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Diffstat (limited to 'kaldi_io/src/kaldi/tree/event-map.h')
-rw-r--r-- | kaldi_io/src/kaldi/tree/event-map.h | 365 |
1 files changed, 365 insertions, 0 deletions
diff --git a/kaldi_io/src/kaldi/tree/event-map.h b/kaldi_io/src/kaldi/tree/event-map.h new file mode 100644 index 0000000..07fcc2b --- /dev/null +++ b/kaldi_io/src/kaldi/tree/event-map.h @@ -0,0 +1,365 @@ +// tree/event-map.h + +// Copyright 2009-2011 Microsoft Corporation; Haihua Xu + +// See ../../COPYING for clarification regarding multiple authors +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +// KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED +// WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE, +// MERCHANTABLITY OR NON-INFRINGEMENT. +// See the Apache 2 License for the specific language governing permissions and +// limitations under the License. + +#ifndef KALDI_TREE_EVENT_MAP_H_ +#define KALDI_TREE_EVENT_MAP_H_ + +#include <vector> +#include <map> +#include <algorithm> +#include "base/kaldi-common.h" +#include "util/stl-utils.h" +#include "util/const-integer-set.h" + +namespace kaldi { + +/// \defgroup event_map_group Event maps +/// \ingroup tree_group +/// See \ref tree_internals for overview, and specifically \ref treei_event_map. + + +// Note RE negative values: some of this code will not work if things of type +// EventValueType are negative. In particular, TableEventMap can't be used if +// things of EventValueType are negative, and additionally TableEventMap won't +// be efficient if things of EventValueType take on extremely large values. The +// EventKeyType can be negative though. + +/// Things of type EventKeyType can take any value. The code does not assume they are contiguous. +/// So values like -1, 1000000 and the like are acceptable. +typedef int32 EventKeyType; + +/// Given current code, things of type EventValueType should generally be nonnegative and in a +/// reasonably small range (e.g. not one million), as we sometimes construct vectors of the size: +/// [largest value we saw for this key]. This deficiency may be fixed in future [would require +/// modifying TableEventMap] +typedef int32 EventValueType; + +/// As far as the event-map code itself is concerned, things of type EventAnswerType may take +/// any value except kNoAnswer (== -1). However, some specific uses of EventMap (e.g. in +/// build-tree-utils.h) assume these quantities are nonnegative. +typedef int32 EventAnswerType; + +typedef std::vector<std::pair<EventKeyType, EventValueType> > EventType; +// It is required to be sorted and have unique keys-- i.e. functions assume this when called +// with this type. + +inline std::pair<EventKeyType, EventValueType> MakeEventPair (EventKeyType k, EventValueType v) { + return std::pair<EventKeyType, EventValueType>(k, v); +} + +void WriteEventType(std::ostream &os, bool binary, const EventType &vec); +void ReadEventType(std::istream &is, bool binary, EventType *vec); + +std::string EventTypeToString(const EventType &evec); // so we can print events out in error messages. + +struct EventMapVectorHash { // Hashing object for EventMapVector. Works for both pointers and references. + // Not used in event-map.{h, cc} + size_t operator () (const EventType &vec); + size_t operator () (const EventType *ptr) { return (*this)(*ptr); } +}; +struct EventMapVectorEqual { // Equality object for EventType pointers-- test equality of underlying vector. + // Not used in event-map.{h, cc} + size_t operator () (const EventType *p1, const EventType *p2) { return (*p1 == *p2); } +}; + + +/// A class that is capable of representing a generic mapping from +/// EventType (which is a vector of (key, value) pairs) to +/// EventAnswerType which is just an integer. See \ref tree_internals +/// for overview. +class EventMap { + public: + static void Check(const EventType &event); // will crash if not sorted and unique on key. + static bool Lookup(const EventType &event, EventKeyType key, EventValueType *ans); + + // Maps events to the answer type. input must be sorted. + virtual bool Map(const EventType &event, EventAnswerType *ans) const = 0; + + // MultiMap maps a partially specified set of events to the set of answers it might + // map to. It appends these to "ans". "ans" is + // **not guaranteed unique at output** if the + // tree contains duplicate answers at leaves -- you should sort & uniq afterwards. + // e.g.: SortAndUniq(ans). + virtual void MultiMap(const EventType &event, std::vector<EventAnswerType> *ans) const = 0; + + // GetChildren() returns the EventMaps that are immediate children of this + // EventMap (if they exist), by putting them in *out. Useful for + // determining the structure of the event map. + virtual void GetChildren(std::vector<EventMap*> *out) const = 0; + + // This Copy() does a deep copy of the event map. + // If new_leaves is nonempty when it reaches a leaf with value l s.t. new_leaves[l] != NULL, + // it