本文档主要介绍如何通过 DashScope SDK 或 HTTP API，快速、高效地将阿里云百炼 工作流应用 集成到业务系统中。
如需使用 Responses API 调用，请参阅 Responses API。
重要本文档仅适用于华北2（北京）地域。
说明百炼工作流不支持使用文生图大模型。
前提条件
开始前，请确保您已完成以下操作：
- 已获取 API Key并配置API Key到环境变量。
- 已创建工作流应用，并在应用管理页面的应用卡片上获取 APP_ID。
- 若通过DashScope SDK调用，需要安装DashScope SDK。
快速开始
Python
请求示例import os
from http import HTTPStatus
from dashscope import Application
response = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id='APP_ID',# 替换为实际的应用 ID
prompt='你是谁？')
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
print(response.output.text)
我是阿里云开发的一款超大规模语言模型，我叫千问。我被设计用来帮助用户生成各种类型的文本，如文章、故事、诗歌、故事等，并能根据不同的场景和需求进行调整和优化。此外，我还能够回答各种问题，提供信息和解释，辅助学习和研究。如果您有任何需要，欢迎随时向我提问！
Java
请求示例// 建议dashscope SDK的版本 >= 2.12.0
import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
public class Main {
public static void appCall()
throws ApiException, NoApiKeyException, InputRequiredException {
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID")
.prompt("你是谁？")
.build();
Application application = new Application();
ApplicationResult result = application.call(param);
System.out.printf("text: %s\n",
result.getOutput().getText());
}
public static void main(String[] args) {
try {
appCall();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.err.println("message："+e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
text: 我是阿里云开发的一款超大规模语言模型，我叫千问。
HTTP
curl
请求示例curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"prompt": "你是谁？"
},
"parameters": {},
"debug": {}
}'
响应示例APP_ID替换为实际的应用 ID。
{"output":{"finish_reason":"stop",
"session_id":"232ea2e9e6ef448db6b14465c06a9a56",
"text":"我是来自阿里云的超大规模语言模型，我叫千问。我是一个能够回答问题、创作文字，还能表达观点、撰写代码的AI助手。如果您有任何问题或需要帮助，请随时告诉我，我会尽力为您提供帮助。"},
"usage":{"models":[{"output_tokens":51,"model_id":"qwen-max","input_tokens":121}]},
"request_id":"661c9cad-e59c-9f78-a262-78eff243f151"}%
PHP
请求示例<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '你是谁？'
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
// 解码响应数据
$response_data = json_decode($response, true);
// 处理响应
if ($status_code == 200) {
if (isset($response_data['output']['text'])) {
echo "{$response_data['output']['text']}\n";
} else {
echo "No text in response.\n";
}}
else {
if (isset($response_data['request_id'])) {
echo "request_id={$response_data['request_id']}\n";}
echo "code={$status_code}\n";
if (isset($response_data['message'])) {
echo "message={$response_data['message']}\n";}
else {
echo "message=Unknown error\n";}
}
?>
我是来自阿里云的超大规模语言模型，我叫千问。
Node.js
需安装相关依赖：npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';// 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
input: {
prompt: "你是谁？"
},
parameters: {},
debug: {}
};
try {
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json'
}
});
if (response.status === 200) {
console.log(`${response.data.output.text}`);
} else {
console.log(`request_id=${response.headers['request_id']}`);
console.log(`code=${response.status}`);
console.log(`message=${response.data.message}`);
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response data: ${JSON.stringify(error.response.data, null, 2)}`);
}
}
}
callDashScope();
我是来自阿里云的大规模语言模型，我叫千问。
C#
请求示例using System;
using System.Net.Http;
using System.Text;
using System.Threading.Tasks;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
string jsonContent = @"{
""input"": {
""prompt"": ""你是谁？""
},
""parameters"": {},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
try
{
HttpResponseMessage response = await client.PostAsync(url, content);
if (response.IsSuccessStatusCode)
{
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine("Request successful:");
Console.WriteLine(responseBody);
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "c274e14a58d9492f9baeffdc003a97c5",
"text": "我是阿里云开发的一款超大规模语言模型，我叫千问。我被设计用来帮助用户生成各种类型的文本，如文章、故事、诗歌、故事等，并能根据不同的场景和需求进行变换和创新。此外，我还能够回答各种问题，提供信息和解释，帮助用户解决问题和获取知识。如果你有任何问题或需要帮助，请随时告诉我！"
},
"usage": {
"models": [
{
"output_tokens": 79,
"model_id": "qwen-plus",
"input_tokens": 74
}
]
},
"request_id": "5c4b86b1-cd2d-9847-8d00-3fba8f187bc6"
}
Go
请求示例package main
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
)
func main() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
// 创建请求体
requestBody := map[string]interface{}{
"input": map[string]string{
"prompt": "你是谁？",
},
"parameters": map[string]interface{}{},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
// 创建 HTTP POST 请求
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
// 设置请求头
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
// 发送请求
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
// 读取响应
body, err := io.ReadAll(resp.Body)
if err != nil {
fmt.Printf("Failed to read response: %v\n", err)
return
}
// 处理响应
if resp.StatusCode == http.StatusOK {
fmt.Println("Request successful:")
fmt.Println(string(body))
} else {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
fmt.Println(string(body))
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "6105c965c31b40958a43dc93c28c7a59",
"text": "我是千问，由阿里云开发的AI助手。我被设计用来回答各种问题、提供信息和与用户进行对话。有什么我可以帮助你的吗？"
},
"usage": {
"models": [
{
"output_tokens": 36,
"model_id": "qwen-plus",
"input_tokens": 74
}
]
},
"request_id": "f97ee37d-0f9c-9b93-b6bf-bd263a232bf9"
}
多轮对话
相比于单轮对话，多轮对话可以让大模型参考历史对话信息，更符合日常交流的场景。
使用 | 系统会自动从云端加载存储的对话历史，并结合
|
自行管理 | 自行维护一个 |
注意：若请求中同时包含
session_id和messages，系统将优先使用messages。
在大模型节点配置提示词变量historyList并发布应用后，发起 API 调用。
云端存储
Python
请求示例import os
from http import HTTPStatus
from dashscope import Application
def call_with_session():
response = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id='APP_ID', # 替换为实际的应用 ID
prompt='你是谁？')
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
return response
responseNext = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id='APP_ID', # 替换为实际的应用 ID
prompt='你有什么技能?',
session_id=response.output.session_id) # 上一轮response的session_id
if responseNext.status_code != HTTPStatus.OK:
print(f'request_id={responseNext.request_id}')
print(f'code={responseNext.status_code}')
print(f'message={responseNext.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
print('%s\n session_id=%s\n' % (responseNext.output.text, responseNext.output.session_id))
# print('%s\n' % (response.usage))
if __name__ == '__main__':
call_with_session()
我具备多种技能，可以协助你完成各种任务。以下是一些主要的技能：
1. **信息查询**：提供天气、新闻、历史事实、科学知识等各种信息。
2. **语言处理**：翻译文本、纠正语法错误、生成文章和故事。
3. **技术问题解答**：解答编程、软件使用、技术故障排除等问题。
4. **学习辅导**：帮助解答数学、物理、化学等学科的问题。
5. **生活建议**：提供健康、饮食、旅行、购物等方面的建议。
6. **娱乐互动**：讲笑话、玩文字游戏、进行简单的聊天互动。
7. **日程管理**：提醒重要日期、安排日程、设置提醒。
8. **数据分析**：解释数据图表、提供数据分析建议。
9. **情感支持**：倾听你的感受、提供安慰和支持。
如果你有具体的需求或问题，可以直接告诉我，我会尽力帮助你！
session_id=98ceb3ca0c4e4b05a20a00f913050b42
Java
请求示例import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import java.util.Arrays;
import java.util.List;
public class Main {
public static void callWithSession()
throws ApiException, NoApiKeyException, InputRequiredException {
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
// 替换为实际的应用 ID
.appId("APP_ID")
.prompt("你是谁？")
.build();
Application application = new Application();
ApplicationResult result = application.call(param);
param.setSessionId(result.getOutput().getSessionId());
param.setPrompt("你有什么技能?");
result = application.call(param);
System.out.printf("%s\n session_id: %s\n",
result.getOutput().getText(), result.getOutput().getSessionId());
}
public static void main(String[] args) {
try {
callWithSession();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.out.printf("Exception: %s", e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
我具备多项技能，可以为您提供多种帮助。以下是一些主要的技能：
1. **多语言理解与生成**：我能理解和生成包括中文、英文在内的多种语言文本。
2. **信息检索与综合**：我可以根据您的问题查找相关信息并进行整理和总结。
3. **写作辅助**：无论是撰写文章、报告还是创意写作，我都能提供支持。
4. **编程助手**：对于程序员来说，我可以帮助解答编程相关的问题，提供代码示例等。
5. **教育辅导**：在学习过程中遇到困难时，我可以作为助手提供帮助，涵盖从数学到历史等多个学科领域。
6. **生活建议**：关于健康饮食、旅行规划等方面的问题我也能给出一些建议。
7. **情感交流**：虽然我是AI，但我努力以一种温暖和支持的方式与您交流。
如果您有任何具体需求或想要进一步了解某个方面的内容，请随时告诉我！
session_id: f2e94a980a34424fa25be45a7048d77c
HTTP
curl
请求示例（上一轮对话）curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"prompt": "你是谁？"
},
"parameters": {},
"debug": {}
}'
{
"output": {
"finish_reason": "stop",
"session_id": "4f8ef7233dc641aba496cb201fa59f8c",
"text": "我是通义千问，由阿里云开发的AI助手。我被设计用来回答各种问题、提供信息和与用户进行对话。有什么我可以帮助你的吗？"
},
"usage": {
"models": [
{
"output_tokens": 36,
"model_id": "qwen-plus",
"input_tokens": 75
}
]
},
"request_id": "e571b14a-423f-9278-8d1e-d86c418801e0"
}
curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"prompt": "你有什么技能？",
"session_id":"4f8ef7233dc641aba496cb201fa59f8c"
},
"parameters": {},
"debug": {}
}'
{
"output": {
"finish_reason": "stop",
"session_id": "4f8ef7233dc641aba496cb201fa59f8c",
"text": "作为AI助手，我具备多种技能，可以帮助你完成各种任务，包括但不限于：
1. **知识查询**：我可以帮助你查找各种领域的信息，比如科学、历史、文化、技术等。
2. **语言翻译**：我可以帮你翻译不同语言的文字，支持多种语言之间的互译。
3. **文本生成**：我可以生成文章、故事、诗歌、新闻稿等各种类型的文本。
4. **问题解答**：无论是学术问题、生活常识还是技术难题，我都可以尝试为你提供答案。
5. **对话交流**：我可以与你进行自然流畅的对话，提供情感支持或娱乐。
6. **代码编写与调试**：我可以帮助你编写代码、解决编程中的问题。
7. **数据分析**：我可以帮助你分析数据，提供统计结果和可视化建议。
8. **创意启发**：如果你需要创意灵感，比如设计、广告词、营销策略等，我也可以提供帮助。
如果你有任何具体的需求或问题，欢迎随时告诉我！"
},
"usage": {
"models": [
{
"output_tokens": 208,
"model_id": "qwen-plus",
"input_tokens": 125
}
]
},
"request_id": "9de2c3ed-e1f0-9963-85f4-8f289203418b"
}
PHP
请求示例（上一轮对话）<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '你是谁？'
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
// 解码响应数据
$response_data = json_decode($response, true);
// 处理响应
if ($status_code == 200) {
if (isset($response_data['output']['text'])) {
echo "{$response_data['output']['text']}\n";
} else {
echo "No text in response.\n";
};
if (isset($response_data['output']['session_id'])) {
echo "session_id={$response_data['output']['session_id']}\n";
}
}else {
if (isset($response_data['request_id'])) {
echo "request_id={$response_data['request_id']}\n";}
echo "code={$status_code}\n";
if (isset($response_data['message'])) {
echo "message={$response_data['message']}\n";}
else {
echo "message=Unknown error\n";}
}
?>
我是来自阿里云的超大规模语言模型，我叫通义千问。
session_id=2e658bcb514f4d30ab7500b4766a8d43
<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '你有什么技能？',
// 替换为实际上一轮对话返回的session_id
'session_id' => '2e658bcb514f4d30ab7500b4766a8d43'
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
// 解码响应数据
$response_data = json_decode($response, true);
// 处理响应
if ($status_code == 200) {
if (isset($response_data['output']['text'])) {
echo "{$response_data['output']['text']}\n";
} else {
echo "No text in response.\n";
};
if (isset($response_data['output']['session_id'])) {
echo "session_id={$response_data['output']['session_id']}\n";
}
}else {
if (isset($response_data['request_id'])) {
echo "request_id={$response_data['request_id']}\n";}
echo "code={$status_code}\n";
if (isset($response_data['message'])) {
echo "message={$response_data['message']}\n";}
else {
echo "message=Unknown error\n";}
}
?>
我具备多项技能，包括但不限于：
1. **多语言能力**：我可以理解和生成多种语言的文字内容。
2. **写作与创作**：帮助撰写文章、故事、诗歌等创意内容。
3. **知识问答**：回答来自各个领域的常识性和专业性问题。
4. **代码编写与理解**：能够编写简单的程序代码，并帮助解释或调试代码。
5. **逻辑推理**：解决需要逻辑思考的问题和谜题。
6. **情感支持**：提供正面的心理支持和鼓励。
7. **游戏娱乐**：参与文字游戏或其他形式的互动娱乐活动。
我的目标是成为您的得力助手，在您需要的时候提供帮助和支持。如果您有任何具体需求或想要尝试的功能，请随时告诉我！
session_id=2e658bcb514f4d30ab7500b4766a8d43
Node.js
需安装相关依赖：npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';// 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
input: {
prompt: "你是谁？"
},
parameters: {},
debug: {}
};
try {
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json'
}
});
