Alibaba Cloud Model Studio:Real-time speech synthesis

Go

package main

import (
	"encoding/json"
	"fmt"
	"net/http"
	"os"
	"strings"
	"time"

	"github.com/google/uuid"
	"github.com/gorilla/websocket"
)

const (
	// The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
	wsURL      = "wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/"
	outputFile = "output.mp3"
)

func main() {
	// The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
	// If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: apiKey := "sk-xxx"
	apiKey := os.Getenv("DASHSCOPE_API_KEY")

	// Clear the output file
	os.Remove(outputFile)
	os.Create(outputFile)

	// Connect to WebSocket
	header := make(http.Header)
	header.Add("X-DashScope-DataInspection", "enable")
	header.Add("Authorization", fmt.Sprintf("bearer %s", apiKey))

	conn, resp, err := websocket.DefaultDialer.Dial(wsURL, header)
	if err != nil {
		if resp != nil {
			fmt.Printf("Connection failed, HTTP status code: %d\n", resp.StatusCode)
		}
		fmt.Println("Connection failed:", err)
		return
	}
	defer conn.Close()

	// Generate task ID
	taskID := uuid.New().String()
	fmt.Printf("Generated task ID: %s\n", taskID)

	// Sending run-task event
	runTaskCmd := map[string]interface{}{
		"header": map[string]interface{}{
			"action":    "run-task",
			"task_id":   taskID,
			"streaming": "duplex",
		},
		"payload": map[string]interface{}{
			"task_group": "audio",
			"task":       "tts",
			"function":   "SpeechSynthesizer",
			"model":      "qwen-audio-3.0-tts-flash",
			"parameters": map[string]interface{}{
				"text_type":   "PlainText",
				"voice":       "longanlingxi",
				"format":      "mp3",
				"sample_rate": 22050,
				"volume":      50,
				"rate":        1,
				"pitch":       1,
				// If enable_ssml is set to true, only one continue-task event can be sent; otherwise the error "Text request limit violated, expected 1." will be returned
				"enable_ssml": false,
			},
			"input": map[string]interface{}{},
		},
	}

	runTaskJSON, _ := json.Marshal(runTaskCmd)
	fmt.Printf("Sending run-task event: %s\n", string(runTaskJSON))

	err = conn.WriteMessage(websocket.TextMessage, runTaskJSON)
	if err != nil {
		fmt.Println("Failed to send run-task:", err)
		return
	}

	textSent := false

	// Process messages
	for {
		messageType, message, err := conn.ReadMessage()
		if err != nil {
			fmt.Println("Failed to read message:", err)
			break
		}

		// Process binary message
		if messageType == websocket.BinaryMessage {
			fmt.Printf("Received binary message, length: %d\n", len(message))
			file, _ := os.OpenFile(outputFile, os.O_APPEND|os.O_WRONLY|os.O_CREATE, 0644)
			file.Write(message)
			file.Close()
			continue
		}

		// Process text message
		messageStr := string(message)
		fmt.Printf("Received text message: %s\n", strings.ReplaceAll(messageStr, "\n", ""))

		// Parse JSON to get event type
		var msgMap map[string]interface{}
		if json.Unmarshal(message, &msgMap) == nil {
			if header, ok := msgMap["header"].(map[string]interface{}); ok {
				if event, ok := header["event"].(string); ok {
					fmt.Printf("Event type: %s\n", event)

					switch event {
					case "task-started":
						fmt.Println("=== Received task-started event ===")

						if !textSent {
							// Sending continue-task event

							texts := []string{"Before my bed, moonlight shines bright, I suspect it's frost upon the ground.", "I raise my eyes to gaze at the bright moon, then bow my head, thinking of home."}

							for _, text := range texts {
								continueTaskCmd := map[string]interface{}{
									"header": map[string]interface{}{
										"action":    "continue-task",
										"task_id":   taskID,
										"streaming": "duplex",
									},
									"payload": map[string]interface{}{
										"input": map[string]interface{}{
											"text": text,
										},
									},
								}

								continueTaskJSON, _ := json.Marshal(continueTaskCmd)
								fmt.Printf("Sending continue-task event: %s\n", string(continueTaskJSON))

								err = conn.WriteMessage(websocket.TextMessage, continueTaskJSON)
								if err != nil {
									fmt.Println("Failed to send continue-task:", err)
									return
								}
							}

							textSent = true

							// Delay before sending finish-task
							time.Sleep(500 * time.Millisecond)

							// Sending finish-task event
							finishTaskCmd := map[string]interface{}{
								"header": map[string]interface{}{
									"action":    "finish-task",
									"task_id":   taskID,
									"streaming": "duplex",
								},
								"payload": map[string]interface{}{
									"input": map[string]interface{}{},
								},
							}

							finishTaskJSON, _ := json.Marshal(finishTaskCmd)
							fmt.Printf("Sending finish-task event: %s\n", string(finishTaskJSON))

							err = conn.WriteMessage(websocket.TextMessage, finishTaskJSON)
							if err != nil {
								fmt.Println("Failed to send finish-task:", err)
								return
							}
						}

					case "task-finished":
						fmt.Println("=== Task completed ===")
						return

					case "task-failed":
						fmt.Println("=== Task failed ===")
						if header["error_message"] != nil {
							fmt.Printf("Error message: %s\n", header["error_message"])
						}
						return

					case "result-generated":
						fmt.Println("Received result-generated event")
					}
				}
			}
		}
	}
}

C#

using System.Net.WebSockets;
using System.Text;
using System.Text.Json;

class Program {
    // The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    // If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: private static readonly string ApiKey = "sk-xxx"
    private static readonly string ApiKey = Environment.GetEnvironmentVariable("DASHSCOPE_API_KEY") ?? throw new InvalidOperationException("DASHSCOPE_API_KEY environment variable is not set.");

    // The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
    private const string WebSocketUrl = "wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/";
    // Output file path
    private const string OutputFilePath = "output.mp3";

    // WebSocket client
    private static ClientWebSocket _webSocket = new ClientWebSocket();
    // Cancellation token source
    private static CancellationTokenSource _cancellationTokenSource = new CancellationTokenSource();
    // Task ID
    private static string? _taskId;
    // Whether the task has started
    private static TaskCompletionSource<bool> _taskStartedTcs = new TaskCompletionSource<bool>();

    static async Task Main(string[] args) {
        try {
            // Clear the output file
            ClearOutputFile(OutputFilePath);

