Alibaba Cloud Model Studio：通義千問API參考

Python

import os
import dashscope

dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'
# 以上為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
messages = [
    {'role': 'system', 'content': 'You are a helpful assistant.'},
    {'role': 'user', 'content': '你是誰？'}
]
response = dashscope.Generation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    model="qwen-plus", # 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    messages=messages,
    result_format='message'
    )
print(response)

Java

// 建議dashscope SDK的版本 >= 2.12.0
import java.util.Arrays;
import java.lang.System;
import com.alibaba.dashscope.aigc.generation.Generation;
import com.alibaba.dashscope.aigc.generation.GenerationParam;
import com.alibaba.dashscope.aigc.generation.GenerationResult;
import com.alibaba.dashscope.common.Message;
import com.alibaba.dashscope.common.Role;
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 com.alibaba.dashscope.protocol.Protocol;

public class Main {
    public static GenerationResult callWithMessage() throws ApiException, NoApiKeyException, InputRequiredException {
        Generation gen = new Generation(Protocol.HTTP.getValue(), "https://dashscope-intl.aliyuncs.com/api/v1");
        // 以上為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
        Message systemMsg = Message.builder()
                .role(Role.SYSTEM.getValue())
                .content("You are a helpful assistant.")
                .build();
        Message userMsg = Message.builder()
                .role(Role.USER.getValue())
                .content("你是誰？")
                .build();
        GenerationParam param = GenerationParam.builder()
                // 若沒有配置環境變數，請用百鍊API Key將下行替換為：.apiKey("sk-xxx")
                // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
                .model("qwen-plus")
                .messages(Arrays.asList(systemMsg, userMsg))
                .resultFormat(GenerationParam.ResultFormat.MESSAGE)
                .build();
        return gen.call(param);
    }
    public static void main(String[] args) {
        try {
            GenerationResult result = callWithMessage();
            System.out.println(JsonUtils.toJson(result));
        } catch (ApiException | NoApiKeyException | InputRequiredException e) {
            // 使用日誌架構記錄異常資訊
            System.err.println("An error occurred while calling the generation service: " + e.getMessage());
        }
        System.exit(0);
    }
}

PHP（HTTP）

<?php
// 以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
$url = "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation";
// 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
$apiKey = getenv('DASHSCOPE_API_KEY');

$data = [
    // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    "model" => "qwen-plus",
    "input" => [
        "messages" => [
            [
                "role" => "system",
                "content" => "You are a helpful assistant."
            ],
            [
                "role" => "user",
                "content" => "你是誰？"
            ]
        ]
    ],
    "parameters" => [
        "result_format" => "message"
    ]
];

$jsonData = json_encode($data);

$ch = curl_init($url);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_POST, true);
curl_setopt($ch, CURLOPT_POSTFIELDS, $jsonData);
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_HTTPHEADER, [
    "Authorization: Bearer $apiKey",
    "Content-Type: application/json"
]);

$response = curl_exec($ch);
$httpCode = curl_getinfo($ch, CURLINFO_HTTP_CODE);

if ($httpCode == 200) {
    echo "Response: " . $response;
} else {
    echo "Error: " . $httpCode . " - " . $response;
}

curl_close($ch);
?>

Node.js（HTTP）

DashScope 未提供 Node.js 環境的 SDK。如需通過 OpenAI Node.js SDK調用，請參考本文的OpenAI章節。

import fetch from 'node-fetch';
// 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
$apiKey = getenv('DASHSCOPE_API_KEY');
const apiKey = process.env.DASHSCOPE_API_KEY;

const data = {
    model: "qwen-plus", // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    input: {
        messages: [
            {
                role: "system",
                content: "You are a helpful assistant."
            },
            {
                role: "user",
                content: "你是誰？"
            }
        ]
    },
    parameters: {
        result_format: "message"
    }
};

fetch('https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation', {
// 以上為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
    method: 'POST',
    headers: {
        'Authorization': `Bearer ${apiKey}`,
        'Content-Type': 'application/json'
    },
    body: JSON.stringify(data)
})
.then(response => response.json())
.then(data => {
    console.log(JSON.stringify(data));
})
.catch(error => {
    console.error('Error:', error);
});