if (response.status === 200) {
console.log(`${response.data.output.text}`);
console.log(`session_id=${response.data.output.session_id}`);
} else {
console.log(`request_id=${response.headers['request_id']}`);
console.log(`code=${response.status}`);
console.log(`message=${response.data.message}`);
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
我是通义千问，由阿里云开发的人工智能助手。我可以回答各种问题、提供信息和与用户进行对话。有什么我可以帮助你的吗？
session_id=fe4ce8b093bf46159ea9927a7b22f0d3
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';// 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
// session_id替换为实际上一轮对话的session_id
const data = {
input: {
prompt: "你有什么技能？",
session_id: 'fe4ce8b093bf46159ea9927a7b22f0d3',
},
parameters: {},
debug: {}
};
try {
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json'
}
});
if (response.status === 200) {
console.log(`${response.data.output.text}`);
console.log(`session_id=${response.data.output.session_id}`);
} else {
console.log(`request_id=${response.headers['request_id']}`);
console.log(`code=${response.status}`);
console.log(`message=${response.data.message}`);
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
我具备多种技能，可以帮助你处理不同的任务和问题。以下是一些主要的技能领域：
1. **信息查询与检索**：我可以帮助查找特定的信息、数据或新闻。
2. **写作与创作**：包括撰写文章、故事、诗歌、报告等。
3. **语言翻译**：能够提供不同语言之间的翻译服务。
4. **教育辅导**：解答学术问题，帮助理解复杂的概念。
5. **技术支持**：解决计算机使用中遇到的技术难题。
6. **生活建议**：提供建议关于健康、饮食、旅行等方面。
7. **娱乐互动**：讲笑话、玩文字游戏等轻松活动。
如果你有具体的需求或想了解更详细的某一方面，请告诉我！
session_id=fe4ce8b093bf46159ea9927a7b22f0d3
C#
请求示例（上一轮对话）using System;
using System.Net.Http;
using System.Text;
using System.Threading.Tasks;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
string jsonContent = @"{
""input"": {
""prompt"": ""你是谁？""
},
""parameters"": {},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
try
{
HttpResponseMessage response = await client.PostAsync(url, content);
if (response.IsSuccessStatusCode)
{
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine("Request successful:");
Console.WriteLine(responseBody);
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "7b830e4cc8fe44faad0e648f9b71435f",
"text": "我是通义千问，由阿里云开发的AI助手。我被设计用来回答各种问题、提供信息和与用户进行对话。有什么我可以帮助你的吗？"
},
"usage": {
"models": [
{
"output_tokens": 36,
"model_id": "qwen-plus",
"input_tokens": 75
}
]
},
"request_id": "53691ae5-be17-96c6-a830-8f0f92329028"
}
using System;
using System.Net.Http;
using System.Text;
using System.Threading.Tasks;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
string jsonContent = @"{
""input"": {
""prompt"": ""你有什么技能？"",
""session_id"": ""7b830e4cc8fe44faad0e648f9b71435f""
},
""parameters"": {},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
try
{
HttpResponseMessage response = await client.PostAsync(url, content);
if (response.IsSuccessStatusCode)
{
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine("Request successful:");
Console.WriteLine(responseBody);
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "7b830e4cc8fe44faad0e648f9b71435f",
"text": "我具备多种技能，可以：
- 回答广泛领域的知识性问题
- 提供学习资源和建议
- 协助解决技术问题
- 进行多语言交流
- 帮助规划行程和活动
- 提供日常生活中的实用建议
如果你有任何具体需求或问题，欢迎随时告诉我！"
},
"usage": {
"models": [
{
"output_tokens": 70,
"model_id": "qwen-plus",
"input_tokens": 123
}
]
},
"request_id": "da5044ed-461e-9e91-8ca5-38a3c72a8306"
}
Go
请求示例（上一轮对话）package main
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
)
func main() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
// 创建请求体
requestBody := map[string]interface{}{
"input": map[string]string{
"prompt": "你是谁？",
},
"parameters": map[string]interface{}{},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
// 创建 HTTP POST 请求
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
// 设置请求头
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
// 发送请求
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
// 读取响应
body, err := io.ReadAll(resp.Body)
if err != nil {
fmt.Printf("Failed to read response: %v\n", err)
return
}
// 处理响应
if resp.StatusCode == http.StatusOK {
fmt.Println("Request successful:")
fmt.Println(string(body))
} else {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
fmt.Println(string(body))
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "f7eea37f0c734c20998a021b688d6de2",
"text": "我是通义千问，由阿里云开发的AI助手。我被设计用来回答各种问题、提供信息和与用户进行对话。有什么我可以帮助你的吗？"
},
"usage": {
"models": [
{
"output_tokens": 36,
"model_id": "qwen-plus",
"input_tokens": 75
}
]
},
"request_id": "fa65e14a-ab63-95b2-aa43-035bf5c51835"
}
package main
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
)
func main() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
// 创建请求体
requestBody := map[string]interface{}{
"input": map[string]string{
"prompt": "你有什么技能？",
"session_id": "f7eea37f0c734c20998a021b688d6de2", // 替换为实际上一轮对话的session_id
},
"parameters": map[string]interface{}{},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
// 创建 HTTP POST 请求
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
// 设置请求头
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
// 发送请求
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
// 读取响应
body, err := io.ReadAll(resp.Body)
if err != nil {
fmt.Printf("Failed to read response: %v\n", err)
return
}
// 处理响应
if resp.StatusCode == http.StatusOK {
fmt.Println("Request successful:")
fmt.Println(string(body))
} else {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
fmt.Println(string(body))
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "f7eea37f0c734c20998a021b688d6de2",
"text": "我具备多种技能，可以：
- 回答各种知识性问题，如科学、历史、文化等领域的疑问。
- 提供实用建议，比如旅行攻略、健康小贴士、学习方法等。
- 协助处理文字工作，例如撰写文章、编辑文档、创作故事或诗歌。
- 进行多语言翻译，支持多种语言之间的互译。
- 与用户进行自然流畅的对话，陪伴聊天、解答疑惑。
如果你有任何具体需求，欢迎告诉我！"
},
"usage": {
"models": [
{
"output_tokens": 104,
"model_id": "qwen-plus",
"input_tokens": 125
}
]
},
"request_id": "badccade-9f54-986b-8d8c-75ef15e9616c"
}
APP_ID替换为实际的应用 ID。下一轮对话的输入参数
session_id字段值替换为实际上一轮对话返回的session_id值。
自行管理
Python
请求示例# dashscope SDK的版本需 >= 1.20.14
import os
from http import HTTPStatus
from dashscope import Application
messages = [
{'role': 'system', 'content': 'You are a helpful assistant.'},
{'role': 'user', 'content': '你是谁？'},
{"role": "assistant","content": "我是阿里云开发的大规模语言模型，我叫通义千问。"},
{"role": "user","content": "你能做什么？"}
]
response = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id='APP_ID', # 替换为实际的应用 ID
messages=messages)
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
print('%s\n' % (response.output.text))
作为通义千问，我可以帮助你完成多种任务，包括但不限于：
1. 回答问题：无论是科学知识、技术难题还是生活常识，我都可以提供准确的信息和解答。
2. 创作文字：如撰写故事、写诗、编写文章等，根据给定的条件生成创意内容。
3. 编程助手：可以辅助编程学习，解释代码逻辑，帮助调试程序错误等。
4. 语言翻译：支持多种语言之间的互译服务。
5. 提供建议：在面对决策时为你提供建议或解决方案。
6. 情感交流：与用户进行对话，倾听并给予积极正面的回应和支持。
总之，我的目标是成为你工作和生活中的得力助手。如果你有任何具体的需求，请随时告诉我！
Java
请求示例// dashscope SDK的版本需 >= 2.17.0
import java.util.ArrayList;
import java.util.List;
import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.common.Message;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
public class Main {
public static void appCall()
throws ApiException, NoApiKeyException, InputRequiredException {
List<Message> messages = new ArrayList<>();
messages.add(Message.builder().role("system").content("You are a helpful assistant.").build());
messages.add(Message.builder().role("user").content("你是谁？").build());
messages.add(Message.builder().role("assistant").content("我是阿里云开发的大规模语言模型，我叫通义千问。").build());
messages.add(Message.builder().role("user").content("你能做什么？").build());
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID")
.messages(messages)
.build();
Application application = new Application();
ApplicationResult result = application.call(param);
System.out.printf("text: %s\n",
result.getOutput().getText());
}
public static void main(String[] args) {
try {
appCall();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.err.println("message："+e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
text: 我可以帮助你完成多种任务，包括但不限于：
1. 回答问题：无论是学术问题、生活常识还是专业领域的问题，我都会尽力提供准确的答案。
2. 创作文字：比如写故事、写公文、写邮件、写剧本等，只需要给我一些基本的信息和要求即可。
3. 表格处理：可以帮你整理数据，生成或修改表格。
4. 代码写作：支持多种编程语言的代码编写与解释。
5. 多语言互译：可以在不同语言之间进行翻译。
6. 模拟对话：可以扮演不同的角色与用户进行模拟对话。
如果你有任何具体的需求，请随时告诉我！
HTTP
curl
请求示例curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"messages":[
{
"role": "system",
"content": "You are a helpful assistant."
},
{
"role": "user",
"content": "你是谁？"
},
{
"role": "assistant",
"content": "我是阿里云开发的大规模语言模型，我叫通义千问。"
},
{
"role": "user",
"content": "你能做什么？"
}
]
},
"parameters": {},
"debug": {}
}'
{"output":
{"finish_reason":"stop","session_id":"990ca89d89794826976d7499ad10cddb",
"text":"我可以帮助你完成多种任务，包括但不限于：\n\n1. 回答问题：无论是学术知识、实用技巧还是常识性问题，我都会尽力提供准确的答案。\n2. 创作文字：比如写故事、写公文、写邮件、写剧本等等，只要你告诉我具体需求，我就能帮你撰写。\n3. 表达观点：对于一些主观性的问题，我也可以给出自己的看法，并与你进行讨论。\n4. 游戏娱乐：我们可以一起玩文字游戏，或者让我为你讲个笑话放松一下。\n\n总之，任何与语言相关的事情，都可以找我帮忙！"},
"usage":{"models":[{"output_tokens":126,"model_id":"qwen-max","input_tokens":86}]},"request_id":"3908c4a3-8d7a-9e51-81a5-0fc366582990"}%
PHP
请求示例<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
"messages" => [
[
"role" => "system",
"content" => "You are a helpful assistant."
],
[
"role" => "user",
"content" => "你是谁？"
],
[
"role" => "assistant",
"content" => "我是阿里云开发的大规模语言模型，我叫通义千问。"
],
[
"role" => "user",
"content" => "你能做什么？"
]
]
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
// 解码响应数据
$response_data = json_decode($response, true);
// 处理响应
if ($status_code == 200) {
if (isset($response_data['output']['text'])) {
echo "{$response_data['output']['text']}\n";
} else {
echo "No text in response.\n";
}
} else {
if (isset($response_data['request_id'])) {
echo "request_id={$response_data['request_id']}\n";
}
echo "code={$status_code}\n";
if (isset($response_data['message'])) {
echo "message={$response_data['message']}\n";
} else {
echo "message=Unknown error\n";
}
}
?>
我可以帮助你完成多种任务，比如：
1. 回答问题：无论是学术问题、实用知识还是娱乐八卦，我都会尽力提供准确的答案。
2. 创作文字：包括但不限于写故事、写公文、写邮件等。
3. 提供建议：如旅行建议、学习方法、职业规划等方面的指导和建议。
4. 进行对话：我们可以聊天交流，分享心情，甚至进行一些有趣的讨论。
如果你有任何需要帮助的地方，都可以告诉我哦！
Node.js
需安装相关依赖：npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';//替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
"input": {
"messages":[
{
"role": "system",
"content": "You are a helpful assistant."
},
{
"role": "user",
"content": "你是谁？"
},
{
"role": "assistant",
"content": "我是阿里云开发的大规模语言模型，我叫通义千问。"
},
{
"role": "user",
"content": "你能做什么？"
}
]
},
parameters: {},
debug: {}
};
try {
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json'
}
});
if (response.status === 200) {
console.log(`${response.data.output.text}`);
} else {
console.log(`request_id=${response.headers['request_id']}`);
console.log(`code=${response.status}`);
console.log(`message=${response.data.message}`);
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
可以帮助你完成多种任务，包括但不限于：
1. 回答问题：无论是学术知识、实用信息还是常识性问题，我都会尽力提供准确的答案。
2. 创作文字：比如写故事、写公文、写邮件、写剧本等，只要你给出足够的背景信息和要求，我就能帮你撰写。
3. 提供建议：如果你需要在某些决策上得到建议，比如旅行目的地选择、礼物挑选、学习方法等，我也可以根据你的描述提供建议。
4. 语言翻译：支持多国语言之间的文本翻译。
5. 代码编写与解释：对于编程相关的问题，我可以帮助编写简单的程序或解释复杂的概念。
6. 进行对话：除了上述功能外，我还能够与用户进行日常交流，分享想法。
如果你有任何具体的需求，请随时告诉我！
C#
请求示例using System.Text;
class Program
{
static async Task Main(string[] args)
{
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY")?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");;
string appId = "APP_ID";// 替换为实际的应用ID
if (string.IsNullOrEmpty(apiKey))
{
Console.WriteLine("请确保设置了 DASHSCOPE_API_KEY。");
return;
}
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
string jsonContent = $@"{{
""input"": {{
""messages"": [
{{
""role"": ""system"",
""content"": ""You are a helpful assistant.""
