Template class Trie implements a suffix trie, i.e. a tree in which all suffixes up to a certain length are stored.
It is excessively used in the CWeightedDegreeStringKernel and CWeightedDegreePositionStringKernel to construct the whole features space \(\Phi(x)\) and enormously helps here to speed up SVM training and evaluation.
Note that depending on the underlying structure used, a single symbol in the tree requires 20 bytes (DNATrie). It is also used to do the efficient recursion in computing positional oligomer importance matrices (POIMs) where the structure requires * 20+3*8 (POIMTrie) bytes.
Finally note that this tree may use compact internal nodes (for strings that appear without modifications, thus not requiring further branches), which may save a lot of memory on higher degree tries.
Public 成员函数 | |
CTrie () | |
CTrie (int32_t d, bool p_use_compact_terminal_nodes=true) | |
CTrie (const CTrie &to_copy) | |
virtual | ~CTrie () |
const CTrie & | operator= (const CTrie &to_copy) |
bool | compare_traverse (int32_t node, const CTrie &other, int32_t other_node) |
bool | compare (const CTrie &other) |
bool | find_node (int32_t node, int32_t *trace, int32_t &trace_len) const |
int32_t | find_deepest_node (int32_t start_node, int32_t &deepest_node) const |
void | display_node (int32_t node) const |
void | destroy () |
void | set_degree (int32_t d) |
void | create (int32_t len, bool p_use_compact_terminal_nodes=true) |
void | delete_trees (bool p_use_compact_terminal_nodes=true) |
void | add_to_trie (int32_t i, int32_t seq_offset, int32_t *vec, float32_t alpha, float64_t *weights, bool degree_times_position_weights) |
float64_t | compute_abs_weights_tree (int32_t tree, int32_t depth) |
float64_t * | compute_abs_weights (int32_t &len) |
float64_t | compute_by_tree_helper (int32_t *vec, int32_t len, int32_t seq_pos, int32_t tree_pos, int32_t weight_pos, float64_t *weights, bool degree_times_position_weights) |
void | compute_by_tree_helper (int32_t *vec, int32_t len, int32_t seq_pos, int32_t tree_pos, int32_t weight_pos, float64_t *LevelContrib, float64_t factor, int32_t mkl_stepsize, float64_t *weights, bool degree_times_position_weights) |
void | compute_scoring_helper (int32_t tree, int32_t i, int32_t j, float64_t weight, int32_t d, int32_t max_degree, int32_t num_feat, int32_t num_sym, int32_t sym_offset, int32_t offs, float64_t *result) |
void | add_example_to_tree_mismatch_recursion (int32_t tree, int32_t i, float64_t alpha, int32_t *vec, int32_t len_rem, int32_t degree_rec, int32_t mismatch_rec, int32_t max_mismatch, float64_t *weights) |
void | traverse (int32_t tree, const int32_t p, struct TreeParseInfo info, const int32_t depth, int32_t *const x, const int32_t k) |
void | count (const float64_t w, const int32_t depth, const struct TreeParseInfo info, const int32_t p, int32_t *x, const int32_t k) |
int32_t | compact_nodes (int32_t start_node, int32_t depth, float64_t *weights) |
float64_t | get_cumulative_score (int32_t pos, uint64_t seq, int32_t deg, float64_t *weights) |
void | fill_backtracking_table_recursion (Trie *tree, int32_t depth, uint64_t seq, float64_t value, DynArray< ConsensusEntry > *table, float64_t *weights) |
void | fill_backtracking_table (int32_t pos, DynArray< ConsensusEntry > *prev, DynArray< ConsensusEntry > *cur, bool cumulative, float64_t *weights) |
void | POIMs_extract_W (float64_t *const *const W, const int32_t K) |
void | POIMs_precalc_SLR (const float64_t *const distrib) |
void | POIMs_get_SLR (const int32_t parentIdx, const int32_t sym, const int32_t depth, float64_t *S, float64_t *L, float64_t *R) |
void | POIMs_add_SLR (float64_t *const *const poims, const int32_t K, const int32_t debug) |
bool | get_use_compact_terminal_nodes () |
void | set_use_compact_terminal_nodes (bool p_use_compact_terminal_nodes) |
int32_t | get_num_used_nodes () |
void | set_position_weights (float64_t *p_position_weights) |
int32_t | get_node (bool last_node=false) |
void | check_treemem () |
void | set_weights_in_tree (bool weights_in_tree_) |
bool | get_weights_in_tree () |
void | POIMs_extract_W_helper (const int32_t nodeIdx, const int32_t depth, const int32_t offset, const int32_t y0, float64_t *const *const W, const int32_t K) |
void | POIMs_calc_SLR_helper1 (const float64_t *const distrib, const int32_t i, const int32_t nodeIdx, int32_t left_tries_idx[4], const int32_t depth, int32_t const lastSym, float64_t *S, float64_t *L, float64_t *R) |
