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.editorconfig Normal file
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root = true
# 匹配全部文件
[*]
# 结尾换行符，可选"lf"、"cr"、"crlf"
end_of_line = lf
# 在文件结尾插入新行
insert_final_newline = true
# 删除一行中的前后空格
trim_trailing_whitespace = true
# 设置字符集
charset = utf-8
# 缩进风格，可选"space"、"tab"
indent_style = space
# 缩进的空格数
indent_size = 4

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.gitignore vendored Normal file
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**/target/
**/node_modules/
.idea
*.iml
.project
.settings
starter/**/jboot.properties
*.jar
*.log
.logs
logs
*.iws
*.classpath
.DS_Store
*.patch
~$*
*/*.jar
docker_volumes/
package-lock.json
yarn.lock

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LICENSE Normal file
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Apache License
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agents-flex-core/pom.xml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-core</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<okhttp.version>4.9.3</okhttp.version>
<fastjson.version>2.0.45</fastjson.version>
</properties>
<dependencies>
<dependency>
<groupId>com.squareup.okhttp3</groupId>
<artifactId>okhttp</artifactId>
<version>${okhttp.version}</version>
</dependency>
<dependency>
<groupId>com.squareup.okhttp3</groupId>
<artifactId>okhttp-sse</artifactId>
<version>${okhttp.version}</version>
</dependency>
<dependency>
<groupId>com.alibaba</groupId>
<artifactId>fastjson</artifactId>
<version>${fastjson.version}</version>
</dependency>
</dependencies>
</project>

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agents-flex-core/src/main/java/com/agentsflex/Main.java Normal file
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package com.agentsflex;
public class Main {
public static void main(String[] args) {
System.out.println("Hello world!");
}
}

4
agents-flex-core/src/main/java/com/agentsflex/agent/Agent.java Normal file
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package com.agentsflex.agent;
public class Agent {
}

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agents-flex-core/src/main/java/com/agentsflex/annotation/FunctionDef.java Normal file
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package com.agentsflex.annotation;
import java.lang.annotation.*;
@Inherited
@Retention(RetentionPolicy.RUNTIME)
@Target({ElementType.METHOD})
public @interface FunctionDef {
}

4
agents-flex-core/src/main/java/com/agentsflex/chain/Chain.java Normal file
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package com.agentsflex.chain;
public class Chain {
}

4
agents-flex-core/src/main/java/com/agentsflex/chain/Interceptor.java Normal file
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package com.agentsflex.chain;
public class Interceptor {
}

4
agents-flex-core/src/main/java/com/agentsflex/chain/Invocation.java Normal file
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package com.agentsflex.chain;
public class Invocation {
}

7
agents-flex-core/src/main/java/com/agentsflex/chain/Invoker.java Normal file
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package com.agentsflex.chain;
public class Invoker {
}

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agents-flex-core/src/main/java/com/agentsflex/client/BaseLlmClientListener.java Normal file
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package com.agentsflex.client;
import com.agentsflex.llm.ChatListener;
import com.agentsflex.llm.Llm;
public abstract class BaseLlmClientListener implements LlmClientListener{
private final Llm llm;
private final ChatListener chatListener;
public BaseLlmClientListener(Llm llm,ChatListener chatListener) {
this.llm = llm;
this.chatListener = chatListener;
}
@Override
public void onStart(LlmClient client) {
chatListener.onStart(llm);
}
@Override
public void onStop(LlmClient client) {
chatListener.onStop(llm);
}
@Override
public void onFailure(LlmClient client, Throwable throwable) {
chatListener.onFailure(llm,throwable);
}
}

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agents-flex-core/src/main/java/com/agentsflex/client/LlmClient.java Normal file
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package com.agentsflex.client;
import java.util.Map;
public interface LlmClient {
void start(String url, Map<String, String> headers, String payload, LlmClientListener listener);
void stop();
}

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agents-flex-core/src/main/java/com/agentsflex/client/LlmClientListener.java Normal file
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package com.agentsflex.client;
public interface LlmClientListener {
void onStart(LlmClient client);
void onMessage(LlmClient client,String response);
void onStop(LlmClient client);
void onFailure(LlmClient client, Throwable throwable);
}

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agents-flex-core/src/main/java/com/agentsflex/client/impl/HttpClient.java Normal file
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package com.agentsflex.client.impl;
import com.agentsflex.client.LlmClient;
import com.agentsflex.client.LlmClientListener;
import java.util.Map;
public class HttpClient implements LlmClient {
@Override
public void start(String url, Map<String, String> headers, String payload, LlmClientListener listener) {
}
@Override
public void stop() {
}
}