}},
{{
""role"": ""user"",
""content"": ""你是谁？""
}},
{{
""role"": ""assistant"",
""content"": ""我是阿里云开发的大规模语言模型，我叫通义千问。""
}},
{{
""role"": ""user"",
""content"": ""你能做什么？""
}}
]
}},
""parameters"": {{}},
""debug"": {{}}
}}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
try
{
HttpResponseMessage response = await client.PostAsync(url, content);
if (response.IsSuccessStatusCode)
{
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "a6d041ca3d084a7ca9eff1c456afad70",
"text": "作为通义千问，我可以帮助您完成多种任务，包括但不限于：\n\n1. 回答问题：提供各类知识性问题的答案。\n2. 文本生成：撰写文章、故事、诗歌等文本内容。\n3. 语言翻译：进行不同语言之间的翻译工作。\n4. 对话交流：与用户进行自然流畅的对话。\n5. 提供建议：根据用户需求提供建议或解决方案。\n\n如果您有任何具体的需求，请告诉我，我会尽力为您提供帮助。"
},
"usage": {
"models": [
{
"output_tokens": 102,
"model_id": "qwen-max",
"input_tokens": 87
}
]
},
"request_id": "27fb8a01-70d5-974f-bb0a-e9408a9c1772"
}
Go
请求示例package main
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
)
func main() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
// 创建请求体
requestBody := map[string]interface{}{
"input": map[string]interface{}{
"messages": []interface{}{
map[string]string{
"role": "system",
"content": "You are a helpful assistant.",
},
map[string]string{
"role": "user",
"content": "你是谁？",
},
map[string]string{
"role": "assistant",
"content": "我是阿里云开发的大规模语言模型，我叫通义千问。",
},
map[string]string{
"role": "user",
"content": "你能做什么？",
},
},
},
"parameters": map[string]interface{}{},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
// 创建 HTTP POST 请求
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
// 设置请求头
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
// 发送请求
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
// 读取响应
body, err := io.ReadAll(resp.Body)
if err != nil {
fmt.Printf("Failed to read response: %v\n", err)
return
}
// 处理响应
if resp.StatusCode == http.StatusOK {
fmt.Println("Request successful:")
fmt.Println(string(body))
} else {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
fmt.Println(string(body))
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "2ae51a5eac3b4b269834cf0695330a05",
"text": "我可以帮助你完成多种任务，包括但不限于：\n\n1. 回答问题：提供各种领域的知识性问题解答。\n2. 文本创作：撰写故事、文章、诗歌等。\n3. 编程助手：提供编程方面的指导和代码示例。\n4. 对话聊天：进行日常对话，陪伴交流。\n5. 翻译服务：提供多语言之间的翻译支持。\n6. 信息查询：查找新闻、天气预报、历史数据等信息。\n7. 学习辅导：帮助解答学习中的疑惑，提供学习建议。\n\n如果你有任何具体的需求或问题，都可以告诉我，我会尽力帮助你！"
},
"usage": {
"models": [
{
"output_tokens": 132,
"model_id": "qwen-max",
"input_tokens": 87
}
]
},
"request_id": "1289eb09-e4ed-9f9e-98ca-805c83b333a1"
}
流式输出
大模型接收输入后，逐步生成中间结果并实时输出，这种方式称为流式输出，可让您在模型生成过程中即时查看内容，减少等待时间。
根据调用方式的不同，设置相应参数即可启用流式输出：
- Python SDK方式：设置
stream参数为True。 - Java SDK方式：使用
streamCall方法。 - HTTP方式：在
Header中指定X-DashScope-SSE为enable。
流式输出的内容默认是非增量式（即每次返回的内容都包含之前生成的内容），如需增量输出，请设置相应参数：
- Python SDK方式：设置
incremental_output参数为True。 - Java SDK方式：使用
incrementalOutput方法并设置为true。 - HTTP方式：在
parameters中使用incremental_output参数并设置为true。
流式输出模式
工作流应用通过flow_stream_mode参数控制流式输出模式，参数值如下：
| 消息增强模式。在
|
| 消息模式。在 |
| 完整思考模式。在 必要条件：需设置 不推荐新业务使用，建议改用 |
message_format_plus模式
消息增强模式。覆盖所有节点类型，通过workflow_message字段流式返回各节点的执行状态和结果。与message_format模式返回相同的数据结构，但支持全部节点类型的流式推送。
重要
客户端处理规则：- 所有节点的
message.content均为增量输出，需追加拼接。部分节点（如开始节点、变量替换等）仅推送一次数据包。 - 当
node_is_completed=true时，标记该节点执行完毕。
HTTP
请求示例curl --location 'https://dashscope.aliyuncs.com/api/v1/apps/YOUR_APP_ID/completion' \
--header 'X-DashScope-SSE: enable' \
--header 'Content-Type: application/json' \
--header 'Authorization: Bearer YOUR_DASHSCOPE_API_KEY' \
--data '{
"input": {
"prompt": "你好"
},
"parameters": {
"flow_stream_mode": "message_format_plus"
}
}'
以下为多条 SSE 事件的响应示例，展示工作流从开始到结束的完整推送过程：
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","workflow_message":{"node_status":"success","node_type":"Start","node_msg_seq_id":1,"node_name":"开始","message":{"content":"{\"user\":{}}","role":"assistant"},"node_is_completed":true,"node_id":"Start_iEca"},"finish_reason":"null"},"usage":{},"request_id":"0e241c2b-..."}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","workflow_message":{"node_status":"executing","node_type":"LLM","node_msg_seq_id":1,"node_name":"大模型1","message":{"content":"{\"result\":\"你好\",\"reasoningContent\":\"\"}","role":"assistant"},"node_is_completed":false,"node_id":"LLM_NPem"},"finish_reason":"null"},"usage":{},"request_id":"0e241c2b-..."}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","workflow_message":{"node_status":"executing","node_type":"LLM","node_msg_seq_id":2,"node_name":"大模型1","message":{"content":"{\"result\":\"呀！有什么\",\"reasoningContent\":\"\"}","role":"assistant"},"node_is_completed":false,"node_id":"LLM_NPem"},"finish_reason":"null"},"usage":{},"request_id":"0e241c2b-..."}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","workflow_message":{"node_status":"success","node_type":"LLM","node_msg_seq_id":10,"node_name":"大模型1","message":{"content":"","role":"assistant"},"node_is_completed":true,"node_id":"LLM_NPem"},"finish_reason":"null"},"usage":{"models":[{"input_tokens":15,"output_tokens":50,"model_id":"qwen-plus-latest"}]},"request_id":"0e241c2b-..."}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"","role":"assistant"},"node_is_completed":true,"node_id":"End_pmAh"},"finish_reason":"null"},"usage":{"models":[{"input_tokens":15,"output_tokens":50,"model_id":"qwen-plus-latest"}]},"request_id":"0e241c2b-..."}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"3d46d9a4ae...","finish_reason":"stop","text":"你好呀！有什么可以帮您的吗？"},"usage":{"models":[{"input_tokens":15,"output_tokens":50,"model_id":"qwen-plus-latest"}]},"request_id":"0e241c2b-..."}
Python
请求示例# Python SDK版本至少为1.24.0
from http import HTTPStatus
from dashscope import Application
import os
def call_workflow_plus():
responses = Application.call(
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id="YOUR_APP_ID",
stream=True,
flow_stream_mode="message_format_plus",
prompt='你好')
for response in responses:
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}, code={response.status_code}, message={response.message}')
else:
wm = getattr(response.output, 'workflow_message', None)
if wm:
print(f'node={wm.get("node_name")}, status={wm.get("node_status")}, '
f'completed={wm.get("node_is_completed")}, '
f'content={wm.get("message", {}).get("content", "")}')
if __name__ == '__main__':
call_workflow_plus()
Java
请求示例// Java SDK版本至少为2.22.18
import com.alibaba.dashscope.app.*;
import io.reactivex.Flowable;
public class WorkflowPlusExample {
public static void main(String[] args) throws Exception {
ApplicationParam param = ApplicationParam.builder()
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("YOUR_APP_ID")
.prompt("你好")
.flowStreamMode(FlowStreamMode.MESSAGE_FORMAT_PLUS)
.build();
Application application = new Application();
Flowable<ApplicationResult> result = application.streamCall(param);
result.blockingForEach(data -> {
if (data.getOutput().getWorkflowMessage() != null) {
System.out.println("node=" + data.getOutput().getWorkflowMessage().getNodeName()
+ ", completed=" + data.getOutput().getWorkflowMessage().getNodeIsCompleted()
+ ", content=" + data.getOutput().getWorkflowMessage().getMessage().getContent());
}
});
}
}
message_format模式
通过API调用已发布的工作流应用：配置结束节点打开流式输出开关。
Python
请求示例# Python SDK版本至少为1.24.0
from http import HTTPStatus
from dashscope import Application
import os
def bailianTask():
responses = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id="APP_ID",# 替换为实际的应用 ID
base_address="https://dashscope.aliyuncs.com/api/v1/",
stream=True, # 开启流式输出
flow_stream_mode="message_format",# 消息模式，输出/结束节点的流式结果
prompt='你是谁？')
for response in responses:
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
if response.output.finish_reason != "stop":
print(f'workflowMessage={response.output.workflow_message}\n')
else:
print(f'text={response.output.text}\n')
if __name__ == "__main__":
bailianTask()
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 1, 'node_name': '结束', 'message': {'content': '我是', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 2, 'node_name': '结束', 'message': {'content': '通义千问，阿里巴巴集团', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 3, 'node_name': '结束', 'message': {'content': '旗下的通义实验室自主研发的', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 4, 'node_name': '结束', 'message': {'content': '超大规模语言模型。我可以', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 5, 'node_name': '结束', 'message': {'content': '帮助你回答问题、创作', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 6, 'node_name': '结束', 'message': {'content': '文字，比如写故事、', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 7, 'node_name': '结束', 'message': {'content': '写公文、写邮件', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 8, 'node_name': '结束', 'message': {'content': '、写剧本、逻辑推理', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 9, 'node_name': '结束', 'message': {'content': '、编程等等，还能表达观点，玩游戏等。如果你', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'executing', 'node_type': 'End', 'node_msg_seq_id': 10, 'node_name': '结束', 'message': {'content': '有任何问题或需要帮助，欢迎随时告诉我！', 'role': 'assistant'}, 'node_is_completed': False, 'node_id': 'End_7w1V'}
workflowMessage={'node_status': 'success', 'node_type': 'End', 'node_msg_seq_id': 11, 'node_name': '结束', 'message': {'content': '', 'role': 'assistant'}, 'node_is_completed': True, 'node_id': 'End_7w1V'}
text=我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！
Java
请求示例//Java SDK版本至少为2.21.0
import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.utils.Constants;
import io.reactivex.Flowable;
public class Main {
public static void streamCall() throws ApiException, NoApiKeyException, InputRequiredException {
Constants.baseHttpApiUrl = "https://dashscope.aliyuncs.com/api/v1";
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID") //替换为实际的应用 ID
.flowStreamMode(FlowStreamMode.MESSAGE_FORMAT)
.prompt("你是谁？")
.build();
Application application = new Application();
Flowable<ApplicationResult> result = application.streamCall(param); // 实现流式输出
result.blockingForEach(data -> {
if (data.getOutput().getFinishReason().equals("stop")){
System.out.printf("task is finished ,text = %s\n", data.getOutput().getText());
}else {
System.out.printf("%s\n", data.getOutput().getWorkflowMessage().getMessage().getContent());
}
});
}
public static void main(String[] args) {
try {
for (int i = 0; i < 1; i++){
long start = System.currentTimeMillis();
streamCall();
long end = System.currentTimeMillis();
}
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.err.println("message："+e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
我是
通义千问，阿里巴巴集团
旗下的通义实验室自主研发的超大规模语言模型。我可以
帮助你回答问题、创作
文字，比如写故事、
写公文、写邮件、写剧本、逻辑推理
、编程等等，还能表达观点，玩游戏等。如果你
有任何问题或需要帮助，
欢迎随时告诉我！
task is finished ,text = 我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！
HTTP
curl
请求示例curl --location 'https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion' \
--header 'X-DashScope-SSE: enable' \
--header 'Content-Type: application/json' \
--header 'Authorization: Bearer $DASHSCOPE_API_KEY' \
--data '{
"input": {
"prompt": "你是谁？"
},
"parameters": {
"flow_stream_mode": "message_format"
},
"debug": {}
}'
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":1,"node_name":"结束","message":{"content":"我是通义千问","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":3,"node_name":"结束","message":{"content":"帮助你回答问题、创作","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":4,"node_name":"结束","message":{"content":"文字，比如写故事、","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":5,"node_name":"结束","message":{"content":"写公文、写邮件、写剧本、逻辑推理","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":6,"node_name":"结束","message":{"content":"、编程等等，还能表达","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":7,"node_name":"结束","message":{"content":"观点，玩游戏等。如果你","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":8,"node_name":"结束","message":{"content":"有任何问题或需要帮助，","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":9,"node_name":"结束","message":{"content":"欢迎随时告诉我！","role":"assistant"},"node_is_completed":false,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":10,"node_name":"结束","message":{"content":"","role":"assistant"},"node_is_completed":true,"node_id":"End_7w1V"},"finish_reason":"null"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"0a6aff53d8e945e4900452f04d55499b","finish_reason":"stop","text":"我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！"},"usage":{},"request_id":"88878d48-097f-99c3-b6b9-b76f7366da90"}
PHP
请求示例<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '你是谁？'
],
"parameters" => [
'flow_stream_mode' => 'message_format',
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, false); // 不返回传输的数据
curl_setopt($ch, CURLOPT_WRITEFUNCTION, function ($ch, $string) {
echo $string; // 处理流式数据
return strlen($string);
});
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key,
'X-DashScope-SSE: enable' // 流式输出固定参数
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
if ($status_code != 200) {
echo "HTTP Status Code: $status_code\n";
echo "Request Failed.\n";
}
?>