            // Connect to the WebSocket service
            await ConnectToWebSocketAsync(WebSocketUrl);

            // Start the message receiving task
            Task receiveTask = ReceiveMessagesAsync();

            // Send the run-task event
            _taskId = GenerateTaskId();
            await SendRunTaskCommandAsync(_taskId);

            // Wait for the task-started event
            await _taskStartedTcs.Task;

            // Send continue-task events
            string[] texts = {
                "Before my bed, moonlight shines bright,",
                "I suspect it\'s frost upon the ground.",
                "I raise my eyes to gaze at the bright moon,",
                "then bow my head, thinking of home."
            };
            foreach (string text in texts) {
                await SendContinueTaskCommandAsync(text);
            }

            // Send the finish-task event
            await SendFinishTaskCommandAsync(_taskId);

            // Wait for the receiving task to complete
            await receiveTask;

            Console.WriteLine("Task completed, connection closed.");
        } catch (OperationCanceledException) {
            Console.WriteLine("Task cancelled.");
        } catch (Exception ex) {
            Console.WriteLine($"Error occurred: {ex.Message}");
        } finally {
            _cancellationTokenSource.Cancel();
            _webSocket.Dispose();
        }
    }

    private static void ClearOutputFile(string filePath) {
        if (File.Exists(filePath)) {
            File.WriteAllText(filePath, string.Empty);
            Console.WriteLine("Output file cleared.");
        } else {
            Console.WriteLine("Output file does not exist, no need to clear.");
        }
    }

    private static async Task ConnectToWebSocketAsync(string url) {
        var uri = new Uri(url);
        if (_webSocket.State == WebSocketState.Connecting || _webSocket.State == WebSocketState.Open) {
            return;
        }

        // Set the WebSocket connection headers
        _webSocket.Options.SetRequestHeader("Authorization", $"bearer {ApiKey}");
        _webSocket.Options.SetRequestHeader("X-DashScope-DataInspection", "enable");

        try {
            await _webSocket.ConnectAsync(uri, _cancellationTokenSource.Token);
            Console.WriteLine("Successfully connected to the WebSocket service.");
        } catch (OperationCanceledException) {
            Console.WriteLine("WebSocket connection cancelled.");
        } catch (Exception ex) {
            Console.WriteLine($"WebSocket connection failed: {ex.Message}");
            throw;
        }
    }

    private static async Task SendRunTaskCommandAsync(string taskId) {
        var command = CreateCommand("run-task", taskId, "duplex", new {
            task_group = "audio",
            task = "tts",
            function = "SpeechSynthesizer",
            model = "qwen-audio-3.0-tts-flash",
            parameters = new
            {
                text_type = "PlainText",
                voice = "longanlingxi",
                format = "mp3",
                sample_rate = 22050,
                volume = 50,
                rate = 1,
                pitch = 1,
                // If enable_ssml is set to true, only one continue-task event can be sent; otherwise the error "Text request limit violated, expected 1." will be returned
                enable_ssml = false
            },
            input = new { }
        });

        await SendJsonMessageAsync(command);
        Console.WriteLine("run-task event sent.");
    }

    private static async Task SendContinueTaskCommandAsync(string text) {
        if (_taskId == null) {
            throw new InvalidOperationException("Task ID not initialized.");
        }

        var command = CreateCommand("continue-task", _taskId, "duplex", new {
            input = new {
                text
            }
        });

        await SendJsonMessageAsync(command);
        Console.WriteLine("continue-task event sent.");
    }

    private static async Task SendFinishTaskCommandAsync(string taskId) {
        var command = CreateCommand("finish-task", taskId, "duplex", new {
            input = new { }
        });

        await SendJsonMessageAsync(command);
        Console.WriteLine("finish-task event sent.");
    }

    private static async Task SendJsonMessageAsync(string message) {
        var buffer = Encoding.UTF8.GetBytes(message);
        try {
            await _webSocket.SendAsync(new ArraySegment<byte>(buffer), WebSocketMessageType.Text, true, _cancellationTokenSource.Token);
        } catch (OperationCanceledException) {
            Console.WriteLine("Message sending cancelled.");
        }
    }

    private static async Task ReceiveMessagesAsync() {
        while (_webSocket.State == WebSocketState.Open) {
            var response = await ReceiveMessageAsync();
            if (response != null) {
                var eventStr = response.RootElement.GetProperty("header").GetProperty("event").GetString();
                switch (eventStr) {
                    case "task-started":
                        Console.WriteLine("Task started.");
                        _taskStartedTcs.TrySetResult(true);
                        break;
                    case "task-finished":
                        Console.WriteLine("Task completed.");
                        _cancellationTokenSource.Cancel();
                        break;
                    case "task-failed":
                        Console.WriteLine("Task failed: " + response.RootElement.GetProperty("header").GetProperty("error_message").GetString());
                        _cancellationTokenSource.Cancel();
                        break;
                    default:
                        // result-generated can be handled here
                        break;
                }
            }
        }
    }

    private static async Task<JsonDocument?> ReceiveMessageAsync() {
        var buffer = new byte[1024 * 4];
        var segment = new ArraySegment<byte>(buffer);

        try {
            WebSocketReceiveResult result = await _webSocket.ReceiveAsync(segment, _cancellationTokenSource.Token);

            if (result.MessageType == WebSocketMessageType.Close) {
                await _webSocket.CloseAsync(WebSocketCloseStatus.NormalClosure, "Closing", _cancellationTokenSource.Token);
                return null;
            }

            if (result.MessageType == WebSocketMessageType.Binary) {
                // Process binary data
                Console.WriteLine("Received binary data...");

