type: "recurrent_nn" layers { name: "seq_input" type: "data" size: 100 active_type: "" } layers { name: "sub_seq_input" type: "data" size: 100 active_type: "" } layers { name: "label" type: "data" size: 1 active_type: "" } layers { name: "__mixed_0__" type: "mixed" size: 400 active_type: "" inputs { input_layer_name: "seq_input" input_parameter_name: "___mixed_0__.w0" proj_conf { type: "fc" name: "___mixed_0__.w0" input_size: 100 output_size: 400 } } } layers { name: "__mixed_1__" type: "mixed" size: 300 active_type: "" inputs { input_layer_name: "seq_input" input_parameter_name: "___mixed_1__.w0" proj_conf { type: "fc" name: "___mixed_1__.w0" input_size: 100 output_size: 300 } } } layers { name: "__recurrent_group_0__" type: "recurrent_layer_group" active_type: "" } layers { name: "seq_input@__recurrent_group_0__" type: "scatter_agent" size: 100 active_type: "" } layers { name: "rnn_forward+delay1@__recurrent_group_0__" type: "agent" size: 200 active_type: "" } layers { name: "rnn_forward@__recurrent_group_0__" type: "fc" size: 200 active_type: "tanh" inputs { input_layer_name: "seq_input@__recurrent_group_0__" input_parameter_name: "_rnn_forward@__recurrent_group_0__.w0" } inputs { input_layer_name: "rnn_forward+delay1@__recurrent_group_0__" input_parameter_name: "_rnn_forward@__recurrent_group_0__.w1" } bias_parameter_name: "_rnn_forward@__recurrent_group_0__.wbias" } layers { name: "rnn_forward" type: "gather_agent" size: 200 active_type: "" } layers { name: "__last_seq_0__" type: "seqlastins" size: 200 active_type: "linear" inputs { input_layer_name: "rnn_forward" } trans_type: "non-seq" seq_pool_stride: -1 } layers { name: "__recurrent_group_1__" type: "recurrent_layer_group" active_type: "" } layers { name: "seq_input@__recurrent_group_1__" type: "scatter_agent" size: 100 active_type: "" } layers { name: "rnn_back+delay1@__recurrent_group_1__" type: "agent" size: 200 active_type: "" } layers { name: "rnn_back@__recurrent_group_1__" type: "fc" size: 200 active_type: "tanh" inputs { input_layer_name: "seq_input@__recurrent_group_1__" input_parameter_name: "_rnn_back@__recurrent_group_1__.w0" } inputs { input_layer_name: "rnn_back+delay1@__recurrent_group_1__" input_parameter_name: "_rnn_back@__recurrent_group_1__.w1" } bias_parameter_name: "_rnn_back@__recurrent_group_1__.wbias" } layers { name: "rnn_back" type: "gather_agent" size: 200 active_type: "" } layers { name: "__first_seq_0__" type: "seqlastins" size: 200 active_type: "linear" inputs { input_layer_name: "rnn_back" } select_first: true trans_type: "non-seq" seq_pool_stride: -1 } layers { name: "__recurrent_group_2__" type: "recurrent_layer_group" active_type: "" } layers { name: "sub_seq_input@__recurrent_group_2__" type: "sequence_scatter_agent" size: 100 active_type: "" } layers { name: "rnn_subseq_forward+delay1@__recurrent_group_2__" type: "agent" size: 200 active_type: "" } layers { name: "rnn_subseq_forward@__recurrent_group_2__" type: "fc" size: 200 active_type: "tanh" inputs { input_layer_name: "sub_seq_input@__recurrent_group_2__" input_parameter_name: "_rnn_subseq_forward@__recurrent_group_2__.w0" } inputs { input_layer_name: "rnn_subseq_forward+delay1@__recurrent_group_2__" input_parameter_name: "_rnn_subseq_forward@__recurrent_group_2__.w1" } bias_parameter_name: "_rnn_subseq_forward@__recurrent_group_2__.wbias" } layers { name: "rnn_subseq_forward" type: "sequence_gather_agent" size: 200 active_type: "" } layers { name: "__last_seq_1__" type: "seqlastins" size: 200 active_type: "linear" inputs { input_layer_name: "rnn_subseq_forward" } trans_type: "non-seq" seq_pool_stride: -1 } layers { name: "__lstm_group_0___recurrent_group" type: "recurrent_layer_group" active_type: "" } layers { name: "__mixed_0__@__lstm_group_0___recurrent_group" type: "scatter_agent" size: 400 active_type: "" } layers { name: "__lstm_group_0__+delay1@__lstm_group_0___recurrent_group" type: "agent" size: 100 active_type: "" } layers { name: "__lstm_group_0___state+delay1@__lstm_group_0___recurrent_group" type: "agent" size: 100 active_type: "" } layers { name: "__lstm_group_0___input_recurrent@__lstm_group_0___recurrent_group" type: "mixed" size: 400 active_type: "" inputs { input_layer_name: "__mixed_0__@__lstm_group_0___recurrent_group" proj_conf { type: "identity" name: "___lstm_group_0___input_recurrent.w0" input_size: 400 output_size: 400 } } inputs { input_layer_name: "__lstm_group_0__+delay1@__lstm_group_0___recurrent_group" input_parameter_name: "___lstm_group_0___input_recurrent@__lstm_group_0___recurrent_group.w1" proj_conf { type: "fc" name: "___lstm_group_0___input_recurrent.w1" input_size: 100 output_size: 400 } } } layers { name: "__lstm_group_0__@__lstm_group_0___recurrent_group" type: "lstm_step" size: 100 active_type: "tanh" inputs { input_layer_name: "__lstm_group_0___input_recurrent@__lstm_group_0___recurrent_group" } inputs { input_layer_name: "__lstm_group_0___state+delay1@__lstm_group_0___recurrent_group" } bias_parameter_name: "___lstm_group_0__@__lstm_group_0___recurrent_group.wbias" active_gate_type: "sigmoid" active_state_type: "sigmoid" } layers { name: "__lstm_group_0___state@__lstm_group_0___recurrent_group" type: "get_output" size: 100 active_type: "" inputs { input_layer_name: "__lstm_group_0__@__lstm_group_0___recurrent_group" input_layer_argument: "state" } } layers { name: "__lstm_group_0__" type: "gather_agent" size: 100 active_type: "" } layers { name: "__last_seq_2__" type: "seqlastins" size: 100 active_type: "linear" inputs { input_layer_name: "__lstm_group_0__" } trans_type: "non-seq" seq_pool_stride: -1 } layers { name: "__gru_group_0___recurrent_group" type: "recurrent_layer_group" active_type: "" } layers { name: "__mixed_1__@__gru_group_0___recurrent_group" type: "scatter_agent" size: 300 active_type: "" } layers { name: "__gru_group_0__+delay1@__gru_group_0___recurrent_group" type: "agent" size: 100 active_type: "" } layers { name: "__gru_group_0__@__gru_group_0___recurrent_group" type: "gru_step" size: 100 active_type: "tanh" inputs { input_layer_name: "__mixed_1__@__gru_group_0___recurrent_group" input_parameter_name: "___gru_group_0__@__gru_group_0___recurrent_group.w0" } inputs { input_layer_name: "__gru_group_0__+delay1@__gru_group_0___recurrent_group" } bias_parameter_name: "___gru_group_0__@__gru_group_0___recurrent_group.wbias" active_gate_type: "sigmoid" } layers { name: "__gru_group_0__" type: "gather_agent" size: 100 active_type: "" } layers { name: "__last_seq_3__" type: "seqlastins" size: 100 active_type: "linear" inputs { input_layer_name: "__gru_group_0__" } trans_type: "non-seq" seq_pool_stride: -1 } layers { name: "__recurrent_group_3__" type: "recurrent_layer_group" active_type: "" } layers { name: "seq_input@__recurrent_group_3__" type: "scatter_agent" size: 100 active_type: "" } layers { name: "__memory_6__@__recurrent_group_3__" type: "agent" size: 200 active_type: "" } layers { name: "__fc_layer_0__@__recurrent_group_3__" type: "fc" size: 200 active_type: "tanh" inputs { input_layer_name: "seq_input@__recurrent_group_3__" input_parameter_name: "___fc_layer_0__@__recurrent_group_3__.w0" } inputs { input_layer_name: "__memory_6__@__recurrent_group_3__" input_parameter_name: "___fc_layer_0__@__recurrent_group_3__.w1" } bias_parameter_name: "___fc_layer_0__@__recurrent_group_3__.wbias" } layers { name: "__fc_layer_0__" type: "gather_agent" size: 200 active_type: "" } layers { name: "__last_seq_4__" type: "seqlastins" size: 200 active_type: "linear" inputs { input_layer_name: "__fc_layer_0__" } trans_type: "non-seq" seq_pool_stride: -1 } parameters { name: "___mixed_0__.w0" size: 40000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 400 initial_strategy: 0 initial_smart: true } parameters { name: "___mixed_1__.w0" size: 30000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 300 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_forward@__recurrent_group_0__.w0" size: 20000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_forward@__recurrent_group_0__.w1" size: 