C#（HTTP）

using System.Net.Http.Headers;
using System.Text;

class Program
{
    private static readonly HttpClient httpClient = new HttpClient();

    static async Task Main(string[] args)
    {
        // 若沒有配置環境變數，請用百鍊API Key將下行替換為：string? apiKey = "sk-xxx";
        // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
$apiKey = getenv('DASHSCOPE_API_KEY');
        string? apiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY");

        if (string.IsNullOrEmpty(apiKey))
        {
            Console.WriteLine("API Key 未設定。請確保環境變數 'DASHSCOPE_API_KEY' 已設定。");
            return;
        }

        // 佈建要求 URL 和內容
        // 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
        string url = "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation";
        // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
        string jsonContent = @"{
            ""model"": ""qwen-plus"", 
            ""input"": {
                ""messages"": [
                    {
                        ""role"": ""system"",
                        ""content"": ""You are a helpful assistant.""
                    },
                    {
                        ""role"": ""user"",
                        ""content"": ""你是誰？""
                    }
                ]
            },
            ""parameters"": {
                ""result_format"": ""message""
            }
        }";

        // 發送請求並擷取響應
        string result = await SendPostRequestAsync(url, jsonContent, apiKey);

        // 輸出結果
        Console.WriteLine(result);
    }

    private static async Task<string> SendPostRequestAsync(string url, string jsonContent, string apiKey)
    {
        using (var content = new StringContent(jsonContent, Encoding.UTF8, "application/json"))
        {
            // 佈建要求頭
            httpClient.DefaultRequestHeaders.Authorization = new AuthenticationHeaderValue("Bearer", apiKey);
            httpClient.DefaultRequestHeaders.Accept.Add(new MediaTypeWithQualityHeaderValue("application/json"));

            // 發送請求並擷取響應
            HttpResponseMessage response = await httpClient.PostAsync(url, content);

            // 處理響應
            if (response.IsSuccessStatusCode)
            {
                return await response.Content.ReadAsStringAsync();
            }
            else
            {
                return $"請求失敗: {response.StatusCode}";
            }
        }
    }
}

Go（HTTP）

DashScope 未提供 Go 的 SDK。如需通過 OpenAI Go SDK調用，請參考本文的OpenAI-Go章節。

package main

import (
	"bytes"
	"encoding/json"
	"fmt"
	"io"
	"log"
	"net/http"
	"os"
)

type Message struct {
	Role    string `json:"role"`
	Content string `json:"content"`
}

type Input struct {
	Messages []Message `json:"messages"`
}

type Parameters struct {
	ResultFormat string `json:"result_format"`
}

type RequestBody struct {
	Model      string     `json:"model"`
	Input      Input      `json:"input"`
	Parameters Parameters `json:"parameters"`
}

func main() {
	// 建立 HTTP 用戶端
	client := &http.Client{}

	// 構建請求體
	requestBody := RequestBody{
		// 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
		Model: "qwen-plus",
		Input: Input{
			Messages: []Message{
				{
					Role:    "system",
					Content: "You are a helpful assistant.",
				},
				{
					Role:    "user",
					Content: "你是誰？",
				},
			},
		},
		Parameters: Parameters{
			ResultFormat: "message",
		},
	}

	jsonData, err := json.Marshal(requestBody)
	if err != nil {
		log.Fatal(err)
	}

	// 建立 POST 請求
	// 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
	req, err := http.NewRequest("POST", "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation", bytes.NewBuffer(jsonData))
	if err != nil {
		log.Fatal(err)
	}

	// 佈建要求頭
	// 若沒有配置環境變數，請用百鍊API Key將下行替換為：apiKey := "sk-xxx"
	// 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
	apiKey := os.Getenv("DASHSCOPE_API_KEY")
	req.Header.Set("Authorization", "Bearer "+apiKey)
	req.Header.Set("Content-Type", "application/json")

	// 發送請求
	resp, err := client.Do(req)
	if err != nil {
		log.Fatal(err)
	}
	defer resp.Body.Close()

	// 讀取響應體
	bodyText, err := io.ReadAll(resp.Body)
	if err != nil {
		log.Fatal(err)
	}

	// 列印響應內容
	fmt.Printf("%s\n", bodyText)
}

curl

新加坡和北京地區的API Key不同，擷取與配置 API Key

以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation

curl --location "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation" \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header "Content-Type: application/json" \
--data '{
    "model": "qwen-plus",
    "input":{
        "messages":[      
            {
                "role": "system",
                "content": "You are a helpful assistant."
            },
            {
                "role": "user",
                "content": "你是誰？"
            }
        ]
    },
    "parameters": {
        "result_format": "message"
    }
}'

