 41, number of utterances for test: 1078\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "1078it [00:02, 395.79it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[INFO] test set\n",
+      "torch.Size([646268, 1365])\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# load data\n",
+    "test_X = preprocess_data(split='test', feat_dir='./libriphone/feat', phone_path='./libriphone', concat_nframes=concat_nframes)\n",
+    "test_set = LibriDataset(test_X, None)\n",
+    "test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "id": "ay0Fu8Ovkdad",
+    "outputId": "e5b20aa7-4d8b-43a9-e068-f5c89706a360"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<All keys matched successfully>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# load model\n",
+    "model = Classifier(input_dim=input_dim, hidden_layers=hidden_layers, hidden_dim=hidden_dim,\n",
+    "                   concat_nframes=concat_nframes).to(device)\n",
+    "model.load_state_dict(torch.load(model_path))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zp-DV1p4r7Nz"
+   },
+   "source": [
+    "Make prediction."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "id": "84HU5GGjPqR0",
+    "outputId": "cebd6694-8f74-44ff-f922-96ca4385acb8"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 316/316 [00:43<00:00,  7.27it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_acc = 0.0\n",
+    "test_lengths = 0\n",
+    "pred = np.array([], dtype=np.int32)\n",
+    "\n",
+    "model.eval()\n",
+    "with torch.no_grad():\n",
+    "    for i, batch in enumerate(tqdm(test_loader)):\n",
+    "        features = batch\n",
+    "        features = features.to(device)\n",
+    "\n",
+    "        outputs = model(features)\n",
+    "\n",
+    "        _, test_pred = torch.max(outputs, 1) # get the index of the class with the highest probability\n",
+    "        pred = np.concatenate((pred, test_pred.cpu().numpy()), axis=0)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "wyZqy40Prz0v"
+   },
+   "source": [
+    "Write prediction to a CSV file.\n",
+    "\n",
+    "After finish running this block, download the file `prediction.csv` from the files section on the left-hand side and submit it to Kaggle."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "id": "GuljYSPHcZir"
+   },
+   "outputs": [],
+   "source": [
+    "with open('predictionv18.csv', 'w') as f:\n",
+    "    f.write('Id,Class\\n')\n",
+    "    for i, y in enumerate(pred):\n",
+    "        f.write('{},{}\\n'.format(i, y))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#下载数据  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/modal.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/modal.py"
new file mode 100644
index 00000000..ebdcebb4
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/modal.py"
@@ -0,0 +1,126 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+import torch
+import torch.nn as nn
+import numpy as np
+import math
+
+import torch
+import torch.nn as nn
+import numpy as np
+import math
+
+
+class SelfAttention(nn.Module):
+
+    def __init__(self, hidden_size, num_attention_heads, dropout_prob):
+        """
+        假设 hidden_size = 128, num_attention_heads = 8, dropout_prob = 0.2
+        即隐层维度为128，注意力头设置为8个
+        """
+        super(SelfAttention, self).__init__()
+        if hidden_size % num_attention_heads != 0:  # 整除
+            raise ValueError(
+                "The hidden size (%d) is not a multiple of the number of attention "
+                "heads (%d)" % (hidden_size, num_attention_heads))
+        # 参数定义
+        self.num_attention_heads = num_attention_heads  # 8
+        self.attention_head_size = int(hidden_size / num_attention_heads)  # 16  每个注意力头的维度
+        self.all_head_size = int(self.num_attention_heads * self.attention_head_size)
+        # all_head_size = 128 即等于hidden_size, 一般自注意力输入输出前后维度不变
+
+        # query, key, value 的线性变换（上述公式2）
+        self.query = nn.Linear(hidden_size, self.all_head_size)  # 128, 128
+        self.key = nn.Linear(hidden_size, self.all_head_size)
+        self.value = nn.Linear(hidden_size, self.all_head_size)
+
+        # dropout
+        self.dropout = nn.Dropout(dropout_prob)
+
+    def transpose_for_scores(self, x):
+        # INPUT:  x'shape = [bs, seqlen, hid_size]  假设hid_size=128
+        new_x_shape = x.size()[:-1] + (self.num_attention_heads, self.attention_head_size)  # [bs, seqlen, 8, 16]
+        x = x.view(*new_x_shape)  #
+        return x.permute(0, 2, 1, 3)  # [bs, 8, seqlen, 16]
+
+    def forward(self, hidden_states):
+        bs_size = hidden_states.shape[0]
+        # hidden_states = hidden_states.view(bs_size, self.all_head_size, -1)
+        attention_mask = torch.ones_like(hidden_states[:, :, 0])
+
+        # eg: attention_mask = torch.LongTensor([[1, 1, 1], [1, 1, 0]])  shape=[bs, seqlen]
+        attention_mask = attention_mask.unsqueeze(1).unsqueeze(2)  # [bs, 1, 1, seqlen] 增加维度
+        attention_mask = (1.0 - attention_mask) * -10000.0  # padding的token置为-10000，exp(-1w)=0
+
+        # 线性变换
+        mixed_query_layer = self.query(hidden_states)  # [bs, seqlen, hid_size]
+        mixed_key_layer = self.key(hidden_states)  # [bs, seqlen, hid_size]
+        mixed_value_layer = self.value(hidden_states)  # [bs, seqlen, hid_size]
+
+        query_layer = self.transpose_for_scores(mixed_query_layer)  # [bs, 8, seqlen, 16]
+        key_layer = self.transpose_for_scores(mixed_key_layer)
+        value_layer = self.transpose_for_scores(mixed_value_layer)  # [bs, 8, seqlen, 16]
+
+        # Take the dot product between "query" and "key" to get the raw attention scores.
+        # 计算query与title之间的点积注意力分数，还不是权重（个人认为权重应该是和为1的概率分布）
+        attention_scores = torch.matmul(query_layer, key_layer.transpose(-1, -2))
+        # [bs, 8, seqlen, 16]*[bs, 8, 16, seqlen]  ==> [bs, 8, seqlen, seqlen]
+        attention_scores = attention_scores / math.sqrt(self.attention_head_size)  # [bs, 8, seqlen, seqlen]
+        # 除以根号注意力头的数量，可看原论文公式，防止分数过大，过大会导致softmax之后非0即1
+        attention_scores = attention_scores + attention_mask
+        # 加上mask，将padding所在的表示直接-10000
+
+        # 将注意力转化为概率分布，即注意力权重
+        attention_probs = nn.Softmax(dim=-1)(attention_scores)  # [bs, 8, seqlen, seqlen]
+
+        # This is actually dropping out entire tokens to attend to, which might
+        # seem a bit unusual, but is taken from the original Transformer paper.
+        attention_probs = self.dropout(attention_probs)
+
+        # 矩阵相乘，[bs, 8, seqlen, seqlen]*[bs, 8, seqlen, 16] = [bs, 8, seqlen, 16]
+        context_layer = torch.matmul(attention_probs, value_layer)  # [bs, 8, seqlen, 16]
+        context_layer = context_layer.permute(0, 2, 1, 3).contiguous()  # [bs, seqlen, 8, 16]
+        new_context_layer_shape = context_layer.size()[:-2] + (self.all_head_size,)  # [bs, seqlen, 128]
+        context_layer = context_layer.view(*new_context_layer_shape)
+        return context_layer.view(bs_size, -1)  # [bs, seqlen, 128] 得到输出
+
+class BasicBlock(nn.Module):
+    def __init__(self, input_dim, output_dim):
+        super(BasicBlock, self).__init__()
+
+        self.block = nn.Sequential(
+            nn.Linear(input_dim, output_dim),
+            nn.BatchNorm1d(output_dim),
+            nn.ReLU(),
+            nn.Dropout(0.2)
+        )
+
+    def forward(self, x):
+        x = self.block(x)
+        return x
+
+
+class Classifier(nn.Module):
+    def __init__(self, input_dim, output_dim=41, hidden_layers=1, hidden_dim=256):
+        super(Classifier, self).__init__()
+
+        self.fc = nn.Sequential(
+            SelfAttention(39, 3, 0.2),
+            #             Attention_Layer(39),
+            BasicBlock(input_dim, hidden_dim),
+            *[BasicBlock(hidden_dim, hidden_dim) for _ in range(hidden_layers)],
+            nn.Linear(hidden_dim, output_dim)
+        )
+
+    def forward(self, x):
+        x = self.fc(x)
+        return x
+
+if __name__ == '__main__':
+    attention = SelfAttention(4,2,0.2)
+    x_in = torch.randn(10,5,4)
+    x_mask = torch.ones_like(x_in[:,:,0])
+    xout = attention(x_in)
+    print(xout.shape)
\ No newline at end of file
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/utiity.py" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/utiity.py"
new file mode 100644
index 00000000..9bb21593
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/utiity.py"
@@ -0,0 +1,111 @@
+import os
+import random
+import pandas as pd
+import numpy as np
+import torch
+from tqdm import tqdm
+
+
+def load_feat(path):
+    feat = torch.load(path)
+    return feat
+
+
+def shift(x, n):
+    if n < 0:
+        left = x[0].repeat(-n, 1)
+        right = x[:n]
+
+    elif n > 0:
+        right = x[-1].repeat(n, 1)
+        left = x[n:]
+    else:
+        return x
+
+    return torch.cat((left, right), dim=0)
+
+
+def concat_feat(x, concat_n):
+    assert concat_n % 2 == 1  # n must be odd
+    if concat_n < 2:
+        return x
+    seq_len, feature_dim = x.size(0), x.size(1)
+    x = x.repeat(1, concat_n)
+    x = x.view(seq_len, concat_n, feature_dim).permute(1, 0, 2)  # concat_n, seq_len, feature_dim
+    mid = (concat_n // 2)
+    for r_idx in range(1, mid + 1):
+        x[mid + r_idx, :] = shift(x[mid + r_idx], r_idx)
+        x[mid - r_idx, :] = shift(x[mid - r_idx], -r_idx)
+
+    return x.permute(1, 0, 2).view(seq_len, concat_n * feature_dim)
+
+
+def preprocess_data(split, feat_dir, phone_path, concat_nframes, train_ratio=0.8, train_val_seed=1337):
+    class_num = 41  # NOTE: pre-computed, should not need change
+    mode = 'train' if (split == 'train' or split == 'val') else 'test'
+
+    label_dict = {}
+    if mode != 'test':
+        phone_file = open(os.path.join(phone_path, f'{mode}_labels.txt')).readlines()
+
+        for line in phone_file:
+            line = line.strip('\n').split(' ')
+            label_dict[line[0]] = [int(p) for p in line[1:]]
+
+    if split == 'train' or split == 'val':
+        # split training and validation data
+        usage_list = open(os.path.join(phone_path, 'train_split.txt')).readlines()
+        random.seed(train_val_seed)
+        random.shuffle(usage_list)
+        percent = int(len(usage_list) * train_ratio)
+        usage_list = usage_list[:percent] if split == 'train' else usage_list[percent:]
+    elif split == 'test':
+        usage_list = open(os.path.join(phone_path, 'test_split.txt')).readlines()
+    else:
+        raise ValueError('Invalid \'split\' argument for dataset: PhoneDataset!')
