Shyam Upadhyay shyamupa
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| def get_H_n(X): | |
| ans=X[:, -1, :] # get last element from time dim | |
| return ans | |
| def build_model(options, verbose=False): | |
| model = Graph() | |
| k = 2 * options.lstm_units | |
| L = options.xmaxlen | |
| N = options.xmaxlen + options.ymaxlen + 1 # for delim | |
| print("x len", L, "total len", N) |
shyamupa
/ att_bug.py
Last active
April 18, 2016 23:46
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| def get_H_n(X): | |
| return X[:, -1, :] # get last element from time dim | |
| def get_Y(X): | |
| return X[:, :110, :] # get first xmaxlen elem from time dim | |
| def get_R(X): | |
| Y, alpha = X.values() # Y should be (L,k) and alpha should be (L,) and ans should be (k,) |
shyamupa
/ CompileError.py
Created
February 24, 2016 16:32
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| model = Graph() | |
| k = 2 * options.lstm_units | |
| L = options.xmaxlen; | |
| model.add_input(name='inputx', input_shape=(options.xmaxlen,), dtype=int) | |
| model.add_input(name='inputy', input_shape=(options.ymaxlen,), dtype=int) | |
| model.add_node(Embedding(options.max_features, options.wx_emb, input_length=options.xmaxlen), name='x_emb', | |
| input='inputx') | |
| model.add_node(Embedding(options.max_features, options.wy_emb, input_length=options.ymaxlen), name='y_emb', | |
| input='inputy') | |
| model.add_node(LSTM(options.lstm_units, return_sequences=True), name='forward', inputs=['x_emb', 'y_emb'], |
shyamupa
/ mymodel.py
Created
February 21, 2016 18:43
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| def build_model(options): | |
| model = Graph() | |
| k=2*options.lstm_units | |
| L=int(0.5*options.maxlen); | |
| model.add_input(name='inputx', input_shape=(options.maxlen,), dtype=int) | |
| model.add_input(name='inputy', input_shape=(options.maxlen,), dtype=int) | |
| model.add_node(Embedding(options.max_features, options.w_emb, input_length=options.maxlen), name='x_emb', input='inputx') | |
| model.add_node(Embedding(options.max_features, options.w_emb, input_length=options.maxlen), name='y_emb', input='inputy') | |
| model.add_node(LSTM(options.lstm_units, return_sequences=True), name='forward', inputs=['x_emb','y_emb']) | |
| model.add_node(LSTM(options.lstm_units, return_sequences=True, go_backwards=True), name='backward', inputs=['x_emb','y_emb']) |