void | POIMs_calc_SLR_helper2 (const float64_t *const distrib, const int32_t i, const int32_t nodeIdx, int32_t left_tries_idx[4], const int32_t depth, float64_t *S, float64_t *L, float64_t *R) |
void | POIMs_add_SLR_helper1 (const int32_t nodeIdx, const int32_t depth, const int32_t i, const int32_t y0, float64_t *const *const poims, const int32_t K, const int32_t debug) |
void | POIMs_add_SLR_helper2 (float64_t *const *const poims, const int32_t K, const int32_t k, const int32_t i, const int32_t y, const float64_t valW, const float64_t valS, const float64_t valL, const float64_t valR, const int32_t debug) |
virtual const char * | get_name () const |
template<> | |
void | POIMs_extract_W_helper (const int32_t nodeIdx, const int32_t depth, const int32_t offset, const int32_t y0, float64_t *const *const W, const int32_t K) |
template<> | |
void | POIMs_extract_W (float64_t *const *const W, const int32_t K) |
template<> | |
void | POIMs_calc_SLR_helper1 (const float64_t *const distrib, const int32_t i, const int32_t nodeIdx, int32_t left_tries_idx[4], const int32_t depth, int32_t const lastSym, float64_t *S, float64_t *L, float64_t *R) |
template<> | |
void | POIMs_calc_SLR_helper2 (const float64_t *const distrib, const int32_t i, const int32_t nodeIdx, int32_t left_tries_idx[4], const int32_t depth, float64_t *S, float64_t *L, float64_t *R) |
template<> | |
void | POIMs_precalc_SLR (const float64_t *const distrib) |
template<> | |
void | POIMs_get_SLR (const int32_t parentIdx, const int32_t sym, const int32_t depth, float64_t *S, float64_t *L, float64_t *R) |
template<> | |
void | POIMs_add_SLR_helper2 (float64_t *const *const poims, const int32_t K, const int32_t k, const int32_t i, const int32_t y, const float64_t valW, const float64_t valS, const float64_t valL, const float64_t valR, const int32_t debug) |
template<> | |
void | POIMs_add_SLR_helper1 (const int32_t nodeIdx, const int32_t depth, const int32_t i, const int32_t y0, float64_t *const *const poims, const int32_t K, const int32_t debug) |
template<> | |
void | POIMs_add_SLR (float64_t *const *const poims, const int32_t K, const int32_t debug) |
virtual CSGObject * | shallow_copy () const |
virtual CSGObject * | deep_copy () const |
virtual bool | is_generic (EPrimitiveType *generic) const |
template<class T > | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
template<> | |
void | set_generic () |
void | unset_generic () |
virtual void | print_serializable (const char *prefix="") |
virtual bool | save_serializable (CSerializableFile *file, const char *prefix="") |
virtual bool | load_serializable (CSerializableFile *file, const char *prefix="") |
void | set_global_io (SGIO *io) |
SGIO * | get_global_io () |
void | set_global_parallel (Parallel *parallel) |
Parallel * | get_global_parallel () |
void | set_global_version (Version *version) |
Version * | get_global_version () |
SGStringList< char > | get_modelsel_names () |
void | print_modsel_params () |
char * | get_modsel_param_descr (const char *param_name) |
index_t | get_modsel_param_index (const char *param_name) |
void | build_gradient_parameter_dictionary (CMap< TParameter *, CSGObject * > *dict) |
virtual void | update_parameter_hash () |
virtual bool | parameter_hash_changed () |
virtual bool | equals (CSGObject *other, float64_t accuracy=0.0, bool tolerant=false) |
virtual CSGObject * | clone () |
Public 属性 | |
int32_t | NUM_SYMS |
SGIO * | io |
Parallel * | parallel |
Version * | version |
Parameter * | m_parameters |
Parameter * | m_model_selection_parameters |
Parameter * | m_gradient_parameters |
uint32_t | m_hash |
Protected 成员函数 | |
virtual void | load_serializable_pre () throw (ShogunException) |
virtual void | load_serializable_post () throw (ShogunException) |
virtual void | save_serializable_pre () throw (ShogunException) |
virtual void | save_serializable_post () throw (ShogunException) |
Protected 属性 | |
int32_t | length |
int32_t * | trees |
int32_t | degree |
float64_t * | position_weights |
Trie * | TreeMem |
int32_t | TreeMemPtr |
int32_t | TreeMemPtrMax |
bool | use_compact_terminal_nodes |
bool | weights_in_tree |
int32_t * | nofsKmers |
CTrie | ( | int32_t | d, |
bool | p_use_compact_terminal_nodes = true |
||
) |
|
inherited |
Builds a dictionary of all parameters in SGObject as well of those of SGObjects that are parameters of this object. Dictionary maps parameters to the objects that own them.