40000 initial_mean: 0.0 initial_std: 0.0707106781187 dims: 200 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_forward@__recurrent_group_0__.wbias" size: 200 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 200 initial_strategy: 0 initial_smart: false } parameters { name: "_rnn_back@__recurrent_group_1__.w0" size: 20000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_back@__recurrent_group_1__.w1" size: 40000 initial_mean: 0.0 initial_std: 0.0707106781187 dims: 200 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_back@__recurrent_group_1__.wbias" size: 200 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 200 initial_strategy: 0 initial_smart: false } parameters { name: "_rnn_subseq_forward@__recurrent_group_2__.w0" size: 20000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_subseq_forward@__recurrent_group_2__.w1" size: 40000 initial_mean: 0.0 initial_std: 0.0707106781187 dims: 200 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "_rnn_subseq_forward@__recurrent_group_2__.wbias" size: 200 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 200 initial_strategy: 0 initial_smart: false } parameters { name: "___lstm_group_0___input_recurrent@__lstm_group_0___recurrent_group.w1" size: 40000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 400 initial_strategy: 0 initial_smart: true } parameters { name: "___lstm_group_0__@__lstm_group_0___recurrent_group.wbias" size: 300 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 300 initial_strategy: 0 initial_smart: false } parameters { name: "___gru_group_0__@__gru_group_0___recurrent_group.w0" size: 30000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 300 initial_strategy: 0 initial_smart: true } parameters { name: "___gru_group_0__@__gru_group_0___recurrent_group.wbias" size: 300 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 300 initial_strategy: 0 initial_smart: false } parameters { name: "___fc_layer_0__@__recurrent_group_3__.w0" size: 20000 initial_mean: 0.0 initial_std: 0.1 dims: 100 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "___fc_layer_0__@__recurrent_group_3__.w1" size: 40000 initial_mean: 0.0 initial_std: 0.0707106781187 dims: 200 dims: 200 initial_strategy: 0 initial_smart: true } parameters { name: "___fc_layer_0__@__recurrent_group_3__.wbias" size: 200 initial_mean: 0.0 initial_std: 0.0 dims: 1 dims: 200 initial_strategy: 0 initial_smart: false } input_layer_names: "seq_input" input_layer_names: "sub_seq_input" output_layer_names: "__last_seq_0__" output_layer_names: "__first_seq_0__" output_layer_names: "__last_seq_1__" output_layer_names: "__last_seq_2__" output_layer_names: "__last_seq_3__" output_layer_names: "__last_seq_4__" sub_models { name: "root" layer_names: "seq_input" layer_names: "sub_seq_input" layer_names: "label" layer_names: "__mixed_0__" layer_names: "__mixed_1__" layer_names: "__recurrent_group_0__" layer_names: "rnn_forward" layer_names: "__last_seq_0__" layer_names: "__recurrent_group_1__" layer_names: "rnn_back" layer_names: "__first_seq_0__" layer_names: "__recurrent_group_2__" layer_names: "rnn_subseq_forward" layer_names: "__last_seq_1__" layer_names: "__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0__" layer_names: "__last_seq_2__" layer_names: "__gru_group_0___recurrent_group" layer_names: "__gru_group_0__" layer_names: "__last_seq_3__" layer_names: "__recurrent_group_3__" layer_names: "__fc_layer_0__" layer_names: "__last_seq_4__" input_layer_names: "seq_input" input_layer_names: "sub_seq_input" output_layer_names: "__last_seq_0__" output_layer_names: "__first_seq_0__" output_layer_names: "__last_seq_1__" output_layer_names: "__last_seq_2__" output_layer_names: "__last_seq_3__" output_layer_names: "__last_seq_4__" is_recurrent_layer_group: false } sub_models { name: "__recurrent_group_0__" layer_names: "seq_input@__recurrent_group_0__" layer_names: "rnn_forward+delay1@__recurrent_group_0__" layer_names: "rnn_forward@__recurrent_group_0__" is_recurrent_layer_group: true reversed: false memories { layer_name: "rnn_forward@__recurrent_group_0__" link_name: "rnn_forward+delay1@__recurrent_group_0__" is_sequence: false } in_links { layer_name: "seq_input" link_name: "seq_input@__recurrent_group_0__" has_subseq: false } out_links { layer_name: "rnn_forward@__recurrent_group_0__" link_name: "rnn_forward" has_subseq: false } target_inlinkid: -1 } sub_models { name: "__recurrent_group_1__" layer_names: "seq_input@__recurrent_group_1__" layer_names: "rnn_back+delay1@__recurrent_group_1__" layer_names: "rnn_back@__recurrent_group_1__" is_recurrent_layer_group: true reversed: true memories { layer_name: "rnn_back@__recurrent_group_1__" link_name: "rnn_back+delay1@__recurrent_group_1__" is_sequence: false } in_links { layer_name: "seq_input" link_name: "seq_input@__recurrent_group_1__" has_subseq: false } out_links { layer_name: "rnn_back@__recurrent_group_1__" link_name: "rnn_back" has_subseq: false } target_inlinkid: -1 } sub_models { name: "__recurrent_group_2__" layer_names: "sub_seq_input@__recurrent_group_2__" layer_names: "rnn_subseq_forward+delay1@__recurrent_group_2__" layer_names: "rnn_subseq_forward@__recurrent_group_2__" is_recurrent_layer_group: true reversed: false memories { layer_name: "rnn_subseq_forward@__recurrent_group_2__" link_name: "rnn_subseq_forward+delay1@__recurrent_group_2__" is_sequence: false } in_links { layer_name: "sub_seq_input" link_name: "sub_seq_input@__recurrent_group_2__" has_subseq: true } out_links { layer_name: "rnn_subseq_forward@__recurrent_group_2__" link_name: "rnn_subseq_forward" has_subseq: true } target_inlinkid: -1 } sub_models { name: "__lstm_group_0___recurrent_group" layer_names: "__mixed_0__@__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0__+delay1@__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0___state+delay1@__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0___input_recurrent@__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0__@__lstm_group_0___recurrent_group" layer_names: "__lstm_group_0___state@__lstm_group_0___recurrent_group" is_recurrent_layer_group: true reversed: false memories { layer_name: "__lstm_group_0__@__lstm_group_0___recurrent_group" link_name: "__lstm_group_0__+delay1@__lstm_group_0___recurrent_group" is_sequence: false } memories { layer_name: "__lstm_group_0___state@__lstm_group_0___recurrent_group" link_name: "__lstm_group_0___state+delay1@__lstm_group_0___recurrent_group" is_sequence: false } in_links { layer_name: "__mixed_0__" link_name: "__mixed_0__@__lstm_group_0___recurrent_group" has_subseq: false } out_links { layer_name: "__lstm_group_0__@__lstm_group_0___recurrent_group" link_name: "__lstm_group_0__" has_subseq: false } target_inlinkid: -1 } sub_models { name: "__gru_group_0___recurrent_group" layer_names: "__mixed_1__@__gru_group_0___recurrent_group" layer_names: "__gru_group_0__+delay1@__gru_group_0___recurrent_group" layer_names: "__gru_group_0__@__gru_group_0___recurrent_group" is_recurrent_layer_group: true reversed: false memories { layer_name: "__gru_group_0__@__gru_group_0___recurrent_group" link_name: "__gru_group_0__+delay1@__gru_group_0___recurrent_group" is_sequence: false } in_links { layer_name: "__mixed_1__" link_name: "__mixed_1__@__gru_group_0___recurrent_group" has_subseq: false } out_links { layer_name: "__gru_group_0__@__gru_group_0___recurrent_group" link_name: "__gru_group_0__" has_subseq: false } target_inlinkid: -1 } sub_models { name: "__recurrent_group_3__" layer_names: "seq_input@__recurrent_group_3__" layer_names: "__memory_6__@__recurrent_group_3__" layer_names: "__fc_layer_0__@__recurrent_group_3__" is_recurrent_layer_group: true reversed: false memories { layer_name: "__fc_layer_0__@__recurrent_group_3__" link_name: "__memory_6__@__recurrent_group_3__" is_sequence: false } in_links { layer_name: "seq_input" link_name: "seq_input@__recurrent_group_3__" has_subseq: false } out_links { layer_name: "__fc_layer_0__@__recurrent_group_3__" link_name: "__fc_layer_0__" has_subseq: false } target_inlinkid: -1 }