使用 JPMML 评估 SAS 生成的 PMML 文件时出现 FMTWID

FMTWIDTH error while using JPMML to evaluate a SAS produced PMML file(使用 JPMML 评估 SAS 生成的 PMML 文件时出现 FMTWIDTH 错误)
本文介绍了使用 JPMML 评估 SAS 生成的 PMML 文件时出现 FMTWIDTH 错误的处理方法,对大家解决问题具有一定的参考价值,需要的朋友们下面随着小编来一起学习吧!

问题描述

我有一个从 SAS Miner 生成的 PMML,我无法使用 JPMML 1.1.4 对其进行正确评估.JPMML 1.1.4 说它支持 PMML 4.2,而 PMML 说它是 PMML 4.2 版.

I have a PMML generated from SAS Miner that I can't get properly evaluated using JPMML 1.1.4. JPMML 1.1.4 says it supports PMML 4.2 and the PMML says it is PMML version 4.2.

以下函数SAS-EM-String-Normalize"中的 FMTWIDTH 是正确的 PMML 语法吗?

Is the FMTWIDTH in the below function "SAS-EM-String-Normalize" proper PMML syntax?

知道为什么我不能使用 JPMML 评估这个函数吗?

Any ideas why I can't evaluation this function using JPMML?

我的 TransformationDictionary 中的函数看起来像,

I have the function in my TransformationDictionary that looks like,

<TransformationDictionary>
    <DefineFunction name="SAS-EM-String-Normalize" optype="categorical" dataType="string">
        <ParameterField name="FMTWIDTH" optype="continuous"/>
        <ParameterField name="AnyCInput" optype="categorical"/>
        <Apply function="trimBlanks">
          <Apply function="uppercase">
            <Apply function="substring">
              <FieldRef field="AnyCInput"/>
              <Constant>1</Constant>
              <Constant>FMTWIDTH</Constant>
            </Apply>
          </Apply>
        </Apply>   
    </DefineFunction>
</TransformationDictionary>

我得到以下异常,

线程主"org.jpmml.evaluator.TypeCheckException 中的异常:预期为 INTEGER,但得到 STRING (FMTWIDTH)org.jpmml.evaluator.FieldValue.asInteger(FieldValue.java:125) 在org.jpmml.evaluator.FunctionRegistry$36.evaluate(FunctionRegistry.java:463)在 org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:38)在org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:203)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91)在 org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:76)在 org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:43)在org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:203)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91)在org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:188)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:58)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:45)在org.jpmml.evaluator.ExpressionUtil.evaluateMapValues(ExpressionUtil.java:169)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:87)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:58)在org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:45)在org.jpmml.evaluator.RegressionModelEvaluator.evaluateRegressionTable(RegressionModelEvaluator.java:150)在org.jpmml.evaluator.RegressionModelEvaluator.evaluateClassification(RegressionModelEvaluator.java:107)在org.jpmml.evaluator.RegressionModelEvaluator.evaluate(RegressionModelEvaluator.java:57)在org.jpmml.evaluator.ModelEvaluator.evaluate(ModelEvaluator.java:65)在ValidPMMLTesterRandomScores.randomEvaluation(ValidPMMLTesterRandomScores.java:116)在ValidPMMLTesterRandomScores.printModelInformation(ValidPMMLTesterRandomScores.java:94)在ValidPMMLTesterRandomScores.readModelFromFile(ValidPMMLTesterRandomScores.java:142)在ValidPMMLTesterRandomScores.main(ValidPMMLTesterRandomScores.java:160)

Exception in thread "main" org.jpmml.evaluator.TypeCheckException: Expected INTEGER, but got STRING (FMTWIDTH) at org.jpmml.evaluator.FieldValue.asInteger(FieldValue.java:125) at org.jpmml.evaluator.FunctionRegistry$36.evaluate(FunctionRegistry.java:463) at org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:38) at org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:203) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91) at org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:76) at org.jpmml.evaluator.FunctionUtil.evaluate(FunctionUtil.java:43) at org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:203) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91) at org.jpmml.evaluator.ExpressionUtil.evaluateApply(ExpressionUtil.java:188) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:91) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:58) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:45) at org.jpmml.evaluator.ExpressionUtil.evaluateMapValues(ExpressionUtil.java:169) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:87) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:58) at org.jpmml.evaluator.ExpressionUtil.evaluate(ExpressionUtil.java:45) at org.jpmml.evaluator.RegressionModelEvaluator.evaluateRegressionTable(RegressionModelEvaluator.java:150) at org.jpmml.evaluator.RegressionModelEvaluator.evaluateClassification(RegressionModelEvaluator.java:107) at org.jpmml.evaluator.RegressionModelEvaluator.evaluate(RegressionModelEvaluator.java:57) at org.jpmml.evaluator.ModelEvaluator.evaluate(ModelEvaluator.java:65) at ValidPMMLTesterRandomScores.randomEvaluation(ValidPMMLTesterRandomScores.java:116) at ValidPMMLTesterRandomScores.printModelInformation(ValidPMMLTesterRandomScores.java:94) at ValidPMMLTesterRandomScores.readModelFromFile(ValidPMMLTesterRandomScores.java:142) at ValidPMMLTesterRandomScores.main(ValidPMMLTesterRandomScores.java:160)

推荐答案

根据PMML 内置函数substring"的正式定义,它需要一个字符串参数和两个整数参数.SAS EM 生成的 PMML 代码尝试使用字符串参数、整数参数和另一个字符串参数 substring($AnyCInput, 1, "FMTWIDTH") 调用此函数.

According to the formal definition of the PMML built-in function "substring", it requires a string argument and two integer arguments. The SAS EM generated PMML code attempts to invoke this function with a string argument, an integer argument, and another string argument substring($AnyCInput, 1, "FMTWIDTH").

可以通过使用 FieldRef 元素访问FMTWIDTH"参数的值来修复此 PMML 片段:

This PMML fragment can be fixed by accessing the value of the "FMTWIDTH" parameter using the FieldRef element:

<Apply function="substring">
  <FieldRef field="AnyCInput"/>
  <Constant>1</Constant>
  <FieldRef field="FMTWIDTH"/>
</Apply>

总之,JPMML 是正确的,SAS EM 是错误的.

In conclusion, JPMML is a correct and SAS EM is wrong.

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