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agents-flex-core/src/main/java/com/agentsflex/client/impl/SseClient.java Normal file
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package com.agentsflex.client.impl;
import com.agentsflex.client.LlmClient;
import com.agentsflex.client.LlmClientListener;
import okhttp3.*;
import okhttp3.internal.sse.RealEventSource;
import okhttp3.sse.EventSource;
import okhttp3.sse.EventSourceListener;
import okhttp3.sse.EventSources;
import org.jetbrains.annotations.NotNull;
import org.jetbrains.annotations.Nullable;
import java.io.IOException;
import java.util.Map;
import java.util.concurrent.TimeUnit;
public class SseClient extends EventSourceListener implements LlmClient {
private OkHttpClient client;
private RealEventSource eventSource;
private LlmClientListener listener;
private boolean isStop = false;
@Override
public void start(String url, Map<String, String> headers, String payload, LlmClientListener listener) {
this.listener = listener;
this.isStop = false;
Request.Builder rBuilder = new Request.Builder()
.url(url);
if (headers != null && !headers.isEmpty()) {
headers.forEach(rBuilder::addHeader);
}
MediaType mediaType = MediaType.parse("application/json; charset=utf-8");
RequestBody body = RequestBody.create(payload,mediaType);
rBuilder.post(body);
this.client = new OkHttpClient.Builder()
.connectTimeout(3, TimeUnit.MINUTES)
.readTimeout(3, TimeUnit.MINUTES)
.build();
// this.eventSource = new RealEventSource(rBuilder.build(), this);
// this.eventSource.connect(this.client);
this.listener.onStart(this);
EventSource.Factory factory = EventSources.createFactory(this.client);
factory.newEventSource(rBuilder.build(),this);
}
@Override
public void stop() {
if (!isStop) {
this.isStop = true;
eventSource.cancel();
client.dispatcher().executorService().shutdown();
this.listener.onStop(this);
}
}
@Override
public void onClosed(@NotNull EventSource eventSource) {
System.out.println("onClosed-->>" + eventSource);
if (!isStop) {
this.isStop = true;
this.listener.onStop(this);
}
}
@Override
public void onEvent(@NotNull EventSource eventSource, @Nullable String id, @Nullable String type, @NotNull String data) {
System.out.println("onEvent-->>" + eventSource);
System.out.println("onEvent-->>" + id);
System.out.println("onEvent-->>" + type);
System.out.println("onEvent-->>" + data);
this.listener.onMessage(this, data);
}
@Override
public void onFailure(@NotNull EventSource eventSource, @Nullable Throwable t, @Nullable Response response) {
System.out.println("onFailure-->>" + eventSource);
System.out.println("onFailure-->>" + t);
System.out.println("onFailure-->>" + response);
String string = null;
try {
string = response.body().string();
System.out.println("onFailure-->>" + string);
} catch (IOException e) {
throw new RuntimeException(e);
}
this.listener.onFailure(this, t);
}
@Override
public void onOpen(@NotNull EventSource eventSource, @NotNull Response response) {
//super.onOpen(eventSource, response);
System.out.println("onOpen-->>" + eventSource);
System.out.println("onOpen-->>" + response);
}
}

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agents-flex-core/src/main/java/com/agentsflex/client/impl/WebSocketClient.java Normal file
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package com.agentsflex.client.impl;
import com.agentsflex.client.LlmClient;
import com.agentsflex.client.LlmClientListener;
import okhttp3.*;
import okio.ByteString;
import org.jetbrains.annotations.NotNull;
import java.util.Map;
import java.util.concurrent.TimeUnit;
public class WebSocketClient extends WebSocketListener implements LlmClient {
private WebSocket webSocket;
private LlmClientListener listener;
private boolean isStop = false;
private String payload;
@Override
public void start(String url, Map<String, String> headers, String payload, LlmClientListener listener) {
this.listener = listener;
this.payload = payload;
OkHttpClient client = new OkHttpClient.Builder()
.readTimeout(0, TimeUnit.MILLISECONDS)
.build();
Request request = new Request.Builder()
.url(url)
.build();
this.webSocket = client.newWebSocket(request, this);
this.isStop = false;
// Trigger shutdown of the dispatcher's executor so this process can exit cleanly.
// client.dispatcher().executorService().shutdown();
}
@Override
public void stop() {
if (webSocket != null) {
webSocket.close(0, "");
}
if (!isStop) {
this.isStop = true;
listener.onStop(this);
}
}
//webSocket events
@Override
public void onOpen(WebSocket webSocket, Response response) {
webSocket.send(payload);
this.listener.onStart(this);
}
@Override
public void onMessage(WebSocket webSocket, String text) {
this.listener.onMessage(this, text);
}
@Override
public void onMessage(WebSocket webSocket, ByteString bytes) {
this.listener.onMessage(this, bytes.utf8());
}
@Override
public void onClosing(WebSocket webSocket, int code, String reason) {
}
@Override
public void onFailure(WebSocket webSocket, Throwable t, Response response) {
if (!isStop) {
this.isStop = true;
this.listener.onStop(this);
this.listener.onFailure(this, t);
}
}
@Override
public void onClosed(@NotNull WebSocket webSocket, int code, @NotNull String reason) {
if (!isStop) {
this.isStop = true;
this.listener.onStop(this);
}
}
}