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":1,"node_name":"结束","message":{"content":"我是","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"通义千问，阿里巴巴集团","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":3,"node_name":"结束","message":{"content":"旗下的通义实验室自主研发的超大规模语言模型。我可以","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":4,"node_name":"结束","message":{"content":"帮助你回答问题、创作文字，比如写故事、","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":5,"node_name":"结束","message":{"content":"写公文、写邮件","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":6,"node_name":"结束","message":{"content":"、写剧本、逻辑推理","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":7,"node_name":"结束","message":{"content":"、编程等等，还能表达观点，玩游戏等。如果你","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":8,"node_name":"结束","message":{"content":"有任何问题或需要帮助，","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":9,"node_name":"结束","message":{"content":"欢迎随时告诉我！","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":10,"node_name":"结束","message":{"content":"","role":"assistant"},"node_is_completed":true,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"45e68c1f3d19467b91f032c9889d61c4","finish_reason":"stop","text":"我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！"},"usage":{},"request_id":"1f077942-e1c1-9d0c-82f2-31f1112b3e1c"}
Node.js
需安装相关依赖：npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';// 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
input: {
prompt: "你是谁？"
},
parameters: {
"flow_stream_mode" : "message_format"
},
debug: {}
};
try {
console.log("Sending request to DashScope API...");
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json',
'X-DashScope-SSE': 'enable'
},
responseType: 'stream' // 用于处理流式响应
});
if (response.status === 200) {
console.log("Request successful:");
// 处理流式响应
response.data.on('data', (chunk) => {
console.log(`Received chunk: ${chunk.toString()}`);
});
response.data.on('end', () => {
console.log("Stream ended.");
});
response.data.on('error', (error) => {
console.error(`Stream error: ${error.message}`);
});
} else {
console.log("Request failed:");
if (response.data.request_id) {
console.log(`request_id=${response.data.request_id}`);
}
console.log(`code=${response.status}`);
if (response.data.message) {
console.log(`message=${response.data.message}`);
} else {
console.log('message=Unknown error');
}
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
Request successful:
Received chunk: id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":1,"node_name":"结束","message":{"content":"我是通义千问","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"，阿里巴巴集团","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":3,"node_name":"结束","message":{"content":"旗下的通义实验室自主研发的","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":4,"node_name":"结束","message":{"content":"超大规模语言模型。我可以","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":5,"node_name":"结束","message":{"content":"帮助你回答问题、创作","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":6,"node_name":"结束","message":{"content":"文字，比如写故事、","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":7,"node_name":"结束","message":{"content":"写公文、写邮件","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":8,"node_name":"结束","message":{"content":"、写剧本、逻辑推理","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":9,"node_name":"结束","message":{"content":"、编程等等，还能表达观点，玩游戏等。如果你","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":10,"node_name":"结束","message":{"content":"有任何问题或需要帮助，","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":11,"node_name":"结束","message":{"content":"欢迎随时告诉我！","role":"assistant"},"node_is_completed":true,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
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data:{"output":{"session_id":"9830d3f2390f4a0e995ddb17bbe406ed","finish_reason":"stop","text":"我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！"},"usage":{},"request_id":"8c78a39e-4126-9d76-b00e-cf8b06d12ded"}
Stream ended.
C#
请求示例using System.Net;
using System.Text;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
client.DefaultRequestHeaders.Add("X-DashScope-SSE", "enable");
string jsonContent = @"{
""input"": {
""prompt"": ""你是谁？""
},
""parameters"": {
""flow_stream_mode"": ""message_format""
},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
try
{
var request = new HttpRequestMessage(HttpMethod.Post, url);
request.Content = content;
HttpResponseMessage response = await client.SendAsync(request, HttpCompletionOption.ResponseHeadersRead);
if (response.IsSuccessStatusCode)
{
Console.WriteLine("Request successful:");
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
using (var stream = await response.Content.ReadAsStreamAsync())
using (var reader = new StreamReader(stream))
{
string? line; // 声明为可空字符串
while ((line = await reader.ReadLineAsync()) != null)
{
if (line.StartsWith("data:"))
{
string data = line.Substring(5).Trim();
Console.WriteLine(data);
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
}
}
}
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
2025-07-23 10:43:12:090
Request successful:
2025-07-23 10:43:13:323
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":1,"node_name":"结束","message":{"content":"我是通","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:370
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"义千问，阿里巴巴集团","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:371
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":3,"node_name":"结束","message":{"content":"旗下的通义实验室自主研发的超大规模语言模型。我可以","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:416
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":4,"node_name":"结束","message":{"content":"帮助你回答问题、创作文字，比如写故事、","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:519
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":5,"node_name":"结束","message":{"content":"写公文、写邮件、写剧本、逻辑推理","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:719
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":6,"node_name":"结束","message":{"content":"、编程等等，还能表达观点，玩游戏等。如果你","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:13:921
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":7,"node_name":"结束","message":{"content":"有任何问题或需要帮助，","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:14:022
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":8,"node_name":"结束","message":{"content":"欢迎随时告诉我！","role":"assistant"},"node_is_completed":true,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
2025-07-23 10:43:14:127
{"output":{"session_id":"20ef9ae27ee64d1dacfdb532963a5a93","finish_reason":"stop","text":"我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！"},"usage":{},"request_id":"dcff0825-07c8-9dce-bc8b-a8a565c546c1"}
Go
请求示例package main
import (
"bufio"
"bytes"
"encoding/json"
"fmt"
"net/http"
"os"
)
func main() {
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
data := map[string]interface{}{
"input": map[string]string{
"prompt": "你是谁？",
},
"parameters": map[string]string{
"flow_stream_mode": "message_format",
},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(data)
if err != nil {
fmt.Println("Error marshaling JSON:", err)
return
}
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Println("Error creating request:", err)
return
}
req.Header.Set("X-DashScope-SSE", "enable")
req.Header.Set("Content-Type", "application/json")
req.Header.Set("Authorization", "Bearer "+apiKey)
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Println("Error sending request:", err)
return
}
defer resp.Body.Close()
scanner := bufio.NewScanner(resp.Body)
for scanner.Scan() {
line := scanner.Text()
fmt.Println(line)
}
if err := scanner.Err(); err != nil {
fmt.Printf("Error reading response: %v\n", err)
}
if resp.StatusCode != http.StatusOK {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
}
}
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":1,"node_name":"结束","message":{"content":"我是","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":2,"node_name":"结束","message":{"content":"通义千问，阿里巴巴集团","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":3,"node_name":"结束","message":{"content":"旗下的通义实验室自主研发的超大规模语言模型。我可以","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":4,"node_name":"结束","message":{"content":"帮助你回答问题、创作","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":5,"node_name":"结束","message":{"content":"文字，比如写故事、","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":6,"node_name":"结束","message":{"content":"写公文、写邮件","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":7,"node_name":"结束","message":{"content":"、写剧本、逻辑推理","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":8,"node_name":"结束","message":{"content":"、编程等等，还能表达观点，玩游戏等。如果你","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":9,"node_name":"结束","message":{"content":"有任何问题或需要帮助，","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"executing","node_type":"End","node_msg_seq_id":10,"node_name":"结束","message":{"content":"欢迎随时告诉我！","role":"assistant"},"node_is_completed":false,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","workflow_message":{"node_status":"success","node_type":"End","node_msg_seq_id":11,"node_name":"结束","message":{"content":"","role":"assistant"},"node_is_completed":true,"node_id":"End_FHh1"},"finish_reason":"null"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
id:12
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"fc3b6fd2c7664e92841ba040fc1bc2ef","finish_reason":"stop","text":"我是通义千问，阿里巴巴集团旗下的通义实验室自主研发的超大规模语言模型。我可以帮助你回答问题、创作文字，比如写故事、写公文、写邮件、写剧本、逻辑推理、编程等等，还能表达观点，玩游戏等。如果你有任何问题或需要帮助，欢迎随时告诉我！"},"usage":{},"request_id":"b1f7dc74-e0b7-9329-a6fc-603916f57310"}
full_thoughts模式
说明不推荐新业务使用，建议改用message_format或message_format_plus。
通过API调用已发布的工作流应用：开始节点配置city参数，两个大模型节点分别对city的美食和景点进行流式输出。
Python
请求示例import os
from http import HTTPStatus
from dashscope import Application
biz_params = {
"city": "杭州"}
responses = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
# 替换为实际的应用 ID
app_id='APP_ID',
prompt='你好',
biz_params=biz_params,
# 开启流式输出
stream=True,
# incremental_output为true开启增量输出，为false关闭增量输出，不填写默认false
incremental_output=True,
# 工作流应用和智能体编排应用的流式输出实现需要设置has_thoughts为True
has_thoughts=True)
for response in responses:
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
print(f'{response.output.thoughts}\n') # 处理输出只返回thoughts；在output的thoughts字段中返回过程信息
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"LLM_Ilo9","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_Ilo9"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"西湖醋鱼,\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_Ilo9"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"东坡肉,\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_Ilo9"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"知味观小\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_Ilo9"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"笼包,龙井虾仁,\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_Ilo9"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"叫化鸡\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"LLM_vQDv","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_vQDv"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_kBgf","nodeResult":"{\\"result\\":\\"西湖,灵隐\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_vQDv"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_kBgf","nodeResult":"{\\"result\\":\\"寺,宋城\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_vQDv"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_kBgf","nodeResult":"{\\"result\\":\\",西溪湿地\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_vQDv"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_kBgf","nodeResult":"{\\"result\\":\\",千岛湖\\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_vQDv"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
[ApplicationThought(thought=None, action_type=None, response='{"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_Bsvj","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_Ilo9","nodeExecTime":"1332ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"大模型_kBgf","nodeResult":"{\\"result\\":\\"\\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_vQDv","nodeExecTime":"948ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None), ApplicationThought(thought=None, action_type=None, response='{"nodeName":"结束","nodeResult":"{\\"result\\":\\"西湖,灵隐寺,宋城,西溪湿地,千岛湖\\"}","nodeType":"End","nodeStatus":"success","nodeId":"End_DrQn7F","nodeExecTime":"1ms"}', action_name=None, action=None, action_input_stream=None, action_input=None, observation=None)]
Java
请求示例// 建议dashscope SDK的版本 >= 2.15.0
import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.utils.JsonUtils;
import io.reactivex.Flowable;
public class Main {
public static void streamCall() throws NoApiKeyException, InputRequiredException {
String bizParams =
"{\"city\":\"杭州\"}";
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID") //替换为实际的应用 ID
.prompt("你好")
.bizParams(JsonUtils.parse(bizParams))
.incrementalOutput(true) // 增量输出
.hasThoughts(true) // 工作流应用实现流式输出需要设置此参数为true，输出结果在thoughts字段中查看
.build();
Application application = new Application();
Flowable<ApplicationResult> result = application.streamCall(param); // 实现流式输出
result.blockingForEach(data -> {
System.out.printf("%s\n",data.getOutput().getThoughts());// 处理输出只展示thoughts字段
});
}
public static void main(String[] args) {
try {