+
+    usage_list = [line.strip('\n') for line in usage_list]
+    print('[Dataset] - # phone classes: ' + str(class_num) + ', number of utterances for ' + split + ': ' + str(
+        len(usage_list)))
+
+    max_len = 3000000
+    X = torch.empty(max_len, 39 * concat_nframes)
+    if mode != 'test':
+        y = torch.empty(max_len, dtype=torch.long)
+
+    idx = 0
+    for i, fname in tqdm(enumerate(usage_list)):
+        feat = load_feat(os.path.join(feat_dir, mode, f'{fname}.pt'))
+        cur_len = len(feat)
+        feat = concat_feat(feat, concat_nframes)
+        if mode != 'test':
+            label = torch.LongTensor(label_dict[fname])
+
+        X[idx: idx + cur_len, :] = feat
+        if mode != 'test':
+            y[idx: idx + cur_len] = label
+
+        idx += cur_len
+
+    X = X[:idx, :]
+    if mode != 'test':
+        y = y[:idx]
+
+    print(f'[INFO] {split} set')
+    print(X.shape)
+    if mode != 'test':
+        print(y.shape)
+        print(X.shape)
+        return X, y
+    else:
+        return X
+
+
+def same_seeds(seed):
+    torch.manual_seed(seed)
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed(seed)
+        torch.cuda.manual_seed_all(seed)
+    np.random.seed(seed)
+    torch.backends.cudnn.benchmark = False
+    torch.backends.cudnn.deterministic = True
diff --git "a/HW02/\346\264\252\351\222\246\346\225\217-HW2/version.log" "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/version.log"
new file mode 100644
index 00000000..1cf01483
--- /dev/null
+++ "b/HW02/\346\264\252\351\222\246\346\225\217-HW2/version.log"
@@ -0,0 +1,176 @@
+    ● (1%) Simple baseline: 0.45797 (sample code)
+    ● (1%) Medium baseline: 0.69747 (concat n frames, add layers)
+    ● (1%) Strong baseline: 0.75028 (concat n, batchnorm, dropout, add layers)
+    ● (1%) Boss baseline: 0.82324 (sequence-labeling(using RNN))
+1
+    更改epoch = 20  最后是0.6
+2
+    # data prarameters
+    concat_nframes = 3              # the number of frames to concat with, n must be odd (total 2k+1 = n frames)
+    train_ratio = 0.9               # the ratio of data used for training, the rest will be used for validation
+    version = 2
+    # training parameters
+    seed = 210418                        # random seed
+    batch_size = 512                # batch size
+    num_epoch = 20                   # the number of training epoch
+    learning_rate = 0.0001          # learning rate
+    model_path = './modelv%d.ckpt'%version     # the path where the checkpoint will be saved
+    save_path = 'predictionv%d.csv'%version
+    # model parameters
+    input_dim = 39 * concat_nframes # the input dim of the model, you should not change the value
+    hidden_layers = 1               # the number of hidden layers
+    hidden_dim = 256                # the hidden dim
+    final_loss = loss + wd * all_weights.pow(2).sum() / 2
+    w = w - lr * w.grad - lr * wd * w
+    糟糕的不行-提高的幅度太低 每次迭代的速度好慢 电脑性能不足 耗时1200秒
+3
+    num_epoch = 20
+    concat_nframes = 3
+    hidden_layers = 3
+    learning_rate = 1e-3          # learning rate
+    weight_decay = 1e-5           # weight decay
+    batch_size = 1024
+    Train Acc: 0.593222 Loss: 1.318854 | Val Acc: 0.565461 loss: 1.440661
+    运行完毕，程序耗时[1028]秒
+4
+    num_epoch = 20
+    concat_nframes = 5
+    hidden_layers = 3
+    learning_rate = 1e-3          # learning rate
+    weight_decay = 1e-5           # weight decay
+    batch_size = 1024
+    增加复杂度之后  第三个epoch就突破60  非常不错= =
+    Train Acc: 0.642307 Loss: 1.134182 | Val Acc: 0.611230 loss: 1.268137
+    20个epoch过去之后感觉提升没有很大
+    boss baseline 是0.82  突破0.7之后 再提交试试
+5
+    # data prarameters
+    concat_nframes = 5              # the number of frames to concat with, n must be odd (total 2k+1 = n frames)
+    train_ratio = 0.9               # the ratio of data used for training, the rest will be used for validation
+    version = 5
+    # training parameters
+    seed = 0                        # random seed
+    batch_size = 1024                # batch size
+    num_epoch = 20                   # the number of training epoch
+    learning_rate = 1e-3          # learning rate
+    weight_decay = 1e-2           # weight decay
+    model_path = './modelv%d.ckpt'%version     # the path where the checkpoint will be saved
+    save_path = 'predictionv%d.csv'%version
+    # model parameters
+    input_dim = 39 * concat_nframes # the input dim of the model, you should not change the value
+    hidden_layers = 6               # the number of hidden layers    --------------------------
+    hidden_dim = 1024                # the hidden dim            ----------------------------------
+    按PPT上面提到的    测试一下    6*1024  后续比较重要的改动 用多个----------表示把
+    模型一下子复杂很多  注意观察是否过拟合
+    可怕 跑的速度慢的吓人  我无敌的3700X都跑不动了
+    跑一个epoch 要10多分钟 OMG 机车的不行
+https://zhuanlan.zhihu.com/p/39543160
+    跑的过程中 看看别人的分析 ：{
+    在这些比较中要考虑的一件事是，改变我们正则的方式会改变weight decay或学习率的最佳值。
+    在我们进行的测试中，L2正则化的最佳学习率是1e-6（最大学习率为1e-3），而0.3是weight decay的最佳值（学习率为3e-3）。
+    在我们的所有测试中，数量级的差异非常一致，主要原因是，L2正则于梯度的平均范数（相当小）相除后，
+    变得非常有效，且Adam使用的学习速率非常小（因此，weight decay的更新需要更强的系数）。}
+    后续考虑  加大weigh_decay的值 算了 改了重新跑
+    半小时过去了 跑了2epoch
+    [002/020] Train Acc: 0.592977 Loss: 1.325879 | Val Acc: 0.595823 loss: 1.319184
+    [003/020] Train Acc: 0.610007 Loss: 1.257670 | Val Acc: 0.601981 loss: 1.293582
+    [004/020] Train Acc: 0.621026 Loss: 1.214978 | Val Acc: 0.607412 loss: 1.277789
+    未来可期
+    [005/020] Train Acc: 0.629167 Loss: 1.182204 | Val Acc: 0.609653 loss: 1.272276
+    [006/020] Train Acc: 0.636369 Loss: 1.155348 | Val Acc: 0.609718 loss: 1.272970
+    困了 睡觉把
+    15分钟一个epoch 20个 300分钟 5个小时
+    感觉这个只能后期放大招了 没那么多生命去消耗啊
+    群里的讨论学习下
+https://blog.csdn.net/qq_35091353/article/details/117234223
+
+6
+    电脑算力不足
+    # data prarameters
+    concat_nframes = 7              # ------------------------------------------------------------
+    train_ratio = 0.9               # the ratio of data used for training, the rest will be used for validation
+    version = 6
+    # training parameters
+    seed = 0                        # random seed
+    batch_size = 1024                # batch size
+    num_epoch = 20                   # the number of training epoch
+    learning_rate = 1e-3          # learning rate
+    weight_decay = 1e-2           # weight decay
+    model_path = './modelv%d.ckpt'%version     # the path where the checkpoint will be saved
+    save_path = 'predictionv%d.csv'%version
+    # model parameters
+    input_dim = 39 * concat_nframes # the input dim of the model, you should not change the value
+    hidden_layers = 3               # the number of hidden layers
+    hidden_dim = 256                # the hidden dim
+
+    [002/020] Train Acc: 0.621318 Loss: 1.208982 | Val Acc: 0.619836 loss: 1.214172
+    这个不错 看来增加concat_nframes 目前来说能有效提升ACC
+    [020/020] Train Acc: 0.685382 Loss: 0.972401 | Val Acc: 0.647454 loss: 1.131894
+
+7
+    concat_nframes = 11
+8
+    concat_nframes = 11
+    hidden_layers = 5
+    hidden_dim = 512
+    [010/020] Train Acc: 0.753807 Loss: 0.739612 | Val Acc: 0.681906 loss: 1.071598
+    [020/020] Train Acc: 0.786056 Loss: 0.631418 | Val Acc: 0.676169 loss: 1.197365
+    很明显的过拟合  train loss 很低 valid loss没降低
+
+9
+    降低复杂度  后续考虑标准化 或者drop out
+    hidden_layers = 3
+    dropout等于0.25  train变得比valid高 过拟合消失
+    acc有望突破0.7 感觉0.8得使用推荐方法RNN了 那不如直接self intention、？
+
+10
+    # data prarameters
+    concat_nframes = 19  # the number of frames to concat with, n must be odd (total 2k+1 = n frames)
+    train_ratio = 0.9  # the ratio of data used for training, the rest will be used for validation
+    # training parameters
+    seed = 0  # random seed
+    batch_size = 1024  # batch size
+    num_epoch = 50  # the number of training epoch
+    learning_rate = 1e-3  # learning rate
+    # model parameters
+    input_dim = 39 * concat_nframes  # the input dim of the model, you should not change the value
+    hidden_layers = 5  # the number of hidden layers
+    hidden_dim = 1024  # the hidden dim
+    nn.BatchNorm1d(output_dim),
+    nn.Dropout(0.2)
+    https://blog.csdn.net/m0_37870649/article/details/82025238
+    都用上了
+    复杂度很高了  过了strong baseline看来要过BOSS只能大改模型了
+
+11
+    网上copy了一下别人写的self attention 一顿炼丹
+    也是75左右
+
+12  试着使用RNN 发现NN有现成的lstm
+    一顿炼丹 突破80 但是感觉距离82还有很大距离
+    感觉问题是concat_nframes = 27太小  上下文感知到的信息太片面 可惜无法验证  一使用超过27就内存爆炸
+    有时间得研究一下 训练数据分批加载 才能让concat_nframes 突破27
+    钞能力一波  设置35  设置超过40爆显存 真有你的
+    [002/050] Train Acc: 0.832419 Loss: 0.529749 | Val Acc: 0.808191 loss: 0.664532
+    saving model with acc 0.808
+
+    后面都是使用kaggle跑了
+    自己跑实在太慢了 CUDA还是厉害
+
+18
+    做个笔记  发现提高复杂度 都能提高表现
+    最后通过钞能力 搞了一个7层双向LSTM
+    train一次太久了  不train了
+    不然估计可以多开  更换随机种子 再提高一下
+
+20
+    后续优化思路
+    self attention 多层 线性-多层
+    分批加载  更高的concat
+    质数 去测试纬度变幻
+    如何调节learning rate
+    模型越复杂 learning rate的影响越大
+    batch size learning_rate 变化明显的情况下  可以调大确认模型 调小优化
+
+    一些问题： loss与准确率的关系
+    为什么loss变高 准确率却提升了
\ No newline at end of file
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diff --git a/HW03/food11.zip b/HW03/food11.zip
deleted file mode 100644
index 58c20c9d..00000000
--- a/HW03/food11.zip
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d62dca034fd9f04c38a11ce69b6c2ca02a25c3ce9fb6953644dcc410a0fe02f7
-size 1163077597
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/0.866-0.883.jpg" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/0.866-0.883.jpg"
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diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/TTA.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/TTA.py"
new file mode 100644
index 00000000..f98bb1ad
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/TTA.py"
@@ -0,0 +1,64 @@
+from data_load import MultiFoodDataset, FoodDataset
+import os
+import numpy as np
+import pandas as pd
+import torch
+from torch.utils.data import ConcatDataset, DataLoader, Subset, Dataset
+from torchvision.datasets import DatasetFolder, VisionDataset
+from model import Classifier
+from utility import test_tfm, spec_transformers
+import torchvision.transforms as transforms
+
+batch_size = 64
+device = "cuda" if torch.cuda.is_available() else "cpu"
+_dataset_dir = "./food11"
+_exp_name = "sample"
+
+print(device)
+transformers = [spec_transformers([]),
+                spec_transformers([transforms.RandomRotation(180)]),
+                spec_transformers([transforms.RandomHorizontalFlip(1)]),
+                spec_transformers([transforms.RandomVerticalFlip(1)])]
+# test_set = FoodDataset(os.path.join(_dataset_dir, "test"), tfm=test_tfm)
+test_set = MultiFoodDataset(os.path.join(_dataset_dir, "test"), tfms=transformers)
+test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=0, pin_memory=True)
+
+model_best = Classifier().to(device)
+# 这里要加 , map_location='cpu'  因为GPU训练的模型转CPU会不兼容  这里用的参数 为kaggle 前几个版本的初始sample
+model_best.load_state_dict(torch.load(f"{_exp_name}_best.ckpt", map_location='cpu'))
+model_best.eval()
+prediction = []
+
+weight = np.array([0.4, 0.2, 0.2, 0.2])
+
+with torch.no_grad():
+    for data, _ in test_loader:
+        # shape 为batch_size * num_of_classes
+        test_pred = model_best(data.to(device))
+        batch_len = test_pred.shape[0]
+        print('test_pred', test_pred.shape)
+        # shape 为batch_size
+        oh = test_pred.cpu().data.numpy().reshape(batch_len // 4, 4, 11)
+        oh = np.dot(weight, oh)
+        test_label = np.argmax(oh, axis=1)
+        print(type(oh), oh.shape, oh)
+        print('test_label', test_label.shape, test_label)
+        prediction += test_label.squeeze().tolist()
+
+# 初次预测结果
+# [ 2  9  0  2  0  9  4  9  0  9  9  0  3  9  4  3  9 10  0  4  9 10  0  5
+#   9  2 10 10  3  4  2  5  9  5 10  3 10  9  2  0  8  3  5  5  0  0  6  4
+#   5  5  2  4  9 10  0  0  9  5  3  3  2  0  4  9]
+
+print(prediction)
+
+
+# create test csv
+def pad4(i):
+    return "0" * (4 - len(str(i))) + str(i)
+
+
+df = pd.DataFrame()
+df["Id"] = [pad4(i) for i in range(1, len(test_set) // 4 + 1)]
+df["Category"] = prediction
+df.to_csv("submission.csv", index=False)
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_load.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_load.py"
new file mode 100644
index 00000000..d95fc00f
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_load.py"
@@ -0,0 +1,61 @@
+from torch.utils.data import Dataset
+from utility import test_tfm
+import os
+from PIL import Image
+from utility import spec_transformer
+import torchvision.transforms as transforms
+
+
+class FoodDataset(Dataset):
+
+    def __init__(self, path, tfm=test_tfm, files=None):
+        super(FoodDataset).__init__()
+        self.path = path
+        self.files = sorted([os.path.join(path, x) for x in os.listdir(path) if x.endswith(".jpg")])
+        if files is not None:
+            self.files = files
+        print(f"One {path} sample", self.files[0])
+        self.transform = tfm
+
+    def __len__(self):
+        return len(self.files)
+
+    def __getitem__(self, idx):
+        fname = self.files[idx]
+        im = Image.open(fname)
+        im = self.transform(im)
+        # im = self.data[idx]
+        try:
+            label = int(fname.split("/")[-1].split("_")[0])
+        except:
+            label = -1  # test has no label
+        return im, label
+
+
+
+# 重写数据载入  tfms 为transformers的集合
+class MultiFoodDataset(Dataset):
+
+    def __init__(self, path, tfms, files=None):
+        super(FoodDataset).__init__()
+        self.path = path
+        self.files = sorted([os.path.join(path, x) for x in os.listdir(path) if x.endswith(".jpg")])
+        if files is not None:
+            self.files = files
+        print(f"One {path} sample", self.files[0])
+        self.transforms = tfms
+        # 图片重复次数
+        self.pic_duplicate_times = len(tfms)
+
+    def __len__(self):
+        return self.pic_duplicate_times * len(self.files)
+
+    def __getitem__(self, idx):
+        fname = self.files[idx // self.pic_duplicate_times]
+        im = Image.open(fname)
+        im = self.transforms[idx % self.pic_duplicate_times](im)
+        try:
+            label = int(fname.split("/")[-1].split("_")[0])
+        except:
+            label = -1  # test has no label
+        return im, label
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_test.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_test.py"
new file mode 100644
index 00000000..39971c3d
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/data_test.py"
@@ -0,0 +1,96 @@
+from PIL import Image
+import torchvision.transforms as transforms
+import matplotlib.pyplot as plt
+import torch.nn as nn
+import numpy as np
+
+test_tfm = transforms.Compose([
+    transforms.Resize((128, 128)),
+    transforms.ToTensor(),
+])
+
+# However, it is also possible to use augmentation in the testing phase.
+# You may use train_tfm to produce a variety of images and then test using ensemble methods
+train_tfm = transforms.Compose([
+    # Resize the image into a fixed shape (height = width = 128)
+    transforms.Resize((128, 128)),
+    transforms.RandomRotation(180),
+    transforms.RandomHorizontalFlip(0.5),
+    transforms.RandomVerticalFlip(0.5),
+    # You may add some transforms here.
+    # ToTensor() should be the last one of the transforms.
+    # transforms.ToTensor(),
+])
+
+
+def spec_transformer(method):
+    tfm = transforms.Compose([
+        # Resize the image into a fixed shape (height = width = 128)
+        transforms.Resize((128, 128)),
+        method,
+        # You may add some transforms here.
+        # ToTensor() should be the last one of the transforms.
+        # transforms.ToTensor(),
+    ])
+    return tfm
+
+
+def spec_transformers(methods):
+    tfm = transforms.Compose([
+        # Resize the image into a fixed shape (height = width = 128)
+        *[x for x in methods],
+        # You may add some transforms here.
+        # ToTensor() should be the last one of the transforms.