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agents-flex-core/src/main/java/com/agentsflex/llm/BaseLlm.java Normal file
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package com.agentsflex.llm;
public abstract class BaseLlm<T extends LlmConfig> extends Llm{
protected T config;
public BaseLlm(T config) {
this.config = config;
}
public T getConfig() {
return config;
}
}

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agents-flex-core/src/main/java/com/agentsflex/llm/ChatListener.java Normal file
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package com.agentsflex.llm;
import com.agentsflex.message.AiMessage;
public interface ChatListener {
default void onStart(Llm llm){}
void onMessage(Llm llm, AiMessage aiMessage);
default void onStop(Llm llm){}
default void onFailure(Llm llm, Throwable throwable){}
}

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agents-flex-core/src/main/java/com/agentsflex/llm/Embeddings.java Normal file
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package com.agentsflex.llm;
import com.agentsflex.client.LlmClient;
import com.agentsflex.prompt.Prompt;
public interface Embeddings {
LlmClient embeddings(Prompt prompt, EmbeddingsListener listener);
}

4
agents-flex-core/src/main/java/com/agentsflex/llm/EmbeddingsListener.java Normal file
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package com.agentsflex.llm;
public interface EmbeddingsListener {
}

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agents-flex-core/src/main/java/com/agentsflex/llm/Llm.java Normal file
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package com.agentsflex.llm;
import com.agentsflex.client.LlmClient;
import com.agentsflex.prompt.Prompt;
public abstract class Llm implements Embeddings{
public abstract LlmClient chat(Prompt prompt, ChatListener listener);
}

6
agents-flex-core/src/main/java/com/agentsflex/llm/LlmConfig.java Normal file
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package com.agentsflex.llm;
import java.io.Serializable;
public class LlmConfig implements Serializable {
}

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agents-flex-core/src/main/java/com/agentsflex/message/AiMessage.java Normal file
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package com.agentsflex.message;
public class AiMessage extends Message {
private Integer index;
private MessageStatus status;
private int totalTokens;
private String fullContent;
public Integer getIndex() {
return index;
}
public void setIndex(Integer index) {
this.index = index;
}
public MessageStatus getStatus() {
return status;
}
public void setStatus(MessageStatus status) {
this.status = status;
}
public int getTotalTokens() {
return totalTokens;
}
public void setTotalTokens(int totalTokens) {
this.totalTokens = totalTokens;
}
public String getFullContent() {
return fullContent;
}
public void setFullContent(String fullContent) {
this.fullContent = fullContent;
}
}

4
agents-flex-core/src/main/java/com/agentsflex/message/FunctionMessage.java Normal file
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package com.agentsflex.message;
public class FunctionMessage extends Message{
}

9
agents-flex-core/src/main/java/com/agentsflex/message/HumanMessage.java Normal file
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package com.agentsflex.message;
public class HumanMessage extends Message{
public HumanMessage(String content) {
super();
setContent(content);
}
}

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agents-flex-core/src/main/java/com/agentsflex/message/Message.java Normal file
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package com.agentsflex.message;
import com.agentsflex.util.Metadata;
public class Message extends Metadata {
protected String content;
public String getContent() {
return content;
}
public void setContent(String content) {
this.content = content;
}
}

24
agents-flex-core/src/main/java/com/agentsflex/message/MessageStatus.java Normal file
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package com.agentsflex.message;
import java.io.Serializable;
public enum MessageStatus implements Serializable {
START(1),
MIDDLE(2),
END(3),
UNKNOW(9),
;
private int value;
MessageStatus(int value) {
this.value = value;
}
public int getValue() {
return value;
}
public void setValue(int value) {
this.value = value;
}
}

11
agents-flex-core/src/main/java/com/agentsflex/message/SystemMessage.java Normal file
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package com.agentsflex.message;
public class SystemMessage extends Message {
public SystemMessage(String content) {
this.content = content;
}
}

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agents-flex-core/src/main/java/com/agentsflex/prompt/HistoriesPrompt.java Normal file
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package com.agentsflex.prompt;
import com.agentsflex.message.Message;
import java.util.ArrayList;
import java.util.List;
public class HistoriesPrompt extends Prompt{
private final List<Message> messages = new ArrayList<>();
public void addMessage(Message message) {
messages.add(message);
}
@Override
public List<Message> toMessages() {
return messages;
}
}

13
agents-flex-core/src/main/java/com/agentsflex/prompt/Prompt.java Normal file
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package com.agentsflex.prompt;
import com.agentsflex.message.Message;
import com.agentsflex.util.Metadata;
import java.util.List;
public abstract class Prompt extends Metadata {
public abstract List<Message> toMessages();
}

