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Add doc for Gen AI toolkit agents (#508)
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...am-core/src/main/java/ai/langstream/impl/agents/ai/GenAIToolKitFunctionAgentProvider.java
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...core/src/main/java/ai/langstream/impl/agents/ai/steps/AIChatCompletionsConfiguration.java
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/* | ||
* Copyright DataStax, Inc. | ||
* | ||
* 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 | ||
* | ||
* http://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 ai.langstream.impl.agents.ai.steps; | ||
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import ai.langstream.api.doc.AgentConfig; | ||
import ai.langstream.api.doc.ConfigProperty; | ||
import ai.langstream.api.model.AgentConfiguration; | ||
import ai.langstream.impl.agents.ai.GenAIToolKitFunctionAgentProvider; | ||
import com.fasterxml.jackson.annotation.JsonProperty; | ||
import java.util.List; | ||
import java.util.Map; | ||
import lombok.Data; | ||
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@AgentConfig( | ||
name = "Compute chat completions", | ||
description = | ||
""" | ||
Sends the messages to the AI Service to compute chat completions. The result is stored in the specified field. | ||
""") | ||
@Data | ||
public class AIChatCompletionsConfiguration extends BaseGenAIStepConfiguration { | ||
public static final GenAIToolKitFunctionAgentProvider.StepConfigurationInitializer STEP = | ||
new GenAIToolKitFunctionAgentProvider.StepConfigurationInitializer() { | ||
@Override | ||
public Class getAgentConfigurationModelClass() { | ||
return AIChatCompletionsConfiguration.class; | ||
} | ||
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@Override | ||
public void generateSteps( | ||
Map<String, Object> step, | ||
Map<String, Object> originalConfiguration, | ||
AgentConfiguration agentConfiguration, | ||
GenAIToolKitFunctionAgentProvider.DataSourceConfigurationGenerator | ||
dataSourceConfigurationGenerator, | ||
GenAIToolKitFunctionAgentProvider.TopicConfigurationGenerator | ||
topicConfigurationGenerator, | ||
GenAIToolKitFunctionAgentProvider.AIServiceConfigurationGenerator | ||
aiServiceConfigurationGenerator) { | ||
GenAIToolKitFunctionAgentProvider.StepConfigurationInitializer.super | ||
.generateSteps( | ||
step, | ||
originalConfiguration, | ||
agentConfiguration, | ||
dataSourceConfigurationGenerator, | ||
topicConfigurationGenerator, | ||
aiServiceConfigurationGenerator); | ||
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final String streamTopic = (String) step.get("stream-to-topic"); | ||
if (streamTopic != null) { | ||
topicConfigurationGenerator.generateTopicConfiguration(streamTopic); | ||
} | ||
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aiServiceConfigurationGenerator.generateAIServiceConfiguration( | ||
(String) step.remove("ai-service")); | ||
} | ||
}; | ||
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@Data | ||
public static class ChatMessage { | ||
@ConfigProperty( | ||
description = | ||
""" | ||
Role of the message. The role is used to identify the speaker in the chat. | ||
""", | ||
required = true) | ||
private String role; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Content of the message. You can use the Mustache syntax. | ||
""", | ||
required = true) | ||
private String content; | ||
} | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
The model to use for chat completions. The model must be available in the AI Service. | ||
""", | ||
required = true) | ||
private String model; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Messages to use for chat completions. You can use the Mustache syntax. | ||
""", | ||
required = true) | ||
private List<ChatMessage> messages; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Enable streaming of the results. If enabled, the results are streamed to the specified topic in small chunks. The entire messages will be sent to the output topic instead. | ||
""") | ||
@JsonProperty(value = "stream-to-topic") | ||
private String streamToTopic; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Field to use to store the completion results in the stream-to-topic topic. Use "value" to write the result without a structured schema. Use "value.<field>" to write the result in a specific field. | ||
""") | ||
@JsonProperty(value = "stream-response-completion-field") | ||
private String streamResponseCompletionField; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Minimum number of chunks to send to the stream-to-topic topic. The chunks are sent as soon as they are available. | ||
The chunks are sent in the order they are received from the AI Service. | ||
To improve the TTFB (Time-To-First-Byte), the chunk size starts from 1 and doubles until it reaches the max-chunks-per-message value. | ||
""", | ||
defaultValue = "20") | ||
@JsonProperty(value = "min-chunks-per-message") | ||
private int minChunksPerMessage = 20; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Field to use to store the completion results in the output topic. Use "value" to write the result without a structured schema. Use "value.<field>" to write the result in a specific field. | ||
""") | ||
@JsonProperty(value = "completion-field") | ||
private String completionField; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Enable streaming of the results. Use in conjunction with the stream-to-topic parameter. | ||
""", | ||
defaultValue = "true") | ||
private boolean stream = true; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Field to use to store the log of the completion results in the output topic. Use "value" to write the result without a structured schema. Use "value.<field>" to write the result in a specific field. | ||
The log contains useful information for debugging the completion prompts. | ||
""") | ||
@JsonProperty(value = "log-field") | ||
private String logField; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "max-tokens") | ||
private Integer maxTokens; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
private Double temperature; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "top-p") | ||
private Double topP; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "logit-bias") | ||
private Map<String, Integer> logitBias; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "user") | ||
private String user; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "stop") | ||
private List<String> stop; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "presence-penalty") | ||
private Double presencePenalty; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
Parameter for the completion request. The parameters are passed to the AI Service as is. | ||
""") | ||
@JsonProperty(value = "frequency-penalty") | ||
private Double frequencyPenalty; | ||
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@ConfigProperty( | ||
description = | ||
""" | ||
In case of multiple AI services configured, specify the id of the AI service to use. | ||
""") | ||
@JsonProperty(value = "ai-service") | ||
private String aiService; | ||
} |
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