+        transforms.Resize((128, 128)),
+        # transforms.ToTensor(),
+    ])
+    return tfm
+
+
+if __name__ == '__main__':
+    # 看看图片变幻效果
+    pp = '0_106.jpg'
+    im = Image.open(pp)
+    my_trans = [spec_transformers([transforms.RandAugment(),transforms.RandAugment(),transforms.RandAugment()]),
+                spec_transformers([transforms.RandAugment(),transforms.RandomRotation(180),
+                                transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),
+                                transforms.RandomAutocontrast(),
+                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),
+                                                       saturation=(0.7, 1.3)),
+                                transforms.RandomPerspective(distortion_scale=np.random.rand())]),
+                spec_transformers([transforms.RandAugment(),transforms.RandomHorizontalFlip(),
+                                transforms.RandomVerticalFlip(),
+                                transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),
+                                transforms.RandomAdjustSharpness(2*np.random.rand()),
+                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),
+                                                       saturation=(0.7, 1.3))]),
+                spec_transformers([transforms.RandAugment(),transforms.RandomHorizontalFlip(),
+                                transforms.RandomVerticalFlip(),
+                                transforms.RandomAffine(degrees=30,translate=(0.1,0.2),shear=(0,30)),
+                                transforms.RandomAdjustSharpness(2*np.random.rand()),
+                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),
+                                                       saturation=(0.7, 1.3))])
+                ]
+    axs = plt.figure().subplots(1, 5)
+    axs[0].imshow(im)
+    axs[0].set_title('src')
+    axs[0].axis('off')
+
+    trans_ims = [tr(im) for tr in my_trans]
+    axs[1].imshow(trans_ims[0])
+    axs[1].set_title('RandAugment')
+    axs[1].axis('off')
+
+    axs[2].imshow(trans_ims[1])
+    axs[2].set_title('RandomInvert')
+    axs[2].axis('off')
+
+    axs[3].imshow(trans_ims[2])
+    axs[3].set_title('RandomInvert')
+    axs[3].axis('off')
+
+    axs[4].imshow(trans_ims[3])
+    axs[4].set_title('RandomInvert')
+    axs[4].axis('off')
+
+    plt.show()
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/kkhw3.ipynb" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/kkhw3.ipynb"
new file mode 100644
index 00000000..beb5dd2d
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/kkhw3.ipynb"
@@ -0,0 +1 @@
+{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# utility","metadata":{}},{"cell_type":"code","source":"# Import necessary packages.\nimport numpy as np\nimport pandas as pd\nimport torch\nimport os\nimport torch.nn as nn\nimport torchvision.transforms as transforms\nfrom PIL import Image\nimport torchvision.models as models\n# \"ConcatDataset\" and \"Subset\" are possibly useful when doing semi-supervised learning.\nfrom torch.utils.data import ConcatDataset, DataLoader, Subset, Dataset\nfrom torchvision.datasets import DatasetFolder, VisionDataset\n\n# This is for the progress bar.\nfrom tqdm.auto import tqdm\nimport random\n\n# \"cuda\" only when GPUs are available.\ndevice = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n\ndef same_seeds(seed):\n    torch.manual_seed(seed)\n    if torch.cuda.is_available():\n        torch.cuda.manual_seed(seed)\n        torch.cuda.manual_seed_all(seed)\n    np.random.seed(seed)\n    torch.backends.cudnn.benchmark = False\n    torch.backends.cudnn.deterministic = True\n\n\n# Torchvision provides lots of useful utilities for image preprocessing\n# data wrapping as well as data augmentation.\n# Normally, We don't need augmentations in testing and validation.\n# All we need here is to resize the PIL image and transform it into Tensor.\ntest_tfm = transforms.Compose([\n    transforms.Resize((128, 128)),\n    \n    transforms.ToTensor(),\n])\n\n# However, it is also possible to use augmentation in the testing phase.\n# You may use train_tfm to produce a variety of images and then test using ensemble methods\ntrain_tfm = transforms.Compose([\n    # Resize the image into a fixed shape (height = width = 128)\n    transforms.Resize((128, 128)),\n    # You may add some transforms here.\n    # ToTensor() should be the last one of the transforms.\n    transforms.RandomRotation(180),\n    transforms.RandomHorizontalFlip(0.5),\n    transforms.RandomVerticalFlip(0.5),\n    transforms.ToTensor(),\n])\n\n# 生成多张图片的方法\ndef spec_transformer(method):\n    tfm = transforms.Compose([\n        transforms.Resize((128, 128)),\n        method,\n        transforms.ToTensor(),\n    ])\n    return tfm\n\n# 生成多张图片的方法 传入多个变换方法\ndef spec_transformers(methods):\n    tfm = transforms.Compose([\n        *[x for x in methods],\n        transforms.Resize((128, 128)),\n        transforms.ToTensor(),\n    ])\n    return tfm\n\n# 这个方法可以生成多张变换的图片\n#     fff = [spec_transformers([]),\n#            spec_transformers([transforms.RandomHorizontalFlip(1), transforms.RandomVerticalFlip(1)])]\n# x = spec_transformers([])(im)\n","metadata":{"execution":{"iopub.status.busy":"2022-11-05T09:20:03.322025Z","iopub.execute_input":"2022-11-05T09:20:03.322951Z","iopub.status.idle":"2022-11-05T09:20:05.259512Z","shell.execute_reply.started":"2022-11-05T09:20:03.322845Z","shell.execute_reply":"2022-11-05T09:20:05.258439Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# parameters","metadata":{}},{"cell_type":"code","source":"_exp_name = \"main_aug\"\nbatch_size = 64\n_dataset_dir = \"/kaggle/input/ml2022spring-hw3b/food11\"\nmyseed = 76553366  # set a random seed for reproducibility\n# The number of training epochs and patience.\nn_epochs = 100\npatience = 20 # If no improvement in 'patience' epochs, early stop\nlearning_rate = 3*1e-4\nweight_decay = 1e-5\n# 结果加权的向量 注意长度必须能被batch_size整除 并且等于图片复制的数量\nensemble_weight = np.array([0.4, 0.2, 0.2, 0.2])\n# my_trans = [spec_transformers([transforms.RandAugment()]),\n#             spec_transformers([transforms.RandomRotation(180),\n#                                transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),\n#                                transforms.RandomAutocontrast(),\n#                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n#                                                       saturation=(0.7, 1.3)),\n#                                transforms.RandomPerspective(distortion_scale=np.random.rand())]),\n#             spec_transformers([transforms.RandomHorizontalFlip(),\n#                                transforms.RandomVerticalFlip(),\n#                                transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),\n#                                transforms.RandomAdjustSharpness(2 * np.random.rand()),\n#                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n#                                                       saturation=(0.7, 1.3))]),\n#             spec_transformers([transforms.RandomHorizontalFlip(),\n#                                transforms.RandomVerticalFlip(),\n#                                transforms.RandomAffine(degrees=30, translate=(0.1, 0.2), shear=(0, 30)),\n#                                transforms.RandomAdjustSharpness(2 * np.random.rand()),\n#                                transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n#                                                       saturation=(0.7, 1.3))])\n#             ]\n\nmy_trans = [spec_transformers([transforms.RandAugment(),transforms.RandAugment(),transforms.RandAugment()]),\n             spec_transformers([transforms.RandAugment(),transforms.RandomRotation(180),\n                             transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),\n                             transforms.RandomAutocontrast(),\n                             transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n                                                    saturation=(0.7, 1.3)),\n                             transforms.RandomPerspective(distortion_scale=np.random.rand())]),\n             spec_transformers([transforms.RandAugment(),transforms.RandomHorizontalFlip(),\n                             transforms.RandomVerticalFlip(),\n                             transforms.RandomResizedCrop((128, 128), scale=(0.5, 1.0), ratio=(0.8, 1.2)),\n                             transforms.RandomAdjustSharpness(2*np.random.rand()),\n                             transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n                                                    saturation=(0.7, 1.3))]),\n             spec_transformers([transforms.RandAugment(),transforms.RandomHorizontalFlip(),\n                             transforms.RandomVerticalFlip(),\n                             transforms.RandomAffine(degrees=30,translate=(0.1,0.2),shear=(0,30)),\n                             transforms.RandomAdjustSharpness(2*np.random.rand()),\n                             transforms.ColorJitter(brightness=(0.7, 1.3), contrast=(0.7, 1.3),\n                                                    saturation=(0.7, 1.3))])\n             ]\n\ntest_trans = [spec_transformers([])]+my_trans[1:]\n\nnum_of_transformers = len(my_trans)","metadata":{"execution":{"iopub.status.busy":"2022-11-05T09:20:09.265041Z","iopub.execute_input":"2022-11-05T09:20:09.265541Z","iopub.status.idle":"2022-11-05T09:20:09.282020Z","shell.execute_reply.started":"2022-11-05T09:20:09.265507Z","shell.execute_reply":"2022-11-05T09:20:09.280945Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data load","metadata":{}},{"cell_type":"code","source":"class FoodDataset(Dataset):\n\n    def __init__(self,path,tfm=test_tfm,files = None):\n        super(FoodDataset).__init__()\n        self.path = path\n        self.files = sorted([os.path.join(path,x) for x in os.listdir(path) if x.endswith(\".jpg\")])\n        if files != None:\n            self.files = files\n        print(f\"One {path} sample\",self.files[0])\n        self.transform = tfm\n  \n    def __len__(self):\n        return len(self.files)\n  \n    def __getitem__(self,idx):\n        fname = self.files[idx]\n        im = Image.open(fname)\n        im = self.transform(im)\n        #im = self.data[idx]\n        try:\n            label = int(fname.split(\"/\")[-1].split(\"_\")[0])\n        except:\n            label = -1 # test has no label\n        return im,label\n    \n# 重写数据载入  tfms 为transformers的集合\nclass MultiFoodDataset(Dataset):\n\n    def __init__(self, path, tfms, files=None):\n        super(FoodDataset).__init__()\n        self.path = path\n        self.files = sorted([os.path.join(path, x) for x in os.listdir(path) if x.endswith(\".jpg\")])\n        if files is not None:\n            self.files = files\n        print(f\"One {path} sample\", self.files[0])\n        self.transforms = tfms\n        # 图片重复次数\n        self.pic_duplicate_times = len(tfms)\n\n    def __len__(self):\n        return self.pic_duplicate_times * len(self.files)\n\n    def __getitem__(self, idx):\n        fname = self.files[idx // self.pic_duplicate_times]\n        im = Image.open(fname)\n        im = self.transforms[idx % self.pic_duplicate_times](im)\n        try:\n            label = int(fname.split(\"/\")[-1].split(\"_\")[0])\n        except:\n            label = -1  # test has no label\n        return im, label\n    \n# Construct datasets.\n# The argument \"loader\" tells how torchvision reads the data.\nsame_seeds(myseed)\ntrain_set = MultiFoodDataset(os.path.join(_dataset_dir,\"training\"), tfms=my_trans)\n# train_set = FoodDataset(os.path.join(_dataset_dir,\"training\"), tfm=train_tfm)\nprint('训练数据集',len(train_set))\ntrain_loader = DataLoader(train_set, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)\nvalid_set = FoodDataset(os.path.join(_dataset_dir,\"validation\"), tfm=test_tfm)\nvalid_loader = DataLoader(valid_set, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True) \ndel train_set,valid_set","metadata":{"execution":{"iopub.status.busy":"2022-11-05T09:20:17.932872Z","iopub.execute_input":"2022-11-05T09:20:17.933234Z","iopub.status.idle":"2022-11-05T09:20:18.175709Z","shell.execute_reply.started":"2022-11-05T09:20:17.933205Z","shell.execute_reply":"2022-11-05T09:20:18.174636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Model","metadata":{}},{"cell_type":"code","source":"class Classifier(nn.Module):\n    def __init__(self):\n        super(Classifier, self).__init__()\n        # torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)\n        # torch.nn.MaxPool2d(kernel_size, stride, padding)\n        # input 維度 [3, 128, 128]\n        self.cnn = nn.Sequential(\n            nn.Conv2d(3, 64, 3, 1, 1),  # [64, 128, 128]\n            nn.BatchNorm2d(64),\n            nn.ReLU(),\n            nn.MaxPool2d(2, 2, 0),      # [64, 64, 64]\n\n            nn.Conv2d(64, 128, 3, 1, 1), # [128, 64, 64]\n            nn.BatchNorm2d(128),\n            nn.ReLU(),\n            nn.MaxPool2d(2, 2, 0),      # [128, 32, 32]\n\n            nn.Conv2d(128, 256, 3, 1, 1), # [256, 32, 32]\n            nn.BatchNorm2d(256),\n            nn.ReLU(),\n            nn.MaxPool2d(2, 2, 0),      # [256, 16, 16]\n\n            nn.Conv2d(256, 512, 3, 1, 1), # [512, 16, 16]\n            nn.BatchNorm2d(512),\n            nn.ReLU(),\n            nn.MaxPool2d(2, 2, 0),       # [512, 8, 8]\n            \n            nn.Conv2d(512, 512, 3, 1, 1), # [512, 8, 8]\n            nn.BatchNorm2d(512),\n            nn.ReLU(),\n            nn.MaxPool2d(2, 2, 0),       # [512, 4, 4]\n        )\n        self.fc = nn.Sequential(\n            nn.Linear(512*4*4, 1024),\n            nn.ReLU(),\n            nn.Linear(1024, 512),\n            nn.ReLU(),\n            nn.Linear(512, 11)\n        )\n\n    def forward(self, x):\n        out = self.cnn(x)\n        out = out.view(out.size()[0], -1)\n        return self.fc(out)\n    \nclass ResNet(nn.Module):\n    def __init__(self):\n        super(Classifier, self).__init__()\n        # torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)\n        # torch.nn.MaxPool2d(kernel_size, stride, padding)\n        # input 維度 [3, 128, 128]\n        self.cnn = nn.Sequential(\n        )\n        self.fc = nn.Sequential(\n            nn.ReLU(),\n            nn.Linear(512, 11)\n        )\n\n    def forward(self, x):\n        out = self.cnn(x)\n        out = out.view(out.size()[0], -1)\n        return self.fc(out)","metadata":{"execution":{"iopub.status.busy":"2022-11-03T06:30:48.235982Z","iopub.execute_input":"2022-11-03T06:30:48.236412Z","iopub.status.idle":"2022-11-03T06:30:48.256401Z","shell.execute_reply.started":"2022-11-03T06:30:48.236376Z","shell.execute_reply":"2022-11-03T06:30:48.255310Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train","metadata":{}},{"cell_type":"code","source":"# Initialize a model, and put it on the device specified.\n# model = Classifier().to(device)\nmodel = models.resnet50(pretrained=False)\nmodel.conv1.kernel_size = (3,3)\nmodel.fc.out_features = 11\nmodel.load_state_dict(torch.load(f\"../input/model/aug_best.ckpt\"))\nmodel = model.to(device)\n\n# For the classification task, we use cross-entropy as the measurement of performance.\ncriterion = nn.CrossEntropyLoss()\n\n# Initialize optimizer, you may fine-tune some hyperparameters such as learning rate on your own.\noptimizer = torch.optim.AdamW(model.parameters(), lr=learning_rate, weight_decay=weight_decay) \n\n# Initialize trackers, these are not parameters and should not be changed\nstale = 0\nbest_acc = 0\n\nfor epoch in range(n_epochs):\n\n    # ---------- Training ----------\n    # Make sure the model is in train mode before training.\n    model.train()\n\n    # These are used to record information in training.