From 8206d9014d54aa647218763a2ae85c2bcdd87a77 Mon Sep 17 00:00:00 2001 From: Dina Berry Date: Sun, 28 Sep 2025 06:08:43 -0700 Subject: [PATCH 1/4] process for insert at scale --- .../IMPROVEMENT_PLAN.md | 131 +++ .../QUICKSTART_INSERT_AT_SCALE.md | 513 ++++++++++ .../docs/INSERT_AT_SCALE_GUIDE.md | 261 +++++ .../src/cosmos-operations.ts | 653 ++++++++++++ .../src/create-embeddings.ts | 253 ++++- .../src/insert-at-scale.ts | 961 ++---------------- .../src/interfaces.ts | 149 +++ nosql-vector-search-typescript/src/metrics.ts | 186 ++++ nosql-vector-search-typescript/src/utils.ts | 110 +- 9 files changed, 2195 insertions(+), 1022 deletions(-) create mode 100644 nosql-vector-search-typescript/IMPROVEMENT_PLAN.md create mode 100644 nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md create mode 100644 nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md create mode 100644 nosql-vector-search-typescript/src/cosmos-operations.ts create mode 100644 nosql-vector-search-typescript/src/interfaces.ts create mode 100644 nosql-vector-search-typescript/src/metrics.ts diff --git a/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md b/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md new file mode 100644 index 0000000..8968cc1 --- /dev/null +++ b/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md @@ -0,0 +1,131 @@ +# Azure Cosmos DB Insert-at-Scale Improvement Plan + +## Overview +This document outlines the planned improvements to the `insert-at-scale.ts` file based on expert feedback received on September 26, 2025. The changes focus on aligning with Azure Cosmos DB best practices and removing potentially confusing or inaccurate guidance. + +## Feedback Summary +The feedback highlighted several areas for improvement: +- MaxConcurrency should support -1 for SDK-managed parallelism +- Pricing estimates are difficult to provide accurately and should be simplified/removed +- Current operation cost calculations are confusing between different pricing models +- Circuit breaker pattern may not be the best approach; throughput buckets are preferred +- Retry logic should follow official Azure Cosmos DB SDK best practices +- Need better guidance on partition key selection and RU scaling strategies + +## Planned Changes + +### āœ… 1. Update MaxConcurrency to support -1 +**Status: COMPLETED** +- Modified `maxConcurrency` type definition and documentation +- Updated default configuration to use `-1` (let SDK maximize parallelism) +- Updated main function configuration + +### šŸ”„ 2. Remove/simplify pricing estimates +**Status: IN PROGRESS** +- Remove complex pricing calculations from the main output +- Simplify or remove the `estimateServerlessCost()` and `estimateMonthlyRUCost()` calls +- Focus on showing RU consumption metrics instead of cost projections +- Remove confusing monthly cost projections + +### šŸ“‹ 3. Fix pricing model confusion +**Status: PLANNED** +- Address confusion between serverless vs provisioned throughput vs autoscale pricing +- Clarify which pricing model is being used in calculations +- Ensure calculations are accurate for each specific model +- Remove or clearly separate different pricing model examples + +### šŸ“‹ 4. Update circuit breaker guidance +**Status: PLANNED** +- Remove or significantly modify the circuit breaker implementation +- Replace with guidance about Azure Cosmos DB's **throughput buckets** feature (in preview) +- Point users to Microsoft Learn documentation: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet +- Focus on RU/workload based resource contention controls + +### šŸ“‹ 5. Improve retry logic best practices +**Status: PLANNED** +- Update retry logic to follow Azure Cosmos DB SDK best practices +- Implement retry patterns based on specific status codes +- Reference: "Design Resilient Applications with Azure Cosmos DB SDKs" Microsoft Learn documentation +- Ensure retry logic aligns with official SDK recommendations + +### šŸ“‹ 6. Add partition key best practices guidance +**Status: PLANNED** +- Add comprehensive documentation about partition key selection +- Emphasize the importance of **high cardinality** partition keys +- Provide guidance on ensuring workload is spread across multiple partitions +- Include examples of good vs. poor partition key choices for large insert workloads +- Explain how partition key affects performance and scalability + +### šŸ“‹ 7. Add RU scaling guidance +**Status: PLANNED** +- Document scaling strategies for large insert workloads +- Guidance on setting RU/s high during ingestion periods and scaling back down +- Information about **Dynamic Autoscale** capability and tuning max RU/s +- Explain physical partition creation (every ~10,000 RU/s creates new partition) +- Benefits of multiple physical partitions for large insert workloads (each partition capped at 10,000 RU/s max) + +### šŸ“‹ 8. Update documentation and comments +**Status: PLANNED** +- Review and update all JSDoc comments +- Update inline documentation throughout the file +- Modify console output to provide better guidance +- Ensure all documentation reflects Azure Cosmos DB best practices +- Remove outdated or potentially misleading information + +## Implementation Priority + +1. **High Priority (Immediate)**: + - Remove/simplify pricing estimates (item 2) + - Fix pricing model confusion (item 3) + - Update circuit breaker guidance (item 4) + +2. **Medium Priority**: + - Improve retry logic best practices (item 5) + - Add partition key best practices guidance (item 6) + +3. **Low Priority (Polish)**: + - Add RU scaling guidance (item 7) + - Update documentation and comments (item 8) + +## Key Principles to Follow + +### Partition Key Best Practices +- Choose high cardinality partition keys (distinct values across documents) +- Avoid "hot" partition keys that concentrate traffic +- Consider the query patterns when selecting partition keys +- Understand that good partition key distribution enables better parallelism + +### Scaling Strategies +- **Initial Ingestion**: Set RU/s high for large insert periods +- **Post-Ingestion**: Scale back down to normal operational levels +- **Dynamic Autoscale**: Use Azure's autoscale capability with appropriate max RU/s limits +- **Physical Partitions**: Understand that every ~10,000 RU/s creates a new physical partition +- **Parallel Processing**: More physical partitions = better insert performance (each capped at 10,000 RU/s) + +### Retry Logic +- Follow official Azure Cosmos DB SDK retry best practices +- Implement status-code specific retry logic +- Use appropriate backoff strategies +- Handle different error types correctly (retryable vs. non-retryable) + +### Resource Management +- Prefer Azure's native throughput management features +- Use throughput buckets (preview) for advanced RU/workload controls +- Avoid custom circuit breakers when native solutions exist +- Let the SDK handle parallelism optimization when possible + +## Expected Outcomes + +After implementing these changes, the `insert-at-scale.ts` file will: +- Provide more accurate and helpful guidance for large-scale insert operations +- Align with current Azure Cosmos DB best practices and recommendations +- Remove confusing or potentially misleading pricing calculations +- Focus on actionable performance and scalability guidance +- Reference official Microsoft documentation for advanced features + +## References + +- [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) +- [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) +- [Azure Cosmos DB Partitioning](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) +- [Azure Cosmos DB Request Units](https://learn.microsoft.com/en-us/azure/cosmos-db/request-units) \ No newline at end of file diff --git a/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md b/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md new file mode 100644 index 0000000..3b0af98 --- /dev/null +++ b/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md @@ -0,0 +1,513 @@ +# Quickstart: Insert documents at scale into Azure Cosmos DB for NoSQL + +In this quickstart, you learn how to efficiently insert large volumes of documents into Azure Cosmos DB for NoSQL using TypeScript and the Azure SDK. You'll implement enterprise-grade resilience patterns including retry logic, error handling, and performance monitoring. + +## Prerequisites + +- An Azure account with an active subscription. [Create an account for free](https://azure.microsoft.com/free/). +- Azure Cosmos DB for NoSQL account. [Create a Cosmos DB account](https://docs.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal). +- [Node.js](https://nodejs.org/) version 18 or higher. +- [TypeScript](https://www.typescriptlang.org/) installed globally. + +## Setting up your environment + +1. **Install required packages**: + ```bash + npm install @azure/cosmos @azure/identity uuid + npm install -D @types/uuid typescript + ``` + +2. **Configure environment variables**: + Create a `.env` file with your Cosmos DB connection details: + ``` + COSMOS_ENDPOINT=https://your-account.documents.azure.com:443/ + COSMOS_KEY=your-primary-key + ``` + +3. **Prepare your data**: + For this quickstart, we'll use a sample hotel dataset. Create a JSON file with your documents or use our sample data structure. + +## Understanding bulk insert best practices + +Before implementing bulk insert operations, it's crucial to understand Azure Cosmos DB best practices and the distinction between educational patterns and production recommendations: + +### Educational vs Production Patterns + +This quickstart demonstrates several patterns for learning purposes. Here's what you should use in production versus what's included for educational value: + +| Pattern Category | šŸŽ“ Educational Patterns (Good for Learning) | šŸ­ Production Recommendations | +|------------------|---------------------------------------------|-------------------------------| +| **Resilience & Error Handling** | Custom circuit breaker implementation - Demonstrates resilience concepts | [Azure Cosmos DB SDK built-in retry policies](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) - Use the SDK's automatic retry handling with optimized backoff | +| **Retry Logic** | Manual retry logic with custom backoff - Shows how retry patterns work | [Azure Cosmos DB SDK built-in retry policies](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) - The SDK has optimized implementations | +| **Performance Monitoring** | Custom metrics collection - Illustrates performance monitoring concepts | [Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/overview) and [Application Insights](https://learn.microsoft.com/en-us/azure/azure-monitor/app/app-insights-overview) - Enterprise-grade monitoring and alerting | +| **Error Analysis** | Detailed error parsing and categorization - Helps understand different error types | [Azure Monitor diagnostic logs](https://learn.microsoft.com/en-us/azure/cosmos-db/monitor-cosmos-db) - Native error tracking and analysis | +| **Resource Scaling** | Manual throttling and adaptive delay logic - Shows RU management concepts | [Dynamic Autoscale](https://learn.microsoft.com/en-us/azure/cosmos-db/provision-throughput-autoscale) - Let Azure automatically scale RU/s based on demand | +| **Resource Control** | Custom circuit breaker for RU management - Educational implementation | [Throughput Buckets (Preview)](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) - Use Azure's native RU/workload control | +| **Authentication** | Connection string authentication - Simple for learning | [Managed Identity authentication](https://learn.microsoft.com/en-us/azure/cosmos-db/managed-identity-based-authentication) - More secure for production workloads | + +### When to Use Each Approach + +- **Development and Learning**: Use the patterns in this quickstart to understand resilience concepts and error handling +- **Small-scale Production**: The educational patterns can work for smaller workloads with proper testing +- **Enterprise Production**: Prefer Azure-native solutions for scalability, reliability, and reduced maintenance overhead + +### Partition Key Selection + +Choose a partition key with **high cardinality** to ensure even distribution of data and optimal performance. Here are the key principles to follow: + +**Best Practices for Partition Keys:** +- **High cardinality**: Choose fields with many distinct values across documents +- **Avoid hot partitions**: Don't use keys that concentrate traffic on few partitions +- **Good examples**: userId, deviceId, locationId, customerId +- **Poor examples**: status, category, type, country (these have low cardinality) +- **Even distribution**: Aim for balanced data and request distribution across partitions +- **Query alignment**: Use partition keys that appear in most of your queries + +**For Large Insert Workloads:** +- High cardinality enables better parallelism across multiple physical partitions +- Each physical partition can handle up to 10,000 RU/s maximum +- More partitions result in better insert performance for high-volume scenarios + +```typescript +/** + * Path to the partition key field, e.g., '/HotelId' + */ +partitionKeyPath: string; +``` + +### Scaling Strategy + +For large insert operations, consider these RU scaling approaches: + +- **Initial Ingestion**: Set RU/s high during large insert periods +- **Post-Ingestion**: Scale back down to normal operational levels +- **Dynamic Autoscale**: Use Azure's autoscale capability with appropriate max RU/s limits +- **Physical Partitions**: Every ~10,000 RU/s creates a new physical partition, enabling better parallelism + +## Configuration interface + +Define a comprehensive configuration for your bulk insert operations. The configuration allows you to control batch sizes, retry behavior, concurrency, and other important settings: + +```typescript +/** + * Configuration options for resilient insert operations + */ +export interface InsertConfig { + /** Maximum batch size for document insertion */ + batchSize: number; + /** Maximum number of retry attempts for failed operations */ + maxRetries: number; + /** Base time in ms for exponential backoff calculation */ + baseBackoff: number; + /** Maximum backoff time in ms regardless of retry count */ + maxBackoff: number; + /** Unique ID for correlating logs across the operation */ + correlationId?: string; + /** Target RU utilization rate (0.0-1.0) to avoid throttling */ + targetRuUtilization: number; + /** Maximum parallel operations. Set to -1 to let the client/SDK maximize parallelism automatically. */ + maxConcurrency: number; + /** Whether to enable idempotency tokens on documents */ + idempotencyEnabled: boolean; + /** Whether to return failed documents in results */ + returnFailedDocs: boolean; + /** Name of the field to use as document ID */ + idField: string; + /** Path to the partition key field */ + partitionKeyPath: string; +} +``` + +**Key Configuration Options:** +- **maxConcurrency**: Set to -1 to let the Azure Cosmos DB SDK automatically maximize parallelism based on your account's capabilities +- **batchSize**: Process documents in batches to manage memory usage and enable progress tracking +- **targetRuUtilization**: Keep below 1.0 to avoid consistent throttling +- **idempotencyEnabled**: Helps prevent duplicate insertions during retry scenarios + +/** + * Default configuration with reasonable values + */ +export const DEFAULT_INSERT_CONFIG: InsertConfig = { + batchSize: 25, + maxRetries: 5, + baseBackoff: 100, + maxBackoff: 10000, + targetRuUtilization: 0.7, + maxConcurrency: -1, // Let client/SDK maximize parallelism + idempotencyEnabled: true, + returnFailedDocs: true, + idField: 'HotelId', + partitionKeyPath: '/HotelId' +}; +``` + +## Implementing robust error handling + +Azure Cosmos DB operations can fail for various reasons. Implement smart retry logic based on error types to improve resilience. + +**Error Categories:** +- **Retryable HTTP codes**: 408 (Request Timeout), 429 (Too Many Requests), 449 (Retry With), 500/502/503/504 (Server/Gateway errors) +- **Retryable Cosmos DB codes**: ServiceUnavailable, TooManyRequests, RequestTimeout, Gone (partition split), InternalServerError +- **Non-retryable codes**: 400 (Bad Request), 401 (Unauthorized), 403 (Forbidden), 404 (Not Found), 409 (Conflict), 412 (Precondition Failed), 413 (Payload Too Large) + +```typescript +/** + * Check if an error is retryable based on its code + * Based on Azure Cosmos DB SDK best practices for resilient applications + * Reference: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications + */ +function isRetryableError(errorCode: number | string): boolean { + const code = errorCode.toString(); + + const retryableHttpCodes = [ + '408', '429', '449', '500', '503', '502', '504' + ]; + + const retryableCosmosDbCodes = [ + 'ServiceUnavailable', 'TooManyRequests', 'RequestTimeout', 'Gone', 'InternalServerError' + ]; + + const nonRetryableCodes = [ + '400', '401', '403', '404', '409', '412', '413' + ]; + + if (nonRetryableCodes.includes(code)) { + return false; + } + + return retryableHttpCodes.includes(code) || retryableCosmosDbCodes.includes(code); +} +``` + +## Advanced backoff strategies + +Implement different backoff strategies for different error types to optimize retry behavior: + +**Backoff Strategy Types:** +- **Rate limiting (429 errors)**: Use more aggressive backoff with base multiplier of 3x and added random jitter +- **Other retryable errors**: Use standard exponential backoff with 2x multiplier and jitter for collision avoidance +- **Maximum backoff**: Always respect the configured maximum backoff time to prevent excessively long delays + +```typescript +if (attempts > 0) { + let backoffTime: number; + + if (lastError && lastError.code === '429') { + backoffTime = Math.min( + config.maxBackoff, + config.baseBackoff * Math.pow(3, attempts) + (Math.random() * 1000) + ); + } else { + backoffTime = Math.min( + config.maxBackoff, + config.baseBackoff * Math.pow(2, attempts) * (0.5 + Math.random() * 0.5) + ); + } + + logger.debug(`Retry backoff for ${backoffTime}ms`, { + docId: doc[config.idField], + attempt: attempts + 1, + errorCode: lastError?.code || 'UNKNOWN', + backoffStrategy: lastError?.code === '429' ? 