public BidirectionalCell(BaseRNNCell l_cell, BaseRNNCell r_cell, string output_prefix = "bi_", RNNParams @params = null) : base("", @params) { this._output_prefix = output_prefix; this._override_cell_params = @params != null; if (this._override_cell_params) { Debug.Assert(l_cell._own_params != null && r_cell._own_params, "Either specify params for BidirectionalCell or child cells, not both."); foreach (var item in this.Params._params) { l_cell.Params._params[item.Key] = item.Value; r_cell.Params._params[item.Key] = item.Value; } } foreach (var item in l_cell.Params._params) { this.Params._params[item.Key] = item.Value; } foreach (var item in r_cell.Params._params) { this.Params._params[item.Key] = item.Value; } this._cells.Add(l_cell); this._cells.Add(r_cell); }
public GRUCell(int num_hidden, string prefix = "lstm_", RNNParams @params = null) : base(prefix, @params) { this._num_hidden = num_hidden; this._iW = this.Params.Get("i2h_weight"); this._iB = this.Params.Get("i2h_bias"); this._hW = this.Params.Get("h2h_weight"); this._hB = this.Params.Get("h2h_bias"); }
public LSTMCell(int num_hidden, string prefix = "lstm_", RNNParams @params = null, float forget_bias = 1) : base(prefix, @params) { this._num_hidden = num_hidden; this._iW = this.Params.Get("i2h_weight"); this._iB = this.Params.Get("i2h_bias", init: new LSTMBias(forget_bias)); this._hW = this.Params.Get("h2h_weight"); this._hB = this.Params.Get("h2h_bias"); }
public BaseRNNCell(string prefix, RNNParams @params = null) { if (@params == null) { @params = new RNNParams(prefix); _own_params = true; } else { _own_params = false; } _prefix = prefix; _params = @params; _modified = false; Reset(); }
public FusedRNNCell(int num_hidden, int num_layers = 1, RNNMode mode = RNNMode.Lstm, bool bidirectional = false, float dropout = 0, bool get_next_state = false, float forget_bias = 1, string prefix = null, RNNParams @params = null) : base(prefix == null ? mode + "_" : prefix, @params) { this._num_hidden = num_hidden; this._num_layers = num_layers; this._mode = mode; this._bidirectional = bidirectional; this._dropout = dropout; this._get_next_state = get_next_state; this._directions = bidirectional ? new List <string> { "l", "r" } : new List <string> { "l" }; var initializer = new FusedRNN(null, num_hidden, num_layers, mode, bidirectional, forget_bias); this._parameter = this.Params.Get("parameters", init: initializer); }
public RNNCell(int num_hidden, ActivationType activation = ActivationType.Tanh, string prefix = "rnn_", RNNParams @params = null) : base(prefix, @params) { throw new NotImplementedException(); }
public FusedRNNCell(int num_hidden, int num_layers = 1, string mode = "lstm", bool bidirectional = false, float dropout = 0, bool get_next_state = false, float forget_bias = 1, string prefix = null, RNNParams @params = null) : base(prefix, @params) { throw new NotImplementedException(); }
public RNNCell(int num_hidden, ActivationType activation = ActivationType.Tanh, string prefix = "rnn_", RNNParams @params = null) : base(prefix, @params) { this._num_hidden = num_hidden; this._activation = activation; this._iW = this.Params.Get("i2h_weight"); this._iB = this.Params.Get("i2h_bias"); this._hW = this.Params.Get("h2h_weight"); this._hB = this.Params.Get("h2h_bias"); }
public GRUCell(int num_hidden, string prefix = "lstm_", RNNParams @params = null) : base(prefix, @params) { throw new NotImplementedException(); }
public SequentialRNNCell(RNNParams @params = null) : base("", @params) { this._override_cell_params = @params != null; this._cells = new List <BaseRNNCell>(); }
public BidirectionalCell(BaseRNNCell l_cell, BaseRNNCell r_cell, string output_prefix = "bi_", RNNParams @params = null) : base("", @params) { throw new NotImplementedException(); }
public DropoutCell(float dropout, string prefix, RNNParams @params = null) : base(prefix, @params) { this.dropout = dropout; }
public DropoutCell(float dropout, string prefix, RNNParams @params = null) : base(prefix, @params) { throw new NotImplementedException(); }
public SequentialRNNCell(RNNParams @params = null) : base("", @params) { }
public LSTMCell(int num_hidden, string prefix = "lstm_", RNNParams @params = null, float forget_bias = 1) : base(prefix, @params) { throw new NotImplementedException(); }