\n    train_loss = []\n    train_accs = []\n\n    for batch in tqdm(train_loader):\n\n        # A batch consists of image data and corresponding labels.\n        imgs, labels = batch\n        #imgs = imgs.half()\n        #print(imgs.shape,labels.shape)\n\n        # Forward the data. (Make sure data and model are on the same device.)\n        logits = model(imgs.to(device))\n\n        # Calculate the cross-entropy loss.\n        # We don't need to apply softmax before computing cross-entropy as it is done automatically.\n        loss = criterion(logits, labels.to(device))\n\n        # Gradients stored in the parameters in the previous step should be cleared out first.\n        optimizer.zero_grad()\n\n        # Compute the gradients for parameters.\n        loss.backward()\n\n        # Clip the gradient norms for stable training.\n        grad_norm = nn.utils.clip_grad_norm_(model.parameters(), max_norm=10)\n\n        # Update the parameters with computed gradients.\n        optimizer.step()\n\n        # Compute the accuracy for current batch.\n        acc = (logits.argmax(dim=-1) == labels.to(device)).float().mean()\n\n        # Record the loss and accuracy.\n        train_loss.append(loss.item())\n        train_accs.append(acc)\n        \n    train_loss = sum(train_loss) / len(train_loss)\n    train_acc = sum(train_accs) / len(train_accs)\n\n    # Print the information.\n    print(f\"[ Train | {epoch + 1:03d}/{n_epochs:03d} ] loss = {train_loss:.5f}, acc = {train_acc:.5f}\")\n\n    # ---------- Validation ----------\n    # Make sure the model is in eval mode so that some modules like dropout are disabled and work normally.\n    model.eval()\n\n    # These are used to record information in validation.\n    valid_loss = []\n    valid_accs = []\n\n    # Iterate the validation set by batches.\n    for batch in tqdm(valid_loader):\n\n        # A batch consists of image data and corresponding labels.\n        imgs, labels = batch\n        #imgs = imgs.half()\n\n        # We don't need gradient in validation.\n        # Using torch.no_grad() accelerates the forward process.\n        with torch.no_grad():\n            logits = model(imgs.to(device))\n\n        # We can still compute the loss (but not the gradient).\n        loss = criterion(logits, labels.to(device))\n\n        # Compute the accuracy for current batch.\n        acc = (logits.argmax(dim=-1) == labels.to(device)).float().mean()\n\n        # Record the loss and accuracy.\n        valid_loss.append(loss.item())\n        valid_accs.append(acc)\n        #break\n\n    # The average loss and accuracy for entire validation set is the average of the recorded values.\n    valid_loss = sum(valid_loss) / len(valid_loss)\n    valid_acc = sum(valid_accs) / len(valid_accs)\n\n    # Print the information.\n    print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f}\")\n\n\n    # update logs\n    if valid_acc > best_acc:\n        with open(f\"./{_exp_name}_log.txt\",\"a\"):\n            print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f} -> best\")\n    else:\n        with open(f\"./{_exp_name}_log.txt\",\"a\"):\n            print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f}\")\n\n\n    # save models\n    if valid_acc > best_acc:\n        print(f\"Best model found at epoch {epoch}, saving model\")\n        torch.save(model.state_dict(), f\"{_exp_name}_best.ckpt\") # only save best to prevent output memory exceed error\n        best_acc = valid_acc\n        stale = 0\n    else:\n        stale += 1\n        if stale > patience:\n            print(f\"No improvment {patience} consecutive epochs, early stopping\")\n            break","metadata":{"execution":{"iopub.status.busy":"2022-11-03T06:30:58.458713Z","iopub.execute_input":"2022-11-03T06:30:58.459123Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Result","metadata":{}},{"cell_type":"code","source":"# del train_loader,valid_loader\n# test_set = FoodDataset(os.path.join(_dataset_dir,\"test\"), tfm=test_tfm)\n# test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=0, pin_memory=True)\n\n# model_best = Classifier().to(device)\n# model_best.load_state_dict(torch.load(f\"{_exp_name}_best.ckpt\"))\n# model_best.eval()\n# prediction = []\n# with torch.no_grad():\n#     for data,_ in test_loader:\n#         test_pred = model_best(data.to(device))\n#         test_label = np.argmax(test_pred.cpu().data.numpy(), axis=1)\n#         prediction += test_label.squeeze().tolist()\n        \n# #create test csv\n# def pad4(i):\n#     return \"0\"*(4-len(str(i)))+str(i)\n# df = pd.DataFrame()\n# df[\"Id\"] = [pad4(i) for i in range(1,len(test_set)+1)]\n# df[\"Category\"] = prediction\n# df.to_csv(\"submission.csv\",index = False)        ","metadata":{"execution":{"iopub.status.busy":"2022-10-30T10:26:21.380561Z","iopub.status.idle":"2022-10-30T10:26:21.381473Z","shell.execute_reply.started":"2022-10-30T10:26:21.381068Z","shell.execute_reply":"2022-10-30T10:26:21.381094Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Result with Ensemble","metadata":{}},{"cell_type":"code","source":"test_set = MultiFoodDataset(os.path.join(_dataset_dir, \"test\"), tfms=test_trans)\ntest_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=0, pin_memory=True)\n\n\n# 这里要加 , map_location='cpu'  因为GPU训练的模型转CPU会不兼容  这里用的参数 为kaggle 前几个版本的初始sample\nmodel_best = models.resnet50(pretrained=False)\nmodel_best.conv1.kernel_size = (3,3)\nmodel_best.fc.out_features = 11\nmodel_best.load_state_dict(torch.load(f\"../input/model/main_aug_best.ckpt\"))\n# model_best.load_state_dict(torch.load(f\"{_exp_name}_best.ckpt\"))\n\nmodel_best = model_best.to(device)\n\nmodel_best.eval()\nprediction = []\n\n\nwith torch.no_grad():\n    for data, _ in test_loader:\n        # shape 为batch_size * num_of_classes\n        test_pred = model_best(data.to(device))\n#         print(test_pred.shape)\n        batch_len = test_pred.shape[0]\n        # shape 为batch_size\n        oh = test_pred.cpu().data.numpy().reshape(batch_len // num_of_transformers, num_of_transformers, 1000)\n        oh = np.dot(ensemble_weight, oh)\n        test_label = np.argmax(oh, axis=1)\n        prediction += test_label.squeeze().tolist()\n\n\n# create test csv\ndef pad4(i):\n    return \"0\" * (4 - len(str(i))) + str(i)\n\n\ndf = pd.DataFrame()\ndf[\"Id\"] = [pad4(i) for i in range(1, len(test_set) // num_of_transformers + 1)]\ndf[\"Category\"] = prediction\ndf.to_csv(\"submission.csv\", index=False)","metadata":{"execution":{"iopub.status.busy":"2022-11-05T09:20:53.229586Z","iopub.execute_input":"2022-11-05T09:20:53.230667Z","iopub.status.idle":"2022-11-05T09:25:28.175257Z","shell.execute_reply.started":"2022-11-05T09:20:53.230604Z","shell.execute_reply":"2022-11-05T09:25:28.173942Z"},"trusted":true},"execution_count":null,"outputs":[]}]}
\ No newline at end of file
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/log" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/log"
new file mode 100644
index 00000000..78f0c37f
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/log"
@@ -0,0 +1,95 @@
+--------------------------------------------------------------------------------------
+首先测试
+数据增加 - 单张变换明显不如切换多张 但是多张训练速度极慢
+多张第12epoch 就过拟合 acc  0.7  说明模型复杂度太高？？
+
+--------------------------------------------------------------------------------------
+这次训练太慢了  考虑目标直接套用现有模型 -研究一下 pretrain=False
+然后考虑  单个训练数据生成多张
+---
+https://pytorch-cn.readthedocs.io/zh/latest/torchvision/torchvision-models/
+再考虑 对测试集生成多张图片 提升预测精度
+---【学习笔记】resnet-18 pytorch源代码解读
+https://blog.csdn.net/lcn463365355/article/details/92846776
+pytorch transforms
+https://pytorch.org/vision/stable/transforms.html?highlight=data%20augmentation
+transformers 解析
+https://zhuanlan.zhihu.com/p/476220305
+transforms.CenterCrop 对图片中心进行裁剪
+transforms.ColorJitter 对图像颜色的对比度、饱和度和零度进行变换
+transforms.FiveCrop  对图像四个角和中心进行裁剪得到五分图像
+transforms.Grayscale  对图像进行灰度变换
+transforms.Pad  使用固定值进行像素填充
+transforms.RandomAffine  随机仿射变换
+transforms.RandomCrop  随机区域裁剪
+transforms.RandomHorizontalFlip  随机水平翻转
+transforms.RandomRotation  随机旋转
+transforms.RandomVerticalFlip  随机垂直翻转
+transformers 图对比
+https://blog.csdn.net/lichaoqi1/category_11727407.html
+
+最终选择的增强方法
+transforms.RandomHorizontalFlip  随机水平翻转  默认50概率
+transforms.RandomVerticalFlip  随机垂直翻转   默认50概率
+transforms.ColorJitter(brightness=0, contrast=0, saturation=0, hue=0)
+brightness:亮度
+contrast:对比度
+saturation :饱和度
+hue:明度  取值必须在(-0.5, 0.5)
+
+---------------------------------------------------------------------------------------------------
+模型的调整比预想的简单啊
+transforms.RandomHorizontalFlip()
+transforms.RandomVerticalFlip()
+transform.ColorJitter(brightness=(0.7,1.3), contrast=(0.7,1.3), saturation=(0.7,1.3), hue=(-0.1,0.1))
+transforms.RandomResizedCrop(size, scale=(0.08, 1.0), ratio=(0.75, 1.3333333333333333), interpolation=<InterpolationMode.BILINEAR: 'bilinear'>)
+scale：在调整大小之前，指定裁剪的随机区域的下限和上限。比例是根据原始图像的面积定义的。
+ratio:调整大小之前，裁剪的随机纵横比的上下限
+
+transforms.RandomAffine(degrees, translate=None, scale=None, shear=None,
+interpolation=<InterpolationMode.NEAREST: 'nearest'>, fill=0, fillcolor=None, resample=None, center=None)
+
+degrees：可从中选择的度数范围。如果为非零数字，旋转角度从（-degrees,+degress),或者可设置为（min,max)
+translate:水平和垂直平移的最大绝对偏移量。长度为2的元组，数值在(0,1)之间，dx在（-w*a,w*a)，dy在（-h*b,h*b)
+scale:比例因子区间，例如（a，b），则从范围a<=比例<=b中随机采样比例。默认情况下，将保留原始比例。
+shear:可从中选择的度数范围。放射变换的角度
+interpolation：插值的方法如果输入为Tensor只支持InterpolationMode.NEAREST, InterpolationMode.BILINEAR
+fill:填充像素的值，
+fillcolor:0.14以后版本被移除，使用fill代替
+resample:0.14以后版本被移除，使用interpolation代替
+center:旋转中心的位置，默认为图片的中心
+
+
+--------------------------------------------------------------------------------------
+测试了一下 Training Augmentation +Test Time Augmentation  提升不大 但是耗时成倍增加
+看来得先换模型 然后再通过这2个技能 提升 训练集数量 和 增加最后的预测精度
+https://www.bilibili.com/video/BV1yT41177Lg/?spm_id_from=333.337.search-card.all.click&vd_source=d5cb81f48b837a79649b623f632640c3
+adam
+[ Train | 001/100 ] loss = 1.95417, acc = 0.30516
+[ Train | 002/100 ] loss = 1.73287, acc = 0.38609
+[ Train | 003/100 ] loss = 1.59094, acc = 0.43552
+[ Train | 004/100 ] loss = 1.47998, acc = 0.47857
+[ Train | 005/100 ] loss = 1.40205, acc = 0.51290
+adamW
+[ Train | 001/100 ] loss = 1.94305, acc = 0.32075
+[ Train | 002/100 ] loss = 1.69150, acc = 0.41425
+[ Train | 003/100 ] loss = 1.55423, acc = 0.45308
+[ Train | 004/100 ] loss = 1.46482, acc = 0.49190
+[ Train | 005/100 ] loss = 1.36791, acc = 0.51996
+
+-------------------------------------------------------------------------------------------------------------
+主
+24544.9s	92	[ Train | 029/100 ] loss = 0.10633, acc = 0.96533
+24575.5s	93	[ Valid | 029/100 ] loss = 0.78007, acc = 0.85567
+24575.5s	94	[ Valid | 029/100 ] loss = 0.78007, acc = 0.85567 -> best
+24575.5s	95	Best model found at epoch 28, saving model
+
+这个有种预感要过 最后过了
+
+最后也就用了 数据增强
+
+-----------------------------------------------------------
+后续优化思路
+在此参数基础上 选择不同的数据增强方式 在高度收敛之后 使用更低的学习率 和更小的批次
+考虑使用模型融合
+
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/main.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/main.py"
new file mode 100644
index 00000000..a1291f9c
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/main.py"
@@ -0,0 +1,3 @@
+
+if __name__ == '__main__':
+    pass
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/model.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/model.py"
new file mode 100644
index 00000000..daa7857d
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/model.py"
@@ -0,0 +1,57 @@
+import torch.nn as nn
+import torchvision.models as models
+
+
+class Classifier(nn.Module):
+    def __init__(self):
+        super(Classifier, self).__init__()
+        # torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)
+        # torch.nn.MaxPool2d(kernel_size, stride, padding)
+        # input 維度 [3, 128, 128]
+        self.cnn = nn.Sequential(
+            nn.Conv2d(3, 64, 3, 1, 1),  # [64, 128, 128]
+            nn.BatchNorm2d(64),
+            nn.ReLU(),
+            nn.MaxPool2d(2, 2, 0),  # [64, 64, 64]
+
+            nn.Conv2d(64, 128, 3, 1, 1),  # [128, 64, 64]
+            nn.BatchNorm2d(128),
+            nn.ReLU(),
+            nn.MaxPool2d(2, 2, 0),  # [128, 32, 32]
+
+            nn.Conv2d(128, 256, 3, 1, 1),  # [256, 32, 32]
+            nn.BatchNorm2d(256),
+            nn.ReLU(),
+            nn.MaxPool2d(2, 2, 0),  # [256, 16, 16]
+
+            nn.Conv2d(256, 512, 3, 1, 1),  # [512, 16, 16]
+            nn.BatchNorm2d(512),
+            nn.ReLU(),
+            nn.MaxPool2d(2, 2, 0),  # [512, 8, 8]
+
+            nn.Conv2d(512, 512, 3, 1, 1),  # [512, 8, 8]
+            nn.BatchNorm2d(512),
+            nn.ReLU(),
+            nn.MaxPool2d(2, 2, 0),  # [512, 4, 4]
+        )
+        self.fc = nn.Sequential(
+            nn.Linear(512 * 4 * 4, 1024),
+            nn.ReLU(),
+            nn.Linear(1024, 512),
+            nn.ReLU(),
+            nn.Linear(512, 11)
+        )
+
+    def forward(self, x):
+        out = self.cnn(x)
+        out = out.view(out.size()[0], -1)
+        return self.fc(out)
+
+
+resnet = models.resnet50(pretrained=False)
+resnet.conv1.kernel_size = (3,3)
+resnet.fc.out_features = 11
+print(resnet.conv1.kernel_size)
+# resnet.fc = nn.Sequential(nn.Dropout(0.3),nn.Linear(512,11))
+print(resnet)
+
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/note" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/note"
new file mode 100644
index 00000000..b757958e
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/note"
@@ -0,0 +1,27 @@
+Simple : 0.50099
+Medium : 0.73207 Training Augmentation + Train Longer
+Strong : 0.81872 Training Augmentation + Model Design + Train Looonger (+ Cross Validation + Ensemble)
+Boss : 0.88446 Training Augmentation + Model Design +Test Time Augmentation + Train Looonger (+ Cross Validation + Ensemble)
+
+
+ Training Augmentation
+ Model Design
+ Test Time Augmentation
+
+ Train Looonger-Cross Validation
+ Train Looonger-Ensemble
+
+# 都是
+DATA AUGMENTIATION
+https://pytorch.org/vision/stable/transforms.html?highlight=data%20augmentation
+https://zhuanlan.zhihu.com/p/476220305
+transforms.CenterCrop 对图片中心进行裁剪
+transforms.ColorJitter 对图像颜色的对比度、饱和度和零度进行变换
+transforms.FiveCrop  对图像四个角和中心进行裁剪得到五分图像
+transforms.Grayscale  对图像进行灰度变换
+transforms.Pad  使用固定值进行像素填充
+transforms.RandomAffine  随机仿射变换
+transforms.RandomCrop  随机区域裁剪
+transforms.RandomHorizontalFlip  随机水平翻转
+transforms.RandomRotation  随机旋转
+transforms.RandomVerticalFlip  随机垂直翻转
\ No newline at end of file
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/note.ipynb" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/note.ipynb"
new file mode 100644
index 00000000..eff54ee4
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/note.ipynb"
@@ -0,0 +1,8159 @@
+{
+  "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"
+    },
+    "colab": {
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+          "model_module_version": "1.5.0",
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+            "_view_name": "StyleView",
+            "_model_name": "DescriptionStyleModel",
+            "description_width": "",
+            "_view_module": "@jupyter-widgets/base",
+            "_model_module_version": "1.5.0",
+            "_view_count": null,
+            "_view_module_version": "1.2.0",
+            "_model_module": "@jupyter-widgets/controls"
+          }
+        },
+        "7c3ffac62aa04f568b90499734bf725b": {
+          "model_module": "@jupyter-widgets/base",
+          "model_name": "LayoutModel",
+          "model_module_version": "1.2.0",
+          "state": {
+            "_view_name": "LayoutView",
+            "grid_template_rows": null,
+            "right": null,
+            "justify_content": null,
+            "_view_module": "@jupyter-widgets/base",
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+            "_model_module_version": "1.2.0",
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+            "min_width": null,