                // Save the binary data to file
                using (var fileStream = new FileStream(OutputFilePath, FileMode.Append)) {
                    fileStream.Write(buffer, 0, result.Count);
                }

                return null;
            }

            string message = Encoding.UTF8.GetString(buffer, 0, result.Count);
            return JsonDocument.Parse(message);
        } catch (OperationCanceledException) {
            Console.WriteLine("Message receiving cancelled.");
            return null;
        }
    }

    private static string GenerateTaskId() {
        return Guid.NewGuid().ToString("N").Substring(0, 32);
    }

    private static string CreateCommand(string action, string taskId, string streaming, object payload) {
        var command = new {
            header = new {
                action,
                task_id = taskId,
                streaming
            },
            payload
        };

        return JsonSerializer.Serialize(command);
    }
}

PHP

The sample code directory structure:

my-php-project/

├── composer.json

├── vendor/

└── index.php

composer.json contents (adjust dependency versions as needed):

{
    "require": {
        "react/event-loop": "^1.3",
        "react/socket": "^1.11",
        "react/stream": "^1.2",
        "react/http": "^1.1",
        "ratchet/pawl": "^0.4"
    },
    "autoload": {
        "psr-4": {
            "App\\": "src/"
        }
    }
}

index.php contents:

<?php

require __DIR__ . '/vendor/autoload.php';

use Ratchet\Client\Connector;
use React\EventLoop\Loop;
use React\Socket\Connector as SocketConnector;

// The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
// If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: $api_key = "sk-xxx"
$api_key = getenv("DASHSCOPE_API_KEY");
// The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
$websocket_url = 'wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/'; // WebSocket server URL
$output_file = 'output.mp3'; // Output file path

$loop = Loop::get();

if (file_exists($output_file)) {
    // Clear file content
    file_put_contents($output_file, '');
}

// Create a custom connector
$socketConnector = new SocketConnector($loop, [
    'tcp' => [
        'bindto' => '0.0.0.0:0',
    ],
    'tls' => [
        'verify_peer' => false,
        'verify_peer_name' => false,
    ],
]);

$connector = new Connector($loop, $socketConnector);

$headers = [
    'Authorization' => 'bearer ' . $api_key,
    'X-DashScope-DataInspection' => 'enable'
];

$connector($websocket_url, [], $headers)->then(function ($conn) use ($loop, $output_file) {
    echo "Connected to the WebSocket server\n";

    // Generate task ID
    $taskId = generateTaskId();

    // Send the run-task event
    sendRunTaskMessage($conn, $taskId);

    // Define the function to send continue-task events
    $sendContinueTask = function() use ($conn, $loop, $taskId) {
        // Text to be sent
        $texts = ["Before my bed, moonlight shines bright,", "I suspect it\'s frost upon the ground.", "I raise my eyes to gaze at the bright moon,", "then bow my head, thinking of home."];
        $continueTaskCount = 0;
        foreach ($texts as $text) {
            $continueTaskMessage = json_encode([
                "header" => [
                    "action" => "continue-task",
                    "task_id" => $taskId,
                    "streaming" => "duplex"
                ],
                "payload" => [
                    "input" => [
                        "text" => $text
                    ]
                ]
            ]);
            echo "Sending continue-task event: " . $continueTaskMessage . "\n";
            $conn->send($continueTaskMessage);
            $continueTaskCount++;
        }
        echo "Number of continue-task events sent: " . $continueTaskCount . "\n";

        // Send the finish-task event
        sendFinishTaskMessage($conn, $taskId);
    };

    // Flag for whether the task-started event was received
    $taskStarted = false;

    // Listen for messages
    $conn->on('message', function($msg) use ($conn, $sendContinueTask, $loop, &$taskStarted, $taskId, $output_file) {
        if ($msg->isBinary()) {
            // Write binary data to local file
            file_put_contents($output_file, $msg->getPayload(), FILE_APPEND);
        } else {
            // Process non-binary message
            $response = json_decode($msg, true);

            if (isset($response['header']['event'])) {
                handleEvent($conn, $response, $sendContinueTask, $loop, $taskId, $taskStarted);
            } else {
                echo "Unknown message format\n";
            }
        }
    });

    // Listen for connection close
    $conn->on('close', function($code = null, $reason = null) {
        echo "Connection closed\n";
        if ($code !== null) {
            echo "Close code: " . $code . "\n";
        }
        if ($reason !== null) {
            echo "Close reason: " . $reason . "\n";
        }
    });
}, function ($e) {
    echo "Unable to connect: {$e->getMessage()}\n";
});

$loop->run();

/**
 * Generate task ID
 * @return string
 */
function generateTaskId(): string {
    return bin2hex(random_bytes(16));
}

/**
 * Send the run-task event
 * @param $conn
 * @param $taskId
 */
function sendRunTaskMessage($conn, $taskId) {
    $runTaskMessage = json_encode([
        "header" => [
            "action" => "run-task",
            "task_id" => $taskId,
            "streaming" => "duplex"
        ],
        "payload" => [
            "task_group" => "audio",
            "task" => "tts",
            "function" => "SpeechSynthesizer",
            "model" => "qwen-audio-3.0-tts-flash",
            "parameters" => [
                "text_type" => "PlainText",
                "voice" => "longanlingxi",
                "format" => "mp3",
                "sample_rate" => 22050,
                "volume" => 50,
                "rate" => 1,
                "pitch" => 1,
                // If enable_ssml is set to true, only one continue-task event can be sent; otherwise the error "Text request limit violated, expected 1." will be returned
                "enable_ssml" => false
            ],
            "input" => (object) []
        ]
    ]);
    echo "Sending run-task event: " . $runTaskMessage . "\n";
    $conn->send($runTaskMessage);
    echo "run-task event sent\n";
}

/**
 * Read audio file
 * @param string $filePath
 * @return bool|string
 */
function readAudioFile(string $filePath) {
    $voiceData = file_get_contents($filePath);
    if ($voiceData === false) {
        echo "Unable to read audio file\n";
    }
    return $voiceData;
}

/**
 * Split audio data
 * @param string $data
 * @param int $chunkSize
 * @return array
 */
function splitAudioData(string $data, int $chunkSize): array {
    return str_split($data, $chunkSize);
}

/**
 * Send the finish-task event
 * @param $conn
 * @param $taskId
 */
function sendFinishTaskMessage($conn, $taskId) {
    $finishTaskMessage = json_encode([
        "header" => [
            "action" => "finish-task",
            "task_id" => $taskId,
            "streaming" => "duplex"
        ],
        "payload" => [
            "input" => (object) []
        ]
    ]);
    echo "Sending finish-task event: " . $finishTaskMessage . "\n";
    $conn->send($finishTaskMessage);
    echo "finish-task event sent\n";
}

