Add Python API for clustering (#1385)
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52
sherpa-onnx/python/csrc/fast-clustering.cc
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52
sherpa-onnx/python/csrc/fast-clustering.cc
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// sherpa-onnx/python/csrc/fast-clustering.cc
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//
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// Copyright (c) 2024 Xiaomi Corporation
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#include "sherpa-onnx/python/csrc/fast-clustering.h"
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#include <sstream>
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#include <vector>
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#include "sherpa-onnx/csrc/fast-clustering.h"
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namespace sherpa_onnx {
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static void PybindFastClusteringConfig(py::module *m) {
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using PyClass = FastClusteringConfig;
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py::class_<PyClass>(*m, "FastClusteringConfig")
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.def(py::init<int32_t, float>(), py::arg("num_clusters") = -1,
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py::arg("threshold") = 0.5)
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.def_readwrite("num_clusters", &PyClass::num_clusters)
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.def_readwrite("threshold", &PyClass::threshold)
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.def("__str__", &PyClass::ToString)
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.def("validate", &PyClass::Validate);
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}
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void PybindFastClustering(py::module *m) {
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PybindFastClusteringConfig(m);
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using PyClass = FastClustering;
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py::class_<PyClass>(*m, "FastClustering")
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.def(py::init<const FastClusteringConfig &>(), py::arg("config"))
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.def(
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"__call__",
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[](const PyClass &self,
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py::array_t<float> features) -> std::vector<int32_t> {
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int num_dim = features.ndim();
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if (num_dim != 2) {
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std::ostringstream os;
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os << "Expect an array of 2 dimensions. Given dim: " << num_dim
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<< "\n";
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throw py::value_error(os.str());
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}
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int32_t num_rows = features.shape(0);
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int32_t num_cols = features.shape(1);
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float *p = features.mutable_data();
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py::gil_scoped_release release;
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return self.Cluster(p, num_rows, num_cols);
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},
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py::arg("features"));
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}
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} // namespace sherpa_onnx
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