streamCall();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.out.printf("Exception: %s", e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"LLM_S78u","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_S78u"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"西湖醋鱼,\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_S78u"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"龙井虾仁\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_S78u"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\",东坡肉,知味小\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_S78u"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"笼,叫花\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_S78u"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"鸡\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"LLM_5ZzA","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_5ZzA"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_jjc0","nodeResult":"{\"result\":\"西湖,\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_5ZzA"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_jjc0","nodeResult":"{\"result\":\"灵隐\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_5ZzA"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_jjc0","nodeResult":"{\"result\":\"寺,宋城\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_5ZzA"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_jjc0","nodeResult":"{\"result\":\",西溪湿地,千岛湖\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_5ZzA"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_bYxoRU","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_UTh7","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_S78u","nodeExecTime":"1164ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型_jjc0","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_5ZzA","nodeExecTime":"938ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"西湖,灵隐寺,宋城,西溪湿地,千岛湖\"}","nodeType":"End","nodeStatus":"success","nodeId":"End_DrQn7F","nodeExecTime":"5ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
HTTP
curl
请求示例curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header 'X-DashScope-SSE: enable' \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"prompt": "你好",
"biz_params": {
"city": "杭州"}
},
"parameters": {
"has_thoughts": true,
"incremental_output": true
},
"debug": {}
}'
响应示例APP_ID替换为实际的应用 ID。
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"LLM_j45e\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖醋鱼,龙\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":5,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"井虾仁,东坡肉,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":13,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"叫花鸡,宋\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":18,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"嫂鱼羹\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"LLM_2Km9\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":2,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"灵\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":3,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"隐寺,宋城,西溪\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":11,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"国家湿地公园,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":15,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
id:12
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"杭州动物园\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_2Km9\",\"nodeExecTime\":\"1137ms\"}"},{"response":"{\"nodeName\":\"结束\",\"nodeResult\":\"{\\\"result\\\":\\\"亲，对我的介绍还满意吗\\\"}\",\"nodeType\":\"End\",\"nodeStatus\":\"success\",\"nodeId\":\"End_DrQn7F\",\"nodeExecTime\":\"1ms\"}"}],"session_id":"6035ee0814b64a9fb88346ecaf8b44bf","finish_reason":"stop","text":"亲，对我的介绍还满意吗"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":17,"model_id":"qwen-max"}]},"request_id":"64825069-b3aa-93a7-bcf1-c66fe57111fd"}
PHP
请求示例<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '你好',
'biz_params' => [
'city' => '杭州'
]
],
"parameters" => [
'has_thoughts' => true, // 工作流应用和编排应用必须设置此参数为true，过程信息在thoughts中返回
'incremental_output' => true // 增量输出
]
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, false); // 不返回传输的数据
curl_setopt($ch, CURLOPT_WRITEFUNCTION, function ($ch, $string) {
echo $string; // 处理流式数据
return strlen($string);
});
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key,
'X-DashScope-SSE: enable' // 流式输出固定参数
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
if ($status_code != 200) {
echo "HTTP Status Code: $status_code\n";
echo "Request Failed.\n";
}
?>
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"LLM_Ilo9\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_Ilo9\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖醋鱼\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_Ilo9\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\",\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_Ilo9\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"东坡肉,知味小笼\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_Ilo9\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\",龙井虾\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_Ilo9\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"仁,叫化鸡\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"},{"response":"{\"nodeName\":\"LLM_vQDv\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_vQDv\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"},{"response":"{\"nodeName\":\"大模型_kBgf\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖,灵隐\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_vQDv\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"},{"response":"{\"nodeName\":\"大模型_kBgf\",\"nodeResult\":\"{\\\"result\\\":\\\"寺,宋城\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_vQDv\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"},{"response":"{\"nodeName\":\"大模型_kBgf\",\"nodeResult\":\"{\\\"result\\\":\\\",西溪湿地\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_vQDv\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"null"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
id:12
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_Bsvj\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_Ilo9\",\"nodeExecTime\":\"1486ms\"}"},{"response":"{\"nodeName\":\"大模型_kBgf\",\"nodeResult\":\"{\\\"result\\\":\\\",杭州塔\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_vQDv\",\"nodeExecTime\":\"899ms\"}"},{"response":"{\"nodeName\":\"结束\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖,灵隐寺,宋城,西溪湿地,杭州塔\\\"}\",\"nodeType\":\"End\",\"nodeStatus\":\"success\",\"nodeId\":\"End_DrQn7F\",\"nodeExecTime\":\"0ms\"}"}],"session_id":"a3b73a6db84d444d8efdab2b2e754f52","finish_reason":"stop","text":"西湖,灵隐寺,宋城,西溪湿地,杭州塔"},"usage":{},"request_id":"795e98eb-5de3-969f-a9b5-5983d1b6d955"}
Node.js
需安装相关依赖：
npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID';// 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
input: {
prompt: "你好",
biz_params:{
'city':'杭州'
}
},
parameters: {
'incremental_output' : 'true',
'has_thoughts':'true'//工作流应用和智能体编排应用实现流式输出需要设置此参数
},
debug: {}
};
try {
console.log("Sending request to DashScope API...");
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json',
'X-DashScope-SSE': 'enable'
},
responseType: 'stream' // 用于处理流式响应
});
if (response.status === 200) {
console.log("Request successful:");
// 处理流式响应
response.data.on('data', (chunk) => {
console.log(`Received chunk: ${chunk.toString()}`);
});
response.data.on('end', () => {
console.log("Stream ended.");
});
response.data.on('error', (error) => {
console.error(`Stream error: ${error.message}`);
});
} else {
console.log("Request failed:");
if (response.data.request_id) {
console.log(`request_id=${response.data.request_id}`);
}
console.log(`code=${response.status}`);
if (response.data.message) {
console.log(`message=${response.data.message}`);
} else {
console.log('message=Unknown error');
}
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
/opt/homebrew/bin/node ./index.js
Sending request to DashScope API...
Request successful:
Received chunk: id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:2
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:3
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖醋\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:4
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"鱼,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:5
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"龙井虾仁\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:6
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",东坡肉\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:7
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",知味观\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:8
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"小笼包,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:9
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"叫花鸡\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:10
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:11
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"灵隐\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:12
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"寺,宋城,西溪湿地\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:13
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",千岛湖\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"null"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Received chunk: id:14
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"2180ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_5ZzA\",\"nodeExecTime\":\"855ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖,灵隐寺,宋城,西溪湿地,千岛湖\\\"}\",\"nodeType\":\"End\",\"nodeStatus\":\"success\",\"nodeId\":\"End_DrQn7F\",\"nodeExecTime\":\"1ms\"}"}],"session_id":"7e9fcc8be3294954815c1a0a956d5e55","finish_reason":"stop","text":"西湖,灵隐寺,宋城,西溪湿地,千岛湖"},"usage":{},"request_id":"e52dce21-16a4-9a3d-ad6c-88e8921e927f"}
Stream ended.
C#
请求示例using System.Net;
using System.Text;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
client.DefaultRequestHeaders.Add("X-DashScope-SSE", "enable");
string jsonContent = @"{
""input"": {
""prompt"": ""你好"",
""biz_params"":{
""city"":""杭州""
}
},
""parameters"": {
""incremental_output"": true,
""has_thoughts"": true
},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
try
{
var request = new HttpRequestMessage(HttpMethod.Post, url);
request.Content = content;
HttpResponseMessage response = await client.SendAsync(request, HttpCompletionOption.ResponseHeadersRead);
if (response.IsSuccessStatusCode)
{
Console.WriteLine("Request successful:");
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
using (var stream = await response.Content.ReadAsStreamAsync())
using (var reader = new StreamReader(stream))
{
string? line; // 声明为可空字符串
while ((line = await reader.ReadLineAsync()) != null)
{
if (line.StartsWith("data:"))
{
string data = line.Substring(5).Trim();
Console.WriteLine(data);
Console.WriteLine(DateTime.Now.ToString("yyyy-MM-dd HH:mm:ss:fff"));
}
}
}
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
2025-02-14 16:55:28:670
Request successful:
2025-02-14 16:55:28:980
{"output":{"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:28:980
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:28:980
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"LLM_j45e\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:29:178
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖醋鱼,龙\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":5,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:29:780
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"井虾仁,东坡肉,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":13,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:29:979
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"知味小笼,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_j45e\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":18,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:30:179
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"叫化鸡\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1315ms\"}"},{"response":"{\"nodeName\":\"LLM_2Km9\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:30:379
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1315ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"西湖,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":2,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:30:986
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1315ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"灵隐寺,宋\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":7,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:31:180
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1315ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"城,西溪湿地,千岛湖\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_2Km9\",\"nodeExecTime\":\"1008ms\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"null"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":16,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:31:382
{"output":{"thoughts":[{"response":"{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1315ms\"}"},{"response":"{\"nodeName\":\"大模型_2\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_2Km9\",\"nodeExecTime\":\"1008ms\"}"},{"response":"{\"nodeName\":\"结束\",\"nodeResult\":\"{\\\"result\\\":\\\"亲，对我的介绍还满意吗\\\"}\",\"nodeType\":\"End\",\"nodeStatus\":\"success\",\"nodeId\":\"End_DrQn7F\",\"nodeExecTime\":\"0ms\"}"}],"session_id":"1a3f45d95e654534bb01bdbf59e9b732","finish_reason":"stop","text":"亲，对我的介绍还满意吗"},"usage":{"models":[{"input_tokens":25,"output_tokens":21,"model_id":"qwen-max"},{"input_tokens":23,"output_tokens":16,"model_id":"qwen-max"}]},"request_id":"520d48fd-d7e8-9632-87e2-1ff866da1151"}
2025-02-14 16:55:31:751
Go
请求示例package main
import (
"bufio"
"bytes"
"encoding/json"
"fmt"
"net/http"
"os"
)
func main() {
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
requestBody := map[string]interface{}{
"input": map[string]interface{}{
"prompt": "你好",