'rate-limit-backoff' : 'exponential-jitter' + }); + + await delay(backoffTime); + retried++; +} +``` + +## Performance monitoring + +Track key performance metrics during your bulk insert operations: + +```typescript +/** + * Performance metrics for the operation + */ +export interface OperationMetrics { + /** Total RU consumption */ + totalRu: number; + /** Average RU per document */ + avgRuPerDoc: number; + /** Maximum RU per operation */ + maxRu: number; + /** Average latency in ms per document */ + avgLatencyMs: number; + /** Maximum latency in ms for any single operation */ + maxLatencyMs: number; + /** Error count by status code */ + errorCounts: Record; + /** Total duration of the operation in ms */ + totalDurationMs: number; +} + +/** + * Metrics collector for tracking performance + */ +export class MetricsCollector { + private ruValues: number[] = []; + private latencyValues: number[] = []; + private errorMap: Map = new Map(); + private startTime: number; + + constructor() { + this.startTime = Date.now(); + } + + /** + * Record the RU charge for an operation + */ + public recordRUs(requestCharge: number): void { + this.ruValues.push(requestCharge); + } + + /** + * Record the latency for an operation + */ + public recordLatency(latencyMs: number): void { + this.latencyValues.push(latencyMs); + } + + /** + * Record an error by its code + */ + public recordError(errorCode: number | string): void { + const code = errorCode.toString(); + this.errorMap.set(code, (this.errorMap.get(code) || 0) + 1); + } +} +``` + +## Complete implementation + +Here's a complete example of the bulk insert function with enterprise-grade resilience patterns: + +**Implementation Notes:** +- **Batch processing**: Documents are processed in configurable batches to manage memory and enable progress tracking +- **Educational patterns**: This implementation includes a custom circuit breaker, comprehensive logging, and manual retry logic for learning about resilience patterns +- **Production recommendation**: For production workloads, prefer Azure Cosmos DB's native features: + - **Azure Cosmos DB SDK built-in retry policies**: The SDK automatically handles retries with optimized backoff strategies + - **Dynamic Autoscale**: Automatically scales RU/s based on demand without custom throttling logic + - **Throughput Buckets (Preview)**: Fine-grained RU/workload control instead of custom circuit breakers + - **Azure Monitor and Application Insights**: Enterprise monitoring instead of custom metrics collection + +```typescript +/** + * Insert data into Cosmos DB with enterprise-grade resilience + */ +export async function resilientInsert( + container: Container, + data: JsonData[], + configOptions: Partial = {} +): Promise { + const config: InsertConfig = { + ...DEFAULT_INSERT_CONFIG, + ...configOptions + }; + + const logger = createLogger(config.correlationId); + const metrics = createMetricsCollector(); + + logger.info('Starting resilient insert operation', { + documentCount: data.length, + batchSize: config.batchSize + }); + + let inserted = 0, failed = 0, retried = 0; + const failedDocs: FailedDocument[] = []; + const totalBatches = Math.ceil(data.length / config.batchSize); + + for (let i = 0; i < totalBatches; i++) { + const start = i * config.batchSize; + const end = Math.min(start + config.batchSize, data.length); + const batch = data.slice(start, end); + + logger.info(`Processing batch ${i + 1}/${totalBatches}`, { + batchSize: batch.length, + totalProcessed: start + }); + + for (const doc of batch) { + const startTime = Date.now(); + let attempts = 0; + let success = false; + let lastError: ErrorDetails | null = null; + + while (attempts < config.maxRetries && !success) { + try { + attempts++; + + if (config.idempotencyEnabled && !doc._operationId) { + doc._operationId = generateOperationId(doc, config.idField); + } + + const response = await container.items.create(doc); + + metrics.recordRUs(response.requestCharge); + metrics.recordLatency(Date.now() - startTime); + + inserted++; + success = true; + + } catch (error) { + lastError = parseCosmosError(error); + metrics.recordError(lastError.code); + + if (!lastError.retryable || attempts >= config.maxRetries) { + break; + } + } + } + + if (!success) { + failed++; + failedDocs.push({ + document: doc, + error: lastError || { + code: 'MAX_RETRIES_EXCEEDED', + message: 'Document insertion failed after maximum retries', + retryable: false + }, + attempts + }); + } + } + } + + return { + total: data.length, + inserted, + failed, + retried, + metrics: metrics.getSummary(), + metricsCollector: metrics, + ...(config.returnFailedDocs && failedDocs.length > 0 ? { failedDocuments: failedDocs } : {}) + }; +} +``` + +## Usage example + +Here's how to use the bulk insert functionality in your application with comprehensive output and guidance: + +**Key Implementation Points:** +- **Database and container setup**: Ensure proper partition key configuration before inserting data +- **Partition key analysis**: The example validates that your chosen partition key follows best practices +- **Performance monitoring**: Track RU consumption, latency, and error patterns +- **Best practices guidance**: Console output provides actionable recommendations + +```typescript +async function main() { + const { dbClient: client } = getClientsPasswordless(); + + if (!client) { + throw new Error('Cosmos DB client is not configured properly.'); + } + + const databaseName = 'Hotels'; + const containerName = 'hotels-at-scale'; + const config = { + ...DEFAULT_INSERT_CONFIG, + batchSize: 50, + maxRetries: 3, + maxConcurrency: -1 + }; + + console.log(`Using database ${databaseName} and container ${containerName}...`); + console.log(`Using ID field: ${config.idField} and partition key path: ${config.partitionKeyPath}`); + + console.log(`\nPARTITION KEY ANALYSIS:`); + console.log(`ā€¢ Current partition key: ${config.partitionKeyPath}`); + console.log(`ā€¢ Ensure this field has high cardinality (many unique values)`); + console.log(`ā€¢ Avoid low-cardinality fields like 'status', 'type', or 'category'`); + console.log(`ā€¢ Good partition keys distribute data evenly across partitions\n`); + + try { + const { container } = await ensureDatabaseAndContainer( + client, + databaseName, + containerName, + config.partitionKeyPath + ); + + const dataPath = process.env.DATA_FILE || './sample-data.json'; + console.log(`Reading JSON file from ${dataPath}`); + const data = await readFileReturnJson(dataPath); + + const result = await resilientInsert(container, data, config); + + console.log(`\n-------- OPERATION RESULTS --------`); + console.log(`Inserted ${result.inserted} of ${result.total} documents`); + console.log(`Failed ${result.failed} documents`); + console.log(`Total retries attempted: ${result.retried}`); + + console.log(`\n-------- PERFORMANCE METRICS --------`); + console.log(`Total RUs consumed: ${result.metrics.totalRu.toLocaleString()}`); + console.log(`Average RU per document: ${result.metrics.avgRuPerDoc.toFixed(2)}`); + console.log(`Max RU for single operation: ${result.metrics.maxRu.toFixed(2)}`); + console.log(`Average latency per document: ${result.metrics.avgLatencyMs.toFixed(2)}ms`); + console.log(`Total operation duration: ${(result.metrics.totalDurationMs / 1000).toFixed(2)}s`); + + if (Object.keys(result.metrics.errorCounts).length > 0) { + console.log(`\n-------- ERROR BREAKDOWN --------`); + for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { + console.log(`Error ${errorCode}: ${count} occurrences`); + } + } + + console.log(`\n-------- AZURE COSMOS DB BEST PRACTICES --------`); + console.log(`For production workloads, consider these Azure-native features:`); + console.log(`ā€¢ Dynamic Autoscale: Automatically adjusts RU/s based on demand`); + console.log(`ā€¢ Throughput Buckets (Preview): Fine-grained RU/workload control`); + console.log(`ā€¢ Learn more: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets`); + + console.log(`\n-------- PARTITION KEY BEST PRACTICES --------`); + console.log(`ā€¢ Choose high cardinality partition keys (many unique values)`); + console.log(`ā€¢ Ensure even distribution of data across partitions`); + console.log(`ā€¢ Use partition key in your query filters for best performance`); + console.log(`ā€¢ Avoid hot partitions (keys with uneven traffic distribution)`); + console.log(`ā€¢ Current partition key '${config.partitionKeyPath}' - verify it meets these criteria`); + + } catch (error) { + console.error('Operation failed:', error); + throw error; + } +} + +main().catch(console.error); +``` + +## Key takeaways + +### Educational Value +This quickstart demonstrates several resilience patterns to help you understand the concepts: + +1. **Custom Retry Logic**: Learn how to implement intelligent retry logic that distinguishes between retryable and non-retryable errors +2. **Circuit Breaker Pattern**: Understand how to prevent cascading failures (though Azure handles this natively in production) +3. **Performance Monitoring**: See how to track RU consumption, latency, and error rates for optimization insights +4. **Error Handling**: Learn to parse and categorize different types of Azure Cosmos DB errors + +### Production Best Practices + +1. **Partition Key Selection**: Choose high-cardinality partition keys to ensure even data distribution and optimal performance +2. **Azure SDK Features**: Leverage built-in retry policies, connection pooling, and automatic failover +3. **Native Scaling**: Use Dynamic Autoscale and Throughput Buckets instead of custom throttling logic +4. **Enterprise Monitoring**: Implement Azure Monitor, Application Insights, and proper alerting +5. **Security**: Use Managed Identity authentication and proper network security configurations +6. **Resource Management**: Temporarily increase RU/s allocation during large insert operations, then scale back down + +### Migration Path +- **Start**: Use educational patterns to understand concepts and for development/testing +- **Scale**: Gradually adopt Azure-native solutions as your workload grows +- **Enterprise**: Fully leverage Azure's managed services for production reliability + +## Next steps + +- Learn about [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) for advanced RU management +- Explore [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) for additional best practices +- Review [Azure Cosmos DB Partitioning](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) for deep dive into partition strategies +- Consider [Azure Cosmos DB Request Units](https://learn.microsoft.com/en-us/azure/cosmos-db/request-units) for understanding RU optimization + +## Clean up resources + +When you're finished with this quickstart, you can delete the Azure Cosmos DB account to avoid ongoing charges. You can delete the account through the Azure portal or using the Azure CLI. \ No newline at end of file diff --git a/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md b/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md new file mode 100644 index 0000000..5835163 --- /dev/null +++ b/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md @@ -0,0 +1,261 @@ +# Azure Cosmos DB Insert at Scale - Implementation Guide + +## Overview + +This guide provides comprehensive documentation for the enterprise-grade resilient document insertion implementation for Azure Cosmos DB. The implementation is optimized for large-scale vector document workloads but can be adapted for any high-volume insert scenarios. + +## Key Features + +- **Robust retry logic** following Azure Cosmos DB SDK best practices +- **Proper handling of x-ms-retry-after-ms headers** for rate limiting (429 errors) +- **Circuit breaker pattern** (educational) with Azure-native alternatives guidance +- **Comprehensive performance metrics** and RU consumption analysis +- **Adaptive RU scaling recommendations** and physical partition insights +- **High cardinality partition key best practices** for optimal distribution +- **Support for large documents** with vector embeddings (~310 RU per document) +- **Production-ready error handling** and logging with correlation IDs + +## Configuration Options (`InsertConfig`) + +The configuration interface provides comprehensive control over Azure Cosmos DB bulk insert operations with enterprise-grade resilience and monitoring capabilities. + +### Key Configuration Areas: +- **Retry and backoff strategies** aligned with Azure best practices +- **RU consumption control** and throttling prevention +- **Parallelism management** for optimal throughput +- **Monitoring and observability** with correlation IDs +- **Document validation** and schema enforcement +- **High cardinality partition key** configuration + +### Vector Workload Considerations: +Documents with embeddings typically consume ~310 RU each, requiring careful RU/s provisioning and parallelism tuning. + +### maxConcurrency Configuration: +Set to -1 to let the client/SDK maximize parallelism automatically. + +**RU Scaling Considerations:** +- Higher parallelism requires more RU/s to avoid throttling +- Each physical partition can handle up to 10,000 RU/s maximum +- Large documents (like vectors) consume more RUs per operation +- Consider Dynamic Autoscale for production workloads to handle traffic spikes +- For bulk insert scenarios: provision sufficient RU/s before starting, scale down after completion + +## Partition Key Best Practices + +Choose the partition key path carefully (e.g., '/HotelId'). + +**PARTITION KEY BEST PRACTICES:** +- Choose high cardinality fields (many distinct values across documents) +- Avoid "hot" partition keys that concentrate traffic on few partitions +- Good examples: userId, deviceId, locationId, customerId +- Poor examples: status, category, type, country (low cardinality) +- Aim for even distribution of data and requests across partitions +- Consider your query patterns - partition key should be used in most queries + +**For large insert workloads:** +- High cardinality enables better parallelism across multiple physical partitions +- Each physical partition can handle up to 10,000 RU/s maximum +- More partitions = better insert performance for high-volume scenarios + +## Error Handling + +### Structured Error Information (`ErrorDetails`) + +Provides comprehensive error parsing for Azure Cosmos DB operations, including proper handling of rate limiting headers and retry guidance. + +**Key features:** +- Extracts x-ms-retry-after-ms header from 429 (rate limiting) responses +- Categorizes errors as retryable vs non-retryable based on Azure best practices +- Preserves raw error objects for advanced debugging scenarios +- Provides human-readable error messages with Azure-specific context + +### Error Parsing (`parseCosmosError`) + +Handles Azure Cosmos DB SDK specific error structures and extracts critical information for proper retry logic and user feedback. Follows Azure best practices for error categorization and retry-after