/**
 * Handle events
 * @param $conn
 * @param $response
 * @param $sendContinueTask
 * @param $loop
 * @param $taskId
 * @param $taskStarted
 */
function handleEvent($conn, $response, $sendContinueTask, $loop, $taskId, &$taskStarted) {
    switch ($response['header']['event']) {
        case 'task-started':
            echo "Task started, sending continue-task events...\n";
            $taskStarted = true;
            // Send continue-task events
            $sendContinueTask();
            break;
        case 'result-generated':
            // Received result-generated event
            break;
        case 'task-finished':
            echo "Task completed\n";
            $conn->close();
            break;
        case 'task-failed':
            echo "Task failed\n";
            echo "Error code: " . $response['header']['error_code'] . "\n";
            echo "Error message: " . $response['header']['error_message'] . "\n";
            $conn->close();
            break;
        case 'error':
            echo "Error: " . $response['payload']['message'] . "\n";
            break;
        default:
            echo "Unknown event: " . $response['header']['event'] . "\n";
            break;
    }

    // If the task is completed, close the connection
    if ($response['header']['event'] == 'task-finished') {
        // Wait 1 second to ensure all data has been transmitted
        $loop->addTimer(1, function() use ($conn) {
            $conn->close();
            echo "Client closing connection\n";
        });
    }

    // If the task-started event has not been received, close the connection
    if (!$taskStarted && in_array($response['header']['event'], ['task-failed', 'error'])) {
        $conn->close();
    }
}

Node.js

Install the required dependencies:

npm install ws
npm install uuid

Sample code:

const WebSocket = require('ws');
const fs = require('fs');
const uuid = require('uuid').v4;

// The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
// If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: const apiKey = "sk-xxx"
const apiKey = process.env.DASHSCOPE_API_KEY;
// The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
const url = 'wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/';
// Output file path
const outputFilePath = 'output.mp3';

// Clear output file
fs.writeFileSync(outputFilePath, '');

// Create WebSocket client
const ws = new WebSocket(url, {
  headers: {
    Authorization: `bearer ${apiKey}`,
    'X-DashScope-DataInspection': 'enable'
  }
});

let taskStarted = false;
let taskId = uuid();

ws.on('open', () => {
  console.log('Connected to the WebSocket server');

  // Send the run-task event
  const runTaskMessage = JSON.stringify({
    header: {
      action: 'run-task',
      task_id: taskId,
      streaming: 'duplex'
    },
    payload: {
      task_group: 'audio',
      task: 'tts',
      function: 'SpeechSynthesizer',
      model: 'qwen-audio-3.0-tts-flash',
      parameters: {
        text_type: 'PlainText',
        voice: 'longanlingxi', // Voice
        format: 'mp3', // Audio format
        sample_rate: 22050, // Sample rate
        volume: 50, // Volume
        rate: 1, // Speech rate
        pitch: 1, // Pitch
        enable_ssml: false // Whether to enable SSML. If enable_ssml is set to true, only one continue-task event can be sent; otherwise the error "Text request limit violated, expected 1." will be returned
      },
      input: {}
    }
  });
  ws.send(runTaskMessage);
  console.log('run-task message sent');
});

const fileStream = fs.createWriteStream(outputFilePath, { flags: 'a' });
ws.on('message', (data, isBinary) => {
  if (isBinary) {
    // Write binary data to file
    fileStream.write(data);
  } else {
    const message = JSON.parse(data);

    switch (message.header.event) {
      case 'task-started':
        taskStarted = true;
        console.log('Task started');
        // Send continue-task events
        sendContinueTasks(ws);
        break;
      case 'task-finished':
        console.log('Task completed');
        ws.close();
        fileStream.end(() => {
          console.log('File stream closed');
        });
        break;
      case 'task-failed':
        console.error('Task failed: ', message.header.error_message);
        ws.close();
        fileStream.end(() => {
          console.log('File stream closed');
        });
        break;
      default:
        // result-generated can be handled here
        break;
    }
  }
});

function sendContinueTasks(ws) {
  const texts = [
    'Before my bed, moonlight shines bright,',
    'I suspect it is frost upon the ground.',
    'I raise my eyes to gaze at the bright moon,',
    'then bow my head, thinking of home.'
  ];

  texts.forEach((text, index) => {
    setTimeout(() => {
      if (taskStarted) {
        const continueTaskMessage = JSON.stringify({
          header: {
            action: 'continue-task',
            task_id: taskId,
            streaming: 'duplex'
          },
          payload: {
            input: {
              text: text
            }
          }
        });
        ws.send(continueTaskMessage);
        console.log(`continue-task sent, text: ${text}`);
      }
    }, index * 1000); // Send one every second
  });

  // Send the finish-task event
  setTimeout(() => {
    if (taskStarted) {
      const finishTaskMessage = JSON.stringify({
        header: {
          action: 'finish-task',
          task_id: taskId,
          streaming: 'duplex'
        },
        payload: {
          input: {}
        }
      });
      ws.send(finishTaskMessage);
      console.log('finish-task sent');
    }
  }, texts.length * 1000 + 1000); // Send 1 second after all continue-task events are sent
}

ws.on('close', () => {
  console.log('Disconnected from the WebSocket server');
});

Java

We recommend using the Java DashScope SDK for development. See Java SDK.