dict | dictionary of parameters to be built. |
在文件 SGObject.cpp 第 597 行定义.
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virtualinherited |
Creates a clone of the current object. This is done via recursively traversing all parameters, which corresponds to a deep copy. Calling equals on the cloned object always returns true although none of the memory of both objects overlaps.
在文件 SGObject.cpp 第 714 行定义.
int32_t compact_nodes | ( | int32_t | start_node, |
int32_t | depth, | ||
float64_t * | weights | ||
) |
bool compare | ( | const CTrie< Trie > & | other | ) |
bool compare_traverse | ( | int32_t | node, |
const CTrie< Trie > & | other, | ||
int32_t | other_node | ||
) |
float64_t * compute_abs_weights | ( | int32_t & | len | ) |
float64_t compute_abs_weights_tree | ( | int32_t | tree, |
int32_t | depth | ||
) |
void count | ( | const float64_t | w, |
const int32_t | depth, | ||
const struct TreeParseInfo | info, | ||
const int32_t | p, | ||
int32_t * | x, | ||
const int32_t | k | ||
) |
void create | ( | int32_t | len, |
bool | p_use_compact_terminal_nodes = true |
||
) |
|
virtualinherited |
A deep copy. All the instance variables will also be copied.
在文件 SGObject.cpp 第 198 行定义.
void delete_trees | ( | bool | p_use_compact_terminal_nodes = true | ) |
Recursively compares the current SGObject to another one. Compares all registered numerical parameters, recursion upon complex (SGObject) parameters. Does not compare pointers!
May be overwritten but please do with care! Should not be necessary in most cases.
other | object to compare with |
accuracy | accuracy to use for comparison (optional) |
tolerant | allows linient check on float equality (within accuracy) |
在文件 SGObject.cpp 第 618 行定义.
int32_t find_deepest_node | ( | int32_t | start_node, |
int32_t & | deepest_node | ||
) | const |
bool find_node | ( | int32_t | node, |
int32_t * | trace, | ||
int32_t & | trace_len | ||
) | const |
|
inherited |
|
inherited |
|
inherited |
|
inherited |
在文件 SGObject.cpp 第 498 行定义.
|
inherited |
Returns description of a given parameter string, if it exists. SG_ERROR otherwise
param_name | name of the parameter |
在文件 SGObject.cpp 第 522 行定义.
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inherited |
Returns index of model selection parameter with provided index
param_name | name of model selection parameter |
在文件 SGObject.cpp 第 535 行定义.
int32_t get_num_used_nodes | ( | ) |
bool get_use_compact_terminal_nodes | ( | ) |
|
virtualinherited |
If the SGSerializable is a class template then TRUE will be returned and GENERIC is set to the type of the generic.
generic | set to the type of the generic if returning TRUE |
在文件 SGObject.cpp 第 296 行定义.
|
virtualinherited |
Load this object from file. If it will fail (returning FALSE) then this object will contain inconsistent data and should not be used!
file | where to load from |
prefix | prefix for members |
在文件 SGObject.cpp 第 369 行定义.
|
protectedvirtualinherited |
Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_POST is called.
