From 74dc9b7b4ad414b65a4f098ff4865cc059485811 Mon Sep 17 00:00:00 2001 From: PIERRE Berlandier Date: Thu, 1 Aug 2024 14:04:19 -0700 Subject: [PATCH] Initial commit --- README.md | 32 +++ customer-review-rules/.gitignore | 6 + customer-review-rules/.project | 21 ++ customer-review-rules/.ruleproject | 34 ++++ .../org.eclipse.core.resources.prefs | 2 + customer-review-rules/bom/model.b2xa | 4 + customer-review-rules/bom/model.bom | 27 +++ customer-review-rules/bom/model_en_US.voc | 18 ++ .../bom/watsonxai-model.b2xa | 13 ++ customer-review-rules/bom/watsonxai-model.bom | 29 +++ .../bom/watsonxai-model_en_US.voc | 28 +++ .../deployment/analyzeCustomerReview.dop | 11 + .../xom-libraries/customer-review-xom.zip | Bin 0 -> 1474 bytes ...r-0.0.1-SNAPSHOT-jar-with-dependencies.jar | Bin 0 -> 3272589 bytes .../rules/analyze customer review.rfl | 77 +++++++ .../rules/decision parameters.var | 6 + .../rules/determine sentiment/.rulepackage | 5 + .../determine sentiment/initialize prompt.brl | 11 + .../determine sentiment/run inference.brl | 11 + .../rules/dispose of review/.rulepackage | 5 + .../dispose of review/get disposition.dta | 76 +++++++ .../rules/prompt templates.var | 6 + .../rules/watsonx variables.var | 8 + customer-review-rules/testsuite.xlsx | Bin 0 -> 50932 bytes customer-review-xom/.classpath | 6 + customer-review-xom/.gitignore | 2 + customer-review-xom/.project | 17 ++ .../.settings/org.eclipse.jdt.core.prefs | 12 ++ .../src/com/acme/CustomerReview.java | 31 +++ .../src/com/acme/Sentiment.java | 13 ++ doc/fail-fast.png | Bin 0 -> 20345 bytes doc/initialize.png | Bin 0 -> 18922 bytes doc/review-flow.png | Bin 0 -> 18401 bytes doc/run.png | Bin 0 -> 17021 bytes watsonx-helper/.classpath | 34 ++++ watsonx-helper/.gitignore | 3 + watsonx-helper/.project | 23 +++ .../.settings/org.eclipse.jdt.core.prefs | 16 ++ .../.settings/org.eclipse.m2e.core.prefs | 4 + watsonx-helper/pom.xml | 63 ++++++ .../java/com/ibm/odm/WatsonxAIRunner.java | 192 ++++++++++++++++++ 41 files changed, 846 insertions(+) create mode 100644 README.md create mode 100644 customer-review-rules/.gitignore create mode 100644 customer-review-rules/.project create mode 100644 customer-review-rules/.ruleproject create mode 100644 customer-review-rules/.settings/org.eclipse.core.resources.prefs create mode 100644 customer-review-rules/bom/model.b2xa create mode 100644 customer-review-rules/bom/model.bom create mode 100644 customer-review-rules/bom/model_en_US.voc create mode 100644 customer-review-rules/bom/watsonxai-model.b2xa create mode 100644 customer-review-rules/bom/watsonxai-model.bom create mode 100644 customer-review-rules/bom/watsonxai-model_en_US.voc create mode 100644 customer-review-rules/deployment/analyzeCustomerReview.dop create mode 100644 customer-review-rules/resources/xom-libraries/customer-review-xom.zip create mode 100644 customer-review-rules/resources/xom-libraries/watsonx-helper-0.0.1-SNAPSHOT-jar-with-dependencies.jar create mode 100644 customer-review-rules/rules/analyze customer review.rfl create mode 100644 customer-review-rules/rules/decision parameters.var create mode 100644 customer-review-rules/rules/determine sentiment/.rulepackage create mode 100644 customer-review-rules/rules/determine sentiment/initialize prompt.brl create mode 100644 customer-review-rules/rules/determine sentiment/run inference.brl create mode 100644 customer-review-rules/rules/dispose of review/.rulepackage create mode 100644 customer-review-rules/rules/dispose of review/get disposition.dta create mode 100644 customer-review-rules/rules/prompt templates.var create mode 100644 