replaces it with a copy of that EventMap. This makes it possible to extend and modify + // It's the way we do splits of trees, and clustering of trees. Think about this carefully, because + // the EventMap structure does not support modification of an existing tree. Do not be tempted + // to do this differently, because other kinds of mechanisms would get very messy and unextensible. + // Copy() is the only mechanism to modify a tree. It's similar to a kind of function composition. + // Copy() does not take ownership of the pointers in new_leaves (it uses the Copy() function of those + // EventMaps). + virtual EventMap *Copy(const std::vector<EventMap*> &new_leaves) const = 0; + + EventMap *Copy() const { std::vector<EventMap*> new_leaves; return Copy(new_leaves); } + + // The function MapValues() is intended to be used to map phone-sets between + // different integer representations. For all the keys in the set + // "keys_to_map", it will map the corresponding values using the map + // "value_map". Note: these values are the values in the key->value pairs of + // the EventMap, which really correspond to phones in the usual case; they are + // not the "answers" of the EventMap which correspond to clustered states. In + // case multiple values are mapped to the same value, it will try to deal with + // it gracefully where it can, but will crash if, for example, this would + // cause problems with the TableEventMap. It will also crash if any values + // used for keys in "keys_to_map" are not mapped by "value_map". This + // function is not currently used. + virtual EventMap *MapValues( + const unordered_set<EventKeyType> &keys_to_map, + const unordered_map<EventValueType,EventValueType> &value_map) const = 0; + + // The function Prune() is like Copy(), except it removes parts of the tree + // that return only -1 (it will return NULL if this EventMap returns only -1). + // This is a mechanism to remove parts of the tree-- you would first use the + // Copy() function with a vector of EventMap*, and for the parts you don't + // want, you'd put a ConstantEventMap with -1; you'd then call + // Prune() on the result. This function is not currently used. + virtual EventMap *Prune() const = 0; + + virtual EventAnswerType MaxResult() const { // child classes may override this for efficiency; here is basic version. + // returns -1 if nothing found. + std::vector<EventAnswerType> tmp; EventType empty_event; + MultiMap(empty_event, &tmp); + if (tmp.empty()) { + KALDI_WARN << "EventMap::MaxResult(), empty result"; + return std::numeric_limits<EventAnswerType>::min(); + } + else { return * std::max_element(tmp.begin(), tmp.end()); } + } + + /// Write to stream. + virtual void Write(std::ostream &os, bool binary) = 0; + + virtual ~EventMap() {} + + /// a Write function that takes care of NULL pointers. + static void Write(std::ostream &os, bool binary, EventMap *emap); + /// a Read function that reads an arbitrary EventMap; also + /// works for NULL pointers. + static EventMap *Read(std::istream &is, bool binary); +}; + + +class ConstantEventMap: public EventMap { + public: + virtual bool Map(const EventType &event, EventAnswerType *ans) const { + *ans = answer_; + return true; + } + + virtual void MultiMap(const EventType &, + std::vector<EventAnswerType> *ans) const { + ans->push_back(answer_); + } + + virtual void GetChildren(std::vector<EventMap*> *out) const { out->clear(); } + + virtual EventMap *Copy(const std::vector<EventMap*> &new_leaves) const { + if (answer_ < 0 || answer_ >= (EventAnswerType)new_leaves.size() || + new_leaves[answer_] == NULL) + return new ConstantEventMap(answer_); + else return new_leaves[answer_]->Copy(); + } + + virtual EventMap *MapValues( + const unordered_set<EventKeyType> &keys_to_map, + const unordered_map<EventValueType,EventValueType> &value_map) const { + return new ConstantEventMap(answer_); + } + + virtual EventMap *Prune() const { + return (answer_ == -1 ? NULL : new ConstantEventMap(answer_)); + } + + explicit ConstantEventMap(EventAnswerType answer): answer_(answer) { } + + virtual void Write(std::ostream &os, bool binary); + static ConstantEventMap *Read(std::istream &is, bool binary); + private: + EventAnswerType answer_; + KALDI_DISALLOW_COPY_AND_ASSIGN(ConstantEventMap); +}; + +class TableEventMap: public EventMap { + public: + + virtual bool Map(const EventType &event, EventAnswerType *ans) const { + EventValueType tmp; *ans = -1; // means no answer + if (Lookup(event, key_, &tmp) && tmp >= 0 + && tmp < (EventValueType)table_.size() && table_[tmp] != NULL) { + return table_[tmp]->Map(event, ans); + } + return false; + } + + virtual void GetChildren(std::vector<EventMap*> *out) const { + out->clear(); + for (size_t i = 0; i<table_.size(); i++) + if (table_[i] != NULL) out->push_back(table_[i]); + } + + virtual void MultiMap(const EventType &event, std::vector<EventAnswerType> *ans) const { + EventValueType