5
agents-flex-core/src/main/java/com/agentsflex/prompt/PromptTemplate.java Normal file
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package com.agentsflex.prompt;
public class PromptTemplate {
}

21
agents-flex-core/src/main/java/com/agentsflex/prompt/SimplePrompt.java Normal file
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package com.agentsflex.prompt;
import com.agentsflex.message.HumanMessage;
import com.agentsflex.message.Message;
import java.util.Arrays;
import java.util.List;
public class SimplePrompt extends Prompt{
private final String content;
public SimplePrompt(String content) {
this.content = content;
}
@Override
public List<Message> toMessages() {
return Arrays.asList(new HumanMessage(content));
}
}

5
agents-flex-core/src/main/java/com/agentsflex/text/Loader.java Normal file
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package com.agentsflex.text;
public interface Loader {
Text load();
}

8
agents-flex-core/src/main/java/com/agentsflex/text/Splitter.java Normal file
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@ -0,0 +1,8 @@
package com.agentsflex.text;
import java.util.List;
public interface Splitter {
List<Text> split(Text text);
}

15
agents-flex-core/src/main/java/com/agentsflex/text/Text.java Normal file
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@ -0,0 +1,15 @@
package com.agentsflex.text;
import com.agentsflex.util.Metadata;
public class Text extends Metadata {
private String content;
public String getContent() {
return content;
}
public void setContent(String content) {
this.content = content;
}
}

14
agents-flex-core/src/main/java/com/agentsflex/text/splitter/SimpleSplitter.java Normal file
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package com.agentsflex.text.splitter;
import com.agentsflex.text.Splitter;
import com.agentsflex.text.Text;
import java.util.List;
public class SimpleSplitter implements Splitter {
@Override
public List<Text> split(Text text) {
return null;
}
}

56
agents-flex-core/src/main/java/com/agentsflex/util/HashUtil.java Normal file
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package com.agentsflex.util;
import javax.crypto.Mac;
import javax.crypto.spec.SecretKeySpec;
import java.nio.charset.StandardCharsets;
import java.security.MessageDigest;
import java.util.Base64;
import java.util.concurrent.ThreadLocalRandom;
public class HashUtil {
private static final char[] HEX_DIGITS = "0123456789abcdef".toCharArray();
private static final char[] CHAR_ARRAY = "0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ".toCharArray();
public static String md5(String srcStr) {
return hash("MD5", srcStr);
}
public static String sha256(String srcStr) {
return hash("SHA-256", srcStr);
}
public static String hmacSHA256ToBase64(String content, String secret) {
try {
Mac hmacSHA256 = Mac.getInstance("HmacSHA256");
SecretKeySpec secretKey = new SecretKeySpec(secret.getBytes(StandardCharsets.UTF_8), "HmacSHA256");
hmacSHA256.init(secretKey);
byte[] bytes = hmacSHA256.doFinal(content.getBytes(StandardCharsets.UTF_8));
return Base64.getEncoder().encodeToString(bytes);
} catch (Exception e) {
throw new RuntimeException(e);
}
}
public static String hash(String algorithm, String srcStr) {
try {
MessageDigest md = MessageDigest.getInstance(algorithm);
byte[] bytes = md.digest(srcStr.getBytes(StandardCharsets.UTF_8));
return bytesToHex(bytes);
} catch (Exception e) {
throw new RuntimeException(e);
}
}
public static String bytesToHex(byte[] bytes) {
StringBuilder ret = new StringBuilder(bytes.length * 2);
for (int i = 0; i < bytes.length; i++) {
ret.append(HEX_DIGITS[(bytes[i] >> 4) & 0x0f]);
ret.append(HEX_DIGITS[bytes[i] & 0x0f]);
}
return ret.toString();
}
}

29
agents-flex-core/src/main/java/com/agentsflex/util/Metadata.java Normal file
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package com.agentsflex.util;
import java.io.Serializable;
import java.util.HashMap;
import java.util.Map;
public class Metadata implements Serializable {
protected Map<String, Object> metadataMap;
public Object getMetadata(String key) {
return metadataMap != null ? metadataMap.get(key) : null;
}
public void addMetadata(String key, Object value) {
if (metadataMap == null) {
metadataMap = new HashMap<>();
}
metadataMap.put(key, value);
}
public Map<String, Object> getMetadataMap() {
return metadataMap;
}
public void setMetadataMap(Map<String, Object> metadataMap) {
this.metadataMap = metadataMap;
}
}

4
agents-flex-core/src/main/java/com/agentsflex/util/OKHttpUtil.java Normal file
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@ -0,0 +1,4 @@
package com.agentsflex.util;
public class OKHttpUtil {
}