文本產生模型

import os
import dashscope

# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'
messages = [
    {'role':'system','content':'you are a helpful assistant'},
    {'role': 'user','content': '你是誰？'}
]
responses = dashscope.Generation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    # 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    model="qwen-plus",
    messages=messages,
    result_format='message',
    stream=True,
    incremental_output=True
    )
for response in responses:
    print(response)  

import java.util.Arrays;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.alibaba.dashscope.aigc.generation.Generation;
import com.alibaba.dashscope.aigc.generation.GenerationParam;
import com.alibaba.dashscope.aigc.generation.GenerationResult;
import com.alibaba.dashscope.common.Message;
import com.alibaba.dashscope.common.Role;
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;
import java.lang.System;
import com.alibaba.dashscope.protocol.Protocol;

public class Main {
    private static final Logger logger = LoggerFactory.getLogger(Main.class);
    private static void handleGenerationResult(GenerationResult message) {
        System.out.println(JsonUtils.toJson(message));
    }
    public static void streamCallWithMessage(Generation gen, Message userMsg)
            throws NoApiKeyException, ApiException, InputRequiredException {
        GenerationParam param = buildGenerationParam(userMsg);
        Flowable<GenerationResult> result = gen.streamCall(param);
        result.blockingForEach(message -> handleGenerationResult(message));
    }
    private static GenerationParam buildGenerationParam(Message userMsg) {
        return GenerationParam.builder()
                // 若沒有配置環境變數，請用百鍊API Key將下行替換為：.apiKey("sk-xxx")
                // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
                .model("qwen-plus")
                .messages(Arrays.asList(userMsg))
                .resultFormat(GenerationParam.ResultFormat.MESSAGE)
                .incrementalOutput(true)
                .build();
    }
    public static void main(String[] args) {
        try {
            // 以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1
            Generation gen = new Generation(Protocol.HTTP.getValue(), "https://dashscope-intl.aliyuncs.com/api/v1");
            Message userMsg = Message.builder().role(Role.USER.getValue()).content("你是誰？").build();
            streamCallWithMessage(gen, userMsg);
        } catch (ApiException | NoApiKeyException | InputRequiredException  e) {
            logger.error("An exception occurred: {}", e.getMessage());
        }
        System.exit(0);
    }
}

# ======= 重要提示 =======
# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
# === 執行時請刪除該注釋 ====

curl --location "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation" \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header "Content-Type: application/json" \
--header "X-DashScope-SSE: enable" \
--data '{
    "model": "qwen-plus",
    "input":{
        "messages":[      
            {
                "role": "system",
                "content": "You are a helpful assistant."
            },
            {
                "role": "user",
                "content": "你是誰？"
            }
        ]
    },
    "parameters": {
        "result_format": "message",
        "incremental_output":true
    }
}'

多模態模型

import os
from dashscope import MultiModalConversation
import dashscope
# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/compatible-mode/api/v1
dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'

messages = [
    {
        "role": "user",
        "content": [
            {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"},
            {"text": "圖中描繪的是什麼景象?"}
        ]
    }
]

responses = MultiModalConversation.call(
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx",
    api_key=os.getenv("DASHSCOPE_API_KEY"),
    model='qwen3-vl-plus',  #  可按需更換為其它多模態模型，並修改相應的 messages
    messages=messages,
    stream=True,
    incremental_output=True)
    
full_content = ""
print("流式輸出內容為：")
for response in responses:
    if response["output"]["choices"][0]["message"].content:
        print(response.output.choices[0].message.content[0]['text'])
        full_content += response.output.choices[0].message.content[0]['text']
print(f"完整內容為：{full_content}")

import java.util.Arrays;
import java.util.Collections;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversation;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationParam;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationResult;
import com.alibaba.dashscope.common.MultiModalMessage;
import com.alibaba.dashscope.common.Role;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.exception.UploadFileException;
import io.reactivex.Flowable;
import com.alibaba.dashscope.utils.Constants;

