Module Import alias identifier Import alias identifier ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam defaults body With Call AttributeLoad NameLoad attr Str body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr ListLoad Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str ListLoad Num Num Num Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr Num AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad ListLoad Num Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body With Call AttributeLoad NameLoad attr Str body Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str ListLoad Num AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str ListLoad Num Assign NameStore UnaryOpUSub Call AttributeLoad NameLoad attr BinOpMult AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr UnaryOpUSub BinOpAdd BinOpMult Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr BinOpMult NameLoad NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str ListLoad Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr BinOpSub AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Dict AttributeLoad NameLoad attr ListLoad NameLoad Return SubscriptLoad NameLoad Index Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr keyword Dict AttributeLoad NameLoad attr ListLoad NameLoad Return SubscriptLoad SubscriptLoad NameLoad Index Num Index Num decorator_list FunctionDef arguments args NameParam defaults body Return ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Return ListLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore ListLoad With Call AttributeLoad NameLoad attr Str body With Call AttributeLoad NameLoad attr ListLoad NameLoad Str NameStore body For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Return Call AttributeLoad NameLoad attr keyword NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Num keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad keyword ListLoad Num NameLoad NameLoad Num keyword Str decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad TupleLoad Num Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr BinOpAdd BinOpAdd BinOpAdd BinOpAdd Str NameLoad Str NameLoad Str NameLoad keyword Str decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad NameLoad AttributeLoad NameLoad attr Str decorator_list decorator_list
N/A N/A tensorflow tf N/A numpy np GameACNetwork N/A object N/A __init__ N/A N/A self action_size N/A N/A N/A N/A N/A tf device /cpu:0 N/A N/A N/A self _action_size action_size N/A N/A self W_conv1 N/A N/A self _weight_variable N/A 8 8 4 16 N/A N/A self b_conv1 N/A N/A self _bias_variable N/A 16 N/A N/A self W_conv2 N/A N/A self _weight_variable N/A 4 4 16 32 N/A N/A self b_conv2 N/A N/A self _bias_variable N/A 32 N/A N/A self W_fc1 N/A N/A self _weight_variable N/A 2592 256 N/A N/A self b_fc1 N/A N/A self _bias_variable N/A 256 N/A N/A self W_fc2 N/A N/A self _weight_variable N/A 256 action_size N/A N/A self b_fc2 N/A N/A self _bias_variable N/A action_size N/A N/A self W_fc3 N/A N/A self _weight_variable N/A 256 1 N/A N/A self b_fc3 N/A N/A self _bias_variable N/A 1 N/A N/A self s N/A N/A tf placeholder float N/A 1 84 84 4 N/A h_conv1 N/A N/A N/A tf nn relu N/A N/A N/A self _conv2d N/A self s N/A self W_conv1 4 N/A self b_conv1 N/A h_conv2 N/A N/A N/A tf nn relu N/A N/A N/A self _conv2d h_conv1 N/A self W_conv2 2 N/A self b_conv2 N/A h_conv2_flat N/A N/A tf reshape h_conv2 N/A 1 2592 N/A h_fc1 N/A N/A N/A tf nn relu N/A N/A N/A tf matmul h_conv2_flat