Return-Path: X-Original-To: archive-asf-public-internal@cust-asf2.ponee.io Delivered-To: archive-asf-public-internal@cust-asf2.ponee.io Received: from cust-asf.ponee.io (cust-asf.ponee.io [163.172.22.183]) by cust-asf2.ponee.io (Postfix) with ESMTP id CE364200D66 for ; Fri, 29 Dec 2017 10:28:21 +0100 (CET) Received: by cust-asf.ponee.io (Postfix) id CD1A6160C22; Fri, 29 Dec 2017 09:28:21 +0000 (UTC) Delivered-To: archive-asf-public@cust-asf.ponee.io Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by cust-asf.ponee.io (Postfix) with SMTP id 886AB160C38 for ; Fri, 29 Dec 2017 10:28:19 +0100 (CET) Received: (qmail 94283 invoked by uid 500); 29 Dec 2017 09:28:18 -0000 Mailing-List: contact commits-help@ignite.apache.org; run by ezmlm Precedence: bulk List-Help: List-Unsubscribe: List-Post: List-Id: Reply-To: dev@ignite.apache.org Delivered-To: mailing list commits@ignite.apache.org Received: (qmail 94108 invoked by uid 99); 29 Dec 2017 09:28:18 -0000 Received: from git1-us-west.apache.org (HELO git1-us-west.apache.org) (140.211.11.23) by apache.org (qpsmtpd/0.29) with ESMTP; Fri, 29 Dec 2017 09:28:18 +0000 Received: by git1-us-west.apache.org (ASF Mail Server at git1-us-west.apache.org, from userid 33) id 7D0D6DFF4E; Fri, 29 Dec 2017 09:28:18 +0000 (UTC) Content-Type: text/plain; charset="us-ascii" MIME-Version: 1.0 Content-Transfer-Encoding: 7bit From: sboikov@apache.org To: commits@ignite.apache.org Date: Fri, 29 Dec 2017 09:28:25 -0000 Message-Id: <0fdaa68893e74a5b85e078a546a716fa@git.apache.org> In-Reply-To: <35bbc057c7b8417a9a8288fe0de446d7@git.apache.org> References: <35bbc057c7b8417a9a8288fe0de446d7@git.apache.org> X-Mailer: ASF-Git Admin Mailer Subject: [08/15] ignite git commit: IGNITE-5217: Gradient descent for OLS lin reg archived-at: Fri, 29 Dec 2017 09:28:22 -0000 http://git-wip-us.apache.org/repos/asf/ignite/blob/b2060855/modules/ml/src/test/resources/datasets/regression/diabetes.csv 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+57.0, -0.04547247794, -0.044641636507, -0.0730303027164, -0.0814137658171, 0.0837401173883, 0.0278089295202, 0.173815784789, -0.0394933828741, -0.00421985970695, 0.00306440941437 \ No newline at end of file http://git-wip-us.apache.org/repos/asf/ignite/blob/b2060855/modules/yardstick/src/main/java/org/apache/ignite/yardstick/cache/jdbc/JdbcPutIndexedValue8Benchmark.java ---------------------------------------------------------------------- diff --git a/modules/yardstick/src/main/java/org/apache/ignite/yardstick/cache/jdbc/JdbcPutIndexedValue8Benchmark.java b/modules/yardstick/src/main/java/org/apache/ignite/yardstick/cache/jdbc/JdbcPutIndexedValue8Benchmark.java index f8bef94..3a41c08 100644 --- a/modules/yardstick/src/main/java/org/apache/ignite/yardstick/cache/jdbc/JdbcPutIndexedValue8Benchmark.java +++ b/modules/yardstick/src/main/java/org/apache/ignite/yardstick/cache/jdbc/JdbcPutIndexedValue8Benchmark.java @@ -20,11 +20,8 @@ package org.apache.ignite.yardstick.cache.jdbc; import java.sql.PreparedStatement; import java.sql.SQLException; import java.util.Map; - import org.apache.ignite.IgniteException; -import static org.apache.ignite.yardstick.IgniteAbstractBenchmark.nextRandom; - /** * JDBC benchmark that performs raw SQL insert into a table with 8 btree indexed columns */ http://git-wip-us.apache.org/repos/asf/ignite/blob/b2060855/modules/yardstick/src/main/ml/org/apache/ignite/yardstick/ml/regression/IgniteOLSMultipleLinearRegressionBenchmark.java ---------------------------------------------------------------------- diff --git a/modules/yardstick/src/main/ml/org/apache/ignite/yardstick/ml/regression/IgniteOLSMultipleLinearRegressionBenchmark.java b/modules/yardstick/src/main/ml/org/apache/ignite/yardstick/ml/regression/IgniteOLSMultipleLinearRegressionBenchmark.java index 9b36a4a..89b5471 100644 --- a/modules/yardstick/src/main/ml/org/apache/ignite/yardstick/ml/regression/IgniteOLSMultipleLinearRegressionBenchmark.java +++ b/modules/yardstick/src/main/ml/org/apache/ignite/yardstick/ml/regression/IgniteOLSMultipleLinearRegressionBenchmark.java @@ -19,9 +19,9 @@ package org.apache.ignite.yardstick.ml.regression; import java.util.Map; import org.apache.ignite.ml.math.impls.matrix.DenseLocalOnHeapMatrix; -import org.apache.ignite.ml.regressions.OLSMultipleLinearRegression; +import org.apache.ignite.ml.regressions.linear.LinearRegressionModel; +import org.apache.ignite.ml.regressions.linear.LinearRegressionQRTrainer; import org.apache.ignite.yardstick.IgniteAbstractBenchmark; -import org.apache.ignite.yardstick.ml.DataChanger; /** * Ignite benchmark that performs ML Grid operations. @@ -41,52 +41,29 @@ public class IgniteOLSMultipleLinearRegressionBenchmark extends IgniteAbstractBe private void runLongly() { // Y values are first, then independent vars // Each row is one observation - double[] design = new DataChanger.Scale().mutate(new double[] { - 60323, 83.0, 234289, 2356, 1590, 107608, 1947, - 61122, 88.5, 259426, 2325, 1456, 108632, 1948, - 60171, 88.2, 258054, 3682, 1616, 109773, 1949, - 61187, 89.5, 284599, 3351, 1650, 110929, 1950, - 63221, 96.2, 328975, 2099, 3099, 112075, 1951, - 63639, 98.1, 346999, 1932, 3594, 113270, 1952, - 64989, 99.0, 365385, 1870, 3547, 115094, 1953, - 63761, 100.0, 363112, 3578, 3350, 116219, 1954, - 66019, 101.2, 397469, 2904, 3048, 117388, 1955, - 67857, 104.6, 419180, 2822, 2857, 118734, 1956, - 68169, 108.4, 442769, 2936, 2798, 120445, 1957, - 66513, 110.8, 444546, 4681, 2637, 121950, 1958, - 68655, 112.6, 482704, 3813, 2552, 123366, 1959, - 69564, 114.2, 502601, 3931, 2514, 125368, 1960, - 69331, 115.7, 518173, 4806, 2572, 127852, 1961, - 70551, 116.9, 554894, 4007, 2827, 130081, 1962 - }); + double[][] data = new double[][] { + { 60323, 83.0, 234289, 2356, 1590, 107608, 1947 }, + { 61122, 88.5, 259426, 2325, 1456, 108632, 1948 }, + { 60171, 88.2, 258054, 3682, 1616, 109773, 1949 }, + { 61187, 89.5, 284599, 3351, 1650, 110929, 1950 }, + { 63221, 96.2, 328975, 2099, 3099, 112075, 1951 }, + { 63639, 98.1, 346999, 1932, 3594, 113270, 1952 }, + { 64989, 99.0, 365385, 1870, 3547, 115094, 1953 }, + { 63761, 100.0, 363112, 3578, 3350, 116219, 1954 }, + { 66019, 101.2, 397469, 2904, 3048, 117388, 1955 }, + { 67857, 104.6, 419180, 2822, 2857, 118734, 1956 }, + { 68169, 108.4, 442769, 2936, 2798, 120445, 1957 }, + { 66513, 110.8, 444546, 4681, 2637, 121950, 1958 }, + { 68655, 112.6, 482704, 3813, 2552, 123366, 1959 }, + { 69564, 114.2, 502601, 3931, 2514, 125368, 1960 }, + { 69331, 115.7, 518173, 4806, 2572, 127852, 1961 }, + { 70551, 116.9, 554894, 4007, 2827, 130081, 1962 } + }; final int nobs = 16; final int nvars = 6; - // Estimate the model - OLSMultipleLinearRegression mdl = new OLSMultipleLinearRegression(); - mdl.newSampleData(design, nobs, nvars, new DenseLocalOnHeapMatrix()); - - // Check expected beta values from NIST - mdl.estimateRegressionParameters(); - - // Check expected residuals from R - mdl.estimateResiduals(); - - // Check standard errors from NIST - mdl.estimateRegressionParametersStandardErrors(); - - // Estimate model without intercept - mdl.setNoIntercept(true); - mdl.newSampleData(design, nobs, nvars, new DenseLocalOnHeapMatrix()); - - // Check expected beta values from R - mdl.estimateRegressionParameters(); - - // Check standard errors from R - mdl.estimateRegressionParametersStandardErrors(); - - // Check expected residuals from R - mdl.estimateResiduals(); + LinearRegressionQRTrainer trainer = new LinearRegressionQRTrainer(); + LinearRegressionModel model = trainer.train(new DenseLocalOnHeapMatrix(data)); } } http://git-wip-us.apache.org/repos/asf/ignite/blob/b2060855/parent/pom.xml ---------------------------------------------------------------------- diff --git a/parent/pom.xml b/parent/pom.xml index 9b2386f..ec5a938 100644 --- a/parent/pom.xml +++ b/parent/pom.xml @@ -839,6 +839,7 @@ examples/src/main/java/org/apache/ignite/examples/streaming/wordcount/*.txt src/main/resources/person.csv **/resources/datasets/knn/* + **/resources/datasets/regression/* examples/src/main/resources/person.csv src/main/java/org/jetbrains/annotations/*.java dev-tools/IGNITE-*.patch