基于微软云第一个大模型程序Java和python实现

1 注册一个微软云账号

按照提示一步一步注册，注册过程中，注册微软云账号需要visa卡。可以在某宝花钱30元买下。

2 部署模型

搜索openAI

创建资源组

部署一个模型

这个后面代码会使用

3 Java 实现

pom 依赖

        <dependency><groupId>com.azure</groupId><artifactId>azure-ai-openai</artifactId><version>1.0.0-beta.12</version></dependency><dependency><groupId>com.alibaba</groupId><artifactId>fastjson</artifactId><version>2.0.53</version></dependency>

package org.example;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.serializer.SerializerFeature;
import com.azure.ai.openai.OpenAIClient;
import com.azure.ai.openai.OpenAIClientBuilder;
import com.azure.ai.openai.models.ChatChoice;
import com.azure.ai.openai.models.ChatCompletions;
import com.azure.ai.openai.models.ChatCompletionsOptions;
import com.azure.ai.openai.models.ChatRequestMessage;
import com.azure.ai.openai.models.ChatRequestSystemMessage;
import com.azure.ai.openai.models.ChatRequestUserMessage;
import com.azure.ai.openai.models.ChatResponseMessage;
import com.azure.ai.openai.models.CompletionsUsage;
import com.azure.core.credential.AzureKeyCredential;import java.util.ArrayList;
import java.util.List;//TIP To <b>Run</b> code, press <shortcut actionId="Run"/> or
// click the <icon src="AllIcons.Actions.Execute"/> icon in the gutter.
public class Main {public static void main(String[] args) {String azureOpenaiKey = "上面截图密钥";String endpoint = "上面截图的目标url";String deploymentOrModelId = "gpt-4";OpenAIClient client = new OpenAIClientBuilder().endpoint(endpoint).credential(new AzureKeyCredential(azureOpenaiKey)).buildClient();List<ChatRequestMessage> chatMessages = new ArrayList<>();// 角色信息chatMessages.add(new ChatRequestSystemMessage("你是一个AI助理"));chatMessages.add(new ChatRequestUserMessage("你好,hello word?"));// 对话ChatCompletions chatCompletions = client.getChatCompletions(deploymentOrModelId, new ChatCompletionsOptions(chatMessages));System.out.printf("Model ID=%s is created at %s.%n", chatCompletions.getId(), chatCompletions.getCreatedAt());for (ChatChoice choice : chatCompletions.getChoices()) {ChatResponseMessage message = choice.getMessage();System.out.printf("Index: %d, Chat Role: %s.%n", choice.getIndex(), message.getRole());System.out.println("Message:");System.out.println(message.getContent());}System.out.println(JSON.toJSONString(chatCompletions, SerializerFeature.DisableCircularReferenceDetect));}
}

返回结果

{"choices": [{// 返回结果检查"contentFilterResults": {"hate": {"filtered": false,"severity": {"value": "safe"}},"selfHarm": {"filtered": false,"severity": {"value": "safe"}},"sexual": {"filtered": false,"severity": {"value": "safe"}},"violence": {"filtered": false,"severity": {"value": "safe"}}},"finishReason": {"value": "stop"},"index": 0,"message": {"content": "你好！看来你可能想说 \"Hello World\"？如果你有任何问题或需要帮助，请告诉我！","role": {"value": "assistant"}}}],"createdAt": "2024-12-02T15:52:49Z","id": "chatcmpl-Aa317pSTYUtdpy2RjvZxmBXRTtlZi","model": "gpt-4-turbo-2024-04-09",// 提示词检查"promptFilterResults": [{"contentFilterResults": {"hate": {"filtered": false,"severity": {"value": "safe"}},"jailbreak": {"detected": false,"filtered": false},"selfHarm": {"filtered": false,"severity": {"value": "safe"}},"sexual": {"filtered": false,"severity": {"value": "safe"}},"violence": {"filtered": false,"severity": {"value": "safe"}}},"promptIndex": 0}],"systemFingerprint": "fp_5603ee5e2e","usage": {"completionTokens": 33,"promptTokens": 24,"totalTokens": 57}
}

4 python

安装python环境，安装依赖：pip install openai

from openai import AzureOpenAIazureOpenaiKey = "上面截图密钥";
endpoint = "上面截图目标url";
deploymentOrModelId = "gpt-4";
client = AzureOpenAI(azure_endpoint =endpoint,api_key=azureOpenaiKey,api_version="2024-02-01"
)response = client.chat.completions.create(model=deploymentOrModelId,messages=[{"role": "system", "content": "You are a helpful assistant."},{"role": "user", "content": "hello gpt"}]
)print(response.choices[0].message.content)

参考文献
【1】https://learn.microsoft.com/zh-cn/azure/ai-services/openai/whisper-quickstart?tabs=command-line%2Cpython-new%2Cjavascript-keyless%2Ctypescript-keyless&pivots=programming-language-python
【2】https://learn.microsoft.com/zh-tw/azure/ai-services/openai/how-to/migration?tabs=python-new%2Cdalle-fix