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Add score function to speaker identification #775

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Apr 16, 2024
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22 changes: 22 additions & 0 deletions sherpa-onnx/csrc/speaker-embedding-manager.cc
Original file line number Diff line number Diff line change
Expand Up @@ -151,6 +151,23 @@ class SpeakerEmbeddingManager::Impl {
return true;
}

float Score(const std::string &name, const float *p) {
if (!name2row_.count(name)) {
// Setting a default value if the name is not found
return -2.0;
}

int32_t row_idx = name2row_.at(name);

Eigen::VectorXf v =
Eigen::Map<Eigen::VectorXf>(const_cast<float *>(p), dim_);
v.normalize();

float score = embedding_matrix_.row(row_idx) * v;

return score;
}

bool Contains(const std::string &name) const {
return name2row_.count(name) > 0;
}
Expand Down Expand Up @@ -206,6 +223,11 @@ bool SpeakerEmbeddingManager::Verify(const std::string &name, const float *p,
return impl_->Verify(name, p, threshold);
}

float SpeakerEmbeddingManager::Score(const std::string &name,
const float *p) const {
return impl_->Score(name, p);
}

int32_t SpeakerEmbeddingManager::NumSpeakers() const {
return impl_->NumSpeakers();
}
Expand Down
2 changes: 2 additions & 0 deletions sherpa-onnx/csrc/speaker-embedding-manager.h
Original file line number Diff line number Diff line change
Expand Up @@ -74,6 +74,8 @@ class SpeakerEmbeddingManager {
*/
bool Verify(const std::string &name, const float *p, float threshold) const;

float Score(const std::string &name, const float *p) const;

// Return true if the given speaker already exists; return false otherwise.
bool Contains(const std::string &name) const;

Expand Down
8 changes: 8 additions & 0 deletions sherpa-onnx/python/csrc/speaker-embedding-manager.cc
Original file line number Diff line number Diff line change
Expand Up @@ -60,6 +60,14 @@ void PybindSpeakerEmbeddingManager(py::module *m) {
return self.Verify(name, v.data(), threshold);
},
py::arg("name"), py::arg("v"), py::arg("threshold"),
py::call_guard<py::gil_scoped_release>())
.def(
"score",
[](const PyClass &self, const std::string &name,
const std::vector<float> &v) -> float {
return self.Score(name, v.data());
},
py::arg("name"), py::arg("v"),
py::call_guard<py::gil_scoped_release>());
}

Expand Down
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