customer-review-rules/rules/watsonx variables.var create mode 100644 customer-review-rules/testsuite.xlsx create mode 100644 customer-review-xom/.classpath create mode 100644 customer-review-xom/.gitignore create mode 100644 customer-review-xom/.project create mode 100644 customer-review-xom/.settings/org.eclipse.jdt.core.prefs create mode 100644 customer-review-xom/src/com/acme/CustomerReview.java create mode 100644 customer-review-xom/src/com/acme/Sentiment.java create mode 100644 doc/fail-fast.png create mode 100644 doc/initialize.png create mode 100644 doc/review-flow.png create mode 100644 doc/run.png create mode 100644 watsonx-helper/.classpath create mode 100644 watsonx-helper/.gitignore create mode 100644 watsonx-helper/.project create mode 100644 watsonx-helper/.settings/org.eclipse.jdt.core.prefs create mode 100644 watsonx-helper/.settings/org.eclipse.m2e.core.prefs create mode 100644 watsonx-helper/pom.xml create mode 100644 watsonx-helper/src/main/java/com/ibm/odm/WatsonxAIRunner.java diff --git a/README.md b/README.md new file mode 100644 index 0000000..3e96726 --- /dev/null +++ b/README.md @@ -0,0 +1,32 @@ +# watsonx.ai invocation from ODM + +This repo provides a Java XOM library (see `watsonx-helper` [Maven project](./watsonx-helper)) to support the invocation of a watsonx.ai inference from ODM rules. + +The `WatsonxAIRunner.java` class allows to: + +- Store the different parameters for the LLM invocation (prompt template, prompt variables and model parameters). Most of the model parameters are associated with a default value. +- Run a *[watsonx.ai](https://www.ibm.com/products/watsonx-ai)* inference using the above parameters, the watsonx.ai instance URL and the API key for this instance. + +The class is verbalized in the `watsonx-model` BOM entry in the rule project, allowing to: + +- Define the prompt template to be executed and the prompt variables. Below is an example of parameters setup: + + ![](./doc/initialize.png) + +- Execute the inference on the parameters: + + ![](./doc/run.png) + +## Simple use case + +The simple use case for testing is about deciding how to dispose from a customer review, either publish it if the review is positive or ignore it if it's negative. + +- The ODM input provides the customer review text. +- A simple sentiment extraction prompt template return either `positive` or `negative` as a result. +- ODM passes the prompt template instantiated with the review text to the LLM. +- The LLM response is mapped to an enumeration and used in a decision table to decide how to dispose of the review. + +### Sample execution + +- Run `mvn install package` in the `watsonx-helper` folder to compile and package the the uber jar used for the ODM XOM. +- Run the `reviewDisposition` decision operation to test the rules. diff --git a/customer-review-rules/.gitignore b/customer-review-rules/.gitignore new file mode 100644 index 0000000..3a41f58 --- /dev/null +++ b/customer-review-rules/.gitignore @@ -0,0 +1,6 @@ +/output/ +/reports/ +/target/ +.syncEntries +*.log + diff --git a/customer-review-rules/.project b/customer-review-rules/.project new file mode 100644 index 0000000..127b484 --- /dev/null +++ b/customer-review-rules/.project @@ -0,0 +1,21 @@ + + + customer-review-rules + + + customer-review-xom + watsonx-helper + + + + ilog.rules.studio.model.ruleBuilder + + + + + + ilog.rules.studio.model.decisionProject + ilog.rules.studio.model.operationProject + ilog.rules.studio.model.ruleNature + + diff --git a/customer-review-rules/.ruleproject b/customer-review-rules/.ruleproject new file mode 100644 index 0000000..b659cdb --- /dev/null +++ b/customer-review-rules/.ruleproject @@ -0,0 +1,34 @@ + + + customer-review-rules + cda5c0a0-a970-438d-8ef5-bcf36759227d + output + any + + + + + + + + + + + rules + + + bom + + + templates + + + queries + + + resources + + + deployment + + diff --git a/customer-review-rules/.settings/org.eclipse.core.resources.prefs b/customer-review-rules/.settings/org.eclipse.core.resources.prefs new file mode 100644 index 0000000..99f26c0 --- /dev/null +++ b/customer-review-rules/.settings/org.eclipse.core.resources.prefs @@ -0,0 +1,2 @@ +eclipse.preferences.version=1 +encoding/=UTF-8 diff --git a/customer-review-rules/bom/model.b2xa b/customer-review-rules/bom/model.b2xa new file mode 100644 index 0000000..74581a2 --- /dev/null +++ b/customer-review-rules/bom/model.b2xa @@ -0,0 +1,4 @@ + + f18d3b81-5807-4a4b-a747-b2dfdf2282f7 + ARL + \ No newline at end of file diff --git a/customer-review-rules/bom/model.bom b/customer-review-rules/bom/model.bom new file mode 100644 index 0000000..369b9ca --- /dev/null +++ b/customer-review-rules/bom/model.bom @@ -0,0 +1,27 @@ + +property loadGetterSetterAsProperties "true" +property origin "xom:/customer-review-rules//customer-review-xom" +property uuid "38546ac7-6c6a-4a3c-9480-0e3cbd97444a" +package com.acme; + + +public class CustomerReview +{ + public string content; + public string disposition; + public com.acme.Sentiment sentiment; + public CustomerReview(); +} + +public final class Sentiment + extends java.lang.Enum +{ + domain {static POSITIVE, static NEGATIVE, static UNKNOWN} + public static final readonly com.acme.Sentiment NEGATIVE; + public static final readonly com.acme.Sentiment POSITIVE; + public static final readonly com.acme.Sentiment UNKNOWN; + public static com.acme.Sentiment map(string arg); + public static com.acme.Sentiment valueOf(string arg); + public static com.acme.Sentiment[] values(); +} + diff --git a/customer-review-rules/bom/model_en_US.voc b/customer-review-rules/bom/model_en_US.voc new file mode 100644 index 0000000..a1c35c9 --- /dev/null +++ b/customer-review-rules/bom/model_en_US.voc @@ -0,0 +1,18 @@ +# Vocabulary Properties +uuid = 89f73776-9a7a-45f0-b1f6-78680765eddc + +# com.acme.CustomerReview +com.acme.CustomerReview#concept.label = customer review +com.acme.CustomerReview.content#phrase.action = set the content of {this} to {content} +com.acme.CustomerReview.content#phrase.navigation = {content} of {this} +com.acme.CustomerReview.disposition#phrase.action = set the disposition of {this} to {disposition} +com.acme.CustomerReview.disposition#phrase.navigation = {disposition} of {this} +com.acme.CustomerReview.sentiment#phrase.action = set the sentiment of {this} to {sentiment} +com.acme.CustomerReview.sentiment#phrase.navigation = {sentiment} of {this} + +# com.acme.Sentiment +com.acme.Sentiment#concept.label = sentiment +com.acme.Sentiment.NEGATIVE#instance.label = NEGATIVE +com.acme.Sentiment.POSITIVE#instance.label = POSITIVE +com.acme.Sentiment.UNKNOWN#instance.label = UNKNOWN +com.acme.Sentiment.map(java.lang.String)#phrase.navigation = the sentiment from {0} diff --git a/customer-review-rules/bom/watsonxai-model.b2xa b/customer-review-rules/bom/watsonxai-model.b2xa new file mode 100644 index 0000000..688acdf --- /dev/null +++ b/customer-review-rules/bom/watsonxai-model.b2xa @@ -0,0 +1,13 @@ + + eb9513a8-1d8f-47dd-b6c6-c8870926f296 + ARL + + com.ibm.odm.WatsonxAIRunner + + runInference + + + + \ No newline at end of file diff --git a/customer-review-rules/bom/watsonxai-model.bom b/customer-review-rules/bom/watsonxai-model.bom new file mode 100644 index 0000000..98e77ed --- /dev/null +++ b/customer-review-rules/bom/watsonxai-model.bom @@ -0,0 +1,29 @@ + +property loadGetterSetterAsProperties "true" +property origin "xom:/customer-review-rules//watsonx-helper/target/watsonx-helper-0.0.1-SNAPSHOT-jar-with-dependencies.jar" +property uuid "a3fcf3a1-4d7c-44de-a5f4-9dd19f08192f" +package com.ibm.odm; + + +public class WatsonxAIRunner +{ + public string decodingMethod; + public readonly boolean error; + public readonly boolean exception; + public readonly string input; + public int maxNewTokens; + public readonly string message; + public int minNewTokens; + public string modelId; + public readonly string output; + public string projectId; + public string promptTemplate; + public int repetitionPenalty; + public readonly boolean valid; + public WatsonxAIRunner(); + public void addVariable(string arg1, string arg2); + public void clearVariables(); + public void runInference(string arg1, string arg2, boolean arg3); + public void runInference(); +} + diff --git a/customer-review-rules/bom/watsonxai-model_en_US.voc b/customer-review-rules/bom/watsonxai-model_en_US.voc new file mode 100644 index 0000000..70b8967 --- /dev/null +++ b/customer-review-rules/bom/watsonxai-model_en_US.voc @@ -0,0 +1,28 @@ +# Vocabulary Properties +uuid = 9d1885f5-be1e-4415-a929-b7d873ed6d0f + +# com.ibm.odm.WatsonxAIRunner +com.ibm.odm.WatsonxAIRunner#concept.label = watsonx.ai runner +com.ibm.odm.WatsonxAIRunner.addVariable(java.lang.String,java.lang.String)#phrase.action = add variable [{0} = {1}] to {this} +com.ibm.odm.WatsonxAIRunner.clearVariables()#phrase.action = clear the variables of {this} +com.ibm.odm.WatsonxAIRunner.decodingMethod#phrase.action = set the decoding method of {this} to {decoding method} +com.ibm.odm.WatsonxAIRunner.decodingMethod#phrase.navigation = {decoding method} of {this} +com.ibm.odm.WatsonxAIRunner.error#phrase.navigation = {this} is error +com.ibm.odm.WatsonxAIRunner.exception#phrase.navigation = {this} is exception +com.ibm.odm.WatsonxAIRunner.input#phrase.navigation = {input} of {this} +com.ibm.odm.WatsonxAIRunner.maxNewTokens#phrase.action = set the max new tokens of {this} to {max new tokens} +com.ibm.odm.WatsonxAIRunner.maxNewTokens#phrase.navigation = {max new tokens} of {this} +com.ibm.odm.WatsonxAIRunner.message#phrase.navigation = {message} of {this} +com.ibm.odm.WatsonxAIRunner.minNewTokens#phrase.action = set the min new tokens of {this} to {min new tokens} +com.ibm.odm.WatsonxAIRunner.minNewTokens#phrase.navigation = {min new tokens} of {this} +com.ibm.odm.WatsonxAIRunner.modelId#phrase.action = set the model id of {this} to {model id} +com.ibm.odm.WatsonxAIRunner.modelId#phrase.navigation = {model id} of {this} +com.ibm.odm.WatsonxAIRunner.output#phrase.navigation = {output} of {this} +com.ibm.odm.WatsonxAIRunner.projectId#phrase.action = set the project id of {this} to {project id} +com.ibm.odm.WatsonxAIRunner.projectId#phrase.navigation = {project id} of {this} +com.ibm.odm.WatsonxAIRunner.promptTemplate#phrase.action = set the prompt template of {this} to {prompt template} +com.ibm.odm.WatsonxAIRunner.promptTemplate#phrase.navigation = {prompt template} of {this} +com.ibm.odm.WatsonxAIRunner.repetitionPenalty#phrase.action = set the repetition penalty of {this} to {repetition penalty} +com.ibm.odm.WatsonxAIRunner.repetitionPenalty#phrase.navigation = {repetition penalty} of {this} +com.ibm.odm.WatsonxAIRunner.runInference()#phrase.action = run inference on {this} +com.ibm.odm.WatsonxAIRunner.valid#phrase.navigation = the invocation of {this} was successful diff --git 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