header handling. + +**Key functionality:** +- Extracts x-ms-retry-after-ms header from 429 rate limiting responses +- Handles multiple error code formats (statusCode, code, status, x-ms-substatus) +- Categorizes errors as retryable vs non-retryable per Azure guidelines +- Provides context-aware error messages for common Azure Cosmos DB scenarios +- Preserves raw error objects for advanced debugging and telemetry + +**References:** +- Azure Cosmos DB SDK best practices for resilient applications +- Microsoft Learn documentation on error handling patterns + +## Performance Monitoring (`MetricsCollector`) + +Provides detailed performance analytics, RU consumption tracking, and scaling insights for Azure Cosmos DB bulk insert operations. Essential for optimizing RU provisioning and identifying performance bottlenecks. + +**Capabilities:** +- Real-time RU consumption monitoring and rate calculation +- Latency tracking with statistical analysis (avg, max) +- Error categorization and frequency analysis +- RU scaling recommendations based on consumption patterns +- Physical partition analysis for optimizing parallelism +- Production-ready metrics for Azure Monitor integration + +**Use case:** Vector document workloads consuming ~310 RU per operation benefit significantly from continuous monitoring and scaling recommendations. + +## Document Validation (`validateDocument`) + +Validates documents before insertion to prevent errors and optimize performance. Includes Azure Cosmos DB specific validations and best practices for vector document workloads with large embeddings. + +**Validation checks:** +- Document structure and JSON validity +- Required ID field presence (configurable field name) +- Document size limits (Azure Cosmos DB 2MB maximum) +- Optional schema validation for type safety +- Vector embedding compatibility for large documents + +**Performance considerations:** +- Large vector documents (~310 RU each) require special handling +- Document size directly impacts RU consumption and latency +- Validation prevents costly insertion failures and retries + +## RU Scaling Guidance + +### Before Starting Large Insert Operations + +**RU Scaling Guidance for Large Insert Workloads:** + +Azure Cosmos DB provides several strategies for handling high-volume insert operations: + +#### 1. Dynamic Autoscale (Recommended for Production): +- Automatically scales RU/s from 10% to 100% of max RU/s based on demand +- Best for unpredictable workloads with varying traffic patterns +- Set max RU/s high enough to handle peak insert loads +- Automatically scales down during low activity periods + +#### 2. Manual Provisioned Throughput: +- Set RU/s high during large insert operations (ingestion periods) +- Scale back down after bulk operations complete to save costs +- Requires manual intervention but provides precise control +- Good for predictable batch processing scenarios + +#### 3. Throughput Buckets (Preview): +- Fine-grained control over RU/workload distribution +- Allows bursting beyond provisioned throughput for short periods +- Ideal for handling traffic spikes during bulk operations + +### Physical Partition Considerations: +- Each physical partition can handle up to 10,000 RU/s maximum +- Cosmos DB creates new physical partitions approximately every ~10,000 RU/s +- More partitions = better parallelism for insert operations +- High cardinality partition keys enable better distribution across partitions + +### For Vector Workloads: +Vector documents consume ~310 RU each, so consider: +- 1,000 docs = ~310,000 RU total (requires multiple physical partitions) +- For optimal performance: provision 5,000-15,000 RU/s during ingestion +- Use Dynamic Autoscale with max 15,000 RU/s for production workloads + +## Main Function Implementation + +The main execution function demonstrates enterprise-grade Azure Cosmos DB bulk insert with complete example showcasing best practices for large-scale document insertion with vector embeddings. + +### Features Demonstrated: +- Passwordless authentication with Managed Identity +- High cardinality partition key configuration for optimal distribution +- Vector document handling (~310 RU per document with 1536-dimensional embeddings) +- Comprehensive RU scaling guidance and recommendations +- Real-time performance monitoring and throttling detection +- Azure best practices for production workloads + +### Vector Workload Specifics: +- Documents contain text-embedding-ada-002 embeddings (1536 dimensions) +- Each document consumes ~310 RU due to size and complexity +- Requires careful RU provisioning and parallelism tuning +- Benefits from Dynamic Autoscale and high RU provisioning during ingestion + +### Production Recommendations: +- Use Dynamic Autoscale with max 15,000+ RU/s for vector workloads +- Enable Throughput Buckets for burst capacity handling +- Monitor with Azure Application Insights for comprehensive observability +- Implement proper retry policies and exponential backoff strategies + +## Database and Container Management + +### Ensuring Resources Exist (`ensureDatabaseAndContainer`) + +Creates database and container resources if they don't exist, with proper partition key configuration for large-scale insert operations. Provides comprehensive error handling and guidance for manual resource creation. + +**Key features:** +- Automatic database and container creation with proper partition key setup +- Validation of partition key configuration (cannot be changed after creation) +- Comprehensive error messages with Azure CLI commands for manual setup +- Best practices guidance for partition key selection +- Support for high cardinality partition keys required for vector workloads + +**IMPORTANT:** Partition key cannot be changed after container creation. Ensure the partition key provides good distribution for your data and query patterns. + +## Circuit Breaker Implementation (Educational) + +**IMPORTANT:** This is a custom implementation for educational purposes. + +For production workloads, consider using Azure Cosmos DB's native throughput management: +- **Throughput Buckets (Preview):** https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet +- **Dynamic Autoscale:** Automatically adjusts RU/s based on demand +- **Request rate limiting:** Handled by the SDK with built-in retry policies + +### Preferred Approach for RU/Workload Resource Contention Control: +1. Use Dynamic Autoscale with appropriate max RU/s limits +2. Configure Throughput Buckets (when available) for fine-grained control +3. Let the Azure Cosmos DB SDK handle retry logic and backoff + +## Azure Best Practices for Production + +### Recommended Azure Features: +- **Dynamic Autoscale:** Automatic RU/s scaling based on demand (10% to 100% of max) +- **Throughput Buckets (Preview):** Fine-grained RU/workload burst control +- **Azure Monitor integration:** For comprehensive observability +- **Managed Identity authentication:** For secure, passwordless connections + +### RU Scaling Strategies: + +#### 1. Dynamic Autoscale (Recommended): +- Enable autoscale with appropriate max RU/s (e.g., 15,000 RU/s) +- Automatically scales from 10% to 100% based on demand +- Handles traffic spikes without manual intervention +- Scales down during low activity to reduce costs + +#### 2. Manual Provisioned Throughput: +- Scale UP RU/s before bulk insert operations +- Monitor RU consumption and 429 throttling errors +- Scale DOWN after bulk operations complete +- Good for predictable batch processing workloads + +#### 3. Throughput Buckets (Preview): +- Fine-grained control over RU bursting behavior +- Handle short-term traffic spikes beyond provisioned capacity +- Ideal for workloads with occasional bulk operations + +#### 4. Physical Partition Optimization: +- Each partition handles maximum 10,000 RU/s +- Higher RU/s = more partitions = better insert parallelism +- Use high cardinality partition keys for even distribution +- Current setup: partition key enables good distribution + +## Troubleshooting + +### Throttling Detection (429 errors) +When 429 errors are detected, the system provides scaling recommendations: +- Increase provisioned RU/s or enable Dynamic Autoscale +- Consider using Throughput Buckets for burst capacity +- Reduce parallelism (maxConcurrency) or batch size +- Verify partition key has high cardinality for even distribution + +### Performance Monitoring +The system provides real-time insights: +- RU consumption rate (RU/s and RU/min) +- Scaling recommendations based on consumption patterns +- Physical partitions analysis for optimization +- Error breakdown and frequency analysis + +## Links and References + +- [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) +- [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) +- [Azure Cosmos DB Partitioning Overview](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) +- [Common Azure Cosmos DB REST Response Headers](https://learn.microsoft.com/en-us/rest/api/cosmos-db/common-cosmosdb-rest-response-headers) \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/cosmos-operations.ts b/nosql-vector-search-typescript/src/cosmos-operations.ts new file mode 100644 index 0000000..b6bbc2d --- /dev/null +++ b/nosql-vector-search-typescript/src/cosmos-operations.ts @@ -0,0 +1,653 @@ +/** + * Azure Cosmos DB Operations Module + * + * This module contains all Cosmos DB specific operations including: + * - Client creation and authentication + * - Error parsing and handling + * - Document validation and preparation + * - Resilient bulk insert operations with retry logic + * - Database and container management + * - Circuit breaker implementation for educational purposes + */ +import { Container, CosmosClient } from '@azure/cosmos'; +import { AzureOpenAI } from "openai"; +import { DefaultAzureCredential, getBearerTokenProvider } from "@azure/identity"; +import { v4 as uuidv4 } from 'uuid'; +import { MetricsCollector, Logger } from './metrics.js'; +import { + InsertConfig, + DEFAULT_INSERT_CONFIG, + CircuitBreakerOptions, + FailedDocument, + ErrorDetails, + InsertResult, + JsonData +} from './interfaces.js'; + +// ------------------------------------------- +// Client Creation Functions +// ------------------------------------------- + +export function getClients(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { + let aiClient: AzureOpenAI | null = null; + let dbClient: CosmosClient | null = null; + + const apiKey = process.env.AZURE_OPENAI_EMBEDDING_KEY!; + const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; + const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; + const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; + + if (apiKey && apiVersion && endpoint && deployment) { + aiClient = new AzureOpenAI({ + apiKey, + apiVersion, + endpoint, + deployment + }); + } + + // Cosmos DB connection string or endpoint/key + // You may need to use endpoint and key separately for CosmosClient + const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; + const cosmosKey = process.env.COSMOS_KEY!; + + if (cosmosEndpoint && cosmosKey) { + dbClient = new CosmosClient({ endpoint: cosmosEndpoint, key: cosmosKey }); + } + + return { aiClient, dbClient }; +} + +/** + * Get Azure OpenAI and Cosmos DB clients using passwordless authentication (managed identity) + * This function uses DefaultAzureCredential for authentication instead of API keys + * + * @returns Object containing AzureOpenAI and CosmosClient instances or null if configuration is missing + */ +export function getClientsPasswordless(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { + let aiClient: AzureOpenAI | null = null; + let dbClient: CosmosClient | null = null; + + // For Azure OpenAI with DefaultAzureCredential + const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; + const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; + const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; + + if (apiVersion && endpoint && deployment) { + const credential = new DefaultAzureCredential(); + const scope = "https://cognitiveservices.azure.com/.default"; + const azureADTokenProvider = getBearerTokenProvider(credential, scope); + aiClient = new AzureOpenAI({ + apiVersion, + endpoint, + deployment, + azureADTokenProvider + }); + } + + // For Cosmos DB with DefaultAzureCredential + const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; + + if (cosmosEndpoint) { + const credential = new DefaultAzureCredential(); + + dbClient = new CosmosClient({ + endpoint: cosmosEndpoint, + aadCredentials: credential // Use DefaultAzureCredential instead of key + }); + } + + return { aiClient, dbClient }; +} + +/** + * Retry Resiliency implementation for Azure Cosmos DB operations + * + * Handles scenarios where Azure SDK doesn't provide automatic retry: + * - 403 Forbidden: Transient auth token issues (per Azure guidance: "Optional" retry) + * - Custom business logic failures that may be transient + * - Application-level circuit breaking for cascading failure prevention + * + * This complements Azure Cosmos DB SDK's built-in retry for: + * - 408 Request Timeout, 410 Gone, 429 Rate Limiting, 449 Retry With, 503 Service Unavailable + * + * Based on official Azure Cosmos DB NoSQL retry guidance documentation. + */ +export class RetryResiliency { + private state: 'CLOSED' | 'OPEN' | 'HALF_OPEN' = 'CLOSED'; + private failureCount = 0; + private lastFailureTime = 0; + private readonly options: CircuitBreakerOptions; + private readonly failures: boolean[] = []; + + constructor(options: CircuitBreakerOptions) { + this.options = options; + // Initialize failures array with falses (no failures) + this.failures = Array(options.rollingWindowSize).fill(false); + } + + /** + * Record a successful operation + */ + public recordSuccess(): void { + // Add success (false) to the rolling window + this.failures.shift(); + this.failures.push(false); + + // If we're in HALF_OPEN and get a success, close the circuit + if (this.state === 'HALF_OPEN') { + this.state = 'CLOSED'; + this.failureCount = 0; + } + } + + /** + * Record a failed operation + */ + public recordFailure(): void { + this.lastFailureTime = Date.now(); + + // Add failure (true) to the rolling window + this.failures.shift(); + this.failures.push(true); + + // Count failures in the rolling window + this.failureCount = this.failures.filter(f => f).length; + + // Open circuit if failure threshold exceeded + if (this.state === 'CLOSED' && this.failureCount >= this.options.failureThreshold) { + this.state = 'OPEN'; + } else if (this.state === 'HALF_OPEN') { + this.state = 'OPEN'; + } + } + + /** + * Check if circuit is open + */ + public isOpen(): boolean { + if (this.state === 'CLOSED') { + return false; + } + + // Check if circuit should transition to HALF_OPEN + if (this.state === 'OPEN' && Date.now() - this.lastFailureTime >= this.options.resetTimeout) { + this.state = 'HALF_OPEN'; + return false; + } + + return this.state === 'OPEN'; + } + + /** + * Get the current state + */ + public getState(): string { + return this.state; + } + + /** + * Get the failure count + */ + public getFailureCount(): number { + return this.failureCount; + } + + /** + * Get reset timeout + */ + public get resetTimeout(): number { + return this.options.resetTimeout; + } +} + +// ------------------------------------------- +// Error Handling Functions +// ------------------------------------------- + +/** + * Parse Azure Cosmos DB errors into structured format + */ +export function parseCosmosError(error: any): ErrorDetails { + // Default values + let code = 'UNKNOWN'; + let message = 'Unknown error'; + let retryable = false; + let retryAfterMs: number | undefined; + + try { + // Azure Cosmos DB SDK error structure parsing + if (error.code) { + code = error.code; + } else if (error.statusCode) { + code = error.statusCode; + } else if (error.status) { + code = error.status; + } else if (error.headers && error.headers['x-ms-substatus']) { + // Handle Cosmos DB sub-status codes + code = error.headers['x-ms-substatus']; + } + + // Convert code to string for consistency + code = code.toString(); + + // Extract retry-after header for 429 errors + if (code === '429' && error.headers) { + // Azure Cosmos DB returns retry-after time in x-ms-retry-after-ms header + const retryAfterHeader = error.headers['x-ms-retry-after-ms'] || + error.headers['retry-after-ms'] || + error.headers['Retry-After']; + + if (retryAfterHeader) { + const parsedRetryAfter = parseInt(retryAfterHeader.toString(), 10); + if (!isNaN(parsedRetryAfter)) { + retryAfterMs = parsedRetryAfter; + } + } + } + + // Extract message with priority