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+            "grid_template_columns": null,
+            "flex": null,
+            "_model_name": "LayoutModel",
+            "justify_items": null,
+            "grid_row": null,
+            "max_height": null,
+            "align_content": null,
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+            "align_self": null,
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+            "grid_auto_columns": null,
+            "margin": null,
+            "display": null,
+            "left": null
+          }
+        }
+      }
+    }
+  },
+  "nbformat_minor": 0,
+  "nbformat": 4,
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# HW3 Image Classification\n",
+        "## We strongly recommend that you run with Kaggle for this homework\n"
+      ],
+      "metadata": {
+        "id": "jRDuJsGCgxCO"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Get Data\n",
+        "Notes: if the links are dead, you can download the data directly from Kaggle and upload it to the workspace, or you can use the Kaggle API to directly download the data into colab.\n"
+      ],
+      "metadata": {
+        "id": "EVgrPb3HhJUT"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "! wget https://www.dropbox.com/s/6l2vcvxl54b0b6w/food11.zip"
+      ],
+      "metadata": {
+        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+        "papermill": {
+          "duration": 19.351342,
+          "end_time": "2022-02-23T10:03:06.247288",
+          "exception": false,
+          "start_time": "2022-02-23T10:02:46.895946",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:43.697321Z",
+          "iopub.execute_input": "2022-03-03T13:07:43.697626Z",
+          "iopub.status.idle": "2022-03-03T13:07:49.305932Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:43.697542Z",
+          "shell.execute_reply": "2022-03-03T13:07:49.305076Z"
+        },
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "EAO6dg9eVaU_",
+        "outputId": "6ab4a9f9-8dd6-4259-8d1e-1215e6521486"
+      },
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "--2022-03-03 16:00:33--  https://www.dropbox.com/s/6l2vcvxl54b0b6w/food11.zip\n",
+            "Resolving www.dropbox.com (www.dropbox.com)... 162.125.3.18, 2620:100:6018:18::a27d:312\n",
+            "Connecting to www.dropbox.com (www.dropbox.com)|162.125.3.18|:443... connected.\n",
+            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
+            "Location: /s/raw/6l2vcvxl54b0b6w/food11.zip [following]\n",
+            "--2022-03-03 16:00:33--  https://www.dropbox.com/s/raw/6l2vcvxl54b0b6w/food11.zip\n",
+            "Reusing existing connection to www.dropbox.com:443.\n",
+            "HTTP request sent, awaiting response... 302 Found\n",
+            "Location: https://uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com/cd/0/inline/BgyJHeT6ktWDUrjn1ICVCKVKisZAPQ-U6XE5iG-7Ye0cfXKUIcIaGKMUheJbLTVEZwHHa0ItvsK_PHCGSIF0btVayn5I-HuYxHaCYSFPR0xnoCjldEK9c2FMxJDdJBOjtN7PpWcGTf0RhCES_KSSPzU0/file# [following]\n",
+            "--2022-03-03 16:00:33--  https://uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com/cd/0/inline/BgyJHeT6ktWDUrjn1ICVCKVKisZAPQ-U6XE5iG-7Ye0cfXKUIcIaGKMUheJbLTVEZwHHa0ItvsK_PHCGSIF0btVayn5I-HuYxHaCYSFPR0xnoCjldEK9c2FMxJDdJBOjtN7PpWcGTf0RhCES_KSSPzU0/file\n",
+            "Resolving uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com (uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com)... 162.125.3.15, 2620:100:6018:15::a27d:30f\n",
+            "Connecting to uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com (uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com)|162.125.3.15|:443... connected.\n",
+            "HTTP request sent, awaiting response... 302 Found\n",
+            "Location: /cd/0/inline2/BgwQMw2JocOcJKI0IJyWbZl-B6nbRFcS9ITj-y-fC0FV01HZL3hYp61Bc5sZb5k8g0u-qNDUL-TasYTdKWwLcg4mhIkrourLTlxuIxhKXCq9mXVUOlNNsuonJRx3WB8ImFTDFs_lnsianuqmQz3ANoIEU8xvsYFqLUZN5Pb-POPUwCa0HRHKwFNyZbE-EjKGXKZLfL9bDsBW8RYQko4oziZVVm6BR2UgoB6zzpkWs-WfkSNkB5BsKVebpiFQz4lrJQZqDqfLiEsZDW0ovJvlzYTA9cJwRf4W5joc97vR71WQE3wwPWasdTz3ms8sQma1cjHimwY24ZBd29NW1CeIB3vOsTOm5KRVf0sewaZgf24MBIYEnisNpnf6MG9MU-0FZXE/file [following]\n",
+            "--2022-03-03 16:00:34--  https://uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com/cd/0/inline2/BgwQMw2JocOcJKI0IJyWbZl-B6nbRFcS9ITj-y-fC0FV01HZL3hYp61Bc5sZb5k8g0u-qNDUL-TasYTdKWwLcg4mhIkrourLTlxuIxhKXCq9mXVUOlNNsuonJRx3WB8ImFTDFs_lnsianuqmQz3ANoIEU8xvsYFqLUZN5Pb-POPUwCa0HRHKwFNyZbE-EjKGXKZLfL9bDsBW8RYQko4oziZVVm6BR2UgoB6zzpkWs-WfkSNkB5BsKVebpiFQz4lrJQZqDqfLiEsZDW0ovJvlzYTA9cJwRf4W5joc97vR71WQE3wwPWasdTz3ms8sQma1cjHimwY24ZBd29NW1CeIB3vOsTOm5KRVf0sewaZgf24MBIYEnisNpnf6MG9MU-0FZXE/file\n",
+            "Reusing existing connection to uc89a27633917a4649a0be64a578.dl.dropboxusercontent.com:443.\n",
+            "HTTP request sent, awaiting response... 200 OK\n",
+            "Length: 1163077597 (1.1G) [application/zip]\n",
+            "Saving to: ‘food11.zip’\n",
+            "\n",
+            "food11.zip          100%[===================>]   1.08G  45.5MB/s    in 28s     \n",
+            "\n",
+            "2022-03-03 16:01:02 (39.8 MB/s) - ‘food11.zip’ saved [1163077597/1163077597]\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "! unzip food11.zip"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "HEsBm1lkhGmk",
+        "outputId": "8ade0916-a2f5-4174-81d6-74134cbbe7b6"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
+            "  inflating: food11/training/8_806.jpg  \n",
+            "  inflating: food11/training/8_807.jpg  \n",
+            "  inflating: food11/training/8_808.jpg  \n",
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+            "  inflating: food11/training/8_817.jpg  \n",
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+            " extracting: food11/validation/10_106.jpg  \n",
+            "  inflating: food11/validation/10_107.jpg  \n",
+            "  inflating: food11/validation/10_108.jpg  \n",
+            "  inflating: food11/validation/10_109.jpg  \n",
+            "  inflating: food11/validation/10_11.jpg  \n",
+            "  inflating: food11/validation/10_110.jpg  \n",
+            "  inflating: food11/validation/10_111.jpg  \n",
+            "  inflating: food11/validation/10_112.jpg  \n",
+            "  inflating: food11/validation/10_113.jpg  \n",
+            "  inflating: food11/validation/10_114.jpg  \n",
+            "  inflating: food11/validation/10_115.jpg  \n",
+            "  inflating: food11/validation/10_116.jpg  \n",
+            " extracting: food11/validation/10_117.jpg  \n",
+            "  inflating: food11/validation/10_118.jpg  \n",
+            "  inflating: food11/validation/10_119.jpg  \n",
+            "  inflating: food11/validation/10_12.jpg  \n",
+            "  inflating: food11/validation/10_120.jpg  \n",
+            "  inflating: food11/validation/10_121.jpg  \n",
+            "  inflating: food11/validation/10_122.jpg  \n",
+            "  inflating: food11/validation/10_123.jpg  \n",
+            " extracting: food11/validation/10_124.jpg  \n",
+            "  inflating: food11/validation/10_125.jpg  \n",
+            "  inflating: food11/validation/10_126.jpg  \n",
+            "  inflating: food11/validation/10_127.jpg  \n",
+            "  inflating: food11/validation/10_128.jpg  \n",
+            "  inflating: food11/validation/10_129.jpg  \n",
+            "  inflating: food11/validation/10_13.jpg  \n",
+            "  inflating: food11/validation/10_130.jpg  \n",
+            "  inflating: food11/validation/10_131.jpg  \n",
+            "  inflating: food11/validation/10_132.jpg  \n",
+            " extracting: food11/validation/10_133.jpg  \n",
+            "  inflating: food11/validation/10_134.jpg  \n",
+            " extracting: food11/validation/10_135.jpg  \n",
+            "  inflating: food11/validation/10_136.jpg  \n",
+            "  inflating: food11/validation/10_137.jpg  \n",
+            "  inflating: food11/validation/10_138.jpg  \n",
+            "  inflating: food11/validation/10_139.jpg  \n",
+            "  inflating: food11/validation/10_14.jpg  \n",
+            "  inflating: food11/validation/10_140.jpg  \n",
+            "  inflating: food11/validation/10_141.jpg  \n",
+            "  inflating: food11/validation/10_142.jpg  \n",
+            "  inflating: food11/validation/10_143.jpg  \n",
+            " extracting: food11/validation/10_144.jpg  \n",
+            "  inflating: food11/validation/10_145.jpg  \n",
+            "  inflating: food11/validation/10_146.jpg  \n",
+            "  inflating: food11/validation/10_147.jpg  \n",
+            "  inflating: food11/validation/10_148.jpg  \n",
+            "  inflating: food11/validation/10_149.jpg  \n",
+            "  inflating: food11/validation/10_15.jpg  \n",
+            "  inflating: food11/validation/10_150.jpg  \n",
+            "  inflating: food11/validation/10_151.jpg  \n",
+            " extracting: food11/validation/10_152.jpg  \n",
+            "  inflating: food11/validation/10_153.jpg  \n",
+            "  inflating: food11/validation/10_154.jpg  \n",
+            "  inflating: food11/validation/10_155.jpg  \n",
+            "  inflating: food11/validation/10_156.jpg  \n",
+            "  inflating: food11/validation/10_157.jpg  \n",
+            "  inflating: food11/validation/10_158.jpg  \n",
+            "  inflating: food11/validation/10_159.jpg  \n",
+            "  inflating: food11/validation/10_16.jpg  \n",
+            " extracting: food11/validation/10_160.jpg  \n",
+            "  inflating: food11/validation/10_161.jpg  \n",
+            "  inflating: food11/validation/10_162.jpg  \n",
+            "  inflating: food11/validation/10_163.jpg  \n",
+            "  inflating: food11/validation/10_164.jpg  \n",
+            "  inflating: food11/validation/10_165.jpg  \n",
+            " extracting: food11/validation/10_166.jpg  \n",
+            "  inflating: food11/validation/10_167.jpg  \n",
+            "  inflating: food11/validation/10_168.jpg  \n",
+            "  inflating: food11/validation/10_169.jpg  \n",
+            "  inflating: food11/validation/10_17.jpg  \n",
+            " extracting: food11/validation/10_170.jpg  \n",
+            "  inflating: food11/validation/10_171.jpg  \n",
+            "  inflating: food11/validation/10_172.jpg  \n",
+            "  inflating: food11/validation/10_173.jpg  \n",
+            "  inflating: food11/validation/10_174.jpg  \n",
+            "  inflating: food11/validation/10_175.jpg  \n",
+            " extracting: food11/validation/10_176.jpg  \n",
+            "  inflating: food11/validation/10_177.jpg  \n",
+            "  inflating: food11/validation/10_178.jpg  \n",
+            "  inflating: food11/validation/10_179.jpg  \n",
+            "  inflating: food11/validation/10_18.jpg  \n",
+            "  inflating: food11/validation/10_180.jpg  \n",
+            "  inflating: food11/validation/10_181.jpg  \n",
+            "  inflating: food11/validation/10_182.jpg  \n",
+            "  inflating: food11/validation/10_183.jpg  \n",
+            "  inflating: food11/validation/10_184.jpg  \n",
+            "  inflating: food11/validation/10_185.jpg  \n",
+            "  inflating: food11/validation/10_186.jpg  \n",
+            "  inflating: food11/validation/10_187.jpg  \n",
+            "  inflating: food11/validation/10_188.jpg  \n",
+            "  inflating: food11/validation/10_189.jpg  \n",
+            "  inflating: food11/validation/10_19.jpg  \n",
+            "  inflating: food11/validation/10_190.jpg  \n",
+            " extracting: food11/validation/10_191.jpg  \n",
+            "  inflating: food11/validation/10_192.jpg  \n",
+            "  inflating: food11/validation/10_193.jpg  \n",
+            "  inflating: food11/validation/10_194.jpg  \n",
+            "  inflating: food11/validation/10_195.jpg  \n",
+            " extracting: food11/validation/10_196.jpg  \n",
+            " extracting: food11/validation/10_197.jpg  \n",
+            "  inflating: food11/validation/10_198.jpg  \n",
+            "  inflating: food11/validation/10_199.jpg  \n",
+            "  inflating: food11/validation/10_2.jpg  \n",
+            "  inflating: food11/validation/10_20.jpg  \n",
+            "  inflating: food11/validation/10_200.jpg  \n",
+            "  inflating: food11/validation/10_201.jpg  \n",
+            "  inflating: food11/validation/10_202.jpg  \n",
+            " extracting: food11/validation/10_203.jpg  \n",
+            "  inflating: food11/validation/10_204.jpg  \n",
+            "  inflating: food11/validation/10_205.jpg  \n",
+            "  inflating: food11/validation/10_206.jpg  \n",
+            " extracting: food11/validation/10_207.jpg  \n",
+            "  inflating: food11/validation/10_208.jpg  \n",
+            "  inflating: food11/validation/10_209.jpg  \n",
+            "  inflating: food11/validation/10_21.jpg  \n",
+            "  inflating: food11/validation/10_210.jpg  \n",
+            "  inflating: food11/validation/10_211.jpg  \n",
+            "  inflating: food11/validation/10_212.jpg  \n",
+            "  inflating: food11/validation/10_213.jpg  \n",
+            " extracting: food11/validation/10_214.jpg  \n",
+            " extracting: food11/validation/10_215.jpg  \n",
+            "  inflating: food11/validation/10_216.jpg  \n",
+            "  inflating: food11/validation/10_217.jpg  \n",
+            "  inflating: food11/validation/10_218.jpg  \n",
+            "  inflating: food11/validation/10_219.jpg  \n",
+            " extracting: food11/validation/10_22.jpg  \n",
+            "  inflating: food11/validation/10_220.jpg  \n",
+            "  inflating: food11/validation/10_221.jpg  \n",
+            "  inflating: food11/validation/10_222.jpg  \n",
+            "  inflating: food11/validation/10_223.jpg  \n",
+            "  inflating: food11/validation/10_224.jpg  \n",
+            "  inflating: food11/validation/10_225.jpg  \n",
+            "  inflating: food11/validation/10_226.jpg  \n",
+            "  inflating: food11/validation/10_227.jpg  \n",
+            " extracting: food11/validation/10_228.jpg  \n",
+            "  inflating: food11/validation/10_229.jpg  \n",
+            "  inflating: food11/validation/10_23.jpg  \n",
+            "  inflating: food11/validation/10_230.jpg  \n",
+            "  inflating: food11/validation/10_231.jpg  \n",
+            "  inflating: food11/validation/10_24.jpg  \n",
+            "  inflating: food11/validation/10_25.jpg  \n",
+            "  inflating: food11/validation/10_26.jpg  \n",
+            "  inflating: food11/validation/10_27.jpg  \n",
+            "  inflating: food11/validation/10_28.jpg  \n",
+            "  inflating: food11/validation/10_29.jpg  \n",
+            "  inflating: food11/validation/10_3.jpg  \n",
+            "  inflating: food11/validation/10_30.jpg  \n",
+            "  inflating: food11/validation/10_31.jpg  \n",
+            " extracting: food11/validation/10_32.jpg  \n",
+            "  inflating: food11/validation/10_33.jpg  \n",
+            "  inflating: food11/validation/10_34.jpg  \n",
+            "  inflating: food11/validation/10_35.jpg  \n",
+            "  inflating: food11/validation/10_36.jpg  \n",
+            "  inflating: food11/validation/10_37.jpg  \n",
+            "  inflating: food11/validation/10_38.jpg  \n",
+            "  inflating: food11/validation/10_39.jpg  \n",
+            "  inflating: food11/validation/10_4.jpg  \n",
+            "  inflating: food11/validation/10_40.jpg  \n",
+            "  inflating: food11/validation/10_41.jpg  \n",
+            "  inflating: food11/validation/10_42.jpg  \n",
+            "  inflating: food11/validation/10_43.jpg  \n",
