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package com.microsoft.semantickernel.tests;
import com.azure.ai.openai.OpenAIAsyncClient;
import com.azure.ai.openai.models.ChatCompletions;
import com.azure.ai.openai.models.ChatCompletionsOptions;
import com.azure.core.http.HttpHeaders;
import com.azure.core.http.HttpRequest;
import com.azure.core.http.rest.RequestOptions;
import com.azure.core.http.rest.Response;
import com.azure.json.JsonOptions;
import com.azure.json.JsonWriter;
import com.azure.json.implementation.DefaultJsonReader;
import com.azure.json.implementation.DefaultJsonWriter;
import com.fasterxml.jackson.annotation.JsonCreator;
import com.fasterxml.jackson.annotation.JsonProperty;
import com.microsoft.semantickernel.Kernel;
import com.microsoft.semantickernel.aiservices.openai.chatcompletion.OpenAIChatCompletion;
import com.microsoft.semantickernel.contextvariables.converters.ContextVariableJacksonConverter;
import com.microsoft.semantickernel.implementation.EmbeddedResourceLoader;
import com.microsoft.semantickernel.implementation.EmbeddedResourceLoader.ResourceLocation;
import com.microsoft.semantickernel.orchestration.FunctionResult;
import com.microsoft.semantickernel.orchestration.PromptExecutionSettings;
import com.microsoft.semantickernel.orchestration.responseformat.JsonSchemaResponseFormat;
import com.microsoft.semantickernel.semanticfunctions.HandlebarsPromptTemplateFactory;
import com.microsoft.semantickernel.semanticfunctions.KernelFunctionYaml;
import com.microsoft.semantickernel.services.chatcompletion.ChatCompletionService;
import java.io.IOException;
import java.io.StringWriter;
import org.apache.commons.text.StringEscapeUtils;
import org.jetbrains.annotations.NotNull;
import org.junit.jupiter.api.Disabled;
import org.junit.jupiter.api.Test;
import org.mockito.Mockito;
import reactor.core.publisher.Mono;
public class ResponseSchemaTest {
public static class TestClass {
private final String name;
@JsonCreator
public TestClass(
@JsonProperty("name") String name) {
this.name = name;
}
public String getName() {
return name;
}
}
@Test
public void sendsResponseSchemaFromTemplate() throws IOException {
OpenAIAsyncClient client = getOpenAIAsyncClient(
"""
{
"name": "Test name"
}
"""
.stripIndent());
Kernel kernel = buildKernel(client);
var getIntent = KernelFunctionYaml.fromPromptYaml(
EmbeddedResourceLoader
.readFile("responseSchema.prompt.yaml", ResponseSchemaTest.class,
ResourceLocation.CLASSPATH_ROOT),
new HandlebarsPromptTemplateFactory());
FunctionResult<TestClass> response = getIntent.invokeAsync(kernel)
.withResultTypeAutoConversion(TestClass.class)
.block();
verifyCalled(client,
"""
{
"type":"json_schema",
"json_schema":{
"strict":true,
"name":"Test",
"schema":{
"type" : "object",
"properties" : {
"name" : {
"type" : "string"
}
},
"required" : [
"name"
],
"additionalProperties" : false
}
}
}
"""
);
}
@Disabled
@Test
public void sendsResponseSchema() {
OpenAIAsyncClient client = getOpenAIAsyncClient(
"""
{
"name": "Test name"
}
"""
.stripIndent());
Kernel kernel = buildKernel(client);
PromptExecutionSettings promptExecutionSettings = PromptExecutionSettings.builder()
.withResponseFormat(
JsonSchemaResponseFormat.builder()
.setResponseFormat(TestClass.class)
.setName("Test")
.build()
)
.build();
FunctionResult<TestClass> response = kernel.invokePromptAsync(
"Generate TestClass")