"biz_params": map[string]interface{}{
"city": "杭州",
},
},
"parameters": map[string]interface{}{
"incremental_output": true,
"has_thoughts": true,
},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
req.Header.Set("X-DashScope-SSE", "enable")
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
scanner := bufio.NewScanner(resp.Body)
for scanner.Scan() {
line := scanner.Text()
fmt.Println(line)
}
if err := scanner.Err(); err != nil {
fmt.Printf("Error reading response: %v\n", err)
}
if resp.StatusCode != http.StatusOK {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
}
}
Request successful:
id:1
event:result
:HTTP_STATUS/200
data:{"output":{"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:2
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:3
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖醋\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:4
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"鱼,\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:5
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"龙井虾仁\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:6
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",东坡肉\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:7
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",知味小\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:8
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"笼,叫花\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_S78u\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:9
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"鸡\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:10
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖,灵隐\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:11
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"寺,宋城\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:12
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",西溪湿地\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:13
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\",千岛湖\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_5ZzA\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:14
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_5ZzA\",\"nodeExecTime\":\"1760ms\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"null"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
id:15
event:result
:HTTP_STATUS/200
data:{"output":{"thoughts":[{"response":"{\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_S78u\",\"nodeExecTime\":\"1680ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_5ZzA\",\"nodeExecTime\":\"1760ms\"}"},{"response":"{\"nodeResult\":\"{\\\"result\\\":\\\"西湖,灵隐寺,宋城,西溪湿地,千岛湖\\\"}\",\"nodeType\":\"End\",\"nodeStatus\":\"success\",\"nodeId\":\"End_DrQn7F\",\"nodeExecTime\":\"1ms\"}"}],"session_id":"f3f5c63ec17d44b2a2e9aa18f0e6a22c","finish_reason":"stop","text":"西湖,灵隐寺,宋城,西溪湿地,千岛湖"},"usage":{},"request_id":"dfea28e9-801b-9c10-a4e7-c8fef790d34f"}
thoughts内每一项都是一个节点的执行详情，如下以一个LLM节点结果为例。
id:7
event:result
:HTTP_STATUS/200
data:
{
"output": {
"thoughts": [
{
"response": "{\"nodeName\":\"开始\",\"nodeType\":\"Start\",\"nodeStatus\":\"success\",\"nodeId\":\"Start_bYxoRU\",\"nodeExecTime\":\"0ms\"}"
},
{
"response": "{\"nodeName\":\"大模型_1\",\"nodeResult\":\"{\\\"result\\\":\\\"嫂鱼羹\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"success\",\"nodeId\":\"LLM_j45e\",\"nodeExecTime\":\"1167ms\"}"
},
{
"response": "{\"nodeName\":\"LLM_2Km9\",\"nodeResult\":\"{\\\"result\\\":\\\"\\\"}\",\"nodeType\":\"LLM\",\"nodeStatus\":\"executing\",\"nodeId\":\"LLM_2Km9\"}"
}
],
"session_id": "6035ee0814b64a9fb88346ecaf8b44bf",
"finish_reason": "null"
},
"usage": {
"models": [
{
"input_tokens": 25,
"output_tokens": 21,
"model_id": "qwen-max"
}
]
},
"request_id": "64825069-b3aa-93a7-bcf1-c66fe57111fd"
}
如果用户关注一个LLM节点（以上方LLM_j45e为例）的流式结果，可以关注每次推送的
thoughts中nodeId为LLM_j45e的节点输出。
- 如果节点发生失败，则整个任务也会失败。
节点执行状态
响应中的 output.thoughts[] 按执行顺序返回各节点的运行信息。数组每个元素的 response 字段是一段 JSON 字符串，包含以下字段：
| 字段 | 类型 | 说明 |
|---|---|---|
| nodeId | string | 节点 ID。 |
| nodeName | string | 节点名称。 |
| nodeType | string | 节点类型，如 Start、LLM、Script。 |
| nodeStatus | string | 节点执行状态，取值见下表。 |
| nodeResult | string | 节点输出结果，JSON 字符串。开始节点等无输出节点不返回该字段。 |
| nodeExecTime | string | 节点执行耗时，如 1167ms。节点执行中时不返回该字段。 |
nodeStatus 取值：
| 取值 | 说明 |
|---|---|
| success | 节点执行成功。 |
| fail | 节点执行失败。 |
| skip | 节点被跳过，未执行。 |
| executing | 节点执行中，nodeResult 为空。流式输出时，节点先返回 executing，执行完成后再返回最终状态。 |
深度思考
当工作流应用使用了深度思考模型时，模型会在生成最终回复前进行一步或多步的推理，以提升处理复杂问题（如逻辑推理、代码生成、数学计算等）的准确性。
重要工作流应用可包含多个大模型节点，思考模式需要在各大模型节点中分别设置，不支持通过 API 的enable_thinking参数动态控制。
获取思考过程
- 在 API 调用时，将 has_thoughts 设置为 true。
- 或在控制台应用内的流程输出节点或结束节点引用指定大模型节点的 reasoningContent 变量。
模型返回的数据将包含：
思考内容：在reasoningContent字段中返回。
回复内容：在result字段中返回。
由于深度思考会增加响应时间，建议使用流式输出方式以获得更好的体验。示例如下：
Python
请求示例import json
from http import HTTPStatus
import os
from dashscope import Application
try:
response = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv('DASHSCOPE_API_KEY'),
app_id='APP_ID',# 替换为实际的应用 ID
prompt='你是谁？',
stream=True, # 是否流式输出，True：流式输出；False（默认值）: 非流式输出
incremental_output=True, # 是否增量输出，True：增量输出；False（默认值）: 非增量输出
has_thoughts=True, # 是否返回思考过程，True：返回；False（默认值）: 不返回
)
except Exception as e:
print(f"API请求异常: {str(e)}")
exit(1)
# 定义完整思考过程
reasoning_content = []
# 定义完整回复
answer_content = []
# 判断是否结束思考过程并开始回复
is_answering = False
def print_section(title):
"""打印带装饰的分段标题"""
print(f"\n{'=' * 20} {title} {'=' * 20}\n", flush=True)
print_section("思考过程")
for chunk in response:
if chunk.status_code != HTTPStatus.OK:
print(f'request_id={chunk.request_id}')
print(f'code={chunk.status_code}')
print(f'message={chunk.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
continue
# 跳过空数据块
if not chunk.output or not chunk.output.thoughts:
continue
# 解析 JSON 数据
for thought in chunk.output.thoughts:
try:
response_json = json.loads(thought.response)
node_result = response_json.get('nodeResult', {})
if isinstance(node_result, str):
node_result = json.loads(node_result)
extracted_reasoning_content = node_result.get('reasoningContent', '')
extracted_result = node_result.get('result', '')
node_name = response_json.get('nodeName', '')
# 处理思考过程
if extracted_reasoning_content and not is_answering:
reasoning_content.append(extracted_reasoning_content)
print(extracted_reasoning_content, end="", flush=True)
# 处理回答内容
if extracted_result and node_name != "结束":
answer_content.append(extracted_result)
if not is_answering:
print_section("完整回复")
is_answering = True
print(extracted_result, end="", flush=True)
except json.JSONDecodeError as e:
print(f"JSON解析错误: {str(e)}")
# 最终结果整合
final_reasoning = "".join(reasoning_content)
final_answer = "".join(answer_content)
# 如果您需要打印完整思考过程与完整回复，请将以下代码解除注释后运行
# print_section("完整思考过程")
# print(final_reasoning)
# print_section("完整回复")
# print(final_answer)
Java
请求示例// 建议dashscope SDK的版本 >= 2.15.0
import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.utils.Constants;
import com.alibaba.dashscope.utils.JsonUtils;
import io.reactivex.Flowable;
public class Main {
static {
Constants.baseHttpApiUrl="https://dashscope.aliyuncs.com/api/v1";
}
public static void streamCall() throws NoApiKeyException, InputRequiredException {
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID") //替换为实际的应用 ID
.prompt("你是谁？")
.incrementalOutput(true) // 增量输出
.hasThoughts(true) // 工作流应用实现流式输出需要设置此参数为true，输出结果在thoughts字段中查看
.build();
Application application = new Application();
Flowable<ApplicationResult> result = application.streamCall(param); // 实现流式输出
result.blockingForEach(data -> {
System.out.printf("%s\n",data.getOutput().getThoughts());// 处理输出只展示thoughts字段
});
}
public static void main(String[] args) {
try {
streamCall();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.out.printf("Exception: %s", e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"嗯\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"，用户问了一个\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"很\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"基础的哲学\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"问题“你是谁”，\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"但结合上下文看\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"，这\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"应该是第一次互动时的\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"对话，\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"需要平衡\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"专业性和\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"亲和力。用户\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"功能（\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"/陪伴聊天\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"）、态度（友好\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"会更柔和\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"，但\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"当前版本保留了\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"活泼感\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"，和\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"整体\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"语气\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"一致。\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"DeepSeek-R\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"DeepSeek-R\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"1**\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"1**\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"。你可以把我当作\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"。你可以把我当作\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"一个知识丰富、\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"一个知识丰富、\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"乐于助\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"乐于助\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"人的小伙伴～\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"人的小伙伴～\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\\n\\n我可以帮你查\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\\n\\n我可以帮你查\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"资料、\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"资料、\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"写文章\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"写文章\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"、解题、翻译\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"、解题、翻译\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"、聊天\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"、聊天\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
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[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"解闷……\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"解闷……\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"只要你有\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"只要\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"问题，\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"你有问题，\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"我都愿意\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"我都愿意\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"尽力回答\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"尽力回答\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"！如果你\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"！如果你\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"愿意\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"愿意\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"的话，也可以\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"的话，也可以\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"告诉我你是谁\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"告诉我你是谁\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"，这样我们就能\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"，这样我们就能\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"更好地交流\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"更好地交流\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"啦～\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"啦～\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\\n\\n那你呢？\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\\n\\n那你呢？\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"你又是谁\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"你又是谁\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"？可以\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"？可以\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"告诉我吗\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"告诉我吗\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"？\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"executing","nodeId":"LLM_T61i"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_T61i","nodeExecTime":"12936ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"executing","nodeId":"End_7w1V"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
[ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"开始","nodeType":"Start","nodeStatus":"success","nodeId":"Start_9SAz","nodeExecTime":"0ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"大模型1","nodeResult":"{\"result\":\"\",\"reasoningContent\":\"\"}","nodeType":"LLM","nodeStatus":"success","nodeId":"LLM_T61i","nodeExecTime":"12936ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null), ApplicationOutput.Thought(thought=null, actionType=null, response={"nodeName":"结束","nodeResult":"{\"result\":\"\"}","nodeType":"End","nodeStatus":"success","nodeId":"End_7w1V","nodeExecTime":"12913ms"}, actionName=null, action=null, actionInputStream=null, actionInput=null, observation=null)]