The following is a Java WebSocket direct connection example. Import these dependencies before running:

• Java-WebSocket

• jackson-databind

Use Maven or Gradle to manage dependencies:

<dependencies>
    <!-- WebSocket Client -->
    <dependency>
        <groupId>org.java-websocket</groupId>
        <artifactId>Java-WebSocket</artifactId>
        <version>1.5.3</version>
    </dependency>

    <!-- JSON Processing -->
    <dependency>
        <groupId>com.fasterxml.jackson.core</groupId>
        <artifactId>jackson-databind</artifactId>
        <version>2.13.0</version>
    </dependency>
</dependencies>

// Other code omitted
dependencies {
  // WebSocket Client
  implementation 'org.java-websocket:Java-WebSocket:1.5.3'
  // JSON Processing
  implementation 'com.fasterxml.jackson.core:jackson-databind:2.13.0'
}
// Other code omitted

Java code:

import com.fasterxml.jackson.databind.ObjectMapper;

import org.java_websocket.client.WebSocketClient;
import org.java_websocket.handshake.ServerHandshake;

import java.io.FileOutputStream;
import java.io.IOException;
import java.net.URI;
import java.nio.ByteBuffer;
import java.util.*;

public class TTSWebSocketClient extends WebSocketClient {
    private final String taskId = UUID.randomUUID().toString();
    private final String outputFile = "output_" + System.currentTimeMillis() + ".mp3";
    private boolean taskFinished = false;

    public TTSWebSocketClient(URI serverUri, Map<String, String> headers) {
        super(serverUri, headers);
    }

    @Override
    public void onOpen(ServerHandshake serverHandshake) {
        System.out.println("Connection established");

        // Send the run-task event
        // If enable_ssml is set to true, only one continue-task event can be sent; otherwise the error "Text request limit violated, expected 1." will be returned
        String runTaskCommand = "{ \"header\": { \"action\": \"run-task\", \"task_id\": \"" + taskId + "\", \"streaming\": \"duplex\" }, \"payload\": { \"task_group\": \"audio\", \"task\": \"tts\", \"function\": \"SpeechSynthesizer\", \"model\": \"qwen-audio-3.0-tts-flash\", \"parameters\": { \"text_type\": \"PlainText\", \"voice\": \"longanlingxi\", \"format\": \"mp3\", \"sample_rate\": 22050, \"volume\": 50, \"rate\": 1, \"pitch\": 1, \"enable_ssml\": false }, \"input\": {} }}";
        send(runTaskCommand);
    }

    @Override
    public void onMessage(String message) {
        System.out.println("Received message from server: " + message);
        try {
            // Parse JSON message
            Map<String, Object> messageMap = new ObjectMapper().readValue(message, Map.class);

            if (messageMap.containsKey("header")) {
                Map<String, Object> header = (Map<String, Object>) messageMap.get("header");

                if (header.containsKey("event")) {
                    String event = (String) header.get("event");

                    if ("task-started".equals(event)) {
                        System.out.println("Received task-started event from server");

                        List<String> texts = Arrays.asList(
                                "Before my bed, moonlight shines bright,I suspect it\'s frost upon the ground.",
                                "I raise my eyes to gaze at the bright moon,then bow my head, thinking of home."
                        );

                        for (String text : texts) {
                            // Send the continue-task event
                            sendContinueTask(text);
                        }

                        // Send the finish-task event
                        sendFinishTask();
                    } else if ("task-finished".equals(event)) {
                        System.out.println("Received task-finished event from server");
                        taskFinished = true;
                        closeConnection();
                    } else if ("task-failed".equals(event)) {
                        System.out.println("Task failed: " + message);
                        closeConnection();
                    }
                }
            }
        } catch (Exception e) {
            System.err.println("Exception occurred: " + e.getMessage());
        }
    }

    @Override
    public void onMessage(ByteBuffer message) {
        System.out.println("Received binary audio data of size: " + message.remaining());

        try (FileOutputStream fos = new FileOutputStream(outputFile, true)) {
            byte[] buffer = new byte[message.remaining()];
            message.get(buffer);
            fos.write(buffer);
            System.out.println("Audio data written to local file " + outputFile);
        } catch (IOException e) {
            System.err.println("Failed to write audio data to local file: " + e.getMessage());
        }
    }

    @Override
    public void onClose(int code, String reason, boolean remote) {
        System.out.println("Connection closed: " + reason + " (" + code + ")");
    }

    @Override
    public void onError(Exception ex) {
        System.err.println("Error: " + ex.getMessage());
        ex.printStackTrace();
    }

    private void sendContinueTask(String text) {
        String command = "{ \"header\": { \"action\": \"continue-task\", \"task_id\": \"" + taskId + "\", \"streaming\": \"duplex\" }, \"payload\": { \"input\": { \"text\": \"" + text + "\" } }}";
        send(command);
    }

    private void sendFinishTask() {
        String command = "{ \"header\": { \"action\": \"finish-task\", \"task_id\": \"" + taskId + "\", \"streaming\": \"duplex\" }, \"payload\": { \"input\": {} }}";
        send(command);
    }

    private void closeConnection() {
        if (!isClosed()) {
            close();
        }
    }

    public static void main(String[] args) {
        try {
            // The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
            // If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: String apiKey = "sk-xxx"
            String apiKey = System.getenv("DASHSCOPE_API_KEY");
            if (apiKey == null || apiKey.isEmpty()) {
                System.err.println("Please set the DASHSCOPE_API_KEY environment variable");
                return;
            }

            Map<String, String> headers = new HashMap<>();
            headers.put("Authorization", "bearer " + apiKey);
            // The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
            TTSWebSocketClient client = new TTSWebSocketClient(new URI("wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/"), headers);

            client.connect();

            while (!client.isClosed() && !client.taskFinished) {
                Thread.sleep(1000);
            }
        } catch (Exception e) {
            System.err.println("Failed to connect to WebSocket service: " + e.getMessage());
            e.printStackTrace();
        }
    }
}

Python

We recommend using the Python DashScope SDK for development. See Python SDK.

The following is a Python WebSocket direct connection example. Install these dependencies before running:

pip uninstall websocket-client
pip uninstall websocket
pip install websocket-client

import websocket
import json
import uuid
import os
import time

class TTSClient:
    def __init__(self, api_key, uri):
        """
    Initialize TTSClient instance

    Parameters:
        api_key (str): API Key for authentication
        uri (str): WebSocket service URL
    """
        self.api_key = api_key  # Replace with your API Key
        self.uri = uri  # Replace with your WebSocket URL
        self.task_id = str(uuid.uuid4())  # Generate unique task ID
        self.output_file = f"output_{int(time.time())}.mp3"  # Output audio file path
        self.ws = None  # WebSocketApp instance
        self.task_started = False  # Whether task-started has been received
        self.task_finished = False  # Whether task-finished / task-failed has been received

    def on_open(self, ws):
        """
    Callback when WebSocket connection is established
    Sends run-task event to start speech synthesis task
    """
        print("WebSocket connected")