.withTypeConverter(ContextVariableJacksonConverter.create(TestClass.class))
.withResultType(TestClass.class)
.withPromptExecutionSettings(promptExecutionSettings)
.block();
verifyCalled(client,
"""
{
"type":"json_schema",
"json_schema":{
"strict":true,
"name":"Test",
"schema":{
"type" : "object",
"properties" : {
"name" : {
"type" : "string"
}
},
"required" : [ "name" ],
"additionalProperties" : false
}
}
}
"""
);
}
private static void verifyCalled(OpenAIAsyncClient client, String expected) {
Mockito.verify(client, Mockito.atLeastOnce())
.getChatCompletionsWithResponse(
Mockito.any(),
Mockito.<ChatCompletionsOptions>argThat(
(ChatCompletionsOptions chatCompletionsOptions) -> {
StringWriter writer = new StringWriter();
try {
JsonWriter jsonWriter = DefaultJsonWriter.toWriter(
writer,
new JsonOptions()
);
JsonWriter format = chatCompletionsOptions.getResponseFormat()
.toJson(jsonWriter);
jsonWriter.flush();
writer.flush();
String json = String.valueOf(writer.getBuffer())
.replaceAll("\n", "")
.replaceAll("\r", "")
.replaceAll(" +", "");
String expectedClean = expected
.stripIndent()
.replaceAll("\n", "")
.replaceAll("\r", "")
.replaceAll(" +", "");
return json.equals(expectedClean);
} catch (IOException e) {
throw new RuntimeException(e);
}
}),
Mockito.<RequestOptions>any());
}
private @NotNull OpenAIAsyncClient getOpenAIAsyncClient(String response) {
OpenAIAsyncClient client = Mockito.mock(OpenAIAsyncClient.class);
Mockito.when(
client.getChatCompletionsWithResponse(
Mockito.<String>any(),
Mockito.<ChatCompletionsOptions>any(),
Mockito.<RequestOptions>any()))
.thenReturn(
Mono.just(
new Response<ChatCompletions>() {
@Override
public int getStatusCode() {
return 200;
}
@Override
public HttpHeaders getHeaders() {
return new HttpHeaders();
}
@Override
public HttpRequest getRequest() {
return null;
}
@Override
public ChatCompletions getValue() {
return buildResponse(response);
}
}));
return client;
}
private ChatCompletions buildResponse(String response) {
String str = String.format("""
{
"choices" : [
{
"content_filter_results" : {
"hate" : {
"filtered" : false,
"severity" : "safe"
},
"self_harm" : {
"filtered" : false,
"severity" : "safe"
},
"sexual" : {
"filtered" : false,
"severity" : "safe"
},
"violence" : {
"filtered" : false,
"severity" : "safe"
}
},
"finish_reason" : "stop",
"index" : 0,
"message" : {
"content" : "%s",
"role" : "assistant"
}
}
],
"created" : 1707253039,
"id" : "chatcmpl-xxx",
"prompt_filter_results" : [
{
"content_filter_results" : {
"hate" : {
"filtered" : false,
"severity" : "safe"
},
"self_harm" : {
"filtered" : false,
"severity" : "safe"
},
"sexual" : {
"filtered" : false,
"severity" : "safe"
},
"violence" : {
"filtered" : false,
"severity" : "safe"
}
},
"prompt_index" : 0
}
],
"usage" : {
"completion_tokens" : 131,
"prompt_tokens" : 26,
"total_tokens" : 157
}
}
""", StringEscapeUtils.escapeJson(response));
try {
return ChatCompletions.fromJson(
DefaultJsonReader.fromString(
str, new JsonOptions())
);
} catch (IOException e) {
throw new RuntimeException(e);
}
}
private Kernel buildKernel(OpenAIAsyncClient client) {
ChatCompletionService openAIChatCompletion = OpenAIChatCompletion.builder()
.withOpenAIAsyncClient(client)
.withModelId("a-model")
.build();
Kernel kernel = Kernel.builder()
.withAIService(ChatCompletionService.class, openAIChatCompletion)
.build();
return kernel;
}
}