Esempio n. 1
0
    def connect(self, l_in):
        self.l_in = l_in
        self.n_in = l_in.size
        self.h0 = shared0s((1, self.size))

        self.w_z = self.init((self.n_in, self.size))
        self.w_r = self.init((self.n_in, self.size))

        self.u_z = self.init((self.size, self.size))
        self.u_r = self.init((self.size, self.size))

        self.b_z = shared0s((self.size))
        self.b_r = shared0s((self.size))

        if 'maxout' in self.activation_str:
            self.w_h = self.init((self.n_in, self.size*2)) 
            self.u_h = self.init((self.size, self.size*2))
            self.b_h = shared0s((self.size*2))
        else:
            self.w_h = self.init((self.n_in, self.size)) 
            self.u_h = self.init((self.size, self.size))
            self.b_h = shared0s((self.size))   

        self.params = [self.h0, self.w_z, self.w_r, self.w_h, self.u_z, self.u_r, self.u_h, self.b_z, self.b_r, self.b_h]

        if self.weights is not None:
            for param, weight in zip(self.params, self.weights):
                param.set_value(floatX(weight))    
Esempio n. 2
0
    def connect(self, l_in):
        self.l_in = l_in
        self.n_in = l_in.size

        self.w_i = self.init((self.n_in, self.size))
        self.w_f = self.init((self.n_in, self.size))
        self.w_o = self.init((self.n_in, self.size))
        self.w_c = self.init((self.n_in, self.size))

        self.b_i = shared0s((self.size))
        self.b_f = shared0s((self.size))
        self.b_o = shared0s((self.size))
        self.b_c = shared0s((self.size))

        self.u_i = self.init((self.size, self.size))
        self.u_f = self.init((self.size, self.size))
        self.u_o = self.init((self.size, self.size))
        self.u_c = self.init((self.size, self.size))

        self.params = [self.w_i, self.w_f, self.w_o, self.w_c, 
            self.u_i, self.u_f, self.u_o, self.u_c,  
            self.b_i, self.b_f, self.b_o, self.b_c]

        if self.weights is not None:
            for param, weight in zip(self.params, self.weights):
                param.set_value(floatX(weight))    
Esempio n. 3
0
    def connect(self, l_in):
        self.l_in = l_in
        self.n_in = l_in.size
        self.h0 = shared0s((1, self.size))

        self.w_z = self.init((self.n_in, self.size))
        self.w_r = self.init((self.n_in, self.size))

        self.u_z = self.init((self.size, self.size))
        self.u_r = self.init((self.size, self.size))

        self.b_z = shared0s((self.size))
        self.b_r = shared0s((self.size))

        if 'maxout' in self.activation_str:
            self.w_h = self.init((self.n_in, self.size * 2))
            self.u_h = self.init((self.size, self.size * 2))
            self.b_h = shared0s((self.size * 2))
        else:
            self.w_h = self.init((self.n_in, self.size))
            self.u_h = self.init((self.size, self.size))
            self.b_h = shared0s((self.size))

        self.params = [
            self.h0, self.w_z, self.w_r, self.w_h, self.u_z, self.u_r,
            self.u_h, self.b_z, self.b_r, self.b_h
        ]

        if self.weights is not None:
            for param, weight in zip(self.params, self.weights):
                param.set_value(floatX(weight))
Esempio n. 4
0
    def connect(self, l_in):
        self.l_in = l_in
        self.n_in = l_in.size

        self.w_i = self.init((self.n_in, self.size))
        self.w_f = self.init((self.n_in, self.size))
        self.w_o = self.init((self.n_in, self.size))
        self.w_c = self.init((self.n_in, self.size))

        self.b_i = shared0s((self.size))
        self.b_f = shared0s((self.size))
        self.b_o = shared0s((self.size))
        self.b_c = shared0s((self.size))

        self.u_i = self.init((self.size, self.size))
        self.u_f = self.init((self.size, self.size))
        self.u_o = self.init((self.size, self.size))
        self.u_c = self.init((self.size, self.size))

        self.params = [
            self.w_i, self.w_f, self.w_o, self.w_c, self.u_i, self.u_f,
            self.u_o, self.u_c, self.b_i, self.b_f, self.b_o, self.b_c
        ]

        if self.weights is not None:
            for param, weight in zip(self.params, self.weights):
                param.set_value(floatX(weight))
Esempio n. 5
0
 def connect(self, l_in):
     self.l_in = l_in
     self.n_in = l_in.size
     if 'maxout' in self.activation_str:
         self.w = self.init((self.n_in, self.size*2))
         self.b = shared0s((self.size*2))
     else:
         self.w = self.init((self.n_in, self.size))
         self.b = shared0s((self.size))
     self.params = [self.w, self.b]
     
     if self.weights is not None:
         for param, weight in zip(self.params, self.weights):
             param.set_value(floatX(weight))            
Esempio n. 6
0
    def connect(self, l_in):
        self.l_in = l_in
        self.n_in = l_in.size
        if 'maxout' in self.activation_str:
            self.w = self.init((self.n_in, self.size * 2))
            self.b = shared0s((self.size * 2))
        else:
            self.w = self.init((self.n_in, self.size))
            self.b = shared0s((self.size))
        self.params = [self.w, self.b]

        if self.weights is not None:
            for param, weight in zip(self.params, self.weights):
                param.set_value(floatX(weight))