请使用java编写程序连接k8s启动模型评估任务,要求如下: 1,用户选择模型和数据集 2,从miniIO下载模型,从pachyderm下载数据集 3,评估结果输出到miniIO中
时间: 2024-06-09 10:12:01 浏览: 142
minio文件服务器服务启动程序(windows版)
以下是一个简单的Java代码示例,可以连接到Kubernetes集群,启动模型评估任务,并将结果输出到MinIO中:
```
import io.minio.MinioClient;
import io.minio.errors.*;
import io.minio.messages.Item;
import io.swagger.client.ApiClient;
import io.swagger.client.ApiException;
import io.swagger.client.Configuration;
import io.swagger.client.api.DefaultApi;
import io.swagger.client.model.V1ObjectMeta;
import io.swagger.client.model.V1Pod;
import io.swagger.client.model.V1PodSpec;
import io.swagger.client.model.V1PodTemplateSpec;
import io.swagger.client.model.V1Container;
import io.swagger.client.model.V1ContainerPort;
import io.swagger.client.model.V1EnvVar;
import io.swagger.client.model.V1EnvVarSource;
import io.swagger.client.model.V1SecretKeySelector;
import io.swagger.client.model.V1Volume;
import io.swagger.client.model.V1VolumeMount;
import java.io.IOException;
import java.io.InputStream;
import java.security.InvalidKeyException;
import java.security.NoSuchAlgorithmException;
import java.util.ArrayList;
import java.util.List;
import java.util.Properties;
import java.util.concurrent.TimeUnit;
import okhttp3.OkHttpClient;
import okhttp3.logging.HttpLoggingInterceptor;
public class K8sEvaluationTask {
private static final String K8S_NAMESPACE = "default";
private static final String K8S_API_URL = "https://kubernetes.default.svc";
private static final String MINIO_ENDPOINT = "http://minio-service.default.svc.cluster.local:9000";
private static final String MINIO_ACCESS_KEY = "accesskey";
private static final String MINIO_SECRET_KEY = "secretkey";
private static final String MINIO_BUCKET_NAME = "evaluation-results";
public static void main(String[] args) throws IOException, InvalidKeyException, NoSuchAlgorithmException, InvalidResponseException, ErrorResponseException, XmlParserException, InternalException {
// 用户选择模型和数据集
String modelPath = "/models/my-model.pb";
String datasetPath = "/datasets/my-dataset.csv";
// 从MiniIO下载模型和验证集
MinioClient minioClient = new MinioClient(MINIO_ENDPOINT, MINIO_ACCESS_KEY, MINIO_SECRET_KEY);
InputStream modelStream = minioClient.getObject("models", modelPath);
InputStream datasetStream = minioClient.getObject("datasets", datasetPath);
// 从Pachyderm下载数据集
Properties properties = new Properties();
InputStream inputStream = K8sEvaluationTask.class.getResourceAsStream("/pachyderm.properties");
properties.load(inputStream);
String pachdHost = properties.getProperty("pachd.host");
String pachdPort = properties.getProperty("pachd.port");
String pachToken = properties.getProperty("pachd.token");
String pachRepo = "my-repo";
String pachBranch = "master";
String pachPath = "/my-dataset.csv";
ApiClient pachydermClient = Configuration.getDefaultApiClient();
pachydermClient.addDefaultHeader("Authorization", "Bearer " + pachToken);
DefaultApi defaultApi = new DefaultApi(pachydermClient);
InputStream pachydermStream = defaultApi.getFile(pachRepo, pachBranch, pachPath);
// 启动Kubernetes Pod
ApiClient apiClient = Configuration.getDefaultApiClient();
apiClient.setBasePath(K8S_API_URL);
HttpLoggingInterceptor loggingInterceptor = new HttpLoggingInterceptor();
loggingInterceptor.setLevel(HttpLoggingInterceptor.Level.BODY);
OkHttpClient okHttpClient = apiClient.getHttpClient().newBuilder()
.addInterceptor(loggingInterceptor)
.connectTimeout(10, TimeUnit.SECONDS)
.readTimeout(10, TimeUnit.SECONDS)
.writeTimeout(10, TimeUnit.SECONDS)
.build();
apiClient.setHttpClient(okHttpClient);
V1Pod pod = new V1Pod();
V1ObjectMeta metadata = new V1ObjectMeta();
metadata.setName("evaluation-task");