for more specific error details + if (error.body && error.body.message) { + message = error.body.message; + } else if (error.message) { + message = error.message; + } else if (error.body && typeof error.body === 'string') { + message = error.body; + } + + // Add additional context for common Azure Cosmos DB errors + if (code === '429') { + message += retryAfterMs + ? ` (Rate limiting - retry after ${retryAfterMs}ms)` + : ' (Rate limiting - consider increasing RU/s or using backoff)'; + } else if (code === '449') { + message += ' (Retry with - temporary resource constraint)'; + } else if (code === '503') { + message += ' (Service temporarily unavailable)'; + } + + // Determine if the error is retryable using our enhanced logic + retryable = isRetryableError(code); + } catch (e) { + // Fallback for unparseable errors + message = 'Error parsing exception: ' + String(e); + } + + return { + code, + message, + retryable, + retryAfterMs, + raw: error + }; +} + +/** + * Check if an error requires custom retry logic based on Azure Cosmos DB NoSQL official guidance + * Note: SDK automatically retries 408, 410, 429, 449, 503 - only add custom retry where needed + */ +export function isRetryableError(errorCode: number | string): boolean { + const code = errorCode.toString(); + + // Based on Azure Cosmos DB NoSQL official guidance: + // Only retry errors where "Should add retry = Yes" AND "SDKs retry = No" + + // 403 is the main case where we should add custom retry (marked as "Optional") + // Only retry for transient auth issues, not for actual authorization failures + const customRetryableCodes = [ + '403' // Forbidden - Optional retry only for transient auth issues + ]; + + // These are handled by SDK automatically (SDKs retry = Yes) + // We don't need to add custom retry logic for these + const sdkHandledCodes = [ + '408', // Request Timeout - SDK handles this + '410', // Gone - SDK handles this + '429', // Too Many Requests - SDK handles this with x-ms-retry-after-ms + '449', // Retry With - SDK handles this + '503' // Service Unavailable - SDK handles this + ]; + + // Non-retryable errors (per Azure guidance: "Should add retry = No") + const nonRetryableCodes = [ + '400', // Bad Request + '401', // Not authorized + '404', // Resource not found + '409', // Conflict failure (ID/partition key taken or unique constraint violated) + '412', // Precondition failure (eTag mismatch - optimistic concurrency) + '413', // Request entity too large + '500' // Unexpected service error + ]; + + // Don't retry non-retryable errors + if (nonRetryableCodes.includes(code)) { + return false; + } + + // Only add custom retry for codes not handled by SDK + return customRetryableCodes.includes(code); +} + +// ------------------------------------------- +// Document Operations +// ------------------------------------------- + +/** + * Generate a unique operation ID for a document + */ +export function generateOperationId(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField): string { + const baseId = doc[idField] || uuidv4(); + return `${baseId}-${Date.now()}-${Math.random().toString(36).substr(2, 9)}`; +} + +/** + * Validate a document before insertion + */ +export function validateDocument(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField, schema?: Record): boolean { + // Basic validation - document must be an object + if (!doc || typeof doc !== 'object' || Array.isArray(doc)) { + return false; + } + + // Ensure document has an ID field or can generate one + if (!doc[idField]) { + // Allow documents without explicit ID as we can generate one + doc[idField] = uuidv4(); + } + + // Optional schema validation + if (schema) { + // Basic schema validation - could be enhanced with more sophisticated validation + for (const [key, expectedType] of Object.entries(schema)) { + if (doc[key] && typeof doc[key] !== expectedType) { + return false; + } + } + } + + return true; +} + +// ------------------------------------------- +// Utility Functions +// ------------------------------------------- + +/** + * Delay function for exponential backoff + */ +async function delay(ms: number): Promise { + return new Promise(resolve => setTimeout(resolve, ms)); +} + +// ------------------------------------------- +// Core Insert Operations +// ------------------------------------------- + +/** + * Resilient bulk insert with comprehensive error handling and retry logic + */ +export async function resilientInsert( + container: Container, + data: JsonData[], + configOptions: Partial = {} +): Promise { + // Merge provided config with defaults + const config: InsertConfig = { + ...DEFAULT_INSERT_CONFIG, + ...configOptions, + circuitBreakerOptions: { + ...DEFAULT_INSERT_CONFIG.circuitBreakerOptions, + ...(configOptions.circuitBreakerOptions || {}) + } + }; + + const logger = new Logger(config.correlationId); + const metrics = new MetricsCollector(); + const retryResiliency = new RetryResiliency(config.circuitBreakerOptions); + + logger.info('Starting resilient insert operation', { + documentCount: data.length, + batchSize: config.batchSize + }); + + // NOTE: Retry resiliency for handling errors not covered by Azure SDK's built-in retry logic. + + let inserted = 0, failed = 0, retried = 0; + const failedDocs: FailedDocument[] = []; + const totalBatches = Math.ceil(data.length / config.batchSize); + + // Process in batches to manage memory and allow progress tracking + for (let i = 0; i < totalBatches; i++) { + // Check retry resiliency before proceeding + if (retryResiliency.isOpen()) { + logger.warn('Retry resiliency circuit open, pausing operations', { + failureCount: retryResiliency.getFailureCount(), + state: retryResiliency.getState() + }); + + await delay(retryResiliency.resetTimeout); + + if (retryResiliency.isOpen()) { + logger.error('Service degraded, retry resiliency circuit still open after wait', { + failureCount: retryResiliency.getFailureCount(), + state: retryResiliency.getState() + }); + + throw new Error('Service degraded, retry resiliency circuit still open after wait period'); + } + } + + const start = i * config.batchSize; + const end = Math.min(start + config.batchSize, data.length); + const batch = data.slice(start, end); + + logger.info(`Processing batch ${i + 1}/${totalBatches}`, { + batchSize: batch.length, + totalProcessed: start + }); + + // Validate documents before attempting insertion + const validDocs = batch.filter(doc => { + if (!validateDocument(doc, config.idField, config.schema)) { + logger.warn('Document validation failed', { doc }); + failed++; + if (config.returnFailedDocs) { + failedDocs.push({ + document: doc, + error: { code: 'VALIDATION_ERROR', message: 'Document validation failed', retryable: false }, + attempts: 0 + }); + } + return false; + } + return true; + }); + + // Process each document in the batch with simplified retry logic + const batchPromises = validDocs.map(async (doc) => { + let customRetries = 0; + const MAX_CUSTOM_RETRIES = 2; // Only for 403 Forbidden scenarios + let lastError: ErrorDetails | null = null; + + while (customRetries <= MAX_CUSTOM_RETRIES) { + try { + const startTime = Date.now(); + + // Prepare document with operation ID for idempotency + const docToInsert = { ...doc }; + if (config.idempotencyEnabled && !docToInsert.operationId) { + docToInsert.operationId = generateOperationId(doc, config.idField); + } + + // Perform the insert operation with timeout + // SDK automatically handles retries for: 408, 410, 429, 449, 503 + const insertPromise = container.items.create(docToInsert); + const timeoutPromise = new Promise((_, reject) => { + setTimeout(() => reject(new Error('Operation timeout')), config.bulkInsertTimeoutMs); + }); + + const result = await Promise.race([insertPromise, timeoutPromise]) as any; + const latency = Date.now() - startTime; + + // Record successful operation metrics + metrics.recordRUs(result.requestCharge || 0); + metrics.recordLatency(latency); + retryResiliency.recordSuccess(); + + inserted++; + return { success: true, doc, result }; + + } catch (error: any) { + const errorDetails = parseCosmosError(error); + lastError = errorDetails; + + metrics.recordError(errorDetails.code); + retryResiliency.recordFailure(); + + logger.warn(`Insert attempt ${customRetries + 1} failed`, { + docId: doc[config.idField], + error: errorDetails.message, + code: errorDetails.code + }); + + // Only retry 403 Forbidden if it might be transient auth issue + if (errorDetails.code === '403' && customRetries < MAX_CUSTOM_RETRIES) { + customRetries++; + retried++; + + // Short delay for auth token refresh scenarios + const shortDelay = 500 * customRetries; + logger.debug(`Retrying 403 error after ${shortDelay}ms`, { + docId: doc[config.idField], + attempt: customRetries + 1 + }); + + await delay(shortDelay); + continue; + } + + // All other errors: either handled by SDK already, or not retryable + // SDK already exhausted retries for 408, 410, 429, 449, 503 + break; + } + } + + // Document failed after all retries + failed++; + if (config.returnFailedDocs && lastError) { + failedDocs.push({ + document: doc, + error: lastError, + attempts: customRetries + 1 // Total attempts made + }); + } + + return { success: false, doc, error: lastError }; + }); + + // Wait for all documents in the batch to complete + await Promise.allSettled(batchPromises); + } + + const result: InsertResult = { + total: data.length, + inserted, + failed, + retried, + failedDocuments: config.returnFailedDocs ? failedDocs : undefined, + metrics: metrics.getSummary(), + metricsCollector: metrics + }; + + logger.info('Resilient insert operation completed', { + inserted: result.inserted, + failed: result.failed, + retried: result.retried, + totalRUs: result.metrics.totalRu, + durationMs: result.metrics.totalDurationMs + }); + + return result; +} + +/** + * Simple batch insert function for basic Cosmos DB operations + * This is a basic implementation - for production use resilientInsert() instead + */ +export async function insertData(config: any, container: Container, data: JsonData[]): Promise<{ total: number; inserted: number; failed: number }> { + // Cosmos DB uses containers instead of collections + // Insert documents in batches + console.log(`Processing in batches of ${config.batchSize}...`); + const totalBatches = Math.ceil(data.length / config.batchSize); + + let inserted = 0; + let failed = 0; + // Cosmos DB does not support bulk insert natively in SDK, but you can use stored procedures or loop + // Here we use a simple loop for demonstration + for (let i = 0; i < totalBatches; i++) { + const start = i * config.batchSize; + const end = Math.min(start + config.batchSize, data.length); + const batch = data.slice(start, end); + for (const doc of batch) { + try { + await container.items.create(doc); + inserted++; + } catch (error) { + console.error(`Error inserting document:`, error); + failed++; + } + } + // Small pause between batches to reduce resource contention + if (i < totalBatches - 1) { + await new Promise(resolve => setTimeout(resolve, 100)); + } + } + // Index creation is handled by indexing policy in Cosmos DB, not programmatically per field + //TBD: If custom indexing policy is needed, update container indexing policy via SDK or portal + return { total: data.length, inserted, failed }; +} + +/** + * Ensure Azure Cosmos DB database and container exist with proper partition key configuration + */ +export async function ensureDatabaseAndContainer( + client: any, + databaseName: string, + containerName: string, + partitionKeyPath: string +): Promise<{ database: any, container: any }> { + try { + console.log(`Ensuring database ${databaseName} exists...`); + const { database } = await client.databases.createIfNotExists({ id: databaseName }); + console.log(`Database ${databaseName} ensured.`); + + console.log(`Ensuring container ${containerName} exists with partition key ${partitionKeyPath}...`); + + // IMPORTANT: Partition key cannot be changed after container creation + const { container } = await database.containers.createIfNotExists({ + id: containerName, + partitionKey: { paths: [partitionKeyPath] } + }); + + console.log(`Container ${containerName} ensured.`); + console.log(`PARTITION KEY SET TO: ${partitionKeyPath}`); + console.log(`Remember: Partition key cannot be changed after container creation!`); + + return { database, container }; + } catch (error: any) { + console.error(`\nERROR: Cannot access database or container. Please ensure they exist.`); + console.error(`Error details: ${error.message}\n`); + console.error(`IMPORTANT: You need to create the database and container manually before running this script:\n`); + console.error(`1. Database name: ${databaseName}`); + console.error(`2. Container name: ${containerName} `); + console.error(`3. Partition key: ${partitionKeyPath}\n`); + console.error(`You can create these resources through:`); + console.error(`- Azure Portal: https://portal.azure.com`); + console.error(`- Azure CLI: `); + console.error(` az cosmosdb sql database create --account-name --name ${databaseName} --resource-group `); + console.error(` az cosmosdb sql container create --account-name --database-name ${databaseName} --name ${containerName} --partition-key-path ${partitionKeyPath} --resource-group \n`); + console.error(`The account you're using doesn't have permission to create these resources programmatically.`); + + throw error; + } +} \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/create-embeddings.ts b/nosql-vector-search-typescript/src/create-embeddings.ts index 42f9d5b..2dced88 100644 --- a/nosql-vector-search-typescript/src/create-embeddings.ts +++ b/nosql-vector-search-typescript/src/create-embeddings.ts @@ -39,39 +39,175 @@ export async function createEmbeddings(client: AzureOpenAI, model: string, input return response.data; } +/** + * Configuration options for embedding processing + */ +export interface EmbeddingConfig { + /** Field name to embed. If null/undefined, entire document will be embedded */ + fieldToEmbed?: string; + /** Name of the new field where embeddings will be stored */ + newEmbeddedField: string; + /** Maximum number of items to process */ + maxEmbeddings?: number; + /** Fields to exclude when embedding entire document */ + excludeFields?: string[]; + /** Custom separator for joining document fields (default: " ") */ + fieldSeparator?: string; + /** Whether to include field names in document embedding (default: false) */ + includeFieldNames?: boolean; +} + +/** + * Extract text content from a document for embedding + */ +function extractTextFromDocument( + item: T, + fieldToEmbed?: string, + excludeFields: string[] = [], + fieldSeparator: string = " ", + includeFieldNames: boolean = false +): string { + // If specific field is requested, extract only that field + if (fieldToEmbed) { + const fieldValue = (item as any)[fieldToEmbed]; + if (!fieldValue) { + console.warn(`Item is missing the field to embed: ${fieldToEmbed}`); + return ""; // Provide a fallback value to prevent API errors + } + return String(fieldValue); + } + + // Embed entire document + if (!item || typeof item !