public class Main {
    static {
        // 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
        Constants.baseHttpApiUrl="https://dashscope-intl.aliyuncs.com/api/v1";
    }
    public static void streamCall()
            throws ApiException, NoApiKeyException, UploadFileException {
        MultiModalConversation conv = new MultiModalConversation();
        // must create mutable map.
        MultiModalMessage userMessage = MultiModalMessage.builder().role(Role.USER.getValue())
                .content(Arrays.asList(Collections.singletonMap("image", "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"),
                        Collections.singletonMap("text", "圖中描繪的是什麼景象？"))).build();
        MultiModalConversationParam param = MultiModalConversationParam.builder()
                // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                // 若沒有配置環境變數，請用百鍊API Key將下行替換為：.apiKey("sk-xxx")
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                .model("qwen3-vl-plus")  //  可按需更換為其它多模態模型，並修改相應的 messages
                .messages(Arrays.asList(userMessage))
                .incrementalOutput(true)
                .build();
        Flowable<MultiModalConversationResult> result = conv.streamCall(param);
        result.blockingForEach(item -> {
            try {
                var content = item.getOutput().getChoices().get(0).getMessage().getContent();
                    // 判斷content是否存在且不為空白
                if (content != null &&  !content.isEmpty()) {
                    System.out.println(content.get(0).get("text"));
                    }
            } catch (Exception e){
                System.exit(0);
            }
        });
    }

    public static void main(String[] args) {
        try {
            streamCall();
        } catch (ApiException | NoApiKeyException | UploadFileException e) {
            System.out.println(e.getMessage());
        }
        System.exit(0);
    }
}

# ======= 重要提示 =======
# 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation
# === 執行時請刪除該注釋 ===

curl -X POST https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation \
-H "Authorization: Bearer $DASHSCOPE_API_KEY" \
-H 'Content-Type: application/json' \
-H 'X-DashScope-SSE: enable' \
-d '{
    "model": "qwen3-vl-plus",
    "input":{
        "messages":[
            {
                "role": "user",
                "content": [
                    {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"},
                    {"text": "圖中描繪的是什麼景象？"}
                ]
            }
        ]
    },
    "parameters": {
        "incremental_output": true
    }
}'

Python

import os
import dashscope

# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'  
messages = [
    {
        "role": "user",
        "content": [
            {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"},
            {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/tiger.png"},
            {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/rabbit.png"},
            {"text": "這些是什麼?"}
        ]
    }
]
response = dashscope.MultiModalConversation.call(
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    # 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    # 此處以qwen-vl-max為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    model='qwen-vl-max',
    messages=messages
    )
print(response)

Java

// Copyright (c) Alibaba, Inc. and its affiliates.

import java.util.Arrays;
import java.util.Collections;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversation;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationParam;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationResult;
import com.alibaba.dashscope.common.MultiModalMessage;
import com.alibaba.dashscope.common.Role;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.exception.UploadFileException;
import com.alibaba.dashscope.utils.JsonUtils;
import com.alibaba.dashscope.utils.Constants;
public class Main {
    static {
     Constants.baseHttpApiUrl="https://dashscope-intl.aliyuncs.com/api/v1";  // 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1;
    }
    public static void simpleMultiModalConversationCall()
            throws ApiException, NoApiKeyException, UploadFileException {
        MultiModalConversation conv = new MultiModalConversation();
        MultiModalMessage userMessage = MultiModalMessage.builder().role(Role.USER.getValue())
                .content(Arrays.asList(
                        Collections.singletonMap("image", "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"),
                        Collections.singletonMap("image", "https://dashscope.oss-cn-beijing.aliyuncs.com/images/tiger.png"),
                        Collections.singletonMap("image", "https://dashscope.oss-cn-beijing.aliyuncs.com/images/rabbit.png"),
                        Collections.singletonMap("text", "這些是什麼?"))).build();
        MultiModalConversationParam param = MultiModalConversationParam.builder()
                // 若沒有配置環境變數，請用百鍊API Key將下行替換為：.apiKey("sk-xxx")
                // 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                // 此處以qwen-vl-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
                .model("qwen-vl-plus")
                .message(userMessage)
                .build();
        MultiModalConversationResult result = conv.call(param);
        System.out.println(JsonUtils.toJson(result));
    }

    public static void main(String[] args) {
        try {
            simpleMultiModalConversationCall();
        } catch (ApiException | NoApiKeyException | UploadFileException e) {
            System.out.println(e.getMessage());
        }
        System.exit(0);
    }
}

curl

新加坡和北京地區的API Key不同，擷取與配置 API Key

以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation

curl --location 'https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation' \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header 'Content-Type: application/json' \
--data '{
    "model": "qwen-vl-plus",
    "input":{
        "messages":[
            {
                "role": "user",
                "content": [
                    {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/dog_and_girl.jpeg"},
                    {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/tiger.png"},
                    {"image": "https://dashscope.oss-cn-beijing.aliyuncs.com/images/rabbit.png"},
                    {"text": "這些是什麼?"}
                ]
            }
        ]
    }
}'

