java框架如何利用AI实现更好的性能？

import com.google.cloud.automl.v1beta1.PredictionServiceClient;
import com.google.cloud.automl.v1beta1.PredictRequest;
import com.google.cloud.automl.v1beta1.PredictResponse;
import com.google.protobuf.Any;

public class MemoryOptimizer {

    public static void main(String[] args) throws Exception {
        // Initialize client that will be used to send requests. This client only needs to be created
        // once, and can be reused for multiple requests. After completing all of your requests, call
        // the "close" method on the client to safely clean up any remaining background resources.
        try (PredictionServiceClient client = PredictionServiceClient.create()) {
            // Get the full path of the model.
            String modelId = "YOUR_MODEL_ID";
            String project = "YOUR_PROJECT_ID";
            String computeRegion = "YOUR_COMPUTE_REGION";
            String modelFullId = String.format("projects/%s/locations/%s/models/%s", project, computeRegion, modelId);

            // Read the file.
            byte[] content = Files.readAllBytes(Paths.get("resources/test.txt"));
            Any payload = Any.pack(content);

            PredictRequest request =
                PredictRequest.newBuilder()
                    .setName(modelFullId)
                    .setPayload(payload)
                    .build();

            PredictResponse response = client.predict(request);
            System.out.format("Prediction results: %s", response.getPayload());
        }
    }
}

import com.google.cloud.profiler.v2.ProfilerServiceClient;
import com.google.cloud.profiler.v2.Profile;
import com.google.cloud.profiler.v2.ProfileServiceSettings;
import com.google.cloud.profiler.v2.ProfileType;
import com.google.devtools.cloudprofiler.v2.ProfileName;

public class CodeOptimizer {

    public static void main(String[] args) throws Exception {
        // Initialize service client and set regional endpoint.
        ProfileServiceSettings settings = ProfileServiceSettings.newBuilder().setEndpoint("profiler.googleapis.com:443").build();
        try (ProfilerServiceClient client = ProfilerServiceClient.create(settings)) {
            // Get a profile name.
            ProfileName profileName = ProfileName.of(/*projectId=*/"YOUR_PROJECT_ID", /*deployment=*/"YOUR_DEPLOYMENT");

            // Run code under profiling.
            Profile profile = client.profile(profileName, ProfileType.CPU);

            System.out.format("Got profile, profileTime=%d", profile.getDuration().getSeconds());
        }
    }
}

import com.google.cloud.monitoring.v3.AlertPolicyServiceClient;
import com.google.cloud.monitoring.v3.AlertPolicy;
import com.google.monitoring.v3.AlertPolicy.DisplayNames;
import com.google.monitoring.v3.NotificationChannelServiceClient;
import com.google.monitoring.v3.NotificationChannel;
import com.google.monitoring.v3.NotificationChannelName;
import com.google.monitoring.v3.NotificationChannelServiceSettings;

public class PredictiveMaintenance {

    public static void main(String[] args) throws Exception {
        // Initialize the alert policy clients.
        NotificationChannelServiceSettings settings = NotificationChannelServiceSettings.newBuilder().build();
        try (NotificationChannelServiceClient channelClient = NotificationChannelServiceClient.create(settings)) {
            NotificationChannelName channelName =
                NotificationChannelName.of(/*projectId=*/"YOUR_PROJECT_ID", /*channel=*/"YOUR_CHANNEL");

            // Read in policy.
            NotificationChannel channel = channelClient.getNotificationChannel(channelName);

            // Initialize the alert policy clients.
            try (AlertPolicyServiceClient policyClient = AlertPolicyServiceClient.create()) {
                // Construct a policy object.
                AlertPolicy policy =
                    AlertPolicy.newBuilder()
                        .putDisplayName(DisplayNames.getDefaultInstance().getUnknown())
                        .addNotificationChannels(channel.getName())
                        .build();

                // Add the alert policy.
                AlertPolicy response = policyClient.createAlertPolicy("MY_PROJECT_ID", policy);
                System.out.println(response.getName());
            }
        }
    }
}