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a/graph files/2020-07-03.pkl and b/graph files/2020-07-03.pkl differ diff --git a/modules/__pycache__/gnn_model.cpython-38.pyc b/modules/__pycache__/gnn_model.cpython-38.pyc index aba7738..cae1d85 100644 Binary files a/modules/__pycache__/gnn_model.cpython-38.pyc and b/modules/__pycache__/gnn_model.cpython-38.pyc differ diff --git a/modules/gnn_model.py b/modules/gnn_model.py index 57aa03c..aa0f824 100644 --- a/modules/gnn_model.py +++ b/modules/gnn_model.py @@ -1,6 +1,4 @@ -import dgl import dgl.function as fn -import torch as th import torch.nn as nn import torch.nn.functional as F @@ -47,10 +45,10 @@ class Net(nn.Module): def __init__(self): super(Net, self).__init__() - self.layer1 = GCNLSTM(1, 10) + self.layer1 = GCNLSTM(2, 10) self.dropout1 = nn.Dropout(0.3) self.layer2 = GCNLinear(100, 50) - self.layer3 = GCNLinear(50, 1) + self.layer3 = GCNLinear(50, 2) def forward(self, g, features): batch_size, seq_len, n_feats = features.size() diff --git a/scripts/create_grc_graph.py b/scripts/create_grc_graph.py index 6eab23a..c3646e7 100644 --- a/scripts/create_grc_graph.py +++ b/scripts/create_grc_graph.py @@ -42,6 +42,7 @@ # normalize values to [0,1] dfc = dfc / dfc.values.max(axis=1, keepdims=True) +dfc.fillna(0.0, inplace=True) # some GRCs have 0 cases # make C a directed graph @@ -76,10 +77,16 @@ confirmed = np.reshape(dfc[lag_dates].values, (-1, n_lags, 1)) #deaths = np.reshape(dfd[lag_dates].values, (-1, n_lags, 1)) - #features = np.concatenate((confirmed, deaths), axis=2) - features = confirmed - targets = np.stack((dfc[date].values)).T + deaths = np.zeros(shape=(confirmed.shape[0], n_lags, 1)) + + features = np.concatenate((confirmed, deaths), axis=2) + + #features = confirmed + + #targets = np.stack((dfc[date].values)).T + + targets = np.stack( (dfc[date].values, np.zeros(shape=confirmed.shape[0])) ).T # save feature and response arrays with original graph with open(f'../graph files/{str(date)[0:10]}.pkl', 'wb') as f: diff --git a/scripts/train_model.py b/scripts/train_model.py index 8540d59..a1a5b49 100644 --- a/scripts/train_model.py +++ b/scripts/train_model.py @@ -4,7 +4,8 @@ import pickle import os - +import torch as th +import dgl from modules.gnn_model import * @@ -131,4 +132,4 @@ def several_day_forecast(g, features, n_days): plt.show() -sqrt(test_loss[499]) +#sqrt(test_loss[499])