Python

import os
# dashscope版本需要不低於1.20.10
import dashscope
# 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'
messages = [{"role": "user",
             "content": [
                  # 若模型屬於Qwen2.5-VL系列且傳入的是映像列表時，可設定fps參數，表示映像列表是由原視頻每隔 1/fps 秒抽取的
                 {"video":["https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/xzsgiz/football1.jpg",
                           "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/tdescd/football2.jpg",
                           "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/zefdja/football3.jpg",
                           "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/aedbqh/football4.jpg"],
                   "fps":2},
                 {"text": "描述這個視頻的具體過程"}]}]
response = dashscope.MultiModalConversation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    api_key=os.getenv("DASHSCOPE_API_KEY"),
    model='qwen2.5-vl-72b-instruct',  # 此處以qwen2.5-vl-72b-instruct為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/models
    messages=messages
)
print(response["output"]["choices"][0]["message"].content[0]["text"])

Java

// DashScope SDK版本需要不低於2.18.3
import java.util.Arrays;
import java.util.Collections;
import java.util.Map;

import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversation;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationParam;
import com.alibaba.dashscope.aigc.multimodalconversation.MultiModalConversationResult;
import com.alibaba.dashscope.common.MultiModalMessage;
import com.alibaba.dashscope.common.Role;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.exception.UploadFileException;
import com.alibaba.dashscope.utils.Constants;

public class Main {
    static {
         // 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
        Constants.baseHttpApiUrl="https://dashscope-intl.aliyuncs.com/api/v1";
    }
    private static final String MODEL_NAME = "qwen2.5-vl-72b-instruct"; // 此處以qwen2.5-vl-72b-instruct為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/models
    public static void videoImageListSample() throws ApiException, NoApiKeyException, UploadFileException {
        MultiModalConversation conv = new MultiModalConversation();
        MultiModalMessage systemMessage = MultiModalMessage.builder()
                .role(Role.SYSTEM.getValue())
                .content(Arrays.asList(Collections.singletonMap("text", "You are a helpful assistant.")))
                .build();
        //  若模型屬於Qwen2.5-VL系列且傳入的是映像列表時，可設定fps參數，表示映像列表是由原視頻每隔 1/fps 秒抽取的
        Map<String, Object> params = Map.of(
                "video", Arrays.asList("https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/xzsgiz/football1.jpg",
                        "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/tdescd/football2.jpg",
                        "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/zefdja/football3.jpg",
                        "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/aedbqh/football4.jpg"),
                "fps",2);
        MultiModalMessage userMessage = MultiModalMessage.builder()
                .role(Role.USER.getValue())
                .content(Arrays.asList(
                        params,
                        Collections.singletonMap("text", "描述這個視頻的具體過程")))
                .build();
        MultiModalConversationParam param = MultiModalConversationParam.builder()
                // 若沒有配置環境變數，請用百鍊API Key將下行替換為：.apiKey("sk-xxx")
                // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                .model(MODEL_NAME)
                .messages(Arrays.asList(systemMessage, userMessage)).build();
        MultiModalConversationResult result = conv.call(param);
        System.out.print(result.getOutput().getChoices().get(0).getMessage().getContent().get(0).get("text"));
    }
    public static void main(String[] args) {
        try {
            videoImageListSample();
        } catch (ApiException | NoApiKeyException | UploadFileException e) {
            System.out.println(e.getMessage());
        }
        System.exit(0);
    }
}

curl

新加坡和北京地區的API Key不同，擷取與配置 API Key

以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation

curl -X POST https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/multimodal-generation/generation \
-H "Authorization: Bearer $DASHSCOPE_API_KEY" \
-H 'Content-Type: application/json' \
-d '{
  "model": "qwen2.5-vl-72b-instruct",
  "input": {
    "messages": [
      {
        "role": "user",
        "content": [
          {
            "video": [
              "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/xzsgiz/football1.jpg",
              "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/tdescd/football2.jpg",
              "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/zefdja/football3.jpg",
              "https://help-static-aliyun-doc.aliyuncs.com/file-manage-files/zh-CN/20241108/aedbqh/football4.jpg"
            ],
            "fps":2
                 