+            "  inflating: food11/validation/10_44.jpg  \n",
+            "  inflating: food11/validation/10_45.jpg  \n",
+            "  inflating: food11/validation/10_46.jpg  \n",
+            "  inflating: food11/validation/10_47.jpg  \n",
+            "  inflating: food11/validation/10_48.jpg  \n",
+            "  inflating: food11/validation/10_49.jpg  \n",
+            "  inflating: food11/validation/10_5.jpg  \n",
+            "  inflating: food11/validation/10_50.jpg  \n",
+            "  inflating: food11/validation/10_51.jpg  \n",
+            "  inflating: food11/validation/10_52.jpg  \n",
+            "  inflating: food11/validation/10_53.jpg  \n",
+            "  inflating: food11/validation/10_54.jpg  \n",
+            "  inflating: food11/validation/10_55.jpg  \n",
+            "  inflating: food11/validation/10_56.jpg  \n",
+            "  inflating: food11/validation/10_57.jpg  \n",
+            "  inflating: food11/validation/10_58.jpg  \n",
+            " extracting: food11/validation/10_59.jpg  \n",
+            "  inflating: food11/validation/10_6.jpg  \n",
+            "  inflating: food11/validation/10_60.jpg  \n",
+            "  inflating: food11/validation/10_61.jpg  \n",
+            "  inflating: food11/validation/10_62.jpg  \n",
+            "  inflating: food11/validation/10_63.jpg  \n",
+            "  inflating: food11/validation/10_64.jpg  \n",
+            "  inflating: food11/validation/10_65.jpg  \n",
+            "  inflating: food11/validation/10_66.jpg  \n",
+            "  inflating: food11/validation/10_67.jpg  \n",
+            "  inflating: food11/validation/10_68.jpg  \n",
+            "  inflating: food11/validation/10_69.jpg  \n",
+            "  inflating: food11/validation/10_7.jpg  \n",
+            "  inflating: food11/validation/10_70.jpg  \n",
+            "  inflating: food11/validation/10_71.jpg  \n",
+            "  inflating: food11/validation/10_72.jpg  \n",
+            "  inflating: food11/validation/10_73.jpg  \n",
+            "  inflating: food11/validation/10_74.jpg  \n",
+            "  inflating: food11/validation/10_75.jpg  \n",
+            "  inflating: food11/validation/10_76.jpg  \n",
+            "  inflating: food11/validation/10_77.jpg  \n",
+            " extracting: food11/validation/10_78.jpg  \n",
+            " extracting: food11/validation/10_79.jpg  \n",
+            "  inflating: food11/validation/10_8.jpg  \n",
+            " extracting: food11/validation/10_80.jpg  \n",
+            "  inflating: food11/validation/10_81.jpg  \n",
+            "  inflating: food11/validation/10_82.jpg  \n",
+            "  inflating: food11/validation/10_83.jpg  \n",
+            "  inflating: food11/validation/10_84.jpg  \n",
+            "  inflating: food11/validation/10_85.jpg  \n",
+            "  inflating: food11/validation/10_86.jpg  \n",
+            "  inflating: food11/validation/10_87.jpg  \n",
+            "  inflating: food11/validation/10_88.jpg  \n",
+            "  inflating: food11/validation/10_89.jpg  \n",
+            "  inflating: food11/validation/10_9.jpg  \n",
+            "  inflating: food11/validation/10_90.jpg  \n",
+            "  inflating: food11/validation/10_91.jpg  \n",
+            "  inflating: food11/validation/10_92.jpg  \n",
+            "  inflating: food11/validation/10_93.jpg  \n",
+            "  inflating: food11/validation/10_94.jpg  \n",
+            "  inflating: food11/validation/10_95.jpg  \n",
+            "  inflating: food11/validation/10_96.jpg  \n",
+            "  inflating: food11/validation/10_97.jpg  \n",
+            "  inflating: food11/validation/10_98.jpg  \n",
+            "  inflating: food11/validation/10_99.jpg  \n",
+            "  inflating: food11/validation/1_0.jpg  \n",
+            "  inflating: food11/validation/1_1.jpg  \n",
+            "  inflating: food11/validation/1_10.jpg  \n",
+            "  inflating: food11/validation/1_100.jpg  \n",
+            "  inflating: food11/validation/1_101.jpg  \n",
+            "  inflating: food11/validation/1_102.jpg  \n",
+            "  inflating: food11/validation/1_103.jpg  \n",
+            "  inflating: food11/validation/1_104.jpg  \n",
+            "  inflating: food11/validation/1_105.jpg  \n",
+            "  inflating: food11/validation/1_106.jpg  \n",
+            "  inflating: food11/validation/1_107.jpg  \n",
+            "  inflating: food11/validation/1_108.jpg  \n",
+            "  inflating: food11/validation/1_109.jpg  \n",
+            "  inflating: food11/validation/1_11.jpg  \n",
+            "  inflating: food11/validation/1_110.jpg  \n",
+            "  inflating: food11/validation/1_111.jpg  \n",
+            "  inflating: food11/validation/1_112.jpg  \n",
+            "  inflating: food11/validation/1_113.jpg  \n",
+            "  inflating: food11/validation/1_114.jpg  \n",
+            "  inflating: food11/validation/1_115.jpg  \n",
+            "  inflating: food11/validation/1_116.jpg  \n",
+            "  inflating: food11/validation/1_117.jpg  \n",
+            "  inflating: food11/validation/1_118.jpg  \n",
+            "  inflating: food11/validation/1_119.jpg  \n",
+            "  inflating: food11/validation/1_12.jpg  \n",
+            "  inflating: food11/validation/1_120.jpg  \n",
+            "  inflating: food11/validation/1_121.jpg  \n",
+            "  inflating: food11/validation/1_122.jpg  \n",
+            "  inflating: food11/validation/1_123.jpg  \n",
+            "  inflating: food11/validation/1_124.jpg  \n",
+            "  inflating: food11/validation/1_125.jpg  \n",
+            "  inflating: food11/validation/1_126.jpg  \n",
+            "  inflating: food11/validation/1_127.jpg  \n",
+            "  inflating: food11/validation/1_128.jpg  \n",
+            "  inflating: food11/validation/1_129.jpg  \n",
+            "  inflating: food11/validation/1_13.jpg  \n",
+            "  inflating: food11/validation/1_130.jpg  \n",
+            "  inflating: food11/validation/1_131.jpg  \n",
+            "  inflating: food11/validation/1_132.jpg  \n",
+            "  inflating: food11/validation/1_133.jpg  \n",
+            "  inflating: food11/validation/1_134.jpg  \n",
+            "  inflating: food11/validation/1_135.jpg  \n",
+            "  inflating: food11/validation/1_136.jpg  \n",
+            "  inflating: food11/validation/1_137.jpg  \n",
+            "  inflating: food11/validation/1_138.jpg  \n",
+            "  inflating: food11/validation/1_139.jpg  \n",
+            "  inflating: food11/validation/1_14.jpg  \n",
+            "  inflating: food11/validation/1_140.jpg  \n",
+            "  inflating: food11/validation/1_141.jpg  \n",
+            "  inflating: food11/validation/1_142.jpg  \n",
+            "  inflating: food11/validation/1_143.jpg  \n",
+            "  inflating: food11/validation/1_15.jpg  \n",
+            "  inflating: food11/validation/1_16.jpg  \n",
+            "  inflating: food11/validation/1_17.jpg  \n",
+            "  inflating: food11/validation/1_18.jpg  \n",
+            "  inflating: food11/validation/1_19.jpg  \n",
+            "  inflating: food11/validation/1_2.jpg  \n",
+            "  inflating: food11/validation/1_20.jpg  \n",
+            "  inflating: food11/validation/1_21.jpg  \n",
+            "  inflating: food11/validation/1_22.jpg  \n",
+            "  inflating: food11/validation/1_23.jpg  \n",
+            "  inflating: food11/validation/1_24.jpg  \n",
+            "  inflating: food11/validation/1_25.jpg  \n",
+            "  inflating: food11/validation/1_26.jpg  \n",
+            "  inflating: food11/validation/1_27.jpg  \n",
+            "  inflating: food11/validation/1_28.jpg  \n",
+            "  inflating: food11/validation/1_29.jpg  \n",
+            "  inflating: food11/validation/1_3.jpg  \n",
+            "  inflating: food11/validation/1_30.jpg  \n",
+            "  inflating: food11/validation/1_31.jpg  \n",
+            "  inflating: food11/validation/1_32.jpg  \n",
+            "  inflating: food11/validation/1_33.jpg  \n",
+            "  inflating: food11/validation/1_34.jpg  \n",
+            "  inflating: food11/validation/1_35.jpg  \n",
+            "  inflating: food11/validation/1_36.jpg  \n",
+            "  inflating: food11/validation/1_37.jpg  \n",
+            "  inflating: food11/validation/1_38.jpg  \n",
+            "  inflating: food11/validation/1_39.jpg  \n",
+            "  inflating: food11/validation/1_4.jpg  \n",
+            "  inflating: food11/validation/1_40.jpg  \n",
+            "  inflating: food11/validation/1_41.jpg  \n",
+            "  inflating: food11/validation/1_42.jpg  \n",
+            "  inflating: food11/validation/1_43.jpg  \n",
+            "  inflating: food11/validation/1_44.jpg  \n",
+            "  inflating: food11/validation/1_45.jpg  \n",
+            "  inflating: food11/validation/1_46.jpg  \n",
+            "  inflating: food11/validation/1_47.jpg  \n",
+            "  inflating: food11/validation/1_48.jpg  \n",
+            "  inflating: food11/validation/1_49.jpg  \n",
+            "  inflating: food11/validation/1_5.jpg  \n",
+            "  inflating: food11/validation/1_50.jpg  \n",
+            "  inflating: food11/validation/1_51.jpg  \n",
+            "  inflating: food11/validation/1_52.jpg  \n",
+            "  inflating: food11/validation/1_53.jpg  \n",
+            "  inflating: food11/validation/1_54.jpg  \n",
+            "  inflating: food11/validation/1_55.jpg  \n",
+            "  inflating: food11/validation/1_56.jpg  \n",
+            "  inflating: food11/validation/1_57.jpg  \n",
+            "  inflating: food11/validation/1_58.jpg  \n",
+            "  inflating: food11/validation/1_59.jpg  \n",
+            "  inflating: food11/validation/1_6.jpg  \n",
+            "  inflating: food11/validation/1_60.jpg  \n",
+            "  inflating: food11/validation/1_61.jpg  \n",
+            "  inflating: food11/validation/1_62.jpg  \n",
+            "  inflating: food11/validation/1_63.jpg  \n",
+            "  inflating: food11/validation/1_64.jpg  \n",
+            "  inflating: food11/validation/1_65.jpg  \n",
+            "  inflating: food11/validation/1_66.jpg  \n",
+            "  inflating: food11/validation/1_67.jpg  \n",
+            "  inflating: food11/validation/1_68.jpg  \n",
+            "  inflating: food11/validation/1_69.jpg  \n",
+            "  inflating: food11/validation/1_7.jpg  \n",
+            "  inflating: food11/validation/1_70.jpg  \n",
+            "  inflating: food11/validation/1_71.jpg  \n",
+            "  inflating: food11/validation/1_72.jpg  \n",
+            "  inflating: food11/validation/1_73.jpg  \n",
+            "  inflating: food11/validation/1_74.jpg  \n",
+            "  inflating: food11/validation/1_75.jpg  \n",
+            "  inflating: food11/validation/1_76.jpg  \n",
+            "  inflating: food11/validation/1_77.jpg  \n",
+            "  inflating: food11/validation/1_78.jpg  \n",
+            "  inflating: food11/validation/1_79.jpg  \n",
+            "  inflating: food11/validation/1_8.jpg  \n",
+            "  inflating: food11/validation/1_80.jpg  \n",
+            "  inflating: food11/validation/1_81.jpg  \n",
+            " extracting: food11/validation/1_82.jpg  \n",
+            "  inflating: food11/validation/1_83.jpg  \n",
+            "  inflating: food11/validation/1_84.jpg  \n",
+            "  inflating: food11/validation/1_85.jpg  \n",
+            "  inflating: food11/validation/1_86.jpg  \n",
+            "  inflating: food11/validation/1_87.jpg  \n",
+            "  inflating: food11/validation/1_88.jpg  \n",
+            "  inflating: food11/validation/1_89.jpg  \n",
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+            "  inflating: food11/validation/6_8.jpg  \n",
+            "  inflating: food11/validation/6_80.jpg  \n",
+            " extracting: food11/validation/6_81.jpg  \n",
+            "  inflating: food11/validation/6_82.jpg  \n",
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+            "  inflating: food11/validation/6_97.jpg  \n",
+            "  inflating: food11/validation/6_98.jpg  \n",
+            " extracting: food11/validation/6_99.jpg  \n",
+            "  inflating: food11/validation/7_0.jpg  \n",
+            "  inflating: food11/validation/7_1.jpg  \n",
+            "  inflating: food11/validation/7_10.jpg  \n",
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+            "  inflating: food11/validation/9_99.jpg  \n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Training"
+      ],
+      "metadata": {
+        "id": "n5ceUnRihL-f"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "_exp_name = \"sample\""
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.0189,
+          "end_time": "2022-02-23T10:03:06.279758",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:06.260858",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:49.307662Z",
+          "iopub.execute_input": "2022-03-03T13:07:49.308172Z",
+          "iopub.status.idle": "2022-03-03T13:07:49.313283Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:49.308134Z",
+          "shell.execute_reply": "2022-03-03T13:07:49.311435Z"
+        },
+        "trusted": true,
+        "id": "ay3WkYnHVaVE"
+      },
+      "execution_count": 2,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Import necessary packages.\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import torch\n",
+        "import os\n",
+        "import torch.nn as nn\n",
+        "import torchvision.transforms as transforms\n",
+        "from PIL import Image\n",
+        "# \"ConcatDataset\" and \"Subset\" are possibly useful when doing semi-supervised learning.\n",
+        "from torch.utils.data import ConcatDataset, DataLoader, Subset, Dataset\n",
+        "from torchvision.datasets import DatasetFolder, VisionDataset\n",
+        "\n",
+        "# This is for the progress bar.\n",
+        "from tqdm.auto import tqdm\n",
+        "import random"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 1.654263,
+          "end_time": "2022-02-23T10:03:07.947242",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:06.292979",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:49.314913Z",
+          "iopub.execute_input": "2022-03-03T13:07:49.315997Z",
+          "iopub.status.idle": "2022-03-03T13:07:50.877804Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:49.315959Z",
+          "shell.execute_reply": "2022-03-03T13:07:50.877072Z"
+        },
+        "trusted": true,
+        "id": "CwOGtRWHVaVF"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "myseed = 6666  # set a random seed for reproducibility\n",
+        "torch.backends.cudnn.deterministic = True\n",
+        "torch.backends.cudnn.benchmark = False\n",
+        "np.random.seed(myseed)\n",
+        "torch.manual_seed(myseed)\n",
+        "if torch.cuda.is_available():\n",
+        "    torch.cuda.manual_seed_all(myseed)"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.078771,
+          "end_time": "2022-02-23T10:03:08.039428",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:07.960657",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:50.879715Z",
+          "iopub.execute_input": "2022-03-03T13:07:50.879924Z",
+          "iopub.status.idle": "2022-03-03T13:07:50.93271Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:50.879894Z",
+          "shell.execute_reply": "2022-03-03T13:07:50.932056Z"
+        },
+        "trusted": true,
+        "id": "8kJm9GekVaVH"
+      },
+      "execution_count": 4,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Transforms**\n",
+        "Torchvision provides lots of useful utilities for image preprocessing, data wrapping as well as data augmentation.\n",
+        "\n",
+        "Please refer to PyTorch official website for details about different transforms."