        # Construct run-task event
        run_task_cmd = {
            "header": {
                "action": "run-task",
                "task_id": self.task_id,
                "streaming": "duplex"
            },
            "payload": {
                "task_group": "audio",
                "task": "tts",
                "function": "SpeechSynthesizer",
                "model": "qwen-audio-3.0-tts-flash",
                "parameters": {
                    "text_type": "PlainText",
                    "voice": "longanlingxi",
                    "format": "mp3",
                    "sample_rate": 22050,
                    "volume": 50,
                    "rate": 1,
                    "pitch": 1,
                    # If enable_ssml is set to true, only one continue-task event can be sent; otherwise an error will be returned
                    "enable_ssml": False
                },
                "input": {}
            }
        }

        # Send run-task event
        ws.send(json.dumps(run_task_cmd))
        print("Sent run-task event")

    def on_message(self, ws, message):
        """
    Callback when a message is received
    Handles text and binary messages differently
    """
        if isinstance(message, str):
            # Handle JSON text messages
            try:
                msg_json = json.loads(message)
                print(f"Received JSON message: {msg_json}")

                if "header" in msg_json:
                    header = msg_json["header"]

                    if "event" in header:
                        event = header["event"]

                        if event == "task-started":
                            print("Task started")
                            self.task_started = True

                            # Send continue-task events
                            texts = [
                                "Before my bed, moonlight shines bright,I suspect it\'s frost upon the ground.",
                                "I raise my eyes to gaze at the bright moon,then bow my head, thinking of home."
                            ]

                            for text in texts:
                                self.send_continue_task(text)

                            # Send finish-task after all continue-task events are sent
                            self.send_finish_task()

                        elif event == "task-finished":
                            print("Task completed")
                            self.task_finished = True
                            self.close(ws)

                        elif event == "task-failed":
                            error_msg = msg_json.get("error_message", "Unknown error")
                            print(f"Task failed: {error_msg}")
                            self.task_finished = True
                            self.close(ws)

            except json.JSONDecodeError as e:
                print(f"JSON parsing failed: {e}")
        else:
            # Handle binary messages (audio data)
            print(f"Received binary message, size: {len(message)} bytes")
            with open(self.output_file, "ab") as f:
                f.write(message)
            print(f"Audio data written to local file {self.output_file}")

    def on_error(self, ws, error):
        """Callback when an error occurs"""
        print(f"WebSocket error: {error}")

    def on_close(self, ws, close_status_code, close_msg):
        """Callback when connection is closed"""
        print(f"WebSocket closed: {close_msg} ({close_status_code})")

    def send_continue_task(self, text):
        """Send continue-task event with text content to be synthesized"""
        cmd = {
            "header": {
                "action": "continue-task",
                "task_id": self.task_id,
                "streaming": "duplex"
            },
            "payload": {
                "input": {
                    "text": text
                }
            }
        }

        self.ws.send(json.dumps(cmd))
        print(f"Sent continue-task event, text content: {text}")

    def send_finish_task(self):
        """Send finish-task event to end the speech synthesis task"""
        cmd = {
            "header": {
                "action": "finish-task",
                "task_id": self.task_id,
                "streaming": "duplex"
            },
            "payload": {
                "input": {}
            }
        }

        self.ws.send(json.dumps(cmd))
        print("Sent finish-task event")

    def close(self, ws):
        """Actively close the connection"""
        if ws and ws.sock and ws.sock.connected:
            ws.close()
            print("Connection closed actively")

    def run(self):
        """Start the WebSocket client"""
        # Set request headers (authentication)
        header = {
            "Authorization": f"bearer {self.api_key}",
            "X-DashScope-DataInspection": "enable"
        }

        # Create WebSocketApp instance
        self.ws = websocket.WebSocketApp(
            self.uri,
            header=header,
            on_open=self.on_open,
            on_message=self.on_message,
            on_error=self.on_error,
            on_close=self.on_close
        )

        print("Listening for WebSocket messages...")
        self.ws.run_forever()  # Start persistent connection listener

# Example usage
if __name__ == "__main__":
    # The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    # If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: API_KEY = "sk-xxx"
    API_KEY = os.environ.get("DASHSCOPE_API_KEY")
    # The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
    SERVER_URI = "wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference/"  # Replace with your WebSocket URL

    client = TTSClient(API_KEY, SERVER_URI)
    client.run()

Python SDK

The Python SDK uses SpeechSynthesizerObjectPool to manage and reuse SpeechSynthesizer objects.

The pool creates a specified number of SpeechSynthesizer instances and establishes WebSocket connections at initialization. When you borrow an object, it's ready to send requests immediately, reducing first-packet latency. After the object is returned, the connection stays active for the next task.

# !/usr/bin/env python3
# Copyright (C) Alibaba Group. All Rights Reserved.
# MIT License (https://opensource.org/licenses/MIT)

import os
import time
import threading

import dashscope
from dashscope.audio.tts_v2 import *

USE_CONNECTION_POOL = True
text_to_synthesize = [
    'Sentence 1: Welcome to Alibaba speech synthesis service.',
    'Sentence 2: Welcome to Alibaba speech synthesis service.',
    'Sentence 3: Welcome to Alibaba speech synthesis service.',
]
connectionPool = None

def init_dashscope_api_key():
    '''
    Set your DashScope API-key. More information:
    https://github.com/aliyun/alibabacloud-bailian-speech-demo/blob/master/PREREQUISITES.md
    '''
    # The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
    if 'DASHSCOPE_API_KEY' in os.environ:
        dashscope.api_key = os.environ[
            'DASHSCOPE_API_KEY']  # load API-key from environment variable DASHSCOPE_API_KEY
    else:
        dashscope.api_key = '<your-dashscope-api-key>'  # set API-key manually

def synthesis_text_to_speech_and_play_by_streaming_mode(text, task_id):
    global USE_CONNECTION_POOL, connectionPool
    '''
    Synthesize speech with given text by streaming mode, async call and play the synthesized audio in real-time.
    for more information, please refer to https://www.alibabacloud.com/help/document_detail/2712523.html
    '''

    complete_event = threading.Event()