          },
          {
            "text": "描述這個視頻的具體過程"
          }
        ]
      }
    ]
  }
}'

Python

import os
import dashscope
  # 以下為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
dashscope.base_http_api_url = 'https://dashscope-intl.aliyuncs.com/api/v1'
tools = [
    {
        "type": "function",
        "function": {
            "name": "get_current_time",
            "description": "當你想知道現在的時間時非常有用。",
            "parameters": {}
        }
    },
    {
        "type": "function",
        "function": {
            "name": "get_current_weather",
            "description": "當你想查詢指定城市的天氣時非常有用。",
            "parameters": {
                "type": "object",
                "properties": {
                    "location": {
                        "type": "string",
                        "description": "城市或縣區，比如北京市、杭州市、餘杭區等。"
                    }
                }
            },
            "required": [
                "location"
            ]
        }
    }
]
messages = [{"role": "user", "content": "杭州天氣怎麼樣"}]
response = dashscope.Generation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    # 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    # 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
    model='qwen-plus',
    messages=messages,
    tools=tools,
    result_format='message'
)
print(response)

Java

import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import com.alibaba.dashscope.aigc.conversation.ConversationParam.ResultFormat;
import com.alibaba.dashscope.aigc.generation.Generation;
import com.alibaba.dashscope.aigc.generation.GenerationParam;
import com.alibaba.dashscope.aigc.generation.GenerationResult;
import com.alibaba.dashscope.common.Message;
import com.alibaba.dashscope.common.Role;
import com.alibaba.dashscope.exception.ApiException;
import com.alibaba.dashscope.exception.InputRequiredException;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.tools.FunctionDefinition;
import com.alibaba.dashscope.tools.ToolFunction;
import com.alibaba.dashscope.utils.JsonUtils;
import com.fasterxml.jackson.databind.node.ObjectNode;
import com.github.victools.jsonschema.generator.Option;
import com.github.victools.jsonschema.generator.OptionPreset;
import com.github.victools.jsonschema.generator.SchemaGenerator;
import com.github.victools.jsonschema.generator.SchemaGeneratorConfig;
import com.github.victools.jsonschema.generator.SchemaGeneratorConfigBuilder;
import com.github.victools.jsonschema.generator.SchemaVersion;
import java.time.LocalDateTime;
import java.time.format.DateTimeFormatter;
import com.alibaba.dashscope.protocol.Protocol;

public class Main {
    public class GetWeatherTool {
        private String location;
        public GetWeatherTool(String location) {
            this.location = location;
        }
        public String call() {
            return location+"今天是晴天";
        }
    }
    public class GetTimeTool {
        public GetTimeTool() {
        }
        public String call() {
            LocalDateTime now = LocalDateTime.now();
            DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
            String currentTime = "目前時間：" + now.format(formatter) + "。";
            return currentTime;
        }
    }
    public static void SelectTool()
            throws NoApiKeyException, ApiException, InputRequiredException {
        SchemaGeneratorConfigBuilder configBuilder =
                new SchemaGeneratorConfigBuilder(SchemaVersion.DRAFT_2020_12, OptionPreset.PLAIN_JSON);
        SchemaGeneratorConfig config = configBuilder.with(Option.EXTRA_OPEN_API_FORMAT_VALUES)
                .without(Option.FLATTENED_ENUMS_FROM_TOSTRING).build();
        SchemaGenerator generator = new SchemaGenerator(config);
        ObjectNode jsonSchema_weather = generator.generateSchema(GetWeatherTool.class);
        ObjectNode jsonSchema_time = generator.generateSchema(GetTimeTool.class);
        FunctionDefinition fdWeather = FunctionDefinition.builder().name("get_current_weather").description("擷取指定地區的天氣")
                .parameters(JsonUtils.parseString(jsonSchema_weather.toString()).getAsJsonObject()).build();
        FunctionDefinition fdTime = FunctionDefinition.builder().name("get_current_time").description("擷取當前時刻的時間")
                .parameters(JsonUtils.parseString(jsonSchema_time.toString()).getAsJsonObject()).build();
        Message systemMsg = Message.builder().role(Role.SYSTEM.getValue())
                .content("You are a helpful assistant. When asked a question, use tools wherever possible.")
                .build();
        Message userMsg = Message.builder().role(Role.USER.getValue()).content("杭州天氣").build();
        List<Message> messages = new ArrayList<>();
        messages.addAll(Arrays.asList(systemMsg, userMsg));
        GenerationParam param = GenerationParam.builder()
                // 新加坡和北京地區的API Key不同。擷取API Key：https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                // 此處以qwen-plus為例，可按需更換模型名稱。模型列表：https://www.alibabacloud.com/help/zh/model-studio/getting-started/models
                .model("qwen-plus")
                .messages(messages)
                .resultFormat(ResultFormat.MESSAGE)
                .tools(Arrays.asList(
                        ToolFunction.builder().function(fdWeather).build(),
                        ToolFunction.builder().function(fdTime).build()))
                .build();
        Generation gen = new Generation(Protocol.HTTP.getValue(), "https://dashscope-intl.aliyuncs.com/api/v1");
        // 以上為新加坡地區base_url，若使用北京地區的模型，需將base_url替換為：https://dashscope.aliyuncs.com/api/v1
        GenerationResult result = gen.call(param);
        System.out.println(JsonUtils.toJson(result));
    }
    public static void main(String[] args) {
        try {
            SelectTool();
        } catch (ApiException | NoApiKeyException | InputRequiredException e) {
            System.out.println(String.format("Exception %s", e.getMessage()));
        }
        System.exit(0);
    }
}

