Improve parsers javadocs
This commit is contained in:
@@ -1,7 +1,32 @@
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
import org.springframework.core.convert.support.DefaultConversionService;
|
||||
|
||||
/**
|
||||
* Abstract {@link OutputParser} implementation that uses a pre-configured
|
||||
* {@link DefaultConversionService} to convert the LLM output into the desired type
|
||||
* format.
|
||||
*
|
||||
* @param <T> Specifies the desired response type.
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public abstract class AbstractConversionServiceOutputParser<T> implements OutputParser<T> {
|
||||
|
||||
private final DefaultConversionService conversionService;
|
||||
|
||||
@@ -1,7 +1,31 @@
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
import org.springframework.messaging.converter.MessageConverter;
|
||||
|
||||
/**
|
||||
* Abstract {@link OutputParser} implementation that uses a pre-configured
|
||||
* {@link MessageConverter} to convert the LLM output into the desired type format.
|
||||
*
|
||||
* @param <T> Specifies the desired response type.
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public abstract class AbstractMessageConverterOutputParser<T> implements OutputParser<T> {
|
||||
|
||||
private MessageConverter messageConverter;
|
||||
@@ -11,7 +35,7 @@ public abstract class AbstractMessageConverterOutputParser<T> implements OutputP
|
||||
}
|
||||
|
||||
public MessageConverter getMessageConverter() {
|
||||
return messageConverter;
|
||||
return this.messageConverter;
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
@@ -1,3 +1,19 @@
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
import com.fasterxml.jackson.core.JsonProcessingException;
|
||||
@@ -14,6 +30,14 @@ import org.springframework.ai.prompt.PromptTemplate;
|
||||
import java.util.Map;
|
||||
import java.util.Objects;
|
||||
|
||||
/**
|
||||
* {@link OutputParser} implementation that uses JSON schema to convert the LLM output
|
||||
* into a desired object of type T.
|
||||
*
|
||||
* @param <T> The target type to convert the output into.
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public class BeanOutputParser<T> implements OutputParser<T> {
|
||||
|
||||
private String jsonSchema;
|
||||
|
||||
@@ -1,11 +1,30 @@
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
import org.springframework.core.convert.support.DefaultConversionService;
|
||||
|
||||
import java.util.List;
|
||||
|
||||
import org.springframework.core.convert.support.DefaultConversionService;
|
||||
|
||||
/**
|
||||
* Parse out a List from a formatting request to convert a
|
||||
* {@link OutputParser} implementation that uses a {@link DefaultConversionService} to
|
||||
* convert the LLM output into a {@link java.util.List} instance.
|
||||
*
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public class ListOutputParser extends AbstractConversionServiceOutputParser<List<String>> {
|
||||
|
||||
|
||||
@@ -1,15 +1,36 @@
|
||||
package org.springframework.ai.parser;
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
|
||||
import org.springframework.messaging.Message;
|
||||
import org.springframework.messaging.converter.MappingJackson2MessageConverter;
|
||||
import org.springframework.messaging.support.MessageBuilder;
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
import java.nio.charset.StandardCharsets;
|
||||
import java.util.HashMap;
|
||||
import java.util.Map;
|
||||
|
||||
import org.springframework.messaging.Message;
|
||||
import org.springframework.messaging.converter.MappingJackson2MessageConverter;
|
||||
import org.springframework.messaging.support.MessageBuilder;
|
||||
|
||||
/**
|
||||
* Uses Jackson
|
||||
* {@link OutputParser} implementation that uses a pre-configured
|
||||
* {@link MappingJackson2MessageConverter} to convert the LLM output into a
|
||||
* java.util.Map<String, Object> instance.
|
||||
*
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public class MapOutputParser extends AbstractMessageConverterOutputParser<Map<String, Object>> {
|
||||
|
||||
|
||||
@@ -18,6 +18,15 @@ package org.springframework.ai.parser;
|
||||
|
||||
import org.springframework.ai.prompt.FormatProvider;
|
||||
|
||||
/**
|
||||
* Converts the (raw) LLM output into a structured responses of type. The
|
||||
* {@link FormatProvider#getFormat()} method should provide the LLM prompt description of
|
||||
* the desired format.
|
||||
*
|
||||
* @param <T> Specifies the desired response type.
|
||||
* @author Mark Pollack
|
||||
* @author Christian Tzolov
|
||||
*/
|
||||
public interface OutputParser<T> extends Parser<T>, FormatProvider {
|
||||
|
||||
}
|
||||
|
||||
@@ -1,3 +1,19 @@
|
||||
/*
|
||||
* Copyright 2023 the original author or authors.
|
||||
*
|
||||
* Licensed under the Apache License, Version 2.0 (the "License");
|
||||
* you may not use this file except in compliance with the License.
|
||||
* You may obtain a copy of the License at
|
||||
*
|
||||
* https://www.apache.org/licenses/LICENSE-2.0
|
||||
*
|
||||
* Unless required by applicable law or agreed to in writing, software
|
||||
* distributed under the License is distributed on an "AS IS" BASIS,
|
||||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
* See the License for the specific language governing permissions and
|
||||
* limitations under the License.
|
||||
*/
|
||||
|
||||
package org.springframework.ai.parser;
|
||||
|
||||
@FunctionalInterface
|
||||
|
||||
@@ -0,0 +1,12 @@
|
||||
# Output Parsing
|
||||
|
||||
* [Documentation](https://docs.spring.io/spring-ai/reference/concepts.html#_output_parsing)
|
||||
* [Usage examples](https://github.com/spring-projects-experimental/spring-ai/blob/main/spring-ai-openai/src/test/java/org/springframework/ai/openai/client/ClientIT.java)
|
||||
|
||||
The output of AI models traditionally arrives as a java.util.String, even if you ask for the reply to be in JSON. It may be the correct JSON, but it isn’t a JSON data structure. It is just a string. Also, asking "for JSON" as part of the prompt isn’t 100% accurate.
|
||||
|
||||
This intricacy has led to the emergence of a specialized field involving the creation of prompts to yield the intended output, followed by parsing the resulting simple string into a usable data structure for application integration.
|
||||
|
||||
Output parsing employs meticulously crafted prompts, often necessitating multiple interactions with the model to achieve the desired formatting.
|
||||
|
||||
This challenge has prompted OpenAI to introduce 'OpenAI Functions' as a means to specify the desired output format from the model precisely.
|
||||
Reference in New Issue
Block a user