== 'object') { + return String(item || ""); + } + + const textParts: string[] = []; + const itemObj = item as Record; + + // Default fields to exclude for document embedding + const defaultExcludeFields = ['id', '_id', 'embedding', 'embeddings', 'vector', 'vectors']; + const fieldsToExclude = [...defaultExcludeFields, ...excludeFields]; + + Object.entries(itemObj).forEach(([key, value]) => { + // Skip excluded fields + if (fieldsToExclude.includes(key)) { + return; + } + + // Skip null, undefined, or empty values + if (value == null || value === "") { + return; + } + + // Convert value to string + let textValue: string; + if (typeof value === 'object') { + // For objects/arrays, stringify them + textValue = JSON.stringify(value); + } else { + textValue = String(value); + } + + // Add to text parts with optional field name + if (includeFieldNames) { + textParts.push(`${key}: ${textValue}`); + } else { + textParts.push(textValue); + } + }); + + return textParts.join(fieldSeparator); +} + +/** + * Prepare batch of texts for embedding + */ +function prepareBatchTexts( + batchItems: T[], + config: EmbeddingConfig +): string[] { + return batchItems.map(item => extractTextFromDocument( + item, + config.fieldToEmbed, + config.excludeFields, + config.fieldSeparator, + config.includeFieldNames + )); +} + export async function processEmbeddingBatch( client: AzureOpenAI, model: string, - fieldToEmbed: string, + fieldToEmbed: string | null | undefined, newEmbeddedField: string, maxEmbeddings: number, items: T[] +): Promise; +export async function processEmbeddingBatch( + client: AzureOpenAI, + model: string, + config: EmbeddingConfig, + items: T[] +): Promise; + +export async function processEmbeddingBatch( + client: AzureOpenAI, + model: string, + fieldToEmbedOrConfig: string | null | undefined | EmbeddingConfig, + newEmbeddedFieldOrItems: string | T[], + maxEmbeddingsOrUndefined?: number, + itemsOrUndefined?: T[] ): Promise { + // Handle overloaded function signatures + let config: EmbeddingConfig; + let items: T[]; + + if (Array.isArray(newEmbeddedFieldOrItems)) { + // New signature: processEmbeddingBatch(client, model, config, items) + config = fieldToEmbedOrConfig as EmbeddingConfig; + items = newEmbeddedFieldOrItems; + } else { + // Legacy signature: processEmbeddingBatch(client, model, fieldToEmbed, newEmbeddedField, maxEmbeddings, items) + const fieldToEmbed = fieldToEmbedOrConfig as string | null | undefined; + const newEmbeddedField = newEmbeddedFieldOrItems as string; + const maxEmbeddings = maxEmbeddingsOrUndefined; + items = itemsOrUndefined!; + + config = { + fieldToEmbed: fieldToEmbed || undefined, + newEmbeddedField, + maxEmbeddings + }; + } + + // Validation if (!Array.isArray(items) || items.length === 0) { throw new Error("Items must be a non-empty array"); } - if (!fieldToEmbed) { - throw new Error("Field to embed must be specified"); + if (!config.newEmbeddedField) { + throw new Error("New embedded field name must be specified"); } const itemsWithEmbeddings: T[] = []; - maxEmbeddings = maxEmbeddings || items.length; + const maxItems = Math.min(config.maxEmbeddings || items.length, items.length); + + const embeddingMode = config.fieldToEmbed ? `field '${config.fieldToEmbed}'` : 'entire document'; + console.log(`Processing ${maxItems} items for embedding (${embeddingMode})`); + + if (!config.fieldToEmbed) { + console.log(`Excluding fields: ${['id', '_id', 'embedding', 'embeddings', 'vector', 'vectors', ...(config.excludeFields || [])].join(', ')}`); + } // Process in batches to avoid rate limits and memory issues - for (let i = 0; i < maxEmbeddings; i += batchSize) { - const batchEnd = Math.min(i + batchSize, items.length); - console.log(`Processing batch: ${i} to ${batchEnd - 1} (of ${items.length} items)`); + for (let i = 0; i < maxItems; i += batchSize) { + const batchEnd = Math.min(i + batchSize, maxItems); + console.log(`Processing batch: ${i} to ${batchEnd - 1} (of ${maxItems} items)`); const batchItems = items.slice(i, batchEnd); - const textsToEmbed = batchItems.map(item => { - if (!item[fieldToEmbed]) { - console.warn(`Item is missing the field to embed: ${fieldToEmbed}`); - return ""; // Provide a fallback value to prevent API errors - } - return item[fieldToEmbed]; - }); + const textsToEmbed = prepareBatchTexts(batchItems, config); try { const embeddings = await createEmbeddings(client, model, textsToEmbed); @@ -80,13 +216,13 @@ export async function processEmbeddingBatch( const originalItem = batchItems[index]; const newItem = { ...originalItem, - [newEmbeddedField]: embeddingData.embedding + [config.newEmbeddedField]: embeddingData.embedding }; itemsWithEmbeddings.push(newItem); }); // Add a small delay between batches to avoid rate limiting - if (batchEnd < items.length) { + if (batchEnd < maxItems) { await delay(); } } catch (error) { @@ -98,30 +234,77 @@ export async function processEmbeddingBatch( return itemsWithEmbeddings; } +// Testing function to demonstrate both embedding modes +export async function testEmbeddingModes( + client: AzureOpenAI, + model: string, + sampleItems: any[] +): Promise { + console.log("Testing field-specific embedding..."); + + // Test field-specific embedding (legacy style) + const fieldEmbeddings = await processEmbeddingBatch( + client, + model, + "hotelName", // embed only the hotel name field + "nameEmbedding", + 3, + sampleItems + ); + + console.log(`Generated ${fieldEmbeddings.length} field-specific embeddings`); + + console.log("\nTesting full document embedding..."); + + // Test full document embedding (new config style) + const docEmbeddings = await processEmbeddingBatch( + client, + model, + { + // No fieldToEmbed specified = embed entire document + newEmbeddedField: "documentEmbedding", + maxEmbeddings: 3, + excludeFields: ["hotelId", "category"], // custom exclusions + fieldSeparator: " | ", + includeFieldNames: true + }, + sampleItems + ); + + console.log(`Generated ${docEmbeddings.length} full document embeddings`); +} -try { +// Main execution function +async function main(): Promise { + try { + const { aiClient } = getClientsPasswordless(); - const { aiClient } = getClientsPasswordless(); + if (!aiClient) { + throw new Error('OpenAI client is not configured properly. Please check your environment variables.'); + } - if (!aiClient) { - throw new Error('OpenAI client is not configured properly. Please check your environment variables.'); - } + const data = await readFileReturnJson(path.join(__dirname, "..", dataWithoutVectors!)); + const model = deployment; + const maxEmbeddings = data.length; - const data = await readFileReturnJson(path.join(__dirname, "..", dataWithoutVectors!)); - const model = deployment; - const maxEmbeddings = data.length; + const embeddings = await processEmbeddingBatch( + aiClient, + model, + fieldToEmbed, + newEmbeddedField, + maxEmbeddings, + data + ); - const embeddings = await processEmbeddingBatch( - aiClient, - model, - fieldToEmbed, - newEmbeddedField, - maxEmbeddings, - data - ); + await writeFileJson(path.join(__dirname, "..", dataWithVectors!), embeddings); - await writeFileJson(path.join(__dirname, "..", dataWithVectors!), embeddings); + } catch (error) { + console.error(`Failed to save embeddings to file: ${(error as Error).message}`); + process.exit(1); + } +} -} catch (error) { - console.error(`Failed to save embeddings to file: ${(error as Error).message}`); +// Only run main if this file is being executed directly +if (import.meta.url === `file://${process.argv[1]}`) { + main(); } \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/insert-at-scale.ts b/nosql-vector-search-typescript/src/insert-at-scale.ts index 6c24208..001b0fd 100644 --- a/nosql-vector-search-typescript/src/insert-at-scale.ts +++ b/nosql-vector-search-typescript/src/insert-at-scale.ts @@ -1,881 +1,80 @@ -/** - * Enterprise-grade resilient document insertion for Cosmos DB - * Implements robust retry logic, circuit breaker pattern, monitoring, and more - */ -import { Container } from '@azure/cosmos'; -import { v4 as uuidv4 } from 'uuid'; -import { JsonData, readFileReturnJson, getClientsPasswordless, calculateRUCost, estimateMonthlyRUCost } from './utils.js'; - -// ------------------------------------------- -// Type Definitions -// ------------------------------------------- - -/** - * Configuration options for resilient insert operations - */ -export interface InsertConfig { - /** Maximum batch size for document insertion */ - batchSize: number; - /** Maximum number of retry attempts for failed operations */ - maxRetries: number; - /** Base time in ms for exponential backoff calculation */ - baseBackoff: number; - /** Maximum backoff time in ms regardless of retry count */ - maxBackoff: number; - /** Unique ID for correlating logs across the operation */ - correlationId?: string; - /** Target RU utilization rate (0.0-1.0) to avoid throttling */ - targetRuUtilization: number; - /** Maximum parallel operations to run simultaneously */ - maxConcurrency: number; - /** Whether to enable idempotency tokens on documents */ - idempotencyEnabled: boolean; - /** Whether to return failed documents in results */ - returnFailedDocs: boolean; - /** Circuit breaker configuration */ - circuitBreakerOptions: CircuitBreakerOptions; - /** Optional document schema for validation */ - schema?: Record; - /** Name of the field to use as document ID */ - idField: string; - /** Path to the partition key field, e.g., '/HotelId' */ - partitionKeyPath: string; -} - -/** - * Default configuration with reasonable values - */ -export const DEFAULT_INSERT_CONFIG: InsertConfig = { - batchSize: 25, - maxRetries: 5, - baseBackoff: 100, - maxBackoff: 10000, - targetRuUtilization: 0.7, - maxConcurrency: 5, - idempotencyEnabled: true, - returnFailedDocs: true, - circuitBreakerOptions: { - failureThreshold: 10, - resetTimeout: 30000, - rollingWindowSize: 100 - }, - idField: 'HotelId', - partitionKeyPath: '/HotelId' -}; - -/** - * Circuit breaker configuration options - */ -export interface CircuitBreakerOptions { - /** Number of failures before opening the circuit */ - failureThreshold: number; - /** Time in ms to wait before attempting to reset the circuit */ - resetTimeout: number; - /** Size of the rolling window for failure tracking */ - rollingWindowSize: number; -} - -/** - * Information about a failed document insertion - */ -export interface FailedDocument { - /** The document that failed to insert */ - document: JsonData; - /** Error details */ - error: ErrorDetails; - /** Number of attempts made before failing */ - attempts: number; -} - -/** - * Structured error information - */ -export interface ErrorDetails { - /** Error code (e.g., 429, 503) */ - code: number | string; - /** Human-readable error message */ - message: string; - /** Whether this error is retryable */ - retryable: boolean; - /** The raw error object */ - raw?: any; -} - -/** - * Result of an insert operation - */ -export interface InsertResult { - /** Total number of documents processed */ - total: number; - /** Number of documents successfully inserted */ - inserted: number; - /** Number of documents that failed to insert */ - failed: number; - /** Number of retries performed */ - retried: number; - /** List of documents that failed to insert (if returnFailedDocs=true) */ - failedDocuments?: FailedDocument[]; - /** Performance metrics for the operation */ - metrics: OperationMetrics; - /** The metrics collector instance for advanced metrics and cost estimation */ - metricsCollector: MetricsCollector; -} - -/** - * Performance metrics for the operation - */ -export interface OperationMetrics { - /** Total RU consumption */ - totalRu: number; - /** Average RU per document */ - avgRuPerDoc: number; - /** Maximum RU per operation */ - maxRu: number; - /** Average latency in ms per document */ - avgLatencyMs: number; - /** Maximum latency in ms for any single operation */ - maxLatencyMs: number; - /** Error count by status code */ - errorCounts: Record; - /** Total duration of the operation in ms */ - totalDurationMs: number; -} - -/** - * Log levels for the logger - */ -export enum LogLevel { - DEBUG = 'DEBUG', - INFO = 'INFO', - WARN = 'WARN', - ERROR = 'ERROR' -} - -// ------------------------------------------- -// Helper Classes -// ------------------------------------------- - -/** - * Circuit breaker implementation to prevent cascading failures - */ -export class CircuitBreaker { - private state: 'CLOSED' | 'OPEN' | 'HALF_OPEN' = 'CLOSED'; - private failureCount = 0; - private lastFailureTime = 0; - private readonly options: CircuitBreakerOptions; - private readonly failures: boolean[] = []; - - constructor(options: CircuitBreakerOptions) { - this.options = options; - // Initialize failures array with falses (no failures) - this.failures = Array(options.rollingWindowSize).fill(false); - } - - /** - * Record a successful operation - */ - public recordSuccess(): void { - // Add success (false) to the rolling window - this.failures.shift(); - this.failures.push(false); - - // If we're in HALF_OPEN and get a success, close the circuit - if (this.state === 'HALF_OPEN') { - this.state = 'CLOSED'; - this.failureCount = 0; - } - } - - /** - * Record a failed operation - */ - public recordFailure(): void { - this.lastFailureTime = Date.now(); - - // Add failure (true) to the rolling window - this.failures.shift(); - this.failures.push(true); - - // Count failures in the current window - this.failureCount = this.failures.filter(f => f).length; - - // Check if we need to open the circuit - if (this.state === 'CLOSED' && this.failureCount >= this.options.failureThreshold) { - this.state = 'OPEN'; - } - } - - /** - * Check if the circuit is open (preventing operations) - */ - public isOpen(): boolean { - // If we're open but the reset timeout has passed, try half-open - if (this.state === 'OPEN' && - (Date.now() - this.lastFailureTime) > this.options.resetTimeout) { - this.state = 'HALF_OPEN'; - } - - return this.state === 'OPEN'; - } - - /** - * Get current failure count - */ - public getFailureCount(): number { - return this.failureCount; - } - - /** - * Get current circuit state - */ - public getState(): string { - return this.state; - } - - /** - * Reset the circuit breaker to closed state - */ - public reset(): void { - this.state = 'CLOSED'; - this.failureCount = 0; - this.failures.fill(false); - } - - /** - * Get the reset timeout in ms - */ - public get resetTimeout(): number { - return this.options.resetTimeout; - } -} - -/** - * Metrics collector for tracking performance - */ -export class MetricsCollector { - private ruValues: number[] = []; - private latencyValues: number[] = []; - private errorMap: Map = new Map(); - private startTime: number; - - constructor() { - this.startTime = Date.now(); - } - - /** - * Record the RU charge for an operation - */ - public recordRUs(requestCharge: number): void { - this.ruValues.push(requestCharge); - } - - /** - * Record the latency for an operation - */ - public recordLatency(latencyMs: number): void { - this.latencyValues.push(latencyMs); - } - - /** - * Record an error by its code - */ - public recordError(errorCode: number | string): void { - const code = errorCode.toString(); - this.errorMap.set(code, (this.errorMap.get(code) || 0) + 1); - } - - /** - * Get the current RU consumption rate - */ - public getCurrentRuConsumption(): number { - if (this.ruValues.length === 0) return 0; - - // Look at the last 10 operations or fewer if we have less - const recentValues = this.ruValues.slice(-10); - return recentValues.reduce((sum, val) => sum + val, 0) / recentValues.length; - } - - /** - * Get a summary of all metrics - */ - public getSummary(): OperationMetrics { - const totalRu = this.ruValues.reduce((sum, val) => sum + val, 0); - const avgRuPerDoc = this.ruValues.length > 0 ? totalRu / this.ruValues.length : 0; - const maxRu = this.ruValues.length > 0 ? Math.max(...this.ruValues) : 0; - - const totalLatency = this.latencyValues.reduce((sum, val) => sum + val, 0); - const avgLatencyMs = this.latencyValues.length > 0 ? totalLatency / this.latencyValues.length : 0; - const maxLatencyMs = this.latencyValues.length > 0 ? Math.max(...this.latencyValues) : 0; - - const errorCounts: Record = {}; - this.errorMap.forEach((count, code) => { - errorCounts[code] = count; - }); - - return { - totalRu, - avgRuPerDoc, - maxRu, - avgLatencyMs, - maxLatencyMs, - errorCounts, - totalDurationMs: Date.now() - this.startTime - }; - } - - /** - * Estimate cost for serverless operations based on RU consumption - * @returns Cost estimate details - */ - public estimateServerlessCost(options: { - serverlessPricePerMillionRUs?: number; - regionCount?: number; - } = {}) { - const { - serverlessPricePerMillionRUs = 0.008, - regionCount = 1 - } = options; - - const totalRUs = this.ruValues.reduce((sum, val) => sum + val, 0); - - return calculateRUCost({ - totalRUs, - isServerless: true, - serverlessPricePerMillionRUs, - regionCount - }); - } - - /** - * Estimate monthly cost based on current RU consumption pattern - * @returns Monthly cost projection - */ - public estimateMonthlyRUCost(options: { - isServerless?: boolean; - provisionedRUs?: number; - serverlessPricePerMillionRUs?: number; - provisionedPricePer100RUsHour?: number; - regionCount?: number; - } = {}) { - const totalRUs = this.ruValues.reduce((sum, val) => sum + val, 0); - const durationMs = Date.now() - this.startTime; - - return estimateMonthlyRUCost({ - currentTotalRUs: totalRUs, - durationMs, - ...options - }); - } -} - -/** - * Simple logger with correlation ID support - */ -export class Logger { - private readonly correlationId: string; - - constructor(correlationId?: string) { - this.correlationId = correlationId || uuidv4(); - } - - /** - * Log a debug message - */ - public debug(message: string, data?: any): void { - this.log(LogLevel.DEBUG, message, data); - } - - /** - * Log an info message - */ - public info(message: string, data?: any): void { - this.log(LogLevel.INFO, message, data); - } - - /** - * Log a warning message - */ - public warn(message: string, data?: any): void { - this.log(LogLevel.WARN, message, data); - } - - /** - * Log an error message - */ - public error(message: string, data?: any): void { - this.log(LogLevel.ERROR, message, data); - } - - /** - * Log a message with the given level - */ - private log(level: LogLevel, message: string, data?: any): void { - const timestamp = new Date().toISOString(); - const logData = { - timestamp, - level, - correlationId: this.correlationId, - message, - ...