4
agents-flex-core/src/main/java/com/agentsflex/util/StringUtil.java Normal file
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@ -0,0 +1,4 @@
package com.agentsflex.util;
public class StringUtil {
}

6
agents-flex-core/src/main/java/com/agentsflex/vector/Retriever.java Normal file
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package com.agentsflex.vector;
public interface Retriever {
VectorData retrieve(String prompt);
}

4
agents-flex-core/src/main/java/com/agentsflex/vector/RetrieverOptions.java Normal file
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@ -0,0 +1,4 @@
package com.agentsflex.vector;
public class RetrieverOptions {
}

18
agents-flex-core/src/main/java/com/agentsflex/vector/VectorData.java Normal file
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package com.agentsflex.vector;
import com.agentsflex.util.Metadata;
public class VectorData extends Metadata {
// the embedding data
private double[] data;
public double[] getData() {
return data;
}
public void setData(double[] data) {
this.data = data;
}
}

5
agents-flex-core/src/main/java/com/agentsflex/vector/VectorStorage.java Normal file
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package com.agentsflex.vector;
public interface VectorStorage {
Retriever getRetrieve(RetrieverOptions options);
}

28
agents-flex-llm/agents-flex-llm-openai/pom.xml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>agents-flex-llm</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-llm-openai</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
<dependencies>
<dependency>
<groupId>com.agentsflex</groupId>
<artifactId>agents-flex-core</artifactId>
<version>1.0-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
</dependencies>
</project>

25
agents-flex-llm/agents-flex-llm-openai/src/main/java/com/agentsflex/llm/openai/OpenAiConfig.java Normal file
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package com.agentsflex.llm.openai;
import com.agentsflex.llm.LlmConfig;
public class OpenAiConfig extends LlmConfig {
private String apiKey;
private String model = "gpt-3.5-turbo";
public String getApiKey() {
return apiKey;
}
public void setApiKey(String apiKey) {
this.apiKey = apiKey;
}
public String getModel() {
return model;
}
public void setModel(String model) {
this.model = model;
}
}

46
agents-flex-llm/agents-flex-llm-openai/src/main/java/com/agentsflex/llm/openai/OpenAiLLmUtil.java Normal file
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package com.agentsflex.llm.openai;
import com.agentsflex.message.AiMessage;
import com.agentsflex.message.HumanMessage;
import com.agentsflex.message.Message;
import com.agentsflex.prompt.Prompt;
import com.alibaba.fastjson.JSON;
import java.util.*;
public class OpenAiLLmUtil {
public static String promptToPayload(Prompt prompt,OpenAiConfig config) {
List<Message> messages = prompt.toMessages();
// https://platform.openai.com/docs/api-reference/making-requests
String payload = "{\n" +
// " \"model\": \"gpt-3.5-turbo\",\n" +
" \"model\": \""+config.getModel()+"\",\n" +
" \"messages\": messageJsonString,\n" +
" \"temperature\": 0.7\n" +
"}";
List<Map<String, String>> messageArray = new ArrayList<>();
messages.forEach(message -> {
Map<String, String> map = new HashMap<>(2);
if (message instanceof HumanMessage) {
map.put("role", "user");
map.put("content", message.getContent());
} else if (message instanceof AiMessage) {
map.put("role", "assistant");
map.put("content", ((AiMessage) message).getFullContent());
}
messageArray.add(map);
});
String messageText = JSON.toJSONString(messageArray);
return payload.replace("messageJsonString", messageText);
}
}

47
agents-flex-llm/agents-flex-llm-openai/src/main/java/com/agentsflex/llm/openai/OpenAiLlm.java Normal file
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package com.agentsflex.llm.openai;
import com.agentsflex.client.BaseLlmClientListener;
import com.agentsflex.client.LlmClient;
import com.agentsflex.client.impl.SseClient;
import com.agentsflex.llm.ChatListener;
import com.agentsflex.llm.BaseLlm;
import com.agentsflex.llm.EmbeddingsListener;
import com.agentsflex.message.AiMessage;
import com.agentsflex.prompt.Prompt;
import java.util.HashMap;
import java.util.Map;
public class OpenAiLlm extends BaseLlm<OpenAiConfig> {
public OpenAiLlm(OpenAiConfig config) {
super(config);
}
@Override
public LlmClient chat(Prompt prompt, ChatListener listener) {
LlmClient llmClient = new SseClient();
Map<String, String> headers = new HashMap<>();
headers.put("Content-Type", "application/json");
headers.put("Authorization", "Bearer " + getConfig().getApiKey());
String payload = OpenAiLLmUtil.promptToPayload(prompt, config);
llmClient.start("https://api.openai.com/v1/chat/completions", headers, payload, new BaseLlmClientListener(this, listener) {
@Override
public void onMessage(LlmClient client, String response) {
listener.onMessage(OpenAiLlm.this, new AiMessage());
}
});
return llmClient;
}
@Override
public LlmClient embeddings(Prompt prompt, EmbeddingsListener listener) {
return null;
}
}

