Inheritance diagram for micNet:
Public Member Functions | |
| void | copy_nodes (vector< micNode > &in_nodes) |
| int | add_input_layer () |
| int | add_fc_leaky_relu_layer (int in_node, int n_hidden, float dropout_out_p, float sparse_prob, float learn_rate) |
| int | add_normalization_layer (int in_node) |
| int | add_softmax_output_layer (int in_node) |
| int | add_regression_output_layer (int in_node) |
| int | add_autoencoder_loss (int in_node, int data_node) |
| int | init_fully_connected (micNetParams &in_params) |
| int | init_fully_connected (const string &init_str) |
| int | init_autoencoder (micNetParams &in_params) |
| int | init_net (const string &init_string) |
| int | init_net (micNetParams &in_params) |
| int | forward_batch (int do_grad_flag) |
| int | back_prop_batch () |
| int | learn (MedMat< float > &x_train, MedMat< float > &y_train, vector< float > &weights, MedMat< float > &x_test, MedMat< float > &y_test, int n_epochs, int eval_freq, int last_is_bias_flag=0) |
| int | learn_single_epoch (MedMat< float > &x_train, MedMat< float > &y_train, vector< float > &weights, int last_is_bias_flag=0) |
| int | eval (const string &name, MedMat< float > &x, MedMat< float > &y, NetEval &eval, int last_is_bias_flag=0) |
| int | predict (MedMat< float > &x, MedMat< float > &preds, int last_is_bias_flag=0) |
| void | predict_single (const vector< float > &x, vector< float > &preds) const |
| int | get_batch_with_samp_ratio (MedMat< float > &y_train, int batch_len, vector< int > &chosen) |
| int | test_grad_numerical (int i_node, int i_in, int i_out, float epsilon) |
| int | init_from_string (string init_str) |
| int | learn (MedMat< float > &x_train, MedMat< float > &y_train) |
| int | learn (MedMat< float > &x_train, MedMat< float > &y_train, vector< float > &weights) |
| int | predict (MedMat< float > &x, vector< float > &preds) |
| size_t | get_size () |
| Gets bytes sizes for serializations. | |
| size_t | serialize (unsigned char *blob) |
| Serialiazing object to blob memory. return number ob bytes wrote to memory. | |
| size_t | deserialize (unsigned char *blob) |
| Deserialiazing blob to object. returns number of bytes read. | |
| int | n_preds_per_sample () const |
 Public Member Functions inherited from SerializableObject | |
| virtual int | version () const |
| Relevant for serializations. | |
| virtual string | my_class_name () const |
| For better handling of serializations it is highly recommended that each SerializableObject inheriting class will implement the next method. | |
| virtual void | serialized_fields_name (vector< string > &field_names) const |
| The names of the serialized fields. | |
| virtual void * | new_polymorphic (string derived_name) |
| for polymorphic classes that want to be able to serialize/deserialize a pointer * to the derived class given its type one needs to implement this function to return a new to the derived class given its type (as in my_type) | |
| virtual void | pre_serialization () |
| virtual void | post_deserialization () |
| size_t | serialize_vec (vector< unsigned char > &blob) |
| size_t | deserialize_vec (vector< unsigned char > &blob) |
| virtual size_t | serialize (vector< unsigned char > &blob) |
| virtual size_t | deserialize (vector< unsigned char > &blob) |
| virtual int | read_from_file (const string &fname) |
| read and deserialize model | |
| virtual int | write_to_file (const string &fname) |
| serialize model and write to file | |
| virtual int | read_from_file_unsafe (const string &fname) |
| read and deserialize model without checking version number - unsafe read | |
| int | init_from_string (string init_string) |
| Init from string. | |
| int | init_params_from_file (string init_file) |
| int | init_param_from_file (string file_str, string ¶m) |
| virtual int | init (map< string, string > &map) |
| Virtual to init object from parsed fields. | |
| int | update_from_string (const string &init_string) |
| virtual int | update (map< string, string > &map) |
| Virtual to update object from parsed fields. | |
| virtual string | object_json () const |
Data Fields | |
| int | version = 0 |
| vector< micNode > | nodes |
| micNetParams | params |
| vector< micNode > | nodes_last_best |
| vector< vector< int > > | index_by_categ |
Member Function Documentation
◆ deserialize()
|
inlinevirtual |
Deserialiazing blob to object. returns number of bytes read.
Reimplemented from SerializableObject.
◆ get_size()
|
inlinevirtual |
Gets bytes sizes for serializations.
Reimplemented from SerializableObject.
◆ serialize()
|
inlinevirtual |
Serialiazing object to blob memory. return number ob bytes wrote to memory.
Reimplemented from SerializableObject.
The documentation for this class was generated from the following files:
- Internal/micNet/micNet/micNet.h
- Internal/micNet/micNet/micNet.cpp
