/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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 * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY * KIND, either express or implied. See the License for the * specific language governing permissions and limitations * under the License. */ #include "kolmogorov_smirnov.hpp" #include "kll_sketch.hpp" #include "quantiles_sketch.hpp" #include namespace py = pybind11; void init_kolmogorov_smirnov(py::module &m) { using namespace datasketches; m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between kll_ints_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between kll_floats_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between kll_doubles_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between quantiles_ints_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between quantiles_floats_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); m.def("ks_test", &kolmogorov_smirnov::test>, py::arg("sk_1"), py::arg("sk_2"), py::arg("p"), "Performs the Kolmogorov-Smirnov Test between quantiles_doubles_sketches.\n" "Note: if the given sketches have insufficient data or if the sketch sizes are too small, " "this will return false.\n" "Returns True if we can reject the null hypothesis (that the sketches reflect the same underlying " "distribution) using the provided p-value, otherwise False."); }