curl

新加坡和北京地區的API Key不同，擷取與配置 API Key

以下為新加坡地區url，若使用北京地區的模型，需將url替換為：https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation

curl --location "https://dashscope-intl.aliyuncs.com/api/v1/services/aigc/text-generation/generation" \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header "Content-Type: application/json" \
--data '{
    "model": "qwen-plus",
    "input": {
        "messages": [{
            "role": "user",
            "content": "杭州天氣怎麼樣"
        }]
    },
    "parameters": {
        "result_format": "message",
        "tools": [{
            "type": "function",
            "function": {
                "name": "get_current_time",
                "description": "當你想知道現在的時間時非常有用。",
                "parameters": {}
            }
        },{
            "type": "function",
            "function": {
                "name": "get_current_weather",
                "description": "當你想查詢指定城市的天氣時非常有用。",
                "parameters": {
                    "type": "object",
                    "properties": {
                        "location": {
                            "type": "string",
                            "description": "城市或縣區，比如北京市、杭州市、餘杭區等。"
                        }
                    }
                },
                "required": ["location"]
            }
        }]
    }
}'

Python

import os
import dashscope

# 當前僅北京地區可調用qwen-long-latest模型
dashscope.base_http_api_url = 'https://dashscope.aliyuncs.com/api/v1'
messages = [
        {'role': 'system', 'content': 'you are a helpful assisstant'},
        # 請將 '{FILE_ID}'替換為您實際對話情境所使用的 file-id
        {'role':'system','content':f'fileid://{FILE_ID}'},
        {'role': 'user', 'content': '這篇文章講了什麼'}]
response = dashscope.Generation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    model="qwen-long-latest",
    messages=messages,
    result_format='message'
)
print(response)

Java

import os
import dashscope

# 當前僅北京地區可調用qwen-long-latest模型
dashscope.base_http_api_url = 'https://dashscope.aliyuncs.com/api/v1'
messages = [
        {'role': 'system', 'content': 'you are a helpful assisstant'},
        # 請將 '{FILE_ID}'替換為您實際對話情境所使用的 file-id
        {'role':'system','content':f'fileid://{FILE_ID}'},
        {'role': 'user', 'content': '這篇文章講了什麼'}]
response = dashscope.Generation.call(
    # 若沒有配置環境變數，請用百鍊API Key將下行替換為：api_key="sk-xxx"
    api_key=os.getenv('DASHSCOPE_API_KEY'),
    model="qwen-long-latest",
    messages=messages,
    result_format='message'
)
print(response)

curl

當前僅北京地區支援調用文檔理解模型

請將 {FILE_ID}替換為您實際對話情境所使用的 file-id

curl --location "https://dashscope.aliyuncs.com/api/v1/services/aigc/text-generation/generation" \
--header "Authorization: Bearer $DASHSCOPE_API_KEY" \
--header "Content-Type: application/json" \
--data '{
    "model": "qwen-long-latest",
    "input":{
        "messages":[      
            {
                "role": "system",
                "content": "You are a helpful assistant."
            },
            {
                "role": "system",
                "content": "fileid://{FILE_ID}"
            },
            {
                "role": "user",
                "content": "這篇文章講了什嗎？"
            }
        ]
    },
    "parameters": {
        "result_format": "message"
    }
}'