N/A self W_fc1 N/A self b_fc1 N/A N/A self pi N/A N/A N/A tf nn softmax N/A N/A N/A tf matmul h_fc1 N/A self W_fc2 N/A self b_fc2 N/A N/A self v N/A N/A N/A tf matmul h_fc1 N/A self W_fc3 N/A self b_fc3 N/A prepare_loss N/A N/A self entropy_beta N/A N/A N/A N/A N/A tf device /cpu:0 N/A N/A N/A self a N/A N/A tf placeholder float N/A 1 N/A self _action_size N/A N/A self td N/A N/A tf placeholder float N/A 1 N/A entropy N/A N/A N/A tf reduce_sum N/A N/A self pi N/A N/A tf log N/A self pi N/A N/A self policy_loss N/A N/A N/A N/A N/A tf reduce_sum N/A N/A tf mul N/A N/A tf log N/A self pi N/A self a N/A self td N/A entropy entropy_beta N/A N/A self r N/A N/A tf placeholder float N/A 1 N/A N/A self value_loss N/A N/A tf reduce_mean N/A N/A tf square N/A N/A self r N/A self v N/A run_policy N/A N/A self sess s_t N/A N/A N/A pi_out N/A N/A sess run N/A self pi feed_dict N/A N/A self s N/A s_t N/A N/A pi_out N/A 0 N/A run_value N/A N/A self sess s_t N/A N/A N/A v_out N/A N/A sess run N/A self v feed_dict N/A N/A self s N/A s_t N/A N/A N/A v_out N/A 0 N/A 0 N/A get_policy_vars N/A N/A self N/A N/A N/A N/A N/A self W_conv1 N/A self b_conv1 N/A self W_conv2 N/A self b_conv2 N/A self W_fc1 N/A self b_fc1 N/A self W_fc2 N/A self b_fc2 N/A get_value_vars N/A N/A self N/A N/A N/A N/A N/A self W_conv1 N/A self b_conv1 N/A self W_conv2 N/A self b_conv2 N/A self W_fc1 N/A self b_fc1 N/A self W_fc3 N/A self b_fc3 N/A sync_from N/A N/A self src_netowrk name N/A None N/A N/A src_policy_vars N/A N/A src_netowrk get_policy_vars N/A src_value_vars N/A N/A src_netowrk get_value_vars N/A dst_policy_vars N/A N/A self get_policy_vars N/A dst_value_vars N/A N/A self get_value_vars N/A sync_ops N/A N/A N/A N/A tf device /cpu:0 N/A N/A N/A N/A tf op_scope N/A name GameACNetwork name N/A N/A N/A src_policy_var dst_policy_var N/A zip src_policy_vars dst_policy_vars N/A N/A sync_op N/A N/A tf assign dst_policy_var src_policy_var N/A N/A N/A sync_ops append sync_op N/A N/A src_value_var dst_value_var N/A zip src_value_vars dst_value_vars N/A N/A sync_op N/A N/A tf assign dst_value_var src_value_var N/A N/A N/A sync_ops append sync_op N/A N/A N/A tf group name name sync_ops N/A _weight_variable N/A N/A self shape N/A N/A N/A initial N/A N/A tf truncated_normal shape stddev 0.01 N/A N/A N/A tf Variable initial N/A _bias_variable N/A N/A self shape N/A N/A N/A initial N/A N/A tf constant 0.0 shape shape N/A N/A N/A tf Variable initial N/A _conv2d N/A N/A self x W stride N/A N/A N/A N/A N/A N/A tf nn conv2d x W strides N/A 1 stride stride 1 padding VALID N/A _save_sub N/A N/A self sess prefix var name N/A N/A N/A var_val N/A N/A var eval sess N/A var_val N/A N/A np reshape var_val N/A 1 N/A N/A np product N/A var_val shape N/A N/A N/A np savetxt N/A N/A N/A N/A ./ prefix _ name .csv var_val delimiter , N/A save N/A N/A self sess prefix N/A N/A N/A N/A N/A self _save_sub sess prefix N/A self W_conv1 W_conv1 N/A N/A N/A self _save_sub sess prefix N/A self b_conv1 b_conv1 N/A N/A N/A self _save_sub sess prefix N/A self W_conv2 W_conv2 N/A N/A N/A self _save_sub sess prefix N/A self b_conv2 b_conv2 N/A N/A N/A self _save_sub sess prefix N/A self W_fc1 W_fc1 N/A N/A N/A self _save_sub sess prefix N/A self b_fc1 b_fc1 N/A N/A N/A self _save_sub sess prefix N/A self W_fc2 W_fc2 N/A N/A N/A self _save_sub sess prefix N/A self b_fc2 b_fc2 N/A N/A N/A self _save_sub sess prefix N/A self W_fc3 W_fc3 N/A N/A N/A self _save_sub sess prefix N/A self b_fc3 b_fc3 N/A N/A