tmp; + if (Lookup(event, key_, &tmp)) { + if (tmp >= 0 && tmp < (EventValueType)table_.size() && table_[tmp] != NULL) + return table_[tmp]->MultiMap(event, ans); + // else no answers. + } else { // all answers are possible if no such key. + for (size_t i = 0;i < table_.size();i++) + if (table_[i] != NULL) table_[i]->MultiMap(event, ans); // append. + } + } + + virtual EventMap *Prune() const; + + virtual EventMap *MapValues( + const unordered_set<EventKeyType> &keys_to_map, + const unordered_map<EventValueType,EventValueType> &value_map) const; + + /// Takes ownership of pointers. + explicit TableEventMap(EventKeyType key, const std::vector<EventMap*> &table): key_(key), table_(table) {} + /// Takes ownership of pointers. + explicit TableEventMap(EventKeyType key, const std::map<EventValueType, EventMap*> &map_in); + /// This initializer creates a ConstantEventMap for each value in the map. + explicit TableEventMap(EventKeyType key, const std::map<EventValueType, EventAnswerType> &map_in); + + virtual void Write(std::ostream &os, bool binary); + static TableEventMap *Read(std::istream &is, bool binary); + + virtual EventMap *Copy(const std::vector<EventMap*> &new_leaves) const { + std::vector<EventMap*> new_table_(table_.size(), NULL); + for (size_t i = 0;i<table_.size();i++) if (table_[i]) new_table_[i]=table_[i]->Copy(new_leaves); + return new TableEventMap(key_, new_table_); + } + virtual ~TableEventMap() { + DeletePointers(&table_); + } + private: + EventKeyType key_; + std::vector<EventMap*> table_; + KALDI_DISALLOW_COPY_AND_ASSIGN(TableEventMap); +}; + + + + +class SplitEventMap: public EventMap { // A decision tree [non-leaf] node. + public: + + virtual bool Map(const EventType &event, EventAnswerType *ans) const { + EventValueType value; + if (Lookup(event, key_, &value)) { + // if (std::binary_search(yes_set_.begin(), yes_set_.end(), value)) { + if (yes_set_.count(value)) { + return yes_->Map(event, ans); + } + return no_->Map(event, ans); + } + return false; + } + + virtual void MultiMap(const EventType &event, std::vector<EventAnswerType> *ans) const { + EventValueType tmp; + if (Lookup(event, key_, &tmp)) { + if (std::binary_search(yes_set_.begin(), yes_set_.end(), tmp)) + yes_->MultiMap(event, ans); + else + no_->MultiMap(event, ans); + } else { // both yes and no contribute. + yes_->MultiMap(event, ans); + no_->MultiMap(event, ans); + } + } + + virtual void GetChildren(std::vector<EventMap*> *out) const { + out->clear(); + out->push_back(yes_); + out->push_back(no_); + } + + virtual EventMap *Copy(const std::vector<EventMap*> &new_leaves) const { + return new SplitEventMap(key_, yes_set_, yes_->Copy(new_leaves), no_->Copy(new_leaves)); + } + + virtual void Write(std::ostream &os, bool binary); + static SplitEventMap *Read(std::istream &is, bool binary); + + virtual EventMap *Prune() const; + + virtual EventMap *MapValues( + const unordered_set<EventKeyType> &keys_to_map, + const unordered_map<EventValueType,EventValueType> &value_map) const; + + virtual ~SplitEventMap() { Destroy(); } + + /// This constructor takes ownership of the "yes" and "no" arguments. + SplitEventMap(EventKeyType key, const std::vector<EventValueType> &yes_set, + EventMap *yes, EventMap *no): key_(key), yes_set_(yes_set), yes_(yes), no_(no) { + KALDI_PARANOID_ASSERT(IsSorted(yes_set)); + KALDI_ASSERT(yes_ != NULL && no_ != NULL); + } + + + private: + /// This constructor used in the Copy() function. + SplitEventMap(EventKeyType key, const ConstIntegerSet<EventValueType> &yes_set, + EventMap *yes, EventMap *no): key_(key), yes_set_(yes_set), yes_(yes), no_(no) { + KALDI_ASSERT(yes_ != NULL && no_ != NULL); + } + void Destroy() { + delete yes_; delete no_; + } + EventKeyType key_; + // std::vector<EventValueType> yes_set_; + ConstIntegerSet<EventValueType> yes_set_; // more efficient Map function. + EventMap *yes_; // owned here. + EventMap *no_; // owned here. + SplitEventMap &operator = (const SplitEventMap &other); // Disallow. +}; + +/** + This function gets the tree structure of the EventMap "map" in a convenient form. + If "map" corresponds to a tree structure (not necessarily binary) with leaves + uniquely numbered from 0 to num_leaves-1, then the function will return true, + output "num_leaves", and set "parent" to a vector of size equal to the number of + nodes in the tree (nonleaf and leaf), where each index corresponds to a node + and the leaf indices correspond to the values returned by the EventMap from + that leaf; for an index i, parent[i] equals the parent of that node in the tree + structure, where parent[i] > i, except for the last (root) node where parent[i] == i. + If the EventMap does not have this structure (e.g. if multiple different leaf nodes share + the same number), then it will return false. +*/ + +bool GetTreeStructure(const EventMap &map, + int32 *num_leaves, + std::vector<int32> *parents); + + +/// @} end "addtogroup event_map_group" + +} + +#endif |