41
agents-flex-llm/agents-flex-llm-openai/src/test/java/com/agentsflex/llm/openai/OpenAiLlmTest.java Normal file
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package com.agentsflex.llm.openai;
import com.agentsflex.llm.Llm;
import com.agentsflex.prompt.SimplePrompt;
public class OpenAiLlmTest {
public static void main(String[] args) throws InterruptedException {
OpenAiConfig config = new OpenAiConfig();
config.setApiKey("sk-rts5NF6n*******");
Llm llm = new OpenAiLlm(config);
// HistoriesPrompt prompt = new HistoriesPrompt();
//
// System.out.println("您想问什么？");
// Scanner scanner = new Scanner(System.in);
// String userInput = scanner.nextLine();
//
// while (userInput != null){
//
// prompt.addMessage(new HumanMessage(userInput));
//
// llm.chat(prompt, (instance, message) -> {
// System.out.println(">>>> " + message.getContent());
// });
//
// userInput = scanner.nextLine();
// }
llm.chat(new SimplePrompt("请写一个小兔子战胜大灰狼的故事"), (instance, message) -> {
System.out.println("--->" + message.getContent());
});
Thread.sleep(10000);
}
}

35
agents-flex-llm/agents-flex-llm-spark/pom.xml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>agents-flex-llm</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-llm-spark</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
<dependencies>
<dependency>
<groupId>com.agentsflex</groupId>
<artifactId>agents-flex-core</artifactId>
<version>1.0-SNAPSHOT</version>
<scope>compile</scope>
</dependency>
<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<scope>test</scope>
</dependency>
</dependencies>
</project>

54
agents-flex-llm/agents-flex-llm-spark/src/main/java/com/agentsflex/llm/spark/SparkLlm.java Normal file
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package com.agentsflex.llm.spark;
import com.agentsflex.client.BaseLlmClientListener;
import com.agentsflex.client.LlmClient;
import com.agentsflex.client.impl.WebSocketClient;
import com.agentsflex.llm.ChatListener;
import com.agentsflex.llm.BaseLlm;
import com.agentsflex.llm.EmbeddingsListener;
import com.agentsflex.message.AiMessage;
import com.agentsflex.message.MessageStatus;
import com.agentsflex.prompt.HistoriesPrompt;
import com.agentsflex.prompt.Prompt;
public class SparkLlm extends BaseLlm<SparkLlmConfig> {
public SparkLlm(SparkLlmConfig config) {
super(config);
}
@Override
public LlmClient chat(Prompt prompt, ChatListener listener) {
LlmClient llmClient = new WebSocketClient();
String url = SparkLlmUtil.createURL(config);
String payload = SparkLlmUtil.promptToPayload(prompt, config);
StringBuilder fullMessage = new StringBuilder();
llmClient.start(url, null, payload, new BaseLlmClientListener(this, listener) {
@Override
public void onMessage(LlmClient client, String response) {
AiMessage aiMessage = SparkLlmUtil.parseAiMessage(response);
fullMessage.append(aiMessage.getContent());
aiMessage.setFullContent(fullMessage.toString());
listener.onMessage(SparkLlm.this, aiMessage);
if (aiMessage.getStatus() == MessageStatus.END
&& prompt instanceof HistoriesPrompt) {
((HistoriesPrompt) prompt).addMessage(aiMessage);
}
}
});
return llmClient;
}
@Override
public LlmClient embeddings(Prompt prompt, EmbeddingsListener listener) {
return null;
}
}

44
agents-flex-llm/agents-flex-llm-spark/src/main/java/com/agentsflex/llm/spark/SparkLlmConfig.java Normal file
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package com.agentsflex.llm.spark;
import com.agentsflex.llm.LlmConfig;
public class SparkLlmConfig extends LlmConfig {
private String appId;
private String apiSecret;
private String apiKey ;
private String version = "v3.1";
public String getAppId() {
return appId;
}
public void setAppId(String appId) {
this.appId = appId;
}
public String getApiSecret() {
return apiSecret;
}
public void setApiSecret(String apiSecret) {
this.apiSecret = apiSecret;
}
public String getApiKey() {
return apiKey;
}
public void setApiKey(String apiKey) {
this.apiKey = apiKey;
}
public String getVersion() {
return version;
}
public void setVersion(String version) {
this.version = version;
}
}