(data ? { data } : {}) - }; - - // In production, you might want to use a proper logging library - // or send logs to a centralized service - console.log(JSON.stringify(logData)); - } - - /** - * Get the correlation ID - */ - public getCorrelationId(): string { - return this.correlationId; - } -} - -// ------------------------------------------- -// Helper Functions -// ------------------------------------------- - -/** - * Create a logger instance - */ -function createLogger(correlationId?: string): Logger { - return new Logger(correlationId); -} - -/** - * Create a metrics collector - */ -function createMetricsCollector(): MetricsCollector { - return new MetricsCollector(); -} - -/** - * Parse a Cosmos DB error into a structured format - */ -function parseCosmosError(error: any): ErrorDetails { - // Default values - let code = 'UNKNOWN'; - let message = 'Unknown error'; - let retryable = false; - - try { - if (error.code) { - code = error.code; - } else if (error.statusCode) { - code = error.statusCode; - } else if (error.status) { - code = error.status; - } - - // Convert code to string for consistency - code = code.toString(); - - // Extract message - message = error.message || error.body?.message || 'Unknown error'; - - // Determine if the error is retryable - retryable = isRetryableError(code); - } catch (e) { - // Fallback for unparseable errors - message = 'Error parsing exception: ' + String(e); - } - - return { - code, - message, - retryable, - raw: error - }; -} - -/** - * Check if an error is retryable based on its code - */ -function isRetryableError(errorCode: number | string): boolean { - const code = errorCode.toString(); - - // Common retryable status codes - const retryableCodes = [ - '408', // Request Timeout - '429', // Too Many Requests - '500', // Internal Server Error - '503', // Service Unavailable - '1000', // Cross partition query error (sometimes temporary) - 'ServiceUnavailable', - 'TooManyRequests', - 'RequestTimeout' - ]; - - return retryableCodes.includes(code); -} - -/** - * Create a promise that resolves after the specified delay - */ -async function delay(ms: number): Promise { - return new Promise(resolve => setTimeout(resolve, ms)); -} - -/** - * Adaptive delay based on RU consumption to avoid throttling - */ -async function adaptiveDelay(currentRuConsumption: number, targetUtilization: number): Promise { - // This is a simplified version - in a real implementation, - // you'd want to consider your total provisioned RU/s and adjust accordingly - - // If we're consuming too many RUs, add some delay - if (currentRuConsumption > 0) { - // This formula is simplistic - a real implementation would be more sophisticated - const adjustmentFactor = Math.max(0, (currentRuConsumption - targetUtilization * 100) / 100); - const delayMs = Math.min(1000, Math.max(0, adjustmentFactor * 500)); - - if (delayMs > 0) { - await delay(delayMs); - } - } -} - -/** - * Generate a unique operation ID for idempotency - */ -function generateOperationId(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField): string { - // Use document ID if available, otherwise generate a new UUID - const baseId = doc[idField] || uuidv4(); - return `op-${baseId}-${Date.now()}`; -} - -/** - * Basic document validation - */ -function validateDocument(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField, schema?: Record): boolean { - // Check if document is valid JSON - if (!doc || typeof doc !== 'object') { - return false; - } - - // Check if document has an ID using the specified field - if (!doc[idField]) { - return false; - } - - // Check document size (Cosmos DB limit is 2MB) - const docSize = Buffer.from(JSON.stringify(doc)).length; - if (docSize > 2 * 1024 * 1024) { - return false; - } - - // If schema is provided, validate against it - if (schema) { - // This is a simplified schema validation - // In production, use a proper schema validation library - for (const [key, type] of Object.entries(schema)) { - if (typeof doc[key] !== type) { - return false; - } - } - } - - return true; -} - -// ------------------------------------------- -// Main Function -// ------------------------------------------- - -/** - * Insert data into Cosmos DB with enterprise-grade resilience - */ -export async function resilientInsert( - container: Container, - data: JsonData[], - configOptions: Partial = {} -): Promise { - // Merge provided config with defaults - const config: InsertConfig = { - ...DEFAULT_INSERT_CONFIG, - ...configOptions, - circuitBreakerOptions: { - ...DEFAULT_INSERT_CONFIG.circuitBreakerOptions, - ...(configOptions.circuitBreakerOptions || {}) - } - }; - - const logger = createLogger(config.correlationId); - const metrics = createMetricsCollector(); - const circuitBreaker = new CircuitBreaker(config.circuitBreakerOptions); - - logger.info('Starting resilient insert operation', { - documentCount: data.length, - batchSize: config.batchSize - }); - - let inserted = 0, failed = 0, retried = 0; - const failedDocs: FailedDocument[] = []; - const totalBatches = Math.ceil(data.length / config.batchSize); - - // Process in batches to manage memory and allow progress tracking - for (let i = 0; i < totalBatches; i++) { - // Check circuit breaker before proceeding - if (circuitBreaker.isOpen()) { - logger.warn('Circuit breaker open, pausing operations', { - failureCount: circuitBreaker.getFailureCount(), - state: circuitBreaker.getState() - }); - - await delay(circuitBreaker.resetTimeout); - - if (circuitBreaker.isOpen()) { - logger.error('Service degraded, circuit breaker still open after wait', { - failureCount: circuitBreaker.getFailureCount(), - state: circuitBreaker.getState() - }); - - throw new Error('Service degraded, circuit breaker still open after wait period'); - } - } - - const start = i * config.batchSize; - const end = Math.min(start + config.batchSize, data.length); - const batch = data.slice(start, end); - - logger.info(`Processing batch ${i + 1}/${totalBatches}`, { - batchSize: batch.length, - totalProcessed: start - }); - - // Validate documents before attempting insertion - const validBatch = batch.filter(doc => validateDocument(doc, config.idField, config.schema)); - - // Process valid documents with retry logic - for (const doc of validBatch) { - const startTime = Date.now(); - let attempts = 0; - let success = false; - let lastError: ErrorDetails | null = null; - - while (attempts < config.maxRetries && !success) { - try { - if (attempts > 0) { - // Exponential backoff with jitter for retries - const backoffTime = Math.min( - config.maxBackoff, - config.baseBackoff * Math.pow(2, attempts) * (0.5 + Math.random() * 0.5) - ); - - logger.debug(`Retry backoff for ${backoffTime}ms`, { - docId: doc[config.idField], - attempt: attempts + 1 - }); - - await delay(backoffTime); - retried++; - } - - attempts++; - - // Add idempotency token if configured - if (config.idempotencyEnabled && !doc._operationId) { - doc._operationId = generateOperationId(doc, config.idField); - } - - // Perform the actual document creation - const response = await container.items.create(doc); - - // Record metrics - metrics.recordRUs(response.requestCharge); - metrics.recordLatency(Date.now() - startTime); - - // Record success - circuitBreaker.recordSuccess(); - inserted++; - success = true; - - logger.debug('Document inserted successfully', { - docId: doc[config.idField], - requestCharge: response.requestCharge - }); - } catch (error) { - // Parse and record the error - lastError = parseCosmosError(error); - metrics.recordError(lastError.code); - circuitBreaker.recordFailure(); - - logger.warn(`Document insertion failed`, { - docId: doc[config.idField], - hotelId: doc.HotelId, // Added this line to specifically show HotelId - errorCode: lastError.code, - attempt: attempts, - retryable: lastError.retryable - }); - - // If not retryable or max retries reached, mark as failed - if (!lastError.retryable || attempts >= config.maxRetries) { - break; - } - } - } - - // If all attempts failed, record the failure - if (!success) { - failed++; - - failedDocs.push({ - document: doc, - error: lastError || { - code: 'MAX_RETRIES_EXCEEDED', - message: 'Document insertion failed after maximum retries', - retryable: false - }, - attempts - }); - - logger.error('Document insertion permanently failed', { - docId: doc[config.idField], - hotelId: doc.HotelId, // Added this line to specifically show HotelId - attempts, - errorCode: lastError?.code || 'UNKNOWN' - }); - } - } - - // Add adaptive delay between batches to avoid throttling - if (i < totalBatches - 1) { - await adaptiveDelay(metrics.getCurrentRuConsumption(), config.targetRuUtilization); - } - } - - // Prepare the final result - const result: InsertResult = { - total: data.length, - inserted, - failed, - retried, - metrics: metrics.getSummary(), - metricsCollector: metrics - }; - - // Only include failed documents if requested - if (config.returnFailedDocs && failedDocs.length > 0) { - result.failedDocuments = failedDocs; - } - - logger.info('Resilient insert operation completed', { - inserted, - failed, - retried, - totalRUs: result.metrics.totalRu, - durationMs: result.metrics.totalDurationMs - }); - - return result; -} - -/** - * Ensure database and container exist - */ -async function ensureDatabaseAndContainer( - client: any, - databaseName: string, - containerName: string, - partitionKeyPath: string -): Promise<{ database: any, container: any }> { - try { - console.log(`Ensuring database ${databaseName} exists...`); - const { database } = await client.databases.createIfNotExists({ id: databaseName }); - console.log(`Database ${databaseName} ensured.`); - - console.log(`Ensuring container ${containerName} exists with partition key ${partitionKeyPath}...`); - const { container } = await database.containers.createIfNotExists({ - id: containerName, - partitionKey: { paths: [partitionKeyPath] } - }); - console.log(`Container ${containerName} ensured.`); - - return { database, container }; - } catch (error: any) { - console.error(`\nERROR: Cannot access database or container. Please ensure they exist.`); - console.error(`Error details: ${error.message}\n`); - console.error(`IMPORTANT: You need to create the database and container manually before running this script:\n`); - console.error(`1. Database name: ${databaseName}`); - console.error(`2. Container name: ${containerName} `); - console.error(`3. Partition key: ${partitionKeyPath}\n`); - console.error(`You can create these resources through:`); - console.error(`- Azure Portal: https://portal.azure.com`); - console.error(`- Azure CLI: `); - console.error(` az cosmosdb sql database create --account-name --name ${databaseName} --resource-group `); - console.error(` az cosmosdb sql container create --account-name --database-name ${databaseName} --name ${containerName} --partition-key-path ${partitionKeyPath} --resource-group \n`); - console.error(`The account you're using doesn't have permission to create these resources programmatically.`); - - throw error; - } -} - -async function main() { - - // Create Cosmos client - const { dbClient: client } = getClientsPasswordless(); - - if (!client) { - throw new Error('Cosmos DB client is not configured properly. Please check your environment variables.'); - } - - // Database and container names - const databaseName = 'Hotels'; - const containerName = 'hotels-at-scale-2'; - const config = { - ...DEFAULT_INSERT_CONFIG, - batchSize: 50, - maxRetries: 3 - }; - - console.log(`Using database ${databaseName} and container ${containerName}...`); - console.log(`Using ID field: ${config.idField} and partition key path: ${config.partitionKeyPath}`); - - try { - // Ensure database and container exist - const { container } = await ensureDatabaseAndContainer( - client, - databaseName, - containerName, - config.partitionKeyPath - ); - - // Load data - const dataPath = process.env.DATA_FILE_WITH_VECTORS || '../../data/HotelsData_toCosmosDB_Vector.json'; - console.log(`Reading JSON file from ${dataPath}`); - const data = await readFileReturnJson(dataPath); - - // Insert with resilience - const result = await resilientInsert(container, data, config); - - // Show basic results - console.log(`\n-------- OPERATION RESULTS --------`); - console.log(`Inserted ${result.inserted} of ${result.total} documents`); - console.log(`Total RUs consumed: ${result.metrics.totalRu.toLocaleString()}`); - console.log(`Average RU per document: ${result.metrics.avgRuPerDoc.toFixed(2)}`); - - // Show immediate cost estimate - const serverlessCost = result.metricsCollector.estimateServerlessCost(); - console.log(`\n-------- CURRENT OPERATION COST --------`); - console.log(`COST OF THIS OPERATION: $${serverlessCost.estimatedCost.toFixed(6)}`); - console.log(`This is calculated as: ${result.metrics.totalRu.toLocaleString()} RUs Ć· 1,000,000 Ɨ $0.008 per million RUs`); - - // Show monthly projection with clear explanation - const monthlyEstimate = result.metricsCollector.estimateMonthlyRUCost({ - isServerless: true // Change to false if using provisioned throughput - }); - - console.log(`\n-------- PROJECTED MONTHLY COST --------`); - console.log(`ESTIMATED MONTHLY COST: $${monthlyEstimate.monthlyCost.toFixed(2)}`); - console.log(`This estimate is based on your current consumption rate of ${monthlyEstimate.details.currentRate.ruPerSecond} RU/s`); - console.log(`which would result in approximately ${(monthlyEstimate.projectedMonthlyRUs / 1_000_000).toFixed(2)} million RUs per month.`); - console.log(`The calculation extrapolates your current usage pattern over a 30-day period.`); - } catch (err: any) { - // The detailed error message is already handled in ensureDatabaseAndContainer - throw err; - } -} - -main().catch(console.error); - +/** + * Enterprise-grade resilient document insertion for Azure Cosmos DB + * + * For comprehensive documentation, see: ./docs/INSERT_AT_SCALE_GUIDE.md + * + * Key Features: Robust retry logic, RU scaling guidance, vector document support, + * performance monitoring, and Azure best practices implementation. + */ +import { JsonData, readFileReturnJson, getClientsPasswordless } from './utils.js'; +import { resilientInsert, ensureDatabaseAndContainer } from './cosmos-operations.js'; +import { DEFAULT_INSERT_CONFIG } from './interfaces.js'; + +/** + * Main execution function demonstrating Azure Cosmos DB bulk insert best practices + * See INSERT_AT_SCALE_GUIDE.md for comprehensive documentation + */ +async function main() { + + // Create Cosmos client as singleton per account and application + const { dbClient: client } = getClientsPasswordless(); + + if (!client) { + throw new Error('Cosmos DB client is not configured properly. Please check your environment variables.'); + } + + // Database and container names + const databaseName = 'Hotels'; + const containerName = 'hotels-at-scale-2'; + const config = { + ...DEFAULT_INSERT_CONFIG, + batchSize: 50, + maxRetries: 3, + maxConcurrency: -1 // Let client/SDK maximize parallelism + }; + + console.log(`Using database ${databaseName}, container ${containerName}`); + console.log(`Configuration: ${config.maxConcurrency} concurrency, ${config.batchSize} batch size`); + + try { + // Ensure database and container exist + const { container } = await ensureDatabaseAndContainer( + client, + databaseName, + containerName, + config.partitionKeyPath + ); + + // Load and insert data + const dataPath = process.env.DATA_FILE_WITH_VECTORS || '../../data/HotelsData_toCosmosDB_Vector.json'; + console.log(`Loading data from ${dataPath}...`); + const data = await readFileReturnJson(dataPath); + + console.log(`Starting insert of ${data.length} documents...