ShogunException | will be thrown if an error occurs. |
被 CKernel, CWeightedDegreePositionStringKernel, CList, CAlphabet, CLinearHMM, CGaussianKernel, CInverseMultiQuadricKernel, CCircularKernel , 以及 CExponentialKernel 重载.
在文件 SGObject.cpp 第 426 行定义.
|
protectedvirtualinherited |
Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::LOAD_SERIALIZABLE_PRE is called.
ShogunException | will be thrown if an error occurs. |
被 CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool > , 以及 CDynamicObjectArray 重载.
在文件 SGObject.cpp 第 421 行定义.
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virtualinherited |
在文件 SGObject.cpp 第 262 行定义.
void POIMs_add_SLR | ( | float64_t *const *const | poims, |
const int32_t | K, | ||
const int32_t | debug | ||
) |
void POIMs_add_SLR | ( | float64_t *const *const | poims, |
const int32_t | K, | ||
const int32_t | debug | ||
) |
POIMs add SLR
poims | POIMs |
K | K |
debug | debug level |
void POIMs_add_SLR_helper1 | ( | const int32_t | nodeIdx, |
const int32_t | depth, | ||
const int32_t | i, | ||
const int32_t | y0, | ||
float64_t *const *const | poims, | ||
const int32_t | K, | ||
const int32_t | debug | ||
) |
void POIMs_add_SLR_helper1 | ( | const int32_t | nodeIdx, |
const int32_t | depth, | ||
const int32_t | i, | ||
const int32_t | y0, | ||
float64_t *const *const | poims, | ||
const int32_t | K, | ||
const int32_t | debug | ||
) |
POIMs add SLR helper 1
nodeIdx | node index |
depth | depth |
i | i |
y0 | y0 |
poims | POIMs |
K | K |
debug | debug level |
void POIMs_add_SLR_helper2 | ( | float64_t *const *const | poims, |
const int32_t | K, | ||
const int32_t | k, | ||
const int32_t | i, | ||
const int32_t | y, | ||
const float64_t | valW, | ||
const float64_t | valS, | ||
const float64_t | valL, | ||
const float64_t | valR, | ||
const int32_t | debug | ||
) |
POIMs add SLR helper 2
poims | POIMs |
K | K |
k | k |
i | i |
y | y |
valW | value W |
valS | value S |
valL | value L |
valR | value R |
debug | debug level |
void POIMs_calc_SLR_helper1 | ( | const float64_t *const | distrib, |
const int32_t | i, | ||
const int32_t | nodeIdx, | ||
int32_t | left_tries_idx[4], | ||
const int32_t | depth, | ||
int32_t const | lastSym, | ||
float64_t * | S, | ||
float64_t * | L, | ||
float64_t * | R | ||
) |
POIMs calc SLR helper
distrib | distribution |
i | i |
nodeIdx | node index |
left_tries_idx | left tries index |
depth | depth |
lastSym | last symbol |
S | S |
L | L |
R | R |
void POIMs_calc_SLR_helper2 | ( | const float64_t *const | distrib, |
const int32_t | i, | ||
const int32_t | nodeIdx, | ||
int32_t | left_tries_idx[4], | ||
const int32_t | depth, | ||
float64_t * | S, | ||
float64_t * | L, | ||
float64_t * | R | ||
) |
POIMs calc SLR helper 2
distrib | distribution |
i | i |
nodeIdx | node index |
left_tries_idx | left tries index |
depth | depth |
S | S |
L | L |
R | R |
void POIMs_extract_W | ( | float64_t *const *const | W, |
const int32_t | K | ||
) |
POIMs extract W
W | W |
K | K |
void POIMs_extract_W_helper | ( | const int32_t | nodeIdx, |
const int32_t | depth, | ||
const int32_t | offset, | ||
const int32_t | y0, | ||
float64_t *const *const | W, | ||
const int32_t | K | ||
) |
void POIMs_extract_W_helper | ( | const int32_t | nodeIdx, |
const int32_t | depth, | ||
const int32_t | offset, | ||
const int32_t | y0, | ||
float64_t *const *const | W, | ||
const int32_t | K | ||
) |
POIMs extract W helper
nodeIdx | node index |
depth | depth |
offset | offset |
y0 | y0 |
W | W |
K | K |
void POIMs_get_SLR | ( | const int32_t | parentIdx, |
const int32_t | sym, | ||
const int32_t | depth, | ||
float64_t * | S, | ||
float64_t * | L, | ||
float64_t * | R | ||
) |
POIMs get SLR
parentIdx | parent index |
sym | symbol |
depth | depth |
S | will point to S |
L | will point to L |
R | will point to R |
void POIMs_precalc_SLR | ( | const float64_t *const | distrib | ) |
POIMs precalc SLR
distrib | distribution |
|
inherited |
prints all parameter registered for model selection and their type
在文件 SGObject.cpp 第 474 行定义.