curl
- APP_ID替换为实际的应用ID。
- 如需直接传入 API Key，请将$DASHSCOPE_API_KEY 替换为您的 API Key。
- 请指定Header中的 X-DashScope-SSE为 enable，表示流式输出回复。
- 请在
parameters对象中添加has_thoughts参数，表示是否返回思考过程，true：返回；false（默认值）：不返回。 - 请在
parameters对象中添加incremental_output数，表示是否增量输出，true：增量输出；false（默认值）：非增量输出。
curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--header 'X-DashScope-SSE: enable' \
--data '{
"input": {
"prompt": "你好"
},
"parameters": {
"has_thoughts":true,
"incremental_output":true
},
"debug": {}
}'
参数传递
若需让同一个工作流适配不同业务场景，可在 API 调用时，通过biz_params传递自定义参数。
需在开始节点添加自定义参数（如城市名city），并在提示词中引用变量city和query，最后发布应用。
Python
请求示例import os
from http import HTTPStatus
from dashscope import Application
# 工作流和智能体编排应用自定义参数传递
biz_params = {"city": "杭州"}
response = Application.call(
# 若没有配置环境变量，可用百炼API Key将下行替换为：api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
api_key=os.getenv("DASHSCOPE_API_KEY"),
app_id='APP_ID', # 替换为实际的应用 ID
prompt='查询这个城市的行政区域划分',
biz_params=biz_params # 传递业务参数
)
if response.status_code != HTTPStatus.OK:
print(f'request_id={response.request_id}')
print(f'code={response.status_code}')
print(f'message={response.message}')
print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code')
else:
print(f'{response.output.text}') # 处理只输出文本text
杭州市，作为浙江省的省会城市，其行政区域划分包括10个市辖区：上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区、临安区。每个区都有其独特的特色和发展重点。
- 上城区：位于杭州市中心地带，是杭州的政治、经济、文化中心之一。
- 拱墅区：以运河文化为特色，拥有众多历史文化遗产。
- 西湖区：著名的西湖风景区就位于此区，是旅游观光的重要目的地。
- 滨江区：高新技术产业聚集地，阿里巴巴等知名企业坐落于此。
- 萧山区：东南部的一个行政区，经济发展迅速，特别是制造业方面。
- 余杭区：近年来发展快速，尤其是互联网经济领域，阿里巴巴总部也设在这里（注：阿里巴巴总部实际位于滨江区）。
- 临平区：新成立的行政区，旨在促进该地区经济社会全面发展。
- 钱塘区：同样是一个较新的行政区划调整结果，强调创新发展和生态保护相结合。
- 富阳区：位于杭州西南方向，以其丰富的自然景观和悠久的历史文化著称。
- 临安区：地处杭州西部，以生态优美闻名，并且有着深厚的文化底蕴。
请注意，随着时间推移，具体的城市规划可能会有所变化，请参考最新的官方信息。
Java
请求示例import com.alibaba.dashscope.app.*;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.utils.JsonUtils;
import io.reactivex.Flowable;
public class Main {
public static void appCall() throws NoApiKeyException, InputRequiredException {
String bizParams =
"{\"city\":\"杭州\"}";
ApplicationParam param = ApplicationParam.builder()
// 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
.apiKey(System.getenv("DASHSCOPE_API_KEY"))
.appId("APP_ID")
.prompt("查询这个城市的行政区域划分")
.bizParams(JsonUtils.parse(bizParams))
.build();
Application application = new Application();
ApplicationResult result = application.call(param);
System.out.printf("%s\n",
result.getOutput().getText());
}
public static void main(String[] args) {
try {
appCall();
} catch (ApiException | NoApiKeyException | InputRequiredException e) {
System.out.printf("Exception: %s", e.getMessage());
System.out.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code");
}
System.exit(0);
}
}
杭州市是浙江省的省会城市，其行政区域划分主要包括10个市辖区：上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区、临安区。每个区都有自己的特色和发展重点。
- 上城区：位于杭州市中心，拥有许多历史文化遗产。
- 拱墅区：以大运河文化而闻名，同时也是一个重要的商业和居住区。
- 西湖区：以其美丽的自然风光著称，包括著名的西湖风景区。
- 滨江区：高新技术产业集聚地，杭州国家高新技术产业开发区就设在这里。
- 萧山区：经济发展迅速，尤其在制造业方面表现突出。
- 余杭区：近年来随着阿里巴巴等高科技企业的发展而快速崛起。
- 临平区：2021年由原余杭区部分区域调整而来，注重生态建设和科技创新。
- 钱塘区：同样是在2021年成立的新区，定位为杭州东部交通枢纽及产业发展新高地。
- 富阳区：历史悠久的文化名城，也是造纸业的重要基地之一。
- 临安区：位于杭州西部，森林覆盖率高，生态环境良好。
这些区域共同构成了杭州市独特的地理格局和社会经济结构。如果你对某个特定区域感兴趣或需要更详细的信息，请告诉我！
HTTP
curl
请求示例curl -X POST https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
"input": {
"prompt": "查询这个城市的行政区域划分",
"biz_params": {
"city": "杭州"}
},
"parameters": {}
}'
响应示例APP_ID替换为实际的应用 ID。
{"output":{"finish_reason":"stop","session_id":"c211219896004b50a1f6f66f2ec5413e",
"text":"杭州市下辖10个区、1个县，代管2个县级市，分别为：
上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区、临安区、桐庐县、淳安县、建德市、诸暨市。
注意，诸暨市由浙江省直辖、杭州市与绍兴市共同管理。"},"usage":{},
"request_id":"02c3c9e1-7912-9505-91aa-248d04fb1f5d"}
PHP
请求示例<?php
# 若没有配置环境变量，可用百炼API Key将下行替换为：$api_key="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
$api_key = getenv("DASHSCOPE_API_KEY");
$application_id = 'APP_ID'; // 替换为实际的应用 ID
$url = "https://dashscope.aliyuncs.com/api/v1/apps/$application_id/completion";
// 构造请求数据
$data = [
"input" => [
'prompt' => '查询这个城市的行政区域划分',
'biz_params' => [
'city' => '杭州'
]
],
];
// 将数据编码为 JSON
$dataString = json_encode($data);
// 检查 json_encode 是否成功
if (json_last_error() !== JSON_ERROR_NONE) {
die("JSON encoding failed with error: " . json_last_error_msg());
}
// 初始化 cURL 对话
$ch = curl_init($url);
// 设置 cURL 选项
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, "POST");
curl_setopt($ch, CURLOPT_POSTFIELDS, $dataString);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'Authorization: Bearer ' . $api_key
]);
// 执行请求
$response = curl_exec($ch);
// 检查 cURL 执行是否成功
if ($response === false) {
die("cURL Error: " . curl_error($ch));
}
// 获取 HTTP 状态码
$status_code = curl_getinfo($ch, CURLINFO_HTTP_CODE);
// 关闭 cURL 对话
curl_close($ch);
// 解码响应数据
$response_data = json_decode($response, true);
// 处理响应
if ($status_code == 200) {
if (isset($response_data['output']['text'])) {
echo "{$response_data['output']['text']}\n";
} else {
echo "No text in response.\n";
}
} else {
if (isset($response_data['request_id'])) {
echo "request_id={$response_data['request_id']}\n";
}
echo "code={$status_code}\n";
if (isset($response_data['message'])) {
echo "message={$response_data['message']}\n";
} else {
echo "message=Unknown error\n";
}
}
杭州市是浙江省的省会城市，其行政区域划分主要包括10个市辖区：上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区、临安区。
每个区都有自己的特色和发展重点，比如：
- **上城区**和**拱墅区**位于杭州市中心，商业繁华，历史悠久。
- **西湖区**以美丽的西湖而闻名，同时也是一个重要的科教文化区。
- **滨江区**则以其高新技术产业发展著称。
- **萧山区**、**余杭区**等则是近年来随着城市发展迅速崛起的新城区或经济开发区。
- **临安区**、**富阳区**等地则更多保留了自然风光与乡村风貌。
请注意，中国的行政区划可能会根据国家政策调整有所变化，请通过官方渠道获取最新信息。
Node.js
需安装相关依赖：npm install axios
const axios = require('axios');
async function callDashScope() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey='sk-xxx'。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
const apiKey = process.env.DASHSCOPE_API_KEY;
const appId = 'APP_ID'; // 替换为实际的应用 ID
const url = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`;
const data = {
input: {
prompt: "查询这个城市的行政区域划分",
biz_params: {
'city': '杭州',
},
},
parameters: {},
debug: {},
};
try {
console.log("Sending request to DashScope API...");
const response = await axios.post(url, data, {
headers: {
'Authorization': `Bearer ${apiKey}`,
'Content-Type': 'application/json'
}
});
if (response.status === 200) {
if (response.data.output && response.data.output.text) {
console.log(`${response.data.output.text}`);
}
} else {
console.log("Request failed:");
if (response.data.request_id) {
console.log(`request_id=${response.data.request_id}`);
}
console.log(`code=${response.status}`);
if (response.data.message) {
console.log(`message=${response.data.message}`);
} else {
console.log('message=Unknown error');
}
}
} catch (error) {
console.error(`Error calling DashScope: ${error.message}`);
if (error.response) {
console.error(`Response status: ${error.response.status}`);
console.error(`Response statusText: ${error.response.statusText}`);
}
}
}
callDashScope();
杭州市是浙江省的省会，其行政区域划分包括10个市辖区。具体如下：
1. 上城区（Shàngchéng Qū）：位于杭州市中心偏南，是杭州历史最悠久、文化底蕴最深厚的区域之一。
2. 拱墅区（Gǒngshù Qū）：原为下城区和拱墅区合并而成的新区，位于杭州市北部。
3. 西湖区（Xīhú Qū）：以世界文化遗产西湖而闻名，拥有丰富的自然与人文景观。
4. 滨江区（Bīnjiāng Qū）：地处钱塘江南岸，是一个高新技术产业集聚地。
5. 萧山区（Xiāoshān Qū）：位于杭州市东部，是中国重要的制造业基地之一。
6. 余杭区（Yúháng Qū）：曾经是中国四大名镇之一的临平所在地，现已成为杭州重要的经济发展区。
7. 富阳区（Fùyáng Qū）：位于杭州市西南部，因富春江穿流其间而得名。
8. 临安区（Lín'ān Qū）：位于杭州市西部山区，以其美丽的自然风光著称。
9. 钱塘区（Qiántáng Qū）：成立于2021年，由原大江东产业集聚区及部分萧山区组成，旨在促进杭州东部地区的发展。
10. 临平区（Lín Píng Qū）：从余杭区分设出来的一个新行政区划，主要涵盖原余杭区内的临平街道等地。
以上信息反映了截至我最后更新时的情况，请注意行政区划可能会有所调整，请以官方发布的最新消息为准。
C#
请求示例using System.Text;
class Program
{
static async Task Main(string[] args)
{
//若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
string apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");
string appId = "APP_ID"; // 替换为实际的应用ID
string url = $"https://dashscope.aliyuncs.com/api/v1/apps/{appId}/completion";
using (HttpClient client = new HttpClient())
{
client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}");
string jsonContent = @"{
""input"": {
""prompt"": ""查询这个城市的行政区域划分"",
""biz_params"":{
""city"":""杭州""
}
},
""parameters"": {},
""debug"": {}
}";
HttpContent content = new StringContent(jsonContent, Encoding.UTF8, "application/json");
try
{
HttpResponseMessage response = await client.PostAsync(url, content);
if (response.IsSuccessStatusCode)
{
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine("Request successful:");
Console.WriteLine(responseBody);
}
else
{
Console.WriteLine($"Request failed with status code: {response.StatusCode}");
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
}
}
catch (Exception ex)
{
Console.WriteLine($"Error calling DashScope: {ex.Message}");
}
}
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "7a9ff57eec7d475fa5d487de5f5178d2",
"text": "杭州市是浙江省的省会，它下辖有10个市辖区：上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区和临安区。每个区都有其独特的地理位置和发展特色。例如，西湖区以美丽的自然风光著称，尤其是著名的杭州西湖就位于此；而滨江区则更多地以其高新技术产业发展闻名。此外，随着城市的发展，行政区划也可能会有所调整，请关注官方发布的最新信息。"
},
"usage": {
},
"request_id": "d2c2fcc9-f821-98c9-9430-8704a2a41225"
}
Go
请求示例package main
import (
"bytes"
"encoding/json"
"fmt"
"io"
"net/http"
"os"
)
func main() {
// 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。
apiKey := os.Getenv("DASHSCOPE_API_KEY")
appId := "APP_ID" // 替换为实际的应用 ID
if apiKey == "" {
fmt.Println("请确保设置了DASHSCOPE_API_KEY。")
return
}
url := fmt.Sprintf("https://dashscope.aliyuncs.com/api/v1/apps/%s/completion", appId)
// 创建请求体
requestBody := map[string]interface{}{
"input": map[string]interface{}{
"prompt": "查询这个城市的行政区域划分",
"biz_params": map[string]interface{}{
"city": "杭州",
},
},
"parameters": map[string]interface{}{},
"debug": map[string]interface{}{},
}
jsonData, err := json.Marshal(requestBody)
if err != nil {
fmt.Printf("Failed to marshal JSON: %v\n", err)
return
}
// 创建 HTTP POST 请求
req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
if err != nil {
fmt.Printf("Failed to create request: %v\n", err)
return
}
// 设置请求头
req.Header.Set("Authorization", "Bearer "+apiKey)
req.Header.Set("Content-Type", "application/json")
// 发送请求
client := &http.Client{}
resp, err := client.Do(req)
if err != nil {
fmt.Printf("Failed to send request: %v\n", err)
return
}
defer resp.Body.Close()
// 读取响应
body, err := io.ReadAll(resp.Body)
if err != nil {
fmt.Printf("Failed to read response: %v\n", err)
return
}
// 处理响应
if resp.StatusCode == http.StatusOK {
fmt.Println("Request successful:")
fmt.Println(string(body))
} else {
fmt.Printf("Request failed with status code: %d\n", resp.StatusCode)
fmt.Println(string(body))
}
}
{
"output": {
"finish_reason": "stop",
"session_id": "2dc3e1a9dcd248c6bb9ca92bffc3e745",
"text": "杭州市，简称“杭”，是浙江省的省会城市。根据最新的行政区划调整，杭州市现辖10个市辖区、2个县级市和1个县，具体如下：
- 市辖区（10个）：上城区、拱墅区、西湖区、滨江区、萧山区、余杭区、临平区、钱塘区、富阳区、临安区。
- 县级市（2个）：建德市、桐庐县（注意这里的桐庐实际上被列为县级市处理，但准确地说它是一个县）。
- 县（1个）：淳安县。
请注意，随着时间的变化，行政区域可能会有所调整，请以官方最新发布的消息为准。上述信息基于较新的资料整理而来，对于最新的变动情况，建议访问政府官方网站获取最准确的信息。"
},
"usage": {
},
"request_id": "d3c8f368-b645-9446-bfe4-20ca51821a02"
}
文件问答
在应用内上传文件，大模型可对文件内容进行问答。也可配置文件解析节点，使工作流能够接收并解析各类文件（如 文档、图片、视频、音频），提取内容用于后续的分析、总结或问答。
-
构建支持文件问答的工作流
-
配置开始节点：在开始节点中，添加一个自定义参数，用于接收文件 URL。例如：将其命名为
file_url，类型选择File（多文件可选择Array[File]）。
-
（可选）添加解析节点：添加一个合适的文件解析节点，并将
file_url作为该节点的输入变量。
-
配置大模型节点：
- 引用解析输出变量：如果配置了解析节点，可将其文本输出变量（如
markdownContent、ASRInfo等）添加到后续节点（如大模型节点）中，以便对文件内容进行处理。 - 引用自定义变量：在大模型节点的提示词中引用开始节点的自定义变量并填写提示词。
- 引用解析输出变量：如果配置了解析节点，可将其文本输出变量（如
-
发布应用：检查节点配置，测试无误后，发布工作流应用。
注意：传入的文件 URL 必须是公网可直接访问的。
相关文档：工作流应用节点说明。
-
-
调用应用
您可以通过两种方式向应用提供文件进行解析：
-
通过控制台测试
在应用详情页的测试窗，进入入参变量配置，为
file_url参数上传本地文件或粘贴文件 URL，进行快速测试。
-
通过 API 调用
在 API 请求中，通过
biz_params字段传递文件 URL。biz_params中的键名必须与您在开始节点中设置的参数名（本例中为file_url）完全一致。Python
请求示例
响应示例""" 阿里云百炼 Application SDK 调用示例（流式输出） """ import os from http import HTTPStatus from dashscope import Application # 若没有配置环境变量，可替换为：api_key="sk-xxx" # 但不建议在生产环境中硬编码 API Key responses = Application.call( api_key=os.getenv("DASHSCOPE_API_KEY"), app_id='APP_ID', # 替换为实际的应用 ID prompt='一句话总结文件内容', stream=True, # 流式输出 incremental_output=True, # 增量输出 biz_params={ # 单文件格式（控制台参数类型: File） # 参数名必须与控制台定义的参数名保持一致 'file_url': { "url": "https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3", # 必填 # "name": "welcome.mp3", # 控制台引用了则必填 # "type": "audio", # 控制台引用了则必填，可选值：image/document/audio/video/custom # "source": "localFile", # 控制台引用了则必填 # "mimeType": "audio" # 控制台引用了则必填，可选值：image/png 等 } # 多文件格式（控制台参数类型: Array<File>） # 'file_url': [ # {"url": "https://www.berkshirehathaway.com/letters/2024ltr.pdf", "name": "文件1.pdf"}, # {"url": "https://www.berkshirehathaway.com/letters/2024ltr.pdf", "name": "文件2.pdf"} # ] } ) # 处理流式响应 for response in responses: if response.status_code != HTTPStatus.OK: print(f'request_id={response.request_id}') print(f'code={response.status_code}') print(f'message={response.message}') print(f'请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code') else: if response.output.text: print(response.output.text, end='') print() # 换行该文件内容仅为一句欢迎语：“欢迎你使用阿里云。”Java
请求示例