`); + const result = await resilientInsert(container, data, config); + + // Show operation results + console.log(`\nāœ… Operation Complete:`); + console.log(` Inserted: ${result.inserted}/${result.total} documents`); + console.log(` Failed: ${result.failed}, Retries: ${result.retried}`); + console.log(` RU consumed: ${result.metrics.totalRu.toLocaleString()}`); + console.log(` Duration: ${(result.metrics.totalDurationMs / 1000).toFixed(1)}s`); + + // Show errors if any occurred + if (Object.keys(result.metrics.errorCounts).length > 0) { + console.log(`\nāš ļø Errors encountered:`); + for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { + console.log(` ${errorCode}: ${count} occurrences`); + } + if (result.metrics.errorCounts['429']) { + console.log(` šŸ“– See INSERT_AT_SCALE_GUIDE.md for throttling solutions`); + } + } + + console.log(`\nšŸ“– For detailed guidance, see INSERT_AT_SCALE_GUIDE.md`); + } catch (err: any) { + throw err; // Error details handled in ensureDatabaseAndContainer + } +} + +main().catch(console.error); \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/interfaces.ts b/nosql-vector-search-typescript/src/interfaces.ts new file mode 100644 index 0000000..a051cbd --- /dev/null +++ b/nosql-vector-search-typescript/src/interfaces.ts @@ -0,0 +1,149 @@ +/** + * Type definitions for Azure Cosmos DB bulk insert operations + * This file contains all interfaces and type definitions used across the insert-at-scale implementation + */ + +import type { MetricsCollector } from './metrics.js'; + +// Common type aliases +export type JsonData = Record; + +/** + * Configuration options for resilient insert operations + * See INSERT_AT_SCALE_GUIDE.md for detailed configuration guidance + */ +export interface InsertConfig { + /** Maximum batch size for document insertion */ + batchSize: number; + /** Unique ID for correlating logs across the operation */ + correlationId?: string; + /** Target RU utilization rate (0.0-1.0) to avoid throttling */ + targetRuUtilization: number; + /** Maximum parallel operations to run simultaneously. Set to -1 to let the client/SDK maximize parallelism automatically. */ + maxConcurrency: number; + /** Whether to enable idempotency tokens on documents */ + idempotencyEnabled: boolean; + /** Whether to return failed documents in results */ + returnFailedDocs: boolean; + /** Retry resiliency configuration for handling errors not covered by Azure SDK */ + circuitBreakerOptions: CircuitBreakerOptions; + /** Optional document schema for validation */ + schema?: Record; + /** Name of the field to use as document ID */ + idField: string; + /** Path to the partition key field, e.g., '/HotelId' - choose high cardinality fields for optimal distribution */ + partitionKeyPath: string; + /** Timeout for bulk insert operations in milliseconds */ + bulkInsertTimeoutMs: number; +} + +/** + * Retry resiliency configuration options + * Used for handling failures not covered by Azure Cosmos DB SDK's built-in retry logic + */ +export interface CircuitBreakerOptions { + /** Number of failures before opening the circuit to prevent cascading failures */ + failureThreshold: number; + /** Time in ms to wait before attempting to reset the circuit */ + resetTimeout: number; + /** Size of the rolling window for failure tracking */ + rollingWindowSize: number; +} + +/** + * Information about a failed document insertion + */ +export interface FailedDocument { + /** The document that failed to insert */ + document: JsonData; + /** Error details */ + error: ErrorDetails; + /** Number of attempts made before failing */ + attempts: number; +} + +/** + * Structured error information with Azure Cosmos DB specific details + */ +export interface ErrorDetails { + /** Error code (e.g., 429, 503) */ + code: number | string; + /** Human-readable error message */ + message: string; + /** Whether this error is retryable */ + retryable: boolean; + /** Retry-after time in milliseconds from x-ms-retry-after-ms header (for 429 errors) */ + retryAfterMs?: number; + /** The raw error object */ + raw?: any; +} + +/** + * Result of an insert operation + */ +export interface InsertResult { + /** Total number of documents processed */ + total: number; + /** Number of documents successfully inserted */ + inserted: number; + /** Number of documents that failed to insert */ + failed: number; + /** Number of retries performed */ + retried: number; + /** List of documents that failed to insert (if returnFailedDocs=true) */ + failedDocuments?: FailedDocument[]; + /** Performance metrics for the operation */ + metrics: OperationMetrics; + /** The metrics collector instance for advanced performance metrics */ + metricsCollector: MetricsCollector; +} + +/** + * Performance metrics for the operation + */ +export interface OperationMetrics { + /** Total RU consumption */ + totalRu: number; + /** Average RU per document */ + avgRuPerDoc: number; + /** Maximum RU per operation */ + maxRu: number; + /** Average latency in ms per document */ + avgLatencyMs: number; + /** Maximum latency in ms for any single operation */ + maxLatencyMs: number; + /** Error count by status code */ + errorCounts: Record; + /** Total duration of the operation in ms */ + totalDurationMs: number; +} + +/** + * Log levels for the logger + */ +export enum LogLevel { + DEBUG = 'DEBUG', + INFO = 'INFO', + WARN = 'WARN', + ERROR = 'ERROR' +} + +/** + * Default configuration with reasonable values for production use + * See INSERT_AT_SCALE_GUIDE.md for configuration optimization guidance + */ +export const DEFAULT_INSERT_CONFIG: InsertConfig = { + batchSize: 25, + targetRuUtilization: 0.7, + maxConcurrency: -1, // Let client/SDK maximize parallelism + idempotencyEnabled: true, + returnFailedDocs: true, + circuitBreakerOptions: { + failureThreshold: 10, + resetTimeout: 30000, + rollingWindowSize: 100 + }, + idField: 'HotelId', + partitionKeyPath: '/HotelId', + bulkInsertTimeoutMs: 60000 +}; \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/metrics.ts b/nosql-vector-search-typescript/src/metrics.ts new file mode 100644 index 0000000..8579dd9 --- /dev/null +++ b/nosql-vector-search-typescript/src/metrics.ts @@ -0,0 +1,186 @@ +/** + * Azure Cosmos DB Performance Monitoring and Metrics Collection + * + * This module provides comprehensive performance monitoring, RU consumption tracking, + * and operational metrics for Azure Cosmos DB bulk insert operations. + */ +import { v4 as uuidv4 } from 'uuid'; +import { OperationMetrics, LogLevel } from './interfaces.js'; + +/** + * Comprehensive metrics collector for Azure Cosmos DB performance tracking + */ +export class MetricsCollector { + private ruValues: number[] = []; + private latencyValues: number[] = []; + private errorMap: Map = new Map(); + private startTime: number; + + constructor() { + this.startTime = Date.now(); + } + + /** + * Record the RU charge for an operation + */ + public recordRUs(requestCharge: number): void { + this.ruValues.push(requestCharge); + } + + /** + * Record the latency for an operation + */ + public recordLatency(latencyMs: number): void { + this.latencyValues.push(latencyMs); + } + + /** + * Record an error by its code + */ + public recordError(errorCode: number | string): void { + const code = errorCode.toString(); + this.errorMap.set(code, (this.errorMap.get(code) || 0) + 1); + } + + /** + * Get the current RU consumption rate + */ + public getCurrentRuConsumption(): number { + if (this.ruValues.length === 0) return 0; + + // Look at the last 10 operations or fewer if we have less + const recentValues = this.ruValues.slice(-10); + return recentValues.reduce((sum, val) => sum + val, 0) / recentValues.length; + } + + /** + * Calculate RU consumption rate for scaling decisions + */ + public getRuConsumptionRate(): { ruPerSecond: number; ruPerMinute: number; scalingRecommendation: string } { + if (this.ruValues.length < 2) { + return { + ruPerSecond: 0, + ruPerMinute: 0, + scalingRecommendation: 'Insufficient data for scaling recommendation' + }; + } + + const durationMs = Date.now() - this.startTime; + const durationSeconds = durationMs / 1000; + const durationMinutes = durationMs / (1000 * 60); + const totalRu = this.ruValues.reduce((sum, val) => sum + val, 0); + + const ruPerSecond = durationSeconds > 0 ? totalRu / durationSeconds : 0; + const ruPerMinute = durationMinutes > 0 ? totalRu / durationMinutes : 0; + + // Provide scaling recommendations based on consumption patterns + let scalingRecommendation = ''; + if (ruPerSecond > 8000) { + scalingRecommendation = 'High RU/s consumption detected. Consider provisioning more RU/s or using Dynamic Autoscale.'; + } else if (ruPerSecond > 5000) { + scalingRecommendation = 'Moderate RU/s consumption. Monitor for 429 throttling errors.'; + } else if (ruPerSecond > 1000) { + scalingRecommendation = 'Normal RU/s consumption for bulk insert operations.'; + } else { + scalingRecommendation = 'Low RU/s consumption. Current provisioning appears sufficient.'; + } + + return { + ruPerSecond: Math.round(ruPerSecond), + ruPerMinute: Math.round(ruPerMinute), + scalingRecommendation + }; + } + + /** + * Get a summary of all metrics + */ + public getSummary(): OperationMetrics { + const totalRu = this.ruValues.reduce((sum, val) => sum + val, 0); + const avgRuPerDoc = this.ruValues.length > 0 ? totalRu / this.ruValues.length : 0; + const maxRu = this.ruValues.length > 0 ? Math.max(...this.ruValues) : 0; + + const totalLatency = this.latencyValues.reduce((sum, val) => sum + val, 0); + const avgLatencyMs = this.latencyValues.length > 0 ? totalLatency / this.latencyValues.length : 0; + const maxLatencyMs = this.latencyValues.length > 0 ? Math.max(...this.latencyValues) : 0; + + const errorCounts: Record = {}; + this.errorMap.forEach((count, code) => { + errorCounts[code] = count; + }); + + return { + totalRu, + avgRuPerDoc, + maxRu, + avgLatencyMs, + maxLatencyMs, + errorCounts, + totalDurationMs: Date.now() - this.startTime + }; + } +} + +/** + * Simple logger with correlation ID support for tracking operations + */ +export class Logger { + private readonly correlationId: string; + + constructor(correlationId?: string) { + this.correlationId = correlationId || uuidv4(); + } + + /** + * Log a debug message + */ + public debug(message: string, data?: any): void { + this.log(LogLevel.DEBUG, message, data); + } + + /** + * Log an info message + */ + public info(message: string, data?: any): void { + this.log(LogLevel.INFO, message, data); + } + + /** + * Log a warning message + */ + public warn(message: string, data?: any): void { + this.log(LogLevel.WARN, message, data); + } + + /** + * Log an error message + */ + public error(message: string, data?: any): void { + this.log(LogLevel.ERROR, message, data); + } + + /** + * Log a message with the given level + */ + private log(level: LogLevel, message: string, data?: any): void { + const timestamp = new Date().toISOString(); + const logData = { + timestamp, + level, + correlationId: this.correlationId, + message, + ...(data ? { data } : {}) + }; + + // In production, you might want to use a proper logging library + // or send logs to a centralized service + console.log(JSON.stringify(logData)); + } + + /** + * Get the correlation ID + */ + public getCorrelationId(): string { + return this.correlationId; + } +} \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/utils.ts b/nosql-vector-search-typescript/src/utils.ts index 0b18689..8f52445 100644 --- a/nosql-vector-search-typescript/src/utils.ts +++ b/nosql-vector-search-typescript/src/utils.ts @@ -1,83 +1,13 @@ import { CosmosClient } from '@azure/cosmos'; import { AzureOpenAI } from "openai"; import { promises as fs } from "fs"; -import { DefaultAzureCredential, getBearerTokenProvider } from "@azure/identity"; +import { getClients, getClientsPasswordless, insertData } from './cosmos-operations.js'; + // Define a type for JSON data export type JsonData = Record; -export function getClients(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { - - let aiClient: AzureOpenAI | null = null; - let dbClient: CosmosClient | null = null; - - const apiKey = process.env.AZURE_OPENAI_EMBEDDING_KEY!; - const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; - const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; - const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; - - if (apiKey && apiVersion && endpoint && deployment) { - - aiClient = new AzureOpenAI({ - apiKey, - apiVersion, - endpoint, - deployment - }); - } - - // Cosmos DB connection string or endpoint/key - // You may need to use endpoint and key separately for CosmosClient - const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; - const cosmosKey = process.env.COSMOS_KEY!; - - if (cosmosEndpoint && cosmosKey) { - dbClient = new CosmosClient({ endpoint: cosmosEndpoint, key: cosmosKey }); - } - - return { aiClient, dbClient }; -} - -/** - * Get Azure OpenAI and Cosmos DB clients using passwordless authentication (managed identity) - * This function uses DefaultAzureCredential for authentication instead of API keys - * - * @returns Object containing AzureOpenAI and CosmosClient instances or null if configuration is missing - */ -export function getClientsPasswordless(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { - let aiClient: AzureOpenAI | null = null; - let dbClient: CosmosClient | null = null; - - // For Azure OpenAI with DefaultAzureCredential - const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; - const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; - const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; - - if (apiVersion && endpoint && deployment) { - const credential = new DefaultAzureCredential(); - const scope = "https://cognitiveservices.azure.com/.default"; - const azureADTokenProvider = getBearerTokenProvider(credential, scope); - aiClient = new AzureOpenAI({ - apiVersion, - endpoint, - deployment, - azureADTokenProvider - }); - } - - // For Cosmos DB with DefaultAzureCredential - const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; - - if (cosmosEndpoint) { - const credential = new DefaultAzureCredential(); - - dbClient = new CosmosClient({ - endpoint: cosmosEndpoint, - aadCredentials: credential // Use DefaultAzureCredential instead of key - }); - } - - return { aiClient, dbClient }; -} +// Re-export client functions for backward compatibility +export { getClients, getClientsPasswordless, insertData }; export async function readFileReturnJson(filePath: string): Promise { console.log(`Reading JSON file from ${filePath}`); @@ -91,38 +21,6 @@ export async function writeFileJson(filePath: string, jsonData: JsonData): Promi console.log(`Wrote JSON file to ${filePath}`); } -export async function insertData(config, container, data) { - // Cosmos DB uses containers instead of collections - // Insert documents in batches - console.log(`Processing in batches of ${config.batchSize}...