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virtualinherited |
|
virtualinherited |
Save this object to file.
file | where to save the object; will be closed during returning if PREFIX is an empty string. |
prefix | prefix for members |
在文件 SGObject.cpp 第 314 行定义.
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protectedvirtualinherited |
Can (optionally) be overridden to post-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_POST is called.
ShogunException | will be thrown if an error occurs. |
被 CKernel 重载.
在文件 SGObject.cpp 第 436 行定义.
|
protectedvirtualinherited |
Can (optionally) be overridden to pre-initialize some member variables which are not PARAMETER::ADD'ed. Make sure that at first the overridden method BASE_CLASS::SAVE_SERIALIZABLE_PRE is called.
ShogunException | will be thrown if an error occurs. |
被 CKernel, CDynamicArray< T >, CDynamicArray< float64_t >, CDynamicArray< float32_t >, CDynamicArray< int32_t >, CDynamicArray< char >, CDynamicArray< bool > , 以及 CDynamicObjectArray 重载.
在文件 SGObject.cpp 第 431 行定义.
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inherited |
在文件 SGObject.cpp 第 41 行定义.
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inherited |
在文件 SGObject.cpp 第 46 行定义.
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inherited |
在文件 SGObject.cpp 第 51 行定义.
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inherited |
在文件 SGObject.cpp 第 56 行定义.
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inherited |
在文件 SGObject.cpp 第 61 行定义.
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inherited |
在文件 SGObject.cpp 第 66 行定义.
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inherited |
在文件 SGObject.cpp 第 71 行定义.
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inherited |
在文件 SGObject.cpp 第 76 行定义.
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inherited |
在文件 SGObject.cpp 第 81 行定义.
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inherited |
在文件 SGObject.cpp 第 86 行定义.
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inherited |
在文件 SGObject.cpp 第 91 行定义.
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inherited |
在文件 SGObject.cpp 第 96 行定义.
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inherited |
在文件 SGObject.cpp 第 101 行定义.
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inherited |
在文件 SGObject.cpp 第 106 行定义.
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inherited |
在文件 SGObject.cpp 第 111 行定义.
|
inherited |
set generic type to T
|
inherited |
|
inherited |
|
inherited |
void set_position_weights | ( | float64_t * | p_position_weights | ) |
void set_use_compact_terminal_nodes | ( | bool | p_use_compact_terminal_nodes | ) |
void set_weights_in_tree | ( | bool | weights_in_tree_ | ) |
|
virtualinherited |
A shallow copy. All the SGObject instance variables will be simply assigned and SG_REF-ed.
被 CGaussianKernel 重载.
在文件 SGObject.cpp 第 192 行定义.
void traverse | ( | int32_t | tree, |
const int32_t | p, | ||
struct TreeParseInfo | info, | ||
const int32_t | depth, | ||
int32_t *const | x, | ||
const int32_t | k | ||
) |
|
inherited |
unset generic type
this has to be called in classes specializing a template class
在文件 SGObject.cpp 第 303 行定义.
|
virtualinherited |
Updates the hash of current parameter combination
在文件 SGObject.cpp 第 248 行定义.
|
inherited |
io
在文件 SGObject.h 第 369 行定义.
|
inherited |
parameters wrt which we can compute gradients
在文件 SGObject.h 第 384 行定义.
|
inherited |
Hash of parameter values
在文件 SGObject.h 第 387 行定义.
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inherited |
model selection parameters
在文件 SGObject.h 第 381 行定义.
|
inherited |
parameters
在文件 SGObject.h 第 378 行定义.
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inherited |
parallel
在文件 SGObject.h 第 372 行定义.
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inherited |
version
在文件 SGObject.h 第 375 行定义.