feat: find best embedding matches (#1102)

This commit is contained in:
thewh1teagle
2024-07-11 04:38:06 +03:00
committed by GitHub
parent 1c104ea847
commit c0eaf86dbd
4 changed files with 134 additions and 0 deletions

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@@ -9,6 +9,11 @@
#include <string>
#include <vector>
struct SpeakerMatch {
const std::string name;
float score;
};
namespace sherpa_onnx {
class SpeakerEmbeddingManager {
@@ -62,6 +67,25 @@ class SpeakerEmbeddingManager {
*/
std::string Search(const float *p, float threshold) const;
/**
* It is for speaker identification.
*
* It computes the cosine similarity between a given embedding and all
* other embeddings and finds the embeddings that have the largest scores
* and the scores are above or equal to the threshold. Returns a vector of
* SpeakerMatch structures containing the speaker names and scores for the
* embeddings if found; otherwise, returns an empty vector.
*
* @param p A pointer to the input embedding.
* @param threshold A value between 0 and 1.
* @param n The number of top matches to return.
* @return A vector of SpeakerMatch structures. If matches are found, the
* vector contains the names and scores of the speakers. Otherwise,
* it returns an empty vector.
*/
std::vector<SpeakerMatch> GetBestMatches(const float *p, float threshold,
int32_t n) const;
/* Check whether the input embedding matches the embedding of the input
* speaker.
*