113
agents-flex-llm/agents-flex-llm-spark/src/main/java/com/agentsflex/llm/spark/SparkLlmUtil.java Normal file
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package com.agentsflex.llm.spark;
import com.agentsflex.message.AiMessage;
import com.agentsflex.message.HumanMessage;
import com.agentsflex.message.Message;
import com.agentsflex.message.MessageStatus;
import com.agentsflex.prompt.Prompt;
import com.agentsflex.util.HashUtil;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONObject;
import com.alibaba.fastjson.JSONPath;
import java.io.UnsupportedEncodingException;
import java.net.URLEncoder;
import java.text.SimpleDateFormat;
import java.util.*;
public class SparkLlmUtil {
public static AiMessage parseAiMessage(String json){
AiMessage aiMessage = new AiMessage();
JSONObject jsonObject = JSON.parseObject(json);
Object status = JSONPath.eval(jsonObject, "$.payload.choices.status");
MessageStatus messageStatus = SparkLlmUtil.parseMessageStatus((Integer) status);
aiMessage.setStatus(messageStatus);
aiMessage.setIndex((Integer) JSONPath.eval(jsonObject,"$.payload.choices.text[0].index"));
aiMessage.setContent((String) JSONPath.eval(jsonObject,"$.payload.choices.text[0].content"));
return aiMessage;
}
public static String promptToPayload(Prompt prompt, SparkLlmConfig config) {
List<Message> messages = prompt.toMessages();
// https://www.xfyun.cn/doc/spark/Web.html#_1-%E6%8E%A5%E5%8F%A3%E8%AF%B4%E6%98%8E
String payload = "{\n" +
" \"header\": {\n" +
" \"app_id\": \"" + config.getAppId() + "\",\n" +
" \"uid\": \"" + UUID.randomUUID() + "\"\n" +
" },\n" +
" \"parameter\": {\n" +
" \"chat\": {\n" +
" \"domain\": \"generalv3\",\n" +
" \"temperature\": 0.5,\n" +
" \"max_tokens\": 1024 \n" +
" }\n" +
" },\n" +
" \"payload\": {\n" +
" \"message\": {\n" +
" \"text\": messageJsonString" +
" }\n" +
" }\n" +
"}";
List<Map<String, String>> messageArray = new ArrayList<>();
messages.forEach(message -> {
Map<String, String> map = new HashMap<>(2);
if (message instanceof HumanMessage) {
map.put("role", "user");
map.put("content", message.getContent());
} else if (message instanceof AiMessage) {
map.put("role", "assistant");
map.put("content", ((AiMessage) message).getFullContent());
}
messageArray.add(map);
});
String messageText = JSON.toJSONString(messageArray);
return payload.replace("messageJsonString", messageText);
}
public static MessageStatus parseMessageStatus(Integer status) {
switch (status) {
case 0:
return MessageStatus.START;
case 1:
return MessageStatus.MIDDLE;
case 2:
return MessageStatus.END;
}
return MessageStatus.UNKNOW;
}
public static String createURL(SparkLlmConfig config) {
SimpleDateFormat sdf = new SimpleDateFormat("EEE, dd MMM yyyy HH:mm:ss '+0000'", Locale.US);
sdf.setTimeZone(java.util.TimeZone.getTimeZone("UTC"));
String date = sdf.format(new Date());
String header = "host: spark-api.xf-yun.com\n";
header += "date: " + date + "\n";
header += "GET /" + config.getVersion() + "/chat HTTP/1.1";
String base64 = HashUtil.hmacSHA256ToBase64(header, config.getApiSecret());
String authorization_origin = "api_key=\"" + config.getApiKey()
+ "\", algorithm=\"hmac-sha256\", headers=\"host date request-line\", signature=\"" + base64 + "\"";
String authorization = Base64.getEncoder().encodeToString(authorization_origin.getBytes());
return "ws://spark-api.xf-yun.com/" + config.getVersion() + "/chat?authorization=" + authorization
+ "&date=" + urlEncode(date) + "&host=spark-api.xf-yun.com";
}
private static String urlEncode(String content) {
try {
return URLEncoder.encode(content, "utf-8").replace("+", "%20");
} catch (UnsupportedEncodingException e) {
throw new RuntimeException(e);
}
}
}

43
agents-flex-llm/agents-flex-llm-spark/src/test/java/com/agentsflex/llm/spark/test/SparkLlmTest.java Normal file
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package com.agentsflex.llm.spark.test;
import com.agentsflex.llm.Llm;
import com.agentsflex.llm.spark.SparkLlm;
import com.agentsflex.llm.spark.SparkLlmConfig;
import com.agentsflex.message.HumanMessage;
import com.agentsflex.prompt.HistoriesPrompt;
import java.util.Scanner;
public class SparkLlmTest {
public static void main(String[] args) throws InterruptedException {
SparkLlmConfig config = new SparkLlmConfig();
config.setAppId("****");
config.setApiKey("****");
config.setApiSecret("****");
Llm llm = new SparkLlm(config);
HistoriesPrompt prompt = new HistoriesPrompt();
System.out.println("您想问什么？");
Scanner scanner = new Scanner(System.in);
String userInput = scanner.nextLine();
while (userInput != null){
prompt.addMessage(new HumanMessage(userInput));
llm.chat(prompt, (instance, message) -> {
System.out.println(">>>> " + message.getContent());
});
userInput = scanner.nextLine();
}
}
}