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.01289,
+          "end_time": "2022-02-23T10:03:08.065357",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.052467",
+          "status": "completed"
+        },
+        "tags": [],
+        "id": "d9MVtgbSVaVH"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Normally, We don't need augmentations in testing and validation.\n",
+        "# All we need here is to resize the PIL image and transform it into Tensor.\n",
+        "test_tfm = transforms.Compose([\n",
+        "    transforms.Resize((128, 128)),\n",
+        "    transforms.ToTensor(),\n",
+        "])\n",
+        "\n",
+        "# However, it is also possible to use augmentation in the testing phase.\n",
+        "# You may use train_tfm to produce a variety of images and then test using ensemble methods\n",
+        "train_tfm = transforms.Compose([\n",
+        "    # Resize the image into a fixed shape (height = width = 128)\n",
+        "    transforms.Resize((128, 128)),\n",
+        "    # You may add some transforms here.\n",
+        "    # ToTensor() should be the last one of the transforms.\n",
+        "    transforms.ToTensor(),\n",
+        "])\n"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.021406,
+          "end_time": "2022-02-23T10:03:08.099437",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.078031",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:50.935424Z",
+          "iopub.execute_input": "2022-03-03T13:07:50.935618Z",
+          "iopub.status.idle": "2022-03-03T13:07:50.942922Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:50.935594Z",
+          "shell.execute_reply": "2022-03-03T13:07:50.942191Z"
+        },
+        "trusted": true,
+        "id": "jvI3Xmq4VaVJ"
+      },
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## **Datasets**\n",
+        "The data is labelled by the name, so we load images and label while calling '__getitem__'"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.012739,
+          "end_time": "2022-02-23T10:03:08.125181",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.112442",
+          "status": "completed"
+        },
+        "tags": [],
+        "id": "D0ivMf-jVaVK"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "class FoodDataset(Dataset):\n",
+        "\n",
+        "    def __init__(self,path,tfm=test_tfm,files = None):\n",
+        "        super(FoodDataset).__init__()\n",
+        "        self.path = path\n",
+        "        self.files = sorted([os.path.join(path,x) for x in os.listdir(path) if x.endswith(\".jpg\")])\n",
+        "        if files != None:\n",
+        "            self.files = files\n",
+        "        print(f\"One {path} sample\",self.files[0])\n",
+        "        self.transform = tfm\n",
+        "  \n",
+        "    def __len__(self):\n",
+        "        return len(self.files)\n",
+        "  \n",
+        "    def __getitem__(self,idx):\n",
+        "        fname = self.files[idx]\n",
+        "        im = Image.open(fname)\n",
+        "        im = self.transform(im)\n",
+        "        #im = self.data[idx]\n",
+        "        try:\n",
+        "            label = int(fname.split(\"/\")[-1].split(\"_\")[0])\n",
+        "        except:\n",
+        "            label = -1 # test has no label\n",
+        "        return im,label\n",
+        "\n"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.023022,
+          "end_time": "2022-02-23T10:03:08.160912",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.13789",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:50.945683Z",
+          "iopub.execute_input": "2022-03-03T13:07:50.945969Z",
+          "iopub.status.idle": "2022-03-03T13:07:50.954587Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:50.94592Z",
+          "shell.execute_reply": "2022-03-03T13:07:50.953785Z"
+        },
+        "trusted": true,
+        "id": "xBdtPhKwVaVL"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "class Classifier(nn.Module):\n",
+        "    def __init__(self):\n",
+        "        super(Classifier, self).__init__()\n",
+        "        # torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding)\n",
+        "        # torch.nn.MaxPool2d(kernel_size, stride, padding)\n",
+        "        # input 維度 [3, 128, 128]\n",
+        "        self.cnn = nn.Sequential(\n",
+        "            nn.Conv2d(3, 64, 3, 1, 1),  # [64, 128, 128]\n",
+        "            nn.BatchNorm2d(64),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2, 2, 0),      # [64, 64, 64]\n",
+        "\n",
+        "            nn.Conv2d(64, 128, 3, 1, 1), # [128, 64, 64]\n",
+        "            nn.BatchNorm2d(128),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2, 2, 0),      # [128, 32, 32]\n",
+        "\n",
+        "            nn.Conv2d(128, 256, 3, 1, 1), # [256, 32, 32]\n",
+        "            nn.BatchNorm2d(256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2, 2, 0),      # [256, 16, 16]\n",
+        "\n",
+        "            nn.Conv2d(256, 512, 3, 1, 1), # [512, 16, 16]\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2, 2, 0),       # [512, 8, 8]\n",
+        "            \n",
+        "            nn.Conv2d(512, 512, 3, 1, 1), # [512, 8, 8]\n",
+        "            nn.BatchNorm2d(512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.MaxPool2d(2, 2, 0),       # [512, 4, 4]\n",
+        "        )\n",
+        "        self.fc = nn.Sequential(\n",
+        "            nn.Linear(512*4*4, 1024),\n",
+        "            nn.ReLU(),\n",
+        "            nn.Linear(1024, 512),\n",
+        "            nn.ReLU(),\n",
+        "            nn.Linear(512, 11)\n",
+        "        )\n",
+        "\n",
+        "    def forward(self, x):\n",
+        "        out = self.cnn(x)\n",
+        "        out = out.view(out.size()[0], -1)\n",
+        "        return self.fc(out)"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.0258,
+          "end_time": "2022-02-23T10:03:08.199437",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.173637",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:50.955744Z",
+          "iopub.execute_input": "2022-03-03T13:07:50.956055Z",
+          "iopub.status.idle": "2022-03-03T13:07:50.969275Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:50.955996Z",
+          "shell.execute_reply": "2022-03-03T13:07:50.968626Z"
+        },
+        "trusted": true,
+        "id": "b_kDECOJVaVL"
+      },
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "batch_size = 64\n",
+        "_dataset_dir = \"./food11\"\n",
+        "# Construct datasets.\n",
+        "# The argument \"loader\" tells how torchvision reads the data.\n",
+        "train_set = FoodDataset(os.path.join(_dataset_dir,\"training\"), tfm=train_tfm)\n",
+        "train_loader = DataLoader(train_set, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)\n",
+        "valid_set = FoodDataset(os.path.join(_dataset_dir,\"validation\"), tfm=test_tfm)\n",
+        "valid_loader = DataLoader(valid_set, batch_size=batch_size, shuffle=True, num_workers=0, pin_memory=True)"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.054295,
+          "end_time": "2022-02-23T10:03:08.266338",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.212043",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:50.972296Z",
+          "iopub.execute_input": "2022-03-03T13:07:50.972575Z",
+          "iopub.status.idle": "2022-03-03T13:07:51.01795Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:50.972549Z",
+          "shell.execute_reply": "2022-03-03T13:07:51.017303Z"
+        },
+        "trusted": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2_OeWtstVaVO",
+        "outputId": "003fe08b-819a-499a-d411-f6073b97d48b"
+      },
+      "execution_count": 10,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "One ./food11/training sample ./food11/training/0_0.jpg\n",
+            "One ./food11/validation sample ./food11/validation/0_0.jpg\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# \"cuda\" only when GPUs are available.\n",
+        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
+        "\n",
+        "# The number of training epochs and patience.\n",
+        "n_epochs = 3\n",
+        "patience = 300 # If no improvement in 'patience' epochs, early stop\n",
+        "\n",
+        "# Initialize a model, and put it on the device specified.\n",
+        "model = Classifier().to(device)\n",
+        "\n",
+        "# For the classification task, we use cross-entropy as the measurement of performance.\n",
+        "criterion = nn.CrossEntropyLoss()\n",
+        "\n",
+        "# Initialize optimizer, you may fine-tune some hyperparameters such as learning rate on your own.\n",
+        "optimizer = torch.optim.Adam(model.parameters(), lr=0.0003, weight_decay=1e-5) \n",
+        "\n",
+        "# Initialize trackers, these are not parameters and should not be changed\n",
+        "stale = 0\n",
+        "best_acc = 0\n",
+        "\n",
+        "for epoch in range(n_epochs):\n",
+        "\n",
+        "    # ---------- Training ----------\n",
+        "    # Make sure the model is in train mode before training.\n",
+        "    model.train()\n",
+        "\n",
+        "    # These are used to record information in training.\n",
+        "    train_loss = []\n",
+        "    train_accs = []\n",
+        "\n",
+        "    for batch in tqdm(train_loader):\n",
+        "\n",
+        "        # A batch consists of image data and corresponding labels.\n",
+        "        imgs, labels = batch\n",
+        "        #imgs = imgs.half()\n",
+        "        #print(imgs.shape,labels.shape)\n",
+        "\n",
+        "        # Forward the data. (Make sure data and model are on the same device.)\n",
+        "        logits = model(imgs.to(device))\n",
+        "\n",
+        "        # Calculate the cross-entropy loss.\n",
+        "        # We don't need to apply softmax before computing cross-entropy as it is done automatically.\n",
+        "        loss = criterion(logits, labels.to(device))\n",
+        "\n",
+        "        # Gradients stored in the parameters in the previous step should be cleared out first.\n",
+        "        optimizer.zero_grad()\n",
+        "\n",
+        "        # Compute the gradients for parameters.\n",
+        "        loss.backward()\n",
+        "\n",
+        "        # Clip the gradient norms for stable training.\n",
+        "        grad_norm = nn.utils.clip_grad_norm_(model.parameters(), max_norm=10)\n",
+        "\n",
+        "        # Update the parameters with computed gradients.\n",
+        "        optimizer.step()\n",
+        "\n",
+        "        # Compute the accuracy for current batch.\n",
+        "        acc = (logits.argmax(dim=-1) == labels.to(device)).float().mean()\n",
+        "\n",
+        "        # Record the loss and accuracy.\n",
+        "        train_loss.append(loss.item())\n",
+        "        train_accs.append(acc)\n",
+        "        \n",
+        "    train_loss = sum(train_loss) / len(train_loss)\n",
+        "    train_acc = sum(train_accs) / len(train_accs)\n",
+        "\n",
+        "    # Print the information.\n",
+        "    print(f\"[ Train | {epoch + 1:03d}/{n_epochs:03d} ] loss = {train_loss:.5f}, acc = {train_acc:.5f}\")\n",
+        "\n",
+        "    # ---------- Validation ----------\n",
+        "    # Make sure the model is in eval mode so that some modules like dropout are disabled and work normally.\n",
+        "    model.eval()\n",
+        "\n",
+        "    # These are used to record information in validation.\n",
+        "    valid_loss = []\n",
+        "    valid_accs = []\n",
+        "\n",
+        "    # Iterate the validation set by batches.\n",
+        "    for batch in tqdm(valid_loader):\n",
+        "\n",
+        "        # A batch consists of image data and corresponding labels.\n",
+        "        imgs, labels = batch\n",
+        "        #imgs = imgs.half()\n",
+        "\n",
+        "        # We don't need gradient in validation.\n",
+        "        # Using torch.no_grad() accelerates the forward process.\n",
+        "        with torch.no_grad():\n",
+        "            logits = model(imgs.to(device))\n",
+        "\n",
+        "        # We can still compute the loss (but not the gradient).\n",
+        "        loss = criterion(logits, labels.to(device))\n",
+        "\n",
+        "        # Compute the accuracy for current batch.\n",
+        "        acc = (logits.argmax(dim=-1) == labels.to(device)).float().mean()\n",
+        "\n",
+        "        # Record the loss and accuracy.\n",
+        "        valid_loss.append(loss.item())\n",
+        "        valid_accs.append(acc)\n",
+        "        #break\n",
+        "\n",
+        "    # The average loss and accuracy for entire validation set is the average of the recorded values.\n",
+        "    valid_loss = sum(valid_loss) / len(valid_loss)\n",
+        "    valid_acc = sum(valid_accs) / len(valid_accs)\n",
+        "\n",
+        "    # Print the information.\n",
+        "    print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f}\")\n",
+        "\n",
+        "\n",
+        "    # update logs\n",
+        "    if valid_acc > best_acc:\n",
+        "        with open(f\"./{_exp_name}_log.txt\",\"a\"):\n",
+        "            print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f} -> best\")\n",
+        "    else:\n",
+        "        with open(f\"./{_exp_name}_log.txt\",\"a\"):\n",
+        "            print(f\"[ Valid | {epoch + 1:03d}/{n_epochs:03d} ] loss = {valid_loss:.5f}, acc = {valid_acc:.5f}\")\n",
+        "\n",
+        "\n",
+        "    # save models\n",
+        "    if valid_acc > best_acc:\n",
+        "        print(f\"Best model found at epoch {epoch}, saving model\")\n",
+        "        torch.save(model.state_dict(), f\"{_exp_name}_best.ckpt\") # only save best to prevent output memory exceed error\n",
+        "        best_acc = valid_acc\n",
+        "        stale = 0\n",
+        "    else:\n",
+        "        stale += 1\n",
+        "        if stale > patience:\n",
+        "            print(f\"No improvment {patience} consecutive epochs, early stopping\")\n",
+        "            break"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 32830.720158,
+          "end_time": "2022-02-23T19:10:19.001001",
+          "exception": false,
+          "start_time": "2022-02-23T10:03:08.280843",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:07:51.019126Z",
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+          "iopub.status.idle": "2022-03-03T13:12:03.270333Z",
+          "shell.execute_reply.started": "2022-03-03T13:07:51.019309Z",
+          "shell.execute_reply": "2022-03-03T13:12:03.269658Z"
+        },
+        "trusted": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 435,
+          "referenced_widgets": [
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+            "fa9320b10cbb4448a63526be9492c4c7",
+            "7555c0cdbb3c4bc78281d0ce30b6d50a",