    # Define a callback to handle the result

    class Callback(ResultCallback):
        def on_open(self):
            # when using object pool, on_open will be called after task start
            self.file = open(f'result_{task_id}.mp3', 'wb')
            print(f'[task_{task_id}] start')

        def on_complete(self):
            print(f'[task_{task_id}] speech synthesis task complete successfully.')
            complete_event.set()

        def on_error(self, message: str):
            print(f'[task_{task_id}] speech synthesis task failed, {message}')

        def on_close(self):
            # when using object pool, on_open will be called after task finished
            print(f'[task_{task_id}] finished')

        def on_event(self, message):
            # print(f'recv speech synthsis message {message}')
            pass

        def on_data(self, data: bytes) -> None:
            # send to player
            # save audio to file
            self.file.write(data)

    # Call the speech synthesizer callback
    synthesizer_callback = Callback()

    # Initialize the speech synthesizer
    # you can customize the synthesis parameters, like voice, format, sample_rate or other parameters
    if USE_CONNECTION_POOL:
        speech_synthesizer = connectionPool.borrow_synthesizer(
            model='cosyvoice-v3-flash',
            voice='longanyang',
            seed=12382,
            callback=synthesizer_callback
        )
    else:
        speech_synthesizer = SpeechSynthesizer(model='cosyvoice-v3-flash',
                                               voice='longanyang',
                                               seed=12382,
                                               callback=synthesizer_callback)
    try:
        speech_synthesizer.call(text)
    except Exception as e:
        print(f'[task_{task_id}] speech synthesis task failed, {e}')
        if USE_CONNECTION_POOL:
            # close the synthesizer connection manually if task failed when using connection pool.
            speech_synthesizer.close()
        return

    print('[task_{}] Synthesized text: {}'.format(task_id, text))
    complete_event.wait()
    print('[task_{}][Metric] requestId: {}, first package delay ms: {}'.format(
        task_id,
        speech_synthesizer.get_last_request_id(),
        speech_synthesizer.get_first_package_delay()))
    if USE_CONNECTION_POOL:
        connectionPool.return_synthesizer(speech_synthesizer)

# main function
if __name__ == '__main__':
    # You must set dashscope.api_key and base_websocket_api_url before creating SpeechSynthesizerObjectPool.
    # The pool establishes WebSocket connections using the current global dashscope.api_key at initialization time.
    # Modifying dashscope.api_key after pool creation will not affect existing connections in the pool.
    # The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
    dashscope.base_websocket_api_url='wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference'
    init_dashscope_api_key()

    if USE_CONNECTION_POOL:
        print('creating connection pool')
        start_time = time.time() * 1000
        connectionPool = SpeechSynthesizerObjectPool(max_size=3)
        end_time = time.time() * 1000
        print('connection pool created, cost: {} ms'.format(end_time - start_time))

    task_thread_list = []
    for task_id in range(3):
        thread = threading.Thread(
            target=synthesis_text_to_speech_and_play_by_streaming_mode,
            args=(text_to_synthesize[task_id], task_id))
        task_thread_list.append(thread)

    for task_thread in task_thread_list:
        task_thread.start()

    for task_thread in task_thread_list:
        task_thread.join()

    if USE_CONNECTION_POOL:
        connectionPool.shutdown()

Java SDK

import com.alibaba.dashscope.audio.tts.SpeechSynthesisResult;
import com.alibaba.dashscope.audio.ttsv2.SpeechSynthesisAudioFormat;
import com.alibaba.dashscope.audio.ttsv2.SpeechSynthesisParam;
import com.alibaba.dashscope.audio.ttsv2.SpeechSynthesizer;
import com.alibaba.dashscope.common.ResultCallback;
import com.alibaba.dashscope.exception.NoApiKeyException;
import com.alibaba.dashscope.utils.Constants;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.pool2.BasePooledObjectFactory;
import org.apache.commons.pool2.PooledObject;
import org.apache.commons.pool2.impl.DefaultPooledObject;
import org.apache.commons.pool2.impl.GenericObjectPool;
import org.apache.commons.pool2.impl.GenericObjectPoolConfig;

import java.time.LocalDateTime;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.locks.Lock;

/**
 * You need to include the org.apache.commons.pool2 and DashScope packages in your project.
 *
 * DashScope SDK 2.16.6 and later versions are optimized for high-concurrency scenarios.
 * Versions earlier than DashScope SDK 2.16.6 are not recommended for high-concurrency use.
 *
 *
 * Before making high-concurrency calls to the TTS service,
 * please configure the connection pool parameters through the following environment variables.
 *
 * DASHSCOPE_MAXIMUM_ASYNC_REQUESTS
 * DASHSCOPE_MAXIMUM_ASYNC_REQUESTS_PER_HOST
 * DASHSCOPE_CONNECTION_POOL_SIZE
 *
 */

class SpeechSynthesizerObjectFactory
        extends BasePooledObjectFactory<SpeechSynthesizer> {
    public SpeechSynthesizerObjectFactory() {
        super();
    }
    @Override
    public SpeechSynthesizer create() throws Exception {
        return new SpeechSynthesizer();
    }

    @Override
    public PooledObject<SpeechSynthesizer> wrap(SpeechSynthesizer obj) {
        return new DefaultPooledObject<>(obj);
    }
}

class CosyvoiceObjectPool {
    public static GenericObjectPool<SpeechSynthesizer> synthesizerPool;
    public static String COSYVOICE_OBJECTPOOL_SIZE_ENV = "COSYVOICE_OBJECTPOOL_SIZE";
    public static int DEFAULT_OBJECT_POOL_SIZE = 500;
    private static Lock lock = new java.util.concurrent.locks.ReentrantLock();
    public static int getObjectivePoolSize() {
        try {
            Integer n = Integer.parseInt(System.getenv(COSYVOICE_OBJECTPOOL_SIZE_ENV));
            System.out.println("Using Object Pool Size In Env: "+ n);
            return n;
        } catch (NumberFormatException e) {
            System.out.println("Using Default Object Pool Size: "+ DEFAULT_OBJECT_POOL_SIZE);
            return DEFAULT_OBJECT_POOL_SIZE;
        }
    }
    public static GenericObjectPool<SpeechSynthesizer> getInstance() {
        lock.lock();
        if (synthesizerPool == null) {
            // You can set the object pool size here or in the COSYVOICE_OBJECTPOOL_SIZE environment variable.
            // It is recommended to set it to 1.5 to 2 times your server's maximum concurrent connections.
            int objectPoolSize = getObjectivePoolSize();
            SpeechSynthesizerObjectFactory speechSynthesizerObjectFactory =
                    new SpeechSynthesizerObjectFactory();
            GenericObjectPoolConfig<SpeechSynthesizer> config =
                    new GenericObjectPoolConfig<>();
            config.setMaxTotal(objectPoolSize);
            config.setMaxIdle(objectPoolSize);
            config.setMinIdle(objectPoolSize);
            synthesizerPool =
                    new GenericObjectPool<>(speechSynthesizerObjectFactory, config);
        }
        lock.unlock();
        return synthesizerPool;
    }
}