25
agents-flex-llm/pom.xml Normal file
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@ -0,0 +1,25 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-llm</artifactId>
<packaging>pom</packaging>
<modules>
<module>agents-flex-llm-openai</module>
<module>agents-flex-llm-spark</module>
</modules>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
</project>

20
agents-flex-samples/pom.xml Normal file
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@ -0,0 +1,20 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-samples</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
</project>

7
agents-flex-samples/src/main/java/com/agentsflex/Main.java Normal file
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@ -0,0 +1,7 @@
package com.agentsflex;
public class Main {
public static void main(String[] args) {
System.out.println("Hello world!");
}
}

20
agents-flex-test/pom.xml Normal file
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@ -0,0 +1,20 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-test</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
</project>

7
agents-flex-test/src/main/java/com/agentsflex/Main.java Normal file
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@ -0,0 +1,7 @@
package com.agentsflex;
public class Main {
public static void main(String[] args) {
System.out.println("Hello world!");
}
}

20
agents-flex-vector/pom.xml Normal file
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@ -0,0 +1,20 @@
<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<parent>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
</parent>
<artifactId>agents-flex-vector</artifactId>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
</properties>
</project>

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agents-flex-vector/src/main/java/com/agentsflex/Main.java Normal file
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package com.agentsflex;
public class Main {
public static void main(String[] args) {
System.out.println("Hello world!");
}
}

1
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# Agents-Flex ChangeLog

37
pom.xml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>com.agentsflex</groupId>
<artifactId>parent</artifactId>
<version>1.0-SNAPSHOT</version>
<packaging>pom</packaging>
<modules>
<module>agents-flex-core</module>
<module>agents-flex-test</module>
<module>agents-flex-samples</module>
<module>agents-flex-llm</module>
<module>agents-flex-vector</module>
</modules>
<properties>
<maven.compiler.source>8</maven.compiler.source>
<maven.compiler.target>8</maven.compiler.target>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<junit.version>4.13.2</junit.version>
</properties>
<dependencyManagement>
<dependencies>
<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<version>${junit.version}</version>
</dependency>
</dependencies>
</dependencyManagement>
</project>

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<h4 align="right"><strong>English</strong> | <a href="./readme_zh.md">简体中文</a></h4>
# Agents-Flex is an elegant LLM Application Framework like LangChain with Java.
## Hello Word
use OpenAi LLM:
```java
public static void main(String[] args) throws InterruptedException {
OpenAiConfig config = new OpenAiConfig();
config.setApiKey("sk-rts5NF6n*******");
Llm llm = new OpenAiLlm(config);
Prompt prompt = new SimplePrompt("Please write a story about a little rabbit defeating a big bad wolf");
llm.chat(prompt, (llmInstance, message) -> {
System.out.println("--->" + message.getContent());
});
Thread.sleep(10000);
}
```
use SparkAi LLM:
```java
public static void main(String[] args) throws InterruptedException {
SparkLlmConfig config = new SparkLlmConfig();
config.setAppId("****");
config.setApiKey("****");
config.setApiSecret("****");
Llm llm = new SparkLlm(config);
Prompt prompt = new SimplePrompt("Please write a story about a little rabbit defeating a big bad wolf");
llm.chat(prompt, (llmInstance, message) -> {
System.out.println("--->" + message.getContent());
});
Thread.sleep(10000);
}
```

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<h4 align="right"><a href="./readme.md">English</a> | <strong>简体中文</strong></h4>
# Agents-Flex： 一个优雅的 LLM（大语言模型） 应用开发
## Hello Word
使用 OpenAi 大语言模型:
```java
public static void main(String[] args) throws InterruptedException {
OpenAiConfig config = new OpenAiConfig();
config.setApiKey("sk-rts5NF6n*******");
Llm llm = new OpenAiLlm(config);
Prompt prompt = new SimplePrompt("请写一个关于小兔子战胜大灰狼的故事。");
llm.chat(prompt, (llmInstance, message) -> {
System.out.println("--->" + message.getContent());
});
Thread.sleep(10000);
}
```
使用 “讯飞星火” 大语言模型:
```java
public static void main(String[] args) throws InterruptedException {
SparkLlmConfig config = new SparkLlmConfig();
config.setAppId("****");
config.setApiKey("****");
config.setApiSecret("****");
Llm llm = new SparkLlm(config);
Prompt prompt = new SimplePrompt("请写一个关于小兔子战胜大灰狼的故事。");
llm.chat(prompt, (llmInstance, message) -> {
System.out.println("--->" + message.getContent());
});
Thread.sleep(10000);
}
```