pod.setMetadata(metadata);
V1PodSpec spec = new V1PodSpec();
V1Container container = new V1Container();
container.setName("evaluation");
container.setImage("tensorflow/tensorflow:latest-gpu");
List<String> command = new ArrayList<>();
command.add("python");
command.add("/app/evaluation.py");
container.setCommand(command);
List<String> argsList = new ArrayList<>();
argsList.add("--model_path=/mnt/models/my-model.pb");
argsList.add("--dataset_path=/mnt/datasets/my-dataset.csv");
container.setArgs(argsList);
V1EnvVar minioEndpoint = new V1EnvVar();
minioEndpoint.setName("MINIO_ENDPOINT");
minioEndpoint.setValue(MINIO_ENDPOINT);
container.addEnvItem(minioEndpoint);
V1EnvVar minioAccessKey = new V1EnvVar();
minioAccessKey.setName("MINIO_ACCESS_KEY");
minioAccessKey.setValueFrom(new V1EnvVarSource().secretKeyRef(new V1SecretKeySelector().name("minio-credentials").key("accesskey")));
container.addEnvItem(minioAccessKey);
V1EnvVar minioSecretKey = new V1EnvVar();
minioSecretKey.setName("MINIO_SECRET_KEY");
minioSecretKey.setValueFrom(new V1EnvVarSource().secretKeyRef(new V1SecretKeySelector().name("minio-credentials").key("secretkey")));
container.addEnvItem(minioSecretKey);
V1VolumeMount modelVolumeMount = new V1VolumeMount();
modelVolumeMount.setName("models");
modelVolumeMount.setMountPath("/mnt/models");
container.addVolumeMountsItem(modelVolumeMount);
V1VolumeMount datasetVolumeMount = new V1VolumeMount();
datasetVolumeMount.setName("datasets");
datasetVolumeMount.setMountPath("/mnt/datasets");
container.addVolumeMountsItem(datasetVolumeMount);
V1ContainerPort containerPort = new V1ContainerPort();
containerPort.setContainerPort(8080);
container.addPortsItem(containerPort);
spec.addContainersItem(container);
V1Volume modelVolume = new V1Volume();
modelVolume.setName("models");
V1SecretKeySelector modelSecretKeySelector = new V1SecretKeySelector();
modelSecretKeySelector.setName("minio-credentials");
modelSecretKeySelector.setKey("accesskey");
V1Volume.Secret modelSecret = new V1Volume.Secret();
modelSecret.setSecretName("minio-credentials");
modelVolume.setSecret(modelSecret);
spec.addVolumesItem(modelVolume);
V1Volume datasetVolume = new V1Volume();
datasetVolume.setName("datasets");
V1SecretKeySelector datasetSecretKeySelector = new V1SecretKeySelector();
datasetSecretKeySelector.setName("pachyderm-credentials");
datasetSecretKeySelector.setKey("token");
V1Volume.Secret datasetSecret = new V1Volume.Secret();
datasetSecret.setSecretName("pachyderm-credentials");
datasetVolume.setSecret(datasetSecret);
spec.addVolumesItem(datasetVolume);
V1PodTemplateSpec template = new V1PodTemplateSpec();
template.setSpec(spec);
pod.setSpec(spec);
// 发布Pod
DefaultApi defaultApi = new DefaultApi(apiClient);
defaultApi.createNamespacedPod(K8S_NAMESPACE, pod, null, null, null);
// 等待Pod完成
boolean isRunning = true;
while (isRunning) {
try {
TimeUnit.SECONDS.sleep(5);
V1Pod statusPod = defaultApi.readNamespacedPodStatus("evaluation-task", K8S_NAMESPACE, null, null, null);
if (statusPod.getStatus().getPhase().equals("Succeeded")) {
isRunning = false;
} else if (statusPod.getStatus().getPhase().equals("Failed")) {
throw new RuntimeException("Pod failed to execute");
}
} catch (InterruptedException | ApiException e) {
e.printStackTrace();
}
}
// 上传评估结果到MiniIO
Item item = new Item();
item.objectName(MINIO_BUCKET_NAME + "/evaluation-results.csv");
minioClient.putObject("evaluation-results", "evaluation-results.csv", pachydermStream, null, null, null, null);
}
}
```
这个代码示例假设您已经有了一个MinIO服务器和一个Pachyderm集群。您需要将MinIO和Pachyderm的端点和凭据配置为环境变量或属性文件。此外,您需要根据您的模型和数据集的位置修改代码示例中的路径。
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