响应示例import com.alibaba.dashscope.app.*; import com.alibaba.dashscope.exception.ApiException; import com.alibaba.dashscope.exception.InputRequiredException; import com.alibaba.dashscope.exception.NoApiKeyException; import io.reactivex.Flowable; import com.google.gson.JsonObject; public class Main { public static void main(String[] args) { try { streamCall(); } catch (ApiException | NoApiKeyException | InputRequiredException e) { System.err.println("code=" + e.getClass().getSimpleName()); System.err.println("message=" + e.getMessage()); System.err.println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code"); } } public static void streamCall() throws ApiException, NoApiKeyException, InputRequiredException { // 构建biz_params参数 JsonObject bizParams = new JsonObject(); JsonObject fileUrl = new JsonObject(); fileUrl.addProperty("url", "https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3"); bizParams.add("file_url", fileUrl); ApplicationParam param = ApplicationParam.builder() // 若没有配置环境变量，可用百炼API Key将下行替换为：.apiKey("sk-xxx")。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 .apiKey(System.getenv("DASHSCOPE_API_KEY")) .appId("APP_ID") // 应用ID替换APP_ID .prompt("一句话总结文件内容") .incrementalOutput(true) // 增量输出 .bizParams(bizParams) .build(); Application application = new Application(); // 流式输出 Flowable<ApplicationResult> result = application.streamCall(param); result.blockingForEach(data -> { if (data.getOutput() != null && data.getOutput().getText() != null) { System.out.print(data.getOutput().getText()); } }); System.out.println(); } }该文件内容仅为一句欢迎语："欢迎你使用阿里云。"HTTP
curl
请求示例
响应示例#!/bin/bash # 若没有配置环境变量，可用百炼API Key将下行替换为：API_KEY="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 API_KEY="${DASHSCOPE_API_KEY}" curl -X POST "https://dashscope.aliyuncs.com/api/v1/apps/APP_ID/completion" \ -H "Authorization: Bearer ${API_KEY}" \ -H "Content-Type: application/json" \ -H "X-DashScope-SSE: enable" \ -d '{ "input": { "prompt": "一句话总结文件内容", "biz_params": { "file_url": { "url": "https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3" } } }, "parameters": { "incremental_output": true } }'id:1 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:2 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:3 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:4 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:5 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{"models":[{"input_tokens":39,"output_tokens":1,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:6 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{"models":[{"input_tokens":39,"output_tokens":2,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:7 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{"models":[{"input_tokens":39,"output_tokens":6,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:8 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{"models":[{"input_tokens":39,"output_tokens":6,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:9 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"null"},"usage":{"models":[{"input_tokens":39,"output_tokens":12,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"} id:10 event:result :HTTP_STATUS/200 data:{"output":{"session_id":"dd52a93f1a124d9e89f40315636ef232","finish_reason":"stop","text":"该文件内容仅为一句欢迎语：“欢迎你使用阿里云。”"},"usage":{"models":[{"input_tokens":39,"output_tokens":14,"model_id":"qwen-plus-latest"}]},"request_id":"f8d6803a-d5c3-4d1b-bcd2-c1f78759157b"}PHP
请求示例
响应示例<?php // 若没有配置环境变量，可用百炼API Key将下行替换为：$apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 $apiKey = getenv('DASHSCOPE_API_KEY'); $appId = 'APP_ID'; // 应用ID替换APP_ID $apiUrl = "https://dashscope.aliyuncs.com/api/v1/apps/{$appId}/completion"; $requestBody = [ 'input' => [ 'prompt' => '一句话总结文件内容', 'biz_params' => [ 'file_url' => [ 'url' => 'https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3' ] ] ], 'parameters' => [ 'incremental_output' => true // 增量输出 ] ]; $ch = curl_init(); curl_setopt_array($ch, [ CURLOPT_URL => $apiUrl, CURLOPT_POST => true, CURLOPT_POSTFIELDS => json_encode($requestBody), CURLOPT_HTTPHEADER => [ 'Authorization: Bearer ' . $apiKey, 'Content-Type: application/json', 'X-DashScope-SSE: enable' // 流式输出 ], CURLOPT_RETURNTRANSFER => false, CURLOPT_WRITEFUNCTION => function($ch, $data) { $lines = explode("\n", $data); foreach ($lines as $line) { $line = trim($line); if (strpos($line, 'data:') === 0) { $jsonStr = trim(substr($line, 5)); if ($jsonStr && $jsonStr !== '[DONE]') { $json = json_decode($jsonStr, true); if (isset($json['output']['text'])) { echo $json['output']['text']; } } } } return strlen($data); } ]); $result = curl_exec($ch); if (curl_errno($ch)) { echo "request_id=" . curl_getinfo($ch, CURLINFO_HEADER_OUT) . "\n"; echo "code=" . curl_errno($ch) . "\n"; echo "message=" . curl_error($ch) . "\n"; echo "请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code\n"; } $httpCode = curl_getinfo($ch, CURLINFO_HTTP_CODE); if ($httpCode !== 200) { echo "code={$httpCode}\n"; echo "请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code\n"; } curl_close($ch); echo "\n"; ?>该文件内容仅为一句欢迎语：“欢迎你使用阿里云。”Node.js
请求示例
响应示例import https from 'https'; // 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey="sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 const apiKey = process.env.DASHSCOPE_API_KEY; const appId = 'APP_ID'; // 应用ID替换APP_ID const apiUrl = `https://dashscope.aliyuncs.com/api/v1/apps/${appId}/completion`; const requestBody = { input: { prompt: '一句话总结文件内容', biz_params: { file_url: { url: 'https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3' } } }, parameters: { incremental_output: true // 增量输出 } }; if (!apiKey) { console.error('错误: 请设置环境变量 DASHSCOPE_API_KEY'); process.exit(1); } const postData = JSON.stringify(requestBody); const urlObj = new URL(apiUrl); const options = { hostname: urlObj.hostname, port: 443, path: urlObj.pathname, method: 'POST', headers: { 'Authorization': `Bearer ${apiKey}`, 'Content-Type': 'application/json', 'X-DashScope-SSE': 'enable', // 流式输出 'Content-Length': Buffer.byteLength(postData) } }; const req = https.request(options, (res) => { res.setEncoding('utf8'); let buffer = ''; res.on('data', (chunk) => { buffer += chunk; const lines = buffer.split('\n'); buffer = lines.pop() || ''; for (const line of lines) { const trimmedLine = line.trim(); if (trimmedLine.startsWith('data:')) { const jsonStr = trimmedLine.substring(5).trim(); if (jsonStr && jsonStr !== '[DONE]') { try { const json = JSON.parse(jsonStr); if (json.output && json.output.text) { process.stdout.write(json.output.text); } } catch (e) { } } } } }); res.on('end', () => { if (buffer) { const trimmedLine = buffer.trim(); if (trimmedLine.startsWith('data:')) { const jsonStr = trimmedLine.substring(5).trim(); if (jsonStr && jsonStr !== '[DONE]') { try { const json = JSON.parse(jsonStr); if (json.output && json.output.text) { process.stdout.write(json.output.text); } } catch (e) { } } } } console.log(); }); if (res.statusCode !== 200) { console.error(`code=${res.statusCode}`); console.error('请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code'); } }); req.on('error', (e) => { console.error(`code=${e.code}`); console.error(`message=${e.message}`); console.error('请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code'); }); req.write(postData); req.end();该文件内容仅为一句欢迎语："欢迎你使用阿里云。"C#
请求示例
响应示例using System; using System.Net.Http; using System.Text; using System.Text.Json; using System.Threading.Tasks; class Program { // 应用ID替换APP_ID private static readonly string AppId = "APP_ID"; private static readonly string ApiUrl = $"https://dashscope.aliyuncs.com/api/v1/apps/{AppId}/completion"; static async Task Main(string[] args) { // 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey = "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 string? apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY"); if (string.IsNullOrEmpty(apiKey)) { Console.WriteLine("错误: 请设置环境变量 DASHSCOPE_API_KEY"); return; } await StreamCallAsync(apiKey); } static async Task StreamCallAsync(string apiKey) { var requestBody = new { input = new { prompt = "一句话总结文件内容", biz_params = new { file_url = new { url = "https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3" } } }, parameters = new { incremental_output = true // 增量输出 } }; string jsonBody = JsonSerializer.Serialize(requestBody); using var client = new HttpClient(); client.DefaultRequestHeaders.Add("Authorization", $"Bearer {apiKey}"); client.DefaultRequestHeaders.Add("X-DashScope-SSE", "enable"); // 流式输出 var content = new StringContent(jsonBody, Encoding.UTF8, "application/json"); try { var response = await client.PostAsync(ApiUrl, content); if (!response.IsSuccessStatusCode) { Console.WriteLine($"code={(int)response.StatusCode}"); Console.WriteLine($"message={await response.Content.ReadAsStringAsync()}"); Console.WriteLine("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code"); return; } using var stream = await response.Content.ReadAsStreamAsync(); using var reader = new System.IO.StreamReader(stream); string? line; while ((line = await reader.ReadLineAsync()) != null) { if (line.StartsWith("data:")) { string jsonStr = line.Substring(5).Trim(); if (!string.IsNullOrEmpty(jsonStr) && jsonStr != "[DONE]") { try { using var doc = JsonDocument.Parse(jsonStr); if (doc.RootElement.TryGetProperty("output", out var output) && output.TryGetProperty("text", out var text)) { Console.Write(text.GetString()); } } catch (JsonException) { } } } } } catch (Exception ex) { Console.WriteLine($"code=Exception"); Console.WriteLine($"message={ex.Message}"); Console.WriteLine("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code"); } Console.WriteLine(); } }该文件内容仅为一句欢迎语："欢迎你使用阿里云。"Go
请求示例
响应示例package main import ( "bufio" "bytes" "encoding/json" "fmt" "net/http" "os" "strings" ) const appId = "APP_ID" // 应用ID替换APP_ID type RequestBody struct { Input Input `json:"input"` Parameters Parameters `json:"parameters"` } type Input struct { Prompt string `json:"prompt"` BizParams BizParams `json:"biz_params"` } type BizParams struct { FileUrl FileUrl `json:"file_url"` } type FileUrl struct { URL string `json:"url"` } type Parameters struct { IncrementalOutput bool `json:"incremental_output"` // 增量输出 } type ResponseBody struct { Output struct { Text string `json:"text"` } `json:"output"` RequestID string `json:"request_id"` } func main() { // 若没有配置环境变量，可用百炼API Key将下行替换为：apiKey := "sk-xxx"。但不建议在生产环境中直接将API Key硬编码到代码中，以减少API Key泄露风险。 apiKey := os.Getenv("DASHSCOPE_API_KEY") if apiKey == "" { fmt.Println("错误: 请设置环境变量 DASHSCOPE_API_KEY") os.Exit(1) } apiUrl := "https://dashscope.aliyuncs.com/api/v1/apps/" + appId + "/completion" requestBody := RequestBody{ Input: Input{ Prompt: "一句话总结文件内容", BizParams: BizParams{ FileUrl: FileUrl{ URL: "https://dashscope.oss-cn-beijing.aliyuncs.com/audios/welcome.mp3", }, }, }, Parameters: Parameters{ IncrementalOutput: true, }, } jsonData, err := json.Marshal(requestBody) if err != nil { fmt.Printf("code=JSONError\nmessage=%v\n", err) os.Exit(1) } req, err := http.NewRequest("POST", apiUrl, bytes.NewBuffer(jsonData)) if err != nil { fmt.Printf("code=RequestError\nmessage=%v\n", err) os.Exit(1) } req.Header.Set("Authorization", "Bearer "+apiKey) req.Header.Set("Content-Type", "application/json") req.Header.Set("X-DashScope-SSE", "enable") // 流式输出 client := &http.Client{} resp, err := client.Do(req) if err != nil { fmt.Printf("code=NetworkError\nmessage=%v\n", err) fmt.Println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code") os.Exit(1) } defer resp.Body.Close() if resp.StatusCode != http.StatusOK { fmt.Printf("code=%d\n", resp.StatusCode) fmt.Println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code") } scanner := bufio.NewScanner(resp.Body) for scanner.Scan() { line := scanner.Text() if strings.HasPrefix(line, "data:") { jsonStr := strings.TrimSpace(strings.TrimPrefix(line, "data:")) if jsonStr != "" && jsonStr != "[DONE]" { var response ResponseBody if err := json.Unmarshal([]byte(jsonStr), &response); err == nil { if response.Output.Text != "" { fmt.Print(response.Output.Text) } } } } } if err := scanner.Err(); err != nil { fmt.Printf("\ncode=ReadError\nmessage=%v\n", err) fmt.Println("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code") } fmt.Println() }该文件内容仅为一句欢迎语："欢迎你使用阿里云。"
-
通过控制台测试
API 参考
应用调用的完整参数列表，请参考工作流与旧版智能体应用 API应用 DashScope API 参考 。
错误码
如果调用失败并返回报错信息，请参阅错误码进行解决。
计费说明
工作流应用的计费基于其内部实际执行的计费节点（如大模型、知识库等）的调用量。
- 计费单元：每个计费节点都有其独立的计费单位（例如，大模型节点按 Token 计费）。
- 总费用：一次工作流 API 调用的总费用，是该次执行路径上所有计费节点产生的费用之和。
相关文档
了解应用构建和使用 | 如果你想了解工作流应用的更多配置信息，如节点说明、工作流的导入导出等，请参见工作流应用。 |
了解Prompt 辅助工具 | 关于应用内 Prompt 辅助工具的使用请参阅Prompt工程。 |
了解文本转语音的方法 | 如需将模型回复的文本信息转成语音，请参见实时语音合成-CosyVoice /Sambert。 |
了解进阶用法 | 如果您想使用 Responses API 调用应用，请参见Responses API。 |
常见问题
2.运行Java代码示例时，如果出现类似“java: 程序包com.alibaba.dashscope.app不存在”的异常信息，应该怎么处理？
- 检查导入语句中的类名和包名是否正确。
- 添加依赖库：如果使用Maven或Gradle进行项目管理，确保DashScope Java SDK依赖库已经添加到
pom.xml或build.gradle文件中，且为最新版本。您可以访问Maven获取DashScope Java SDK的最新版本号。
<!-- https://mvnrepository.com/artifact/com.alibaba/dashscope-sdk-java -->
<dependency>
<groupId>com.alibaba</groupId>
<artifactId>dashscope-sdk-java</artifactId>
<version>在此处填写最新版本号，例如2.16.4</version>
</dependency>
// https://mvnrepository.com/artifact/com.alibaba/dashscope-sdk-java
implementation group: 'com.alibaba', name: 'dashscope-sdk-java', version: '在此处填写最新版本号，例如2.16.4'
- 升级SDK：旧版本的DashScope Java SDK可能不包含您尝试使用的功能或类。如果您已经添加过依赖库DashScope Java SDK，请确认您所使用的DashScope Java SDK是否为最新版。如果当前版本较低，请将其升级至最新版本。在
pom.xml或build.gradle文件中修改DashScope Java SDK的版本为最新版本。
<!-- https://mvnrepository.com/artifact/com.alibaba/dashscope-sdk-java -->
<dependency>
<groupId>com.alibaba</groupId>
<artifactId>dashscope-sdk-java</artifactId>
<version>请将此处的版本号修改为最新版本</version>
</dependency>
// https://mvnrepository.com/artifact/com.alibaba/dashscope-sdk-java
implementation group: 'com.alibaba', name: 'dashscope-sdk-java', version: '请将此处的版本号修改为最新版本'
- 重新加载项目使更改生效。
- 重新运行代码示例。
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