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SAP HANA Predictive Analysis Library (PAL)

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CREATE TABLE <strong>PAL</strong>_SVM_PDATA_TBL("POSITION" INT, "SCHEMA_NAME" NVARCHAR(256),<br />

"TYPE_NAME" NVARCHAR(256), "PARAMETER_TYPE" VARCHAR(7));<br />

INSERT INTO <strong>PAL</strong>_SVM_PDATA_TBL VALUES (1,'DM_<strong>PAL</strong>','<strong>PAL</strong>_SVM_TRAINING_T','IN');<br />

INSERT INTO <strong>PAL</strong>_SVM_PDATA_TBL VALUES (2,'DM_<strong>PAL</strong>','<strong>PAL</strong>_CONTROL_T','IN');<br />

INSERT INTO <strong>PAL</strong>_SVM_PDATA_TBL VALUES (3,'DM_<strong>PAL</strong>','<strong>PAL</strong>_SVM_MODEL_T','OUT');<br />

CALL SYS.AFLLANG_WRAPPER_PROCEDURE_DROP('DM_<strong>PAL</strong>','<strong>PAL</strong>_SVM_TRAIN');<br />

CALL<br />

SYS.AFLLANG_WRAPPER_PROCEDURE_CREATE('AFL<strong>PAL</strong>','SVMTRAIN','DM_<strong>PAL</strong>','<strong>PAL</strong>_SVM_TRAIN'<br />

,<strong>PAL</strong>_SVM_PDATA_TBL);<br />

DROP TABLE <strong>PAL</strong>_SVM_TRAINING_TBL;<br />

CREATE COLUMN TABLE <strong>PAL</strong>_SVM_TRAINING_TBL LIKE <strong>PAL</strong>_SVM_TRAINING_T;<br />

DROP TABLE #<strong>PAL</strong>_CONTROL_TBL;<br />

CREATE LOCAL TEMPORARY COLUMN TABLE #<strong>PAL</strong>_CONTROL_TBL LIKE <strong>PAL</strong>_CONTROL_T;<br />

DROP TABLE <strong>PAL</strong>_SVM_MODEL_TBL_EX2;<br />

CREATE COLUMN TABLE <strong>PAL</strong>_SVM_MODEL_TBL_EX2 LIKE <strong>PAL</strong>_SVM_MODEL_T;<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(0,1,1,0,0.2,0,'qid:1',3);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(1,0,0,1,0.1,1,'qid:1',2);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(2,0,0,1,0.3,0,'qid:1',1);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(3,2,1,1,0.2,0,'qid:1',4);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(4,3,1,1,0.4,1,'qid:1',5);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(5,4,1,1,0.7,0,'qid:1',6);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(6,0,0,1,0.2,0,'qid:2',1);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(7,1,0,1,0.4,0,'qid:2',2);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(8,0,0,1,0.2,0,'qid:2',1);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(9,1,1,1,0.2,0,'qid:2',3);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(10,2,2,1,0.4,0,'qid:2',4);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(11,3,3,1,0.2,0,'qid:2',5);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(12,0,0,1,0.1,1,'qid:3',2);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(13,1,0,0,0.4,1,'qid:3',4);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(14,0,1,1,0.5,0,'qid:3',1);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(15,1,1,1,0.5,1,'qid:3',3);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(16,2,2,0,0.7,1,'qid:3',5);<br />

INSERT INTO <strong>PAL</strong>_SVM_TRAINING_TBL VALUES(17,1,3,1,1.5,0,'qid:3',6);<br />

INSERT INTO #<strong>PAL</strong>_CONTROL_TBL VALUES('KERNEL_TYPE',2,null,null);<br />

INSERT INTO #<strong>PAL</strong>_CONTROL_TBL VALUES('TYPE',3,null,null);<br />

CALL<br />

DM_<strong>PAL</strong>.<strong>PAL</strong>_SVM_TRAIN(<strong>PAL</strong>_SVM_TRAINING_TBL,#<strong>PAL</strong>_CONTROL_TBL,<strong>PAL</strong>_SVM_MODEL_TBL_EX2)<br />

WITH OVERVIEW;<br />

SELECT * FROM <strong>PAL</strong>_SVM_MODEL_TBL_EX2;<br />

Expected Result<br />

Example 3: Support vector classification (training a model with additional information that can be used<br />

when calculating scoring probability)<br />

SET SCHEMA DM_<strong>PAL</strong>;<br />

DROP TYPE <strong>PAL</strong>_SVM_TRAINING_T;<br />

CREATE TYPE <strong>PAL</strong>_SVM_TRAINING_T AS TABLE (<br />

ID INTEGER,<br />

ATTRIBUTE1 DOUBLE,<br />

ATTRIBUTE2 DOUBLE,<br />

ATTRIBUTE3 DOUBLE,<br />

ATTRIBUTE4 VARCHAR(10),<br />

LABEL INTEGER<br />

);<br />

DROP TYPE <strong>PAL</strong>_CONTROL_T;<br />

CREATE TYPE <strong>PAL</strong>_CONTROL_T AS TABLE(<br />

NAME VARCHAR(50),<br />

INTARGS INTEGER,<br />

DOUBLEARGS DOUBLE,<br />

STRINGARGS VARCHAR(100)<br />

);<br />

<strong>SAP</strong> <strong>HANA</strong> <strong>Predictive</strong> <strong>Analysis</strong> <strong>Library</strong> (<strong>PAL</strong>)<br />

<strong>PAL</strong> Functions P U B L I C 233

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