class SynthesizeTaskWithCallback implements Runnable {
    String[] textArray;
    String requestId;
    long timeCost;
    public SynthesizeTaskWithCallback(String[] textArray) {
        this.textArray = textArray;
    }
    @Override
    public void run() {
        SpeechSynthesizer synthesizer = null;
        long startTime = System.currentTimeMillis();
        // if recv onError
        final boolean[] hasError = {false};
        try {
            class ReactCallback extends ResultCallback<SpeechSynthesisResult> {
                ReactCallback() {}

                @Override
                public void onEvent(SpeechSynthesisResult message) {
                    if (message.getAudioFrame() != null) {
                        try {
                            byte[] bytesArray = message.getAudioFrame().array();
                            System.out.println("Received audio, audio stream length: " + bytesArray.length);
                        } catch (Exception e) {
                            throw new RuntimeException(e);
                        }
                    }
                }

                @Override
                public void onComplete() {}

                @Override
                public void onError(Exception e) {
                    System.out.println(e.getMessage());
                    e.printStackTrace();
                    hasError[0] = true;
                }
            }

            SpeechSynthesisParam param =
                    SpeechSynthesisParam.builder()
                            .model("cosyvoice-v3-flash")
                            .voice("longanyang")
                            // The API Key differs between the Singapore and Beijing regions. Get your API Key: https://www.alibabacloud.com/help/zh/model-studio/get-api-key
                            // If you have not configured the environment variable, replace the next line with your Chinese Model Studio API Key: .apiKey("sk-xxx")
                            .apiKey(System.getenv("DASHSCOPE_API_KEY"))
                            .format(SpeechSynthesisAudioFormat
                                    .MP3_22050HZ_MONO_256KBPS) // Use PCM or MP3 for streaming synthesis
                            .build();

            try {
                synthesizer = CosyvoiceObjectPool.getInstance().borrowObject();
                // Note: In an object pool scenario, the apiKey passed in multiple calls to updateParamAndCallback must always be the same. The SDK does not update the apiKey for an established connection, so passing a different apiKey will not take effect. See the important notes in the "Perform speech synthesis" step above.
                synthesizer.updateParamAndCallback(param, new ReactCallback());
                for (String text : textArray) {
                    synthesizer.streamingCall(text);
                }
                Thread.sleep(20);
                synthesizer.streamingComplete(60000);
                requestId = synthesizer.getLastRequestId();
            } catch (Exception e) {
                System.out.println("Exception e: " + e.toString());
                hasError[0] = true;
            }
        } catch (Exception e) {
            hasError[0] = true;
            throw new RuntimeException(e);
        }
        if (synthesizer != null) {
            try {
                if (hasError[0] == true) {
                    // If an exception occurs, close the connection and invalidate the object in the pool.
                    synthesizer.getDuplexApi().close(1000, "bye");
                    CosyvoiceObjectPool.getInstance().invalidateObject(synthesizer);
                } else {
                    // If the task completes normally, return the object to the pool.
                    CosyvoiceObjectPool.getInstance().returnObject(synthesizer);
                }
            } catch (Exception e) {
                throw new RuntimeException(e);
            }
            long endTime = System.currentTimeMillis();
            timeCost = endTime - startTime;
            System.out.println("[Thread " + Thread.currentThread() + "] Speech synthesis task completed. Time cost: " + timeCost + " ms, RequestId " + requestId);
        }
    }
}

@Slf4j
public class SynthesizeTextToSpeechWithCallbackConcurrently {
    public static void checkoutEnv(String envName, int defaultSize) {
        if (System.getenv(envName) != null) {
            System.out.println("[ENV CHECK]: " + envName + " "
                    + System.getenv(envName));
        } else {
            System.out.println("[ENV CHECK]: " + envName
                    + " Using Default which is " + defaultSize);
        }
    }

    public static void main(String[] args)
            throws InterruptedException, NoApiKeyException {
        // The following is the configuration for the Singapore region. Replace "{WorkspaceId}" with your actual workspace ID. The configuration varies by region.
        Constants.baseWebsocketApiUrl = "wss://{WorkspaceId}.ap-southeast-1.maas.aliyuncs.com/api-ws/v1/inference";
        // Check for connection pool env
        checkoutEnv("DASHSCOPE_CONNECTION_POOL_SIZE", 32);
        checkoutEnv("DASHSCOPE_MAXIMUM_ASYNC_REQUESTS", 32);
        checkoutEnv("DASHSCOPE_MAXIMUM_ASYNC_REQUESTS_PER_HOST", 32);
        checkoutEnv(CosyvoiceObjectPool.COSYVOICE_OBJECTPOOL_SIZE_ENV, CosyvoiceObjectPool.DEFAULT_OBJECT_POOL_SIZE);

        int runTimes = 3;
        // Create the pool of SpeechSynthesis objects
        ExecutorService executorService = Executors.newFixedThreadPool(runTimes);

        for (int i = 0; i < runTimes; i++) {
            // Record the task submission time
            LocalDateTime submissionTime = LocalDateTime.now();
            executorService.submit(new SynthesizeTaskWithCallback(new String[] {
                    "Before my bed, moonlight shines bright,", "I wonder if it is frost on the ground,", "I raise my eyes to gaze at the bright moon,", "then bow my head, thinking of home."}));
        }

        // Shut down the ExecutorService and wait for all tasks to complete
        executorService.shutdown();
        executorService.awaitTermination(1, TimeUnit.MINUTES);
        System.exit(0);
    }
}