From ee4bce03333b4f45379e6c5ae537011c6f4bf6f8 Mon Sep 17 00:00:00 2001 From: Jackie Han <41348518+jackiehanyang@users.noreply.github.com> Date: Tue, 15 Mar 2022 12:07:08 -0700 Subject: [PATCH] Add Kmeans and AD command documentation (#493) Signed-off-by: jackieyanghan --- docs/category.json | 1 + docs/user/ppl/cmd/ad.rst | 61 + docs/user/ppl/cmd/kmeans.rst | 38 + docs/user/ppl/index.rst | 4 + doctest/build.gradle | 14 +- .../opensearch-ml-1.3.0.0-SNAPSHOT.zip | Bin 0 -> 17028149 bytes doctest/test_data/nyc_taxi.json | 1946 +++++++++++++++++ doctest/test_docs.py | 4 +- doctest/test_mapping/nyc_taxi.json | 16 + 9 files changed, 2082 insertions(+), 2 deletions(-) create mode 100644 docs/user/ppl/cmd/ad.rst create mode 100644 docs/user/ppl/cmd/kmeans.rst create mode 100644 doctest/resources/ml-commons/opensearch-ml-1.3.0.0-SNAPSHOT.zip create mode 100644 doctest/test_data/nyc_taxi.json create mode 100644 doctest/test_mapping/nyc_taxi.json diff --git a/docs/category.json b/docs/category.json index bcd6318a46..4fc9ac2ac5 100644 --- a/docs/category.json +++ b/docs/category.json @@ -7,6 +7,7 @@ "user/admin/settings.rst" ], "ppl_cli": [ + "user/ppl/cmd/ad.rst", "user/ppl/cmd/dedup.rst", "user/ppl/cmd/eval.rst", "user/ppl/cmd/fields.rst", diff --git a/docs/user/ppl/cmd/ad.rst b/docs/user/ppl/cmd/ad.rst new file mode 100644 index 0000000000..f73ff143a3 --- /dev/null +++ b/docs/user/ppl/cmd/ad.rst @@ -0,0 +1,61 @@ +============= +ad +============= + +.. rubric:: Table of contents + +.. contents:: + :local: + :depth: 2 + + +Description +============ +| The ``ad`` command applies Random Cut Forest (RCF) algorithm in ml-commons plugin on the search result returned by a PPL command. Based on the input, two types of RCF algorithms will be utilized: fixed in time RCF for processing time-series data, batch RCF for processing non-time-series data. + + +Fixed In Time RCF For Time-series Data Command Syntax +===================================================== +ad + +* shingle_size: optional. A shingle is a consecutive sequence of the most recent records. The default value is 8. +* time_decay: optional. It specifies how much of the recent past to consider when computing an anomaly score. The default value is 0.001. +* time_field: mandatory. It specifies the time filed for RCF to use as time-series data. + + +Batch RCF for Non-time-series Data Command Syntax +================================================= +ad + +* shingle_size: optional. A shingle is a consecutive sequence of the most recent records. The default value is 8. +* time_decay: optional. It specifies how much of the recent past to consider when computing an anomaly score. The default value is 0.001. + + +Example1: Detecting events in New York City from taxi ridership data with time-series data +========================================================================================== + +The example trains a RCF model and use the model to detect anomalies in the time-series ridership data. + +PPL query:: + + os> source=nyc_taxi | fields value, timestamp | AD time_field='timestamp' | where value=10844.0' + +----------+---------------+-------+---------------+ + | value | timestamp | score | anomaly_grade | + |----------+---------------+-------+---------------| + | 10844.0 | 1404172800000 | 0.0 | 0.0 | + +----------+---------------+-------+---------------+ + + +Example2: Detecting events in New York City from taxi ridership data with non-time-series data +============================================================================================== + +The example trains a RCF model and use the model to detect anomalies in the non-time-series ridership data. + +PPL query:: + + os> source=nyc_taxi | fields value | AD | where value=10844.0' + +----------+--------+-----------+ + | value | score | anomalous | + |----------+--------+-----------| + | 10844.0 | 0.0 | false | + +----------+--------+-----------+ diff --git a/docs/user/ppl/cmd/kmeans.rst b/docs/user/ppl/cmd/kmeans.rst new file mode 100644 index 0000000000..b4aa78d8e0 --- /dev/null +++ b/docs/user/ppl/cmd/kmeans.rst @@ -0,0 +1,38 @@ +============= +kmeans +============= + +.. rubric:: Table of contents + +.. contents:: + :local: + :depth: 2 + + +Description +============ +| The ``kmeans`` command applies kmeans algorithm in ml-commons plugin on the search result returned by a PPL command. + + +Syntax +====== +kmeans + +* cluster-number: mandatory. The number of clusters you want to group your data points into. + + +Example: Clustering of Iris Dataset +=================================== + +The example shows how to classify three Iris species (Iris setosa, Iris virginica and Iris versicolor) based on the combination of four features measured from each sample: the length and the width of the sepals and petals. + +PPL query:: + + os> source=iris_data | fields sepal_length_in_cm, sepal_width_in_cm, petal_length_in_cm, petal_width_in_cm | kmeans 3 + +--------------------+-------------------+--------------------+-------------------+-----------+ + | sepal_length_in_cm | sepal_width_in_cm | petal_length_in_cm | petal_width_in_cm | ClusterID | + |--------------------+-------------------+--------------------+-------------------+-----------| + | 5.1 | 3.5 | 1.4 | 0.2 | 1 | + | 5.6 | 3.0 | 4.1 | 1.3 | 0 | + | 6.7 | 2.5 | 5.8 | 1.8 | 2 | + +--------------------+-------------------+--------------------+-------------------+-----------+ diff --git a/docs/user/ppl/index.rst b/docs/user/ppl/index.rst index 9de3acd7eb..015797895d 100644 --- a/docs/user/ppl/index.rst +++ b/docs/user/ppl/index.rst @@ -36,12 +36,16 @@ The query start with search command and then flowing a set of command delimited - `Syntax `_ + - `ad command `_ + - `dedup command `_ - `eval command `_ - `fields command `_ + - `kmeans command `_ + - `parse command `_ - `rename command `_ diff --git a/doctest/build.gradle b/doctest/build.gradle index 0c0cc56d7e..f310806147 100644 --- a/doctest/build.gradle +++ b/doctest/build.gradle @@ -3,6 +3,7 @@ * SPDX-License-Identifier: Apache-2.0 */ +import java.util.concurrent.Callable import org.opensearch.gradle.testclusters.RunTask plugins { @@ -49,7 +50,18 @@ clean.dependsOn(cleanBootstrap) testClusters { docTestCluster { - plugin ':plugin' + plugin(provider(new Callable(){ + @Override + RegularFile call() throws Exception { + return new RegularFile() { + @Override + File getAsFile() { + return fileTree("resources/ml-commons").getSingleFile() + } + } + } + })) + testDistribution = 'integ_test' } } diff --git a/doctest/resources/ml-commons/opensearch-ml-1.3.0.0-SNAPSHOT.zip b/doctest/resources/ml-commons/opensearch-ml-1.3.0.0-SNAPSHOT.zip new file mode 100644 index 0000000000000000000000000000000000000000..2d4ee4345824d1b0736c1bc87f1da303d11eaf17 GIT binary patch literal 17028149 zcmV)FK)=6GO9KQ7000OG0MtfrRQZ(9H#q|U05Jyu02}}S0B~$|XK8LNWMy+>a%pgM zZ*neha&K^Da&&2BbA468ZqzUkz2_@N-NRlQtAK=1MUe_ffJC9v_P`A}$?V3+v4ibw z*@}mc>AIJ7%jI)%QLJ$9 zu4Ve#v)Qn8bxZH82~Jf*u+Ed?pM!Et^>nDL@zlwNDOg}bt2}L$W~!KU&ehOh8g_{B zBGnWn>qr7w+pd>ERe)L~CvOK=A2~!)c4Hezu4T^p&h`hVc5Qe{t)LAvU>{WYI8+2_ zI6cr785<5#X&-5EVS(@Uuu}$cUpv*~eyS#QWvZ+jd?5Y>Hj<}S&KJ(qgQ;IqK>Lc{u!yh^3` zq3dFw(2aRY#Zqnu=PLt8Lz7Wvx19Z~HK!QWfj(ba`>D8M7XCt9h>LRb<@$E>@#|d% z#>N3POGtw&Qa|S;WvBD?W3xw0{G3WiF}!NhRyOCf9kf1_KL@Gf)@VdA56ZfoSaiG7 zVl?|rF8T9V@ifJlc{v0mAHTAh_A(2wcsTHPH7Jdzwv!k^0CvFAh;e`Lfjb(#b;xt| 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