+            "37cb05e865ae4e93aeae6dcadc516a32",
+            "e081dbdcd04547489bcf374e22a343cc",
+            "ea92a75640ba4b0da70c1592f555b006",
+            "3e728be5faf84b7d9c1eea54547938c1",
+            "7c3ffac62aa04f568b90499734bf725b"
+          ]
+        },
+        "id": "zbVkfIFhVaVO",
+        "outputId": "3d1efca0-a963-4b95-9051-e60e367d36e2"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "40c953e50bea4456b3636ec468b32f14",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/155 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Train | 001/003 ] loss = 1.89276, acc = 0.33558\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "21df1b0c3af1404db71f92815ce4f7e2",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/54 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Valid | 001/003 ] loss = 1.99261, acc = 0.35287\n",
+            "[ Valid | 001/003 ] loss = 1.99261, acc = 0.35287 -> best\n",
+            "Best model found at epoch 0, saving model\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "5a7f7e01edbf4429a4adc7ced4304fca",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/155 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Train | 002/003 ] loss = 1.58797, acc = 0.45030\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "c894a6d22ca84dcd87a7b54557b9ef03",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/54 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Valid | 002/003 ] loss = 1.59724, acc = 0.45533\n",
+            "[ Valid | 002/003 ] loss = 1.59724, acc = 0.45533 -> best\n",
+            "Best model found at epoch 1, saving model\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "669ca3f9058a41b991203298f4046b26",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/155 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Train | 003/003 ] loss = 1.35328, acc = 0.53327\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "aa9cd7d0ffb2405c9cb1756644a59752",
+              "version_minor": 0,
+              "version_major": 2
+            },
+            "text/plain": [
+              "  0%|          | 0/54 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[ Valid | 003/003 ] loss = 1.52307, acc = 0.49143\n",
+            "[ Valid | 003/003 ] loss = 1.52307, acc = 0.49143 -> best\n",
+            "Best model found at epoch 2, saving model\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "test_set = FoodDataset(os.path.join(_dataset_dir,\"test\"), tfm=test_tfm)\n",
+        "test_loader = DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=0, pin_memory=True)"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.493644,
+          "end_time": "2022-02-23T19:10:19.985992",
+          "exception": false,
+          "start_time": "2022-02-23T19:10:19.492348",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:12:03.272682Z",
+          "iopub.execute_input": "2022-03-03T13:12:03.273089Z",
+          "iopub.status.idle": "2022-03-03T13:12:03.288146Z",
+          "shell.execute_reply.started": "2022-03-03T13:12:03.273048Z",
+          "shell.execute_reply": "2022-03-03T13:12:03.287465Z"
+        },
+        "trusted": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "B9QNdHIXVaVP",
+        "outputId": "02fc4afa-dd85-4adb-bc28-37cafabe07cd"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "One ./food11/test sample ./food11/test/0001.jpg\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Testing and generate prediction CSV"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.498773,
+          "end_time": "2022-02-23T19:10:20.961802",
+          "exception": false,
+          "start_time": "2022-02-23T19:10:20.463029",
+          "status": "completed"
+        },
+        "tags": [],
+        "id": "G31uyjpvVaVP"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model_best = Classifier().to(device)\n",
+        "model_best.load_state_dict(torch.load(f\"{_exp_name}_best.ckpt\"))\n",
+        "model_best.eval()\n",
+        "prediction = []\n",
+        "with torch.no_grad():\n",
+        "    for data,_ in test_loader:\n",
+        "        test_pred = model_best(data.to(device))\n",
+        "        test_label = np.argmax(test_pred.cpu().data.numpy(), axis=1)\n",
+        "        prediction += test_label.squeeze().tolist()"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 49.157727,
+          "end_time": "2022-02-23T19:11:10.61523",
+          "exception": false,
+          "start_time": "2022-02-23T19:10:21.457503",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:12:03.290214Z",
+          "iopub.execute_input": "2022-03-03T13:12:03.290671Z",
+          "iopub.status.idle": "2022-03-03T13:12:37.20328Z",
+          "shell.execute_reply.started": "2022-03-03T13:12:03.290624Z",
+          "shell.execute_reply": "2022-03-03T13:12:37.202502Z"
+        },
+        "trusted": true,
+        "id": "bpLtxx5FVaVP"
+      },
+      "execution_count": 13,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "#create test csv\n",
+        "def pad4(i):\n",
+        "    return \"0\"*(4-len(str(i)))+str(i)\n",
+        "df = pd.DataFrame()\n",
+        "df[\"Id\"] = [pad4(i) for i in range(1,len(test_set)+1)]\n",
+        "df[\"Category\"] = prediction\n",
+        "df.to_csv(\"submission.csv\",index = False)"
+      ],
+      "metadata": {
+        "papermill": {
+          "duration": 0.554276,
+          "end_time": "2022-02-23T19:11:11.870035",
+          "exception": false,
+          "start_time": "2022-02-23T19:11:11.315759",
+          "status": "completed"
+        },
+        "tags": [],
+        "execution": {
+          "iopub.status.busy": "2022-03-03T13:12:37.20452Z",
+          "iopub.execute_input": "2022-03-03T13:12:37.204789Z",
+          "iopub.status.idle": "2022-03-03T13:12:37.235831Z",
+          "shell.execute_reply.started": "2022-03-03T13:12:37.204753Z",
+          "shell.execute_reply": "2022-03-03T13:12:37.235207Z"
+        },
+        "trusted": true,
+        "id": "fKupB3VUVaVQ"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Q1. Augmentation Implementation\n",
+        "## Implement augmentation by finishing train_tfm in the code with image size of your choice. \n",
+        "## Directly copy the following block and paste it on GradeScope after you finish the code\n",
+        "### Your train_tfm must be capable of producing 5+ different results when given an identical image multiple times.\n",
+        "### Your  train_tfm in the report can be different from train_tfm in your training code.\n"
+      ],
+      "metadata": {
+        "id": "Ivk0hrE-V8Cu"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "train_tfm = transforms.Compose([\n",
+        "    # Resize the image into a fixed shape (height = width = 128)\n",
+        "    transforms.Resize((128, 128)),\n",
+        "    # You need to add some transforms here.\n",
+        "    transforms.ToTensor(),\n",
+        "])"
+      ],
+      "metadata": {
+        "id": "GSfKNo42WjKm"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Q2. Residual Implementation\n",
+        "![](https://i.imgur.com/GYsq1Ap.png)\n",
+        "## Directly copy the following block and paste it on GradeScope after you finish the code\n"
+      ],
+      "metadata": {
+        "id": "3HemRgZ6WwRM"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from torch import nn\n",
+        "class Residual_Network(nn.Module):\n",
+        "    def __init__(self):\n",
+        "        super(Residual_Network, self).__init__()\n",
+        "        \n",
+        "        self.cnn_layer1 = nn.Sequential(\n",
+        "            nn.Conv2d(3, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "        )\n",
+        "\n",
+        "        self.cnn_layer2 = nn.Sequential(\n",
+        "            nn.Conv2d(64, 64, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(64),\n",
+        "        )\n",
+        "\n",
+        "        self.cnn_layer3 = nn.Sequential(\n",
+        "            nn.Conv2d(64, 128, 3, 2, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "        )\n",
+        "\n",
+        "        self.cnn_layer4 = nn.Sequential(\n",
+        "            nn.Conv2d(128, 128, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(128),\n",
+        "        )\n",
+        "        self.cnn_layer5 = nn.Sequential(\n",
+        "            nn.Conv2d(128, 256, 3, 2, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "        )\n",
+        "        self.cnn_layer6 = nn.Sequential(\n",
+        "            nn.Conv2d(256, 256, 3, 1, 1),\n",
+        "            nn.BatchNorm2d(256),\n",
+        "        )\n",
+        "        self.fc_layer = nn.Sequential(\n",
+        "            nn.Linear(256* 32* 32, 256),\n",
+        "            nn.ReLU(),\n",
+        "            nn.Linear(256, 11)\n",
+        "        )\n",
+        "        self.relu = nn.ReLU()\n",
+        "\n",
+        "    def forward(self, x):\n",
+        "        # input (x): [batch_size, 3, 128, 128]\n",
+        "        # output: [batch_size, 11]\n",
+        "\n",
+        "        # Extract features by convolutional layers.\n",
+        "        x1 = self.cnn_layer1(x)\n",
+        "        \n",
+        "        x1 = self.relu(x1)\n",
+        "        \n",
+        "        x2 = self.cnn_layer2(x1)\n",
+        "        \n",
+        "        x2 = self.relu(x2)\n",
+        "        \n",
+        "        x3 = self.cnn_layer3(x2)\n",
+        "        \n",
+        "        x3 = self.relu(x3)\n",
+        "        \n",
+        "        x4 = self.cnn_layer4(x3)\n",
+        "        \n",
+        "        x4 = self.relu(x4)\n",
+        "        \n",
+        "        x5 = self.cnn_layer5(x4)\n",
+        "        \n",
+        "        x5 = self.relu(x5)\n",
+        "        \n",
+        "        x6 = self.cnn_layer6(x5)\n",
+        "        \n",
+        "        x6 = self.relu(x6)\n",
+        "        \n",
+        "        # The extracted feature map must be flatten before going to fully-connected layers.\n",
+        "        xout = x6.flatten(1)\n",
+        "\n",
+        "        # The features are transformed by fully-connected layers to obtain the final logits.\n",
+        "        xout = self.fc_layer(xout)\n",
+        "        return xout"
+      ],
+      "metadata": {
+        "id": "Q4OK9kRaWuiV"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/numpy_test.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/numpy_test.py"
new file mode 100644
index 00000000..0ee9ab0f
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/numpy_test.py"
@@ -0,0 +1,18 @@
+import numpy as np
+from numpy import random
+
+# 测试 最简单的Ensemble  权重 这个dot有点难以理解
+# batch_size 为2    一共3个结果 每个结果5个分类
+x = random.randint(1, 5, size=(2, 3, 5))
+print(x.shape)
+print(x)
+# weight = np.array([[0.3, 0.3, 0.4],[0.3, 0.3, 0.4]])
+# 最后一个结果0.4权重 其他0.3
+weight = np.array([0.3, 0.3, 0.4])
+# 权重在前
+y = np.dot(weight, x)
+print(y.shape)
+print(y)
+z = x.sum(axis=1)
+print(z.shape)
+print(z)
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/parameters.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/parameters.py"
new file mode 100644
index 00000000..f52f6788
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/parameters.py"
@@ -0,0 +1,6 @@
+batch_size = 64
+_dataset_dir = "./food11"
+myseed = 6666  # set a random seed for reproducibility
+# The number of training epochs and patience.
+n_epochs = 3
+patience = 300 # If no improvement in 'patience' epochs, early stop
\ No newline at end of file
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/utility.py" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/utility.py"
new file mode 100644
index 00000000..9c802c60
--- /dev/null
+++ "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/utility.py"
@@ -0,0 +1,66 @@
+import os
+import random
+import pandas as pd
+import numpy as np
+import torch
+import torchvision.transforms as transforms
+from tqdm import tqdm
+
+# "cuda" only when GPUs are available.
+device = "cuda" if torch.cuda.is_available() else "cpu"
+
+def same_seeds(seed):
+    torch.manual_seed(seed)
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed(seed)
+        torch.cuda.manual_seed_all(seed)
+    np.random.seed(seed)
+    torch.backends.cudnn.benchmark = False
+    torch.backends.cudnn.deterministic = True
+
+
+# Torchvision provides lots of useful utilities for image preprocessing
+# data wrapping as well as data augmentation.
+# Normally, We don't need augmentations in testing and validation.
+# All we need here is to resize the PIL image and transform it into Tensor.
+test_tfm = transforms.Compose([
+    transforms.Resize((128, 128)),
+    transforms.ToTensor(),
+])
+
+# However, it is also possible to use augmentation in the testing phase.
+# You may use train_tfm to produce a variety of images and then test using ensemble methods
+train_tfm = transforms.Compose([
+    # Resize the image into a fixed shape (height = width = 128)
+    transforms.Resize((128, 128)),
+    # You may add some transforms here.
+    # ToTensor() should be the last one of the transforms.
+    transforms.ToTensor(),
+])
+
+def spec_transformer(method):
+    tfm = transforms.Compose([
+        # Resize the image into a fixed shape (height = width = 128)
+        transforms.Resize((128, 128)),
+        method,
+        # You may add some transforms here.
+        # ToTensor() should be the last one of the transforms.
+        # transforms.ToTensor(),
+    ])
+    return tfm
+
+def spec_transformers(methods):
+    tfm = transforms.Compose([
+        # Resize the image into a fixed shape (height = width = 128)
+        transforms.Resize((128, 128)),
+        *[x for x in methods],
+        # You may add some transforms here.
+        # ToTensor() should be the last one of the transforms.
+        transforms.ToTensor(),
+    ])
+    return tfm
+
+if __name__ == '__main__':
+    l1 = [1,2,3,4]
+    l2 = [5]+l1[1:]
+    print(l1,l2)
\ No newline at end of file
diff --git "a/HW03/\346\264\252\351\222\246\346\225\217-HW3/\346\234\200\347\273\210\346\210\220\347\273\251\346\210\252\345\233\276-BOSS LINE.jpg" "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/\346\234\200\347\273\210\346\210\220\347\273\251\346\210\252\345\233\276-BOSS LINE.jpg"
new file mode 100644
index 00000000..4dd1d183
Binary files /dev/null and "b/HW03/\346\264\252\351\222\246\346\225\217-HW3/\346\234\200\347\273\210\346\210\220\347\273\251\346\210\252\345\233\276-BOSS LINE.jpg" differ
diff --git "a/HW04/\346\264\252\351\222\246\346\225\217-HW4/note" "b/HW04/\346\264\252\351\222\246\346\225\217-HW4/note"
new file mode 100644
index 00000000..a324c0ec
--- /dev/null
+++ "b/HW04/\346\264\252\351\222\246\346\225\217-HW4/note"
@@ -0,0 +1,6 @@
+目标Boss line
+实现方式
+1.了解conformer
+2.self-attention pooling
+3.Additive Margin Softmax
+
diff --git a/HW13/food11-hw13.tar.gz b/HW13/food11-hw13.tar.gz
deleted file mode 100644
index 1514fb45..00000000
--- a/HW13/food11-hw13.tar.gz
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:24e809ab42f5fad209d55e6996511ec7ddd08897551ee3766ac19a86c0bad16d
-size 1203320552