`); - const totalBatches = Math.ceil(data.length / config.batchSize); - - let inserted = 0; - let failed = 0; - // Cosmos DB does not support bulk insert natively in SDK, but you can use stored procedures or loop - // Here we use a simple loop for demonstration - for (let i = 0; i < totalBatches; i++) { - const start = i * config.batchSize; - const end = Math.min(start + config.batchSize, data.length); - const batch = data.slice(start, end); - for (const doc of batch) { - try { - await container.items.create(doc); - inserted++; - } catch (error) { - console.error(`Error inserting document:`, error); - failed++; - } - } - // Small pause between batches to reduce resource contention - if (i < totalBatches - 1) { - await new Promise(resolve => setTimeout(resolve, 100)); - } - } - // Index creation is handled by indexing policy in Cosmos DB, not programmatically per field - //TBD: If custom indexing policy is needed, update container indexing policy via SDK or portal - return { total: data.length, inserted, failed }; -} /** * Calculate estimated cost for Request Units (RUs) in different pricing models From e331ee0902bc6bbbfb9c99421842758ced384c12 Mon Sep 17 00:00:00 2001 From: Dina Berry Date: Thu, 2 Oct 2025 14:19:49 -0700 Subject: [PATCH 2/4] second pass at insert-at-scale --- .vscode/launch.json | 14 + nosql-insert-at-scale-typescript/.env.example | 24 + nosql-insert-at-scale-typescript/README.md | 323 +++++++++++ .../package.json | 11 +- .../scripts/remove-vector-indexes.sh | 369 +++++++++++++ .../scripts/restore-vector-indexes.sh | 437 +++++++++++++++ ...etup-cosmos-nosql-dataplane-permissions.sh | 444 +++++++++++++++ .../src/insert-at-scale.ts | 282 ++++++++++ .../src/utils/cosmos-operations.ts | 189 +++++++ .../src/utils/cosmos-resiliency.ts | 328 +++-------- .../src/utils/interfaces.ts | 37 ++ .../src/utils}/metrics.ts | 37 +- .../src/utils/resilience-interfaces.ts | 40 +- .../src/utils}/utils.ts | 7 - .../tsconfig.json | 1 + nosql-vector-search-typescript/.env.example | 33 -- .../IMPROVEMENT_PLAN.md | 131 ----- .../QUICKSTART_INSERT_AT_SCALE.md | 513 ------------------ nosql-vector-search-typescript/README.md | 86 --- .../docs/INSERT_AT_SCALE_GUIDE.md | 261 --------- .../src/create-embeddings.ts | 310 ----------- .../src/index-and-query.ts | 111 ---- .../src/insert-at-scale.ts | 80 --- 23 files changed, 2238 insertions(+), 1830 deletions(-) create mode 100644 nosql-insert-at-scale-typescript/.env.example create mode 100644 nosql-insert-at-scale-typescript/README.md rename {nosql-vector-search-typescript => nosql-insert-at-scale-typescript}/package.json (52%) create mode 100644 nosql-insert-at-scale-typescript/scripts/remove-vector-indexes.sh create mode 100644 nosql-insert-at-scale-typescript/scripts/restore-vector-indexes.sh create mode 100644 nosql-insert-at-scale-typescript/scripts/setup-cosmos-nosql-dataplane-permissions.sh create mode 100644 nosql-insert-at-scale-typescript/src/insert-at-scale.ts create mode 100644 nosql-insert-at-scale-typescript/src/utils/cosmos-operations.ts rename nosql-vector-search-typescript/src/cosmos-operations.ts => nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts (52%) create mode 100644 nosql-insert-at-scale-typescript/src/utils/interfaces.ts rename {nosql-vector-search-typescript/src => nosql-insert-at-scale-typescript/src/utils}/metrics.ts (85%) rename nosql-vector-search-typescript/src/interfaces.ts => nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts (77%) rename {nosql-vector-search-typescript/src => nosql-insert-at-scale-typescript/src/utils}/utils.ts (92%) rename {nosql-vector-search-typescript => nosql-insert-at-scale-typescript}/tsconfig.json (91%) delete mode 100644 nosql-vector-search-typescript/.env.example delete mode 100644 nosql-vector-search-typescript/IMPROVEMENT_PLAN.md delete mode 100644 nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md delete mode 100644 nosql-vector-search-typescript/README.md delete mode 100644 nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md delete mode 100644 nosql-vector-search-typescript/src/create-embeddings.ts delete mode 100644 nosql-vector-search-typescript/src/index-and-query.ts delete mode 100644 nosql-vector-search-typescript/src/insert-at-scale.ts diff --git a/.vscode/launch.json b/.vscode/launch.json index 5b41424..efb9239 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -4,6 +4,20 @@ // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 "version": "0.2.0", "configurations": [ + { + "name": "TS:No-sql:Insert-at-scale", + "request": "launch", + "runtimeArgs": [ + "run", + "start:insert-at-scale" + ], + "runtimeExecutable": "npm", + "cwd": "${workspaceFolder}/nosql-insert-at-scale-typescript", + "skipFiles": [ + "/**" + ], + "type": "node" + } ] } \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/.env.example b/nosql-insert-at-scale-typescript/.env.example new file mode 100644 index 0000000..e43c5f9 --- /dev/null +++ b/nosql-insert-at-scale-typescript/.env.example @@ -0,0 +1,24 @@ +DEBUG=true + +# ===COSMOS_CONTAINER_NAME=hotels-insert-scale==================================== +# Data File Paths and Vector Configuration +# ======================================== +DATA_FILE_WITH_VECTORS=../../data/HotelsData_toCosmosDB_Vector.json +EMBEDDED_FIELD=text_embedding_ada_002 +EMBEDDING_DIMENSIONS=1536 +LOAD_SIZE_BATCH=100 + +# ======================================== +# Cosmos DB Connection Settings +# ======================================== +COSMOS_ENDPOINT= +COSMOS_KEY= +COSMOS_CONNECTION_STRING +COSMOS_DB_NAME=Hotels +COSMOS_CONTAINER_NAME=Insert-at-scale +COSMOS_RESOURCE_GROUP=rg-diberry + +# ======================================== +# Cosmos DB Partition Configuration +# ======================================== +PARTITION_KEY_PATH=/HotelId \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/README.md b/nosql-insert-at-scale-typescript/README.md new file mode 100644 index 0000000..b74c177 --- /dev/null +++ b/nosql-insert-at-scale-typescript/README.md @@ -0,0 +1,323 @@ +# šŸØ Azure Cosmos DB Insert at Scale Operations + +Enterprise-grade resilient bulk insertion for Azure Cosmos DB NoSQL API. + +## šŸŽÆ Overview + +This application demonstrates high-performance bulk insertion of documents into Azure Cosmos DB, featuring: + +- **šŸ”„ Resilient Operations**: Automatic retry logic with exponential backoff for rate limiting (429 errors) +- **šŸ“Š Performance Monitoring**: Real-time RU consumption and latency tracking +- ** Cost Estimation**: Built-in serverless cost calculations +- **šŸ›”ļø Enterprise Patterns**: Circuit breaker, idempotency, and comprehensive error handling + +> **Note**: For vector index management during bulk operations, use the external scripts in `./scripts/` directory. + +## šŸ“‹ Prerequisites + +- **Node.js** (v18+ with ES modules support) +- **Azure CLI** installed and authenticated +- **Azure Cosmos DB NoSQL account** (existing database and container) +- **TypeScript** knowledge recommended + +## šŸš€ Quick Start + +### 1. Clone and Install + +```bash +git clone +cd nosql-insert-at-scale-typescript +npm install +``` + +### 2. Configure Environment + +Copy the example environment file and configure your settings: + +```bash +cp .env.example .env +``` + +Edit `.env` with your Cosmos DB details: + +```bash +# ======================================== +# Cosmos DB Connection Settings (Required) +# ======================================== +COSMOS_ENDPOINT=https://your-cosmos-account.documents.azure.com:443/ +COSMOS_DB_NAME=Hotels +COSMOS_CONTAINER_NAME=hotels-insert-scale +COSMOS_RESOURCE_GROUP=your-resource-group-name + +# ======================================== +# Cosmos DB Partition Configuration +# ======================================== +PARTITION_KEY_PATH=/HotelId + +# ======================================== +# Data File Paths and Vector Configuration +# ======================================== +DATA_FILE_WITH_VECTORS=../../data/HotelsData_toCosmosDB_Vector.json +EMBEDDED_FIELD=text_embedding_ada_002 +EMBEDDING_DIMENSIONS=1536 + +# ======================================== +# Optional Performance Tuning +# ======================================== +BATCH_SIZE=50 +MAX_CONCURRENCY=-1 +DEBUG=true +``` + +### 3. Set Up Azure Permissions + +The application uses **passwordless authentication** with Azure Identity. Set up the required permissions: + +```bash +# Make the script executable (Linux/macOS/Git Bash) +chmod +x scripts/setup-cosmos-nosql-dataplane-permissions.sh + +# Run the permission setup script +./scripts/setup-cosmos-nosql-dataplane-permissions.sh +``` + +### 4. Build and Run + +```bash +# Build the TypeScript project +npm run build + +# Run the insert-at-scale operation +npm run start:insert-at-scale +``` + +## šŸ“Š Expected Output + +When running successfully, you'll see: + +``` +šŸØ Azure Cosmos DB Insert at Scale Operations +============================================== +Environment: development +Timestamp: 2025-10-02T19:52:04.504Z +āœ… Cosmos DB client initialized successfully + +šŸ“Š Step 1: Loading Data +======================= +Reading JSON file from C:\Users\...\HotelsData_toCosmosDB_Vector.json +āœ… Loaded 50 documents from ../../data/HotelsData_toCosmosDB_Vector.json +šŸ” Validating that documents contain embedding field 'text_embedding_ada_002'... +āœ… All documents contain valid embedding field 'text_embedding_ada_002' with 1536 dimensions + +šŸš€ Step 2: Enterprise-Grade Bulk Insert +====================================== +Configuration: + - Database: Hotels_2 + - Container: Insert-at-scale-1 + - Batch size: 50 + - Concurrency: SDK Optimized + - Documents to insert: 50 + +Getting database Hotels_2... +Getting container Insert-at-scale-1... +āœ… Database: Hotels_2 +āœ… Container: Insert-at-scale-1 +āœ… Partition key: /HotelId + +Starting resilient insert... +ā„¹ļø Starting resilient insert operation +šŸš€ Starting batch processing of 50 documents... +ā„¹ļø Removing indexes before bulk insert operation +ā„¹ļø Captured existing index definition before insert +āš ļø Note: Automatic index removal requires CosmosClient access. Consider manually removing indexes for better insert performance. +ā„¹ļø Processing batch 1/1 + +ā³ Rate limiting detected for document 28 - retrying in 1s (attempt 2/4) +ā³ Rate limiting detected for document 26 - retrying in 1s (attempt 2/4) +[... retry messages for rate-limited operations ...] + +āœ… Document 24 successfully inserted after 1 retry +āœ… Document 41 successfully inserted after 1 retry +[... success messages ...] + +ā„¹ļø Index restoration after insert would occur here +ā„¹ļø Note: Automatic index restoration requires CosmosClient access for container recreation +ā„¹ļø Index definition available for manual restoration +ā„¹ļø Resilient insert operation completed +šŸŽÆ Batch processing completed: 50 inserted, 0 failed, 37 retries + +āœ… Insert Operation Complete: + Inserted: 50/50 documents + Failed: 0, Retries: 37 + Total time: 13.7s + RU consumed: 16,010.16 + Avg RU/doc: 320.20 + Avg latency: 2281ms/doc + +šŸ’° Cost Estimation: + Serverless cost: $0.000128 + Serverless: 16,010.16 RUs = 0.016010 million RUs * $0.008/million = $0.000128 + +āš ļø Errors encountered: + 429: 37 occurrences + šŸ’” Tip: Consider increasing RU/s or enabling autoscale for high throughput + +šŸ“ˆ Step 3: Performance Analysis +============================== +RU Consumption Analysis: + - Total RUs: 16,010.16 + - Average RU/document: 320.20 + - Peak RU/operation: 344.95 + +Performance Metrics: + - Total duration: 13.7s + - Average latency: 2281ms/document + - Peak latency: 5321ms + - Throughput: 3.7 docs/second + +Optimization Recommendations: + āš ļø High RU consumption per document (320.20 RU/doc) + - Consider document size optimization + - Review indexing policies + āš ļø High average latency (2281ms) + - Consider increasing provisioned RU/s + - Check regional proximity + šŸ’” For detailed optimization guidance, see INSERT_AT_SCALE_GUIDE.md + +šŸŽ‰ All Operations Completed Successfully! +======================================== +āœ… 50 documents inserted with resilience +āœ… Performance metrics captured + +šŸ“š Next Steps: + - Review the performance metrics above + - Adjust batch sizes and concurrency based on your RU provisioning + - Implement the patterns in your production workloads + - Monitor RU consumption and optimize accordingly + +šŸ“– For detailed documentation, see INSERT_AT_SCALE_GUIDE.md +āœ… Cosmos DB client disposed successfully +``` + +## šŸ”§ Configuration Options + +### Environment Variables + +| Variable | Required | Default | Description | +|----------|----------|---------|-------------| +| `COSMOS_ENDPOINT` | āœ… | - | Your Cosmos DB account endpoint | +| `COSMOS_DB_NAME` | āœ… | `Hotels` | Database name | +| `COSMOS_CONTAINER_NAME` | āœ… | `hotels-insert-scale` | Container name | +| `COSMOS_RESOURCE_GROUP` | āœ… | - | Azure resource group (for RBAC setup) | +| `PARTITION_KEY_PATH` | āœ… | `/HotelId` | Partition key path | +| `DATA_FILE_WITH_VECTORS` | āœ… | `../../data/HotelsData_toCosmosDB_Vector.json` | Path to data file | +| `EMBEDDED_FIELD` | āŒ | `text_embedding_ada_002` | Embedding field name | +| `EMBEDDING_DIMENSIONS` | āŒ | `1536` | Vector dimensions | +| `BATCH_SIZE` | āŒ | `50` | Documents per batch | +| `MAX_CONCURRENCY` | āŒ | `-1` | Max concurrent operations | +| `COSMOS_KEY` | āŒ | - | Primary key (if not using passwordless) | + +### Performance Tuning + +- **Batch Size**: Start with 50, adjust based on document size and RU capacity +- **Concurrency**: Use `-1` for SDK optimization, or specify max concurrent operations +- **RU Provisioning**: Monitor 429 errors and scale RU/s accordingly + +## šŸ› ļø Available Scripts + +| Script | Command | Description | +|--------|---------|-------------| +| **Build** | `npm run build` | Compile TypeScript to JavaScript | +| **Run** | `npm run start:insert-at-scale` | Execute the bulk insert operation | + +## šŸ“ Project Structure + +``` +nosql-insert-at-scale-typescript/ +ā”œā”€ā”€ src/ +ā”‚ ā”œā”€ā”€ insert-at-scale.ts # Main application entry point +ā”‚ ā””ā”€ā”€ utils/ +ā”‚ ā”œā”€ā”€ cosmos-operations.ts # Database and container operations +ā”‚ ā”œā”€ā”€ cosmos-resiliency.ts # Resilient insert with retry logic +ā”‚ ā”œā”€ā”€ metrics.ts # Performance monitoring +ā”‚ ā”œā”€ā”€ resilience-interfaces.ts # Type definitions +ā”‚ ā””ā”€ā”€ utils.ts # Common utilities +ā”œā”€ā”€ scripts/ +ā”‚ ā”œā”€ā”€ setup-cosmos-nosql-dataplane-permissions.sh # RBAC setup script +ā”‚ ā””ā”€ā”€ README.md # Script documentation +ā”œā”€ā”€ docs/ # Additional documentation +ā”œā”€ā”€ .env.example # Environment template +ā”œā”€ā”€ package.json # Dependencies and scripts +ā””ā”€ā”€ tsconfig.json # TypeScript configuration +``` + +## šŸ” Authentication Methods + +### Option 1: Passwordless (Recommended) + +Uses Azure Identity with your logged-in Azure CLI credentials: + +1. **Login to Azure CLI**: `az login` +2. **Set RBAC permissions**: `./scripts/setup-cosmos-nosql-dataplane-permissions.sh` +3. **Configure .env**: Only add `COSMOS_ENDPOINT` required + +### Option 2: Connection String/Key + +Traditional approach with primary key: + +1. **Get primary key** from Azure Portal ā†’ Cosmos DB ā†’ Keys +2. **Add to .env**: `COSMOS_KEY=your-primary-key` + +## šŸšØ Troubleshooting + +### Common Issues + +**Authentication Errors** +```bash +āŒ Cosmos DB client is not configured properly +``` +- **Solution**: Run the RBAC setup script or add `COSMOS_KEY` to `.env` + +**Rate Limiting (429 Errors)** +```bash +ā³ Rate limiting detected for document X - retrying in 1s +``` +- **Solution**: Increase RU/s provisioning or enable autoscale +- **Note**: Some 429 errors are normal and handled automatically + +**Data File Not Found** +```bash +āŒ Failed to load data from ../../data/HotelsData_toCosmosDB_Vector.json +``` +- **Solution**: Verify the data file path in `DATA_FILE_WITH_VECTORS` + +**Permission Denied** +```bash +Failed to create role assignment +``` +- **Solution**: Ensure you have `Cosmos DB Operator` role or equivalent permissions + +### Debug Mode + +Enable detailed logging: +```bash +# Add to .env +DEBUG=true +``` + +## šŸ“Š Performance Optimization + +### RU Consumption +- **High RU/doc (>300)**: Consider document size reduction or index optimization +- **429 Errors**: Increase provisioned RU/s or enable autoscale +- **Cost Control**: Monitor serverless costs with built-in estimation + +### Latency Optimization +- **High Latency (>2000ms)**: Check region proximity and RU provisioning +- **Batch Tuning**: Adjust `BATCH_SIZE` based on document size +- **Concurrency**: Fine-tune `MAX_CONCURRENCY` for your workload + +### Vector Index Management +- **External Scripts**: Use `./scripts/remove-vector-indexes.sh` before bulk insert and `./scripts/restore-vector-indexes.sh` after +- **Performance**: Removing indexes during bulk operations significantly improves insert performance +- **Workflow**: See `./scripts/README.md` for complete workflow documentation diff --git a/nosql-vector-search-typescript/package.json b/nosql-insert-at-scale-typescript/package.json similarity index 52% rename from nosql-vector-search-typescript/package.json rename to nosql-insert-at-scale-typescript/package.json index 65bc7b9..c82f48f 100644 --- a/nosql-vector-search-typescript/package.json +++ b/nosql-insert-at-scale-typescript/package.json @@ -1,23 +1,20 @@ { - "name": "ts-cosmos-nodejs-nosql-vector-samples", + "name": "cosmos-vector-insert-at-scale", "version": "1.0.0", "main": "index.js", "type": "module", "scripts": { "build": "tsc", - "start:embed": "node --env-file .env dist/create-embeddings.js", - "start:index-and-query": "node --env-file .env dist/index-and-query.js", "start:insert-at-scale": "node --env-file .env dist/insert-at-scale.js" }, "dependencies": { "@azure/cosmos": "^4.5.1", "@azure/identity": "^4.11.1", - "openai": "^5.20.1", - "uuid": "^11.1.0" + "uuid": "^13.0.0" }, "devDependencies": { - "@types/node": "^24.3.0", + "@types/node": "^24.6.0", "@types/uuid": "^10.0.0", - "typescript": "^5.9.2" + "typescript": "^5.9.3" } } diff --git a/nosql-insert-at-scale-typescript/scripts/remove-vector-indexes.sh b/nosql-insert-at-scale-typescript/scripts/remove-vector-indexes.sh new file mode 100644 index 0000000..e6afbd2 --- /dev/null +++ b/nosql-insert-at-scale-typescript/scripts/remove-vector-indexes.sh @@ -0,0 +1,369 @@ +#!/bin/bash +# chmod +x "remove-vector-indexes.sh" + +# ================================================================================================ +# Remove Vector Indexes Script +# ================================================================================================ +# This script removes vector indexes from a Cosmos DB container to optimize bulk insert performance. +# Use this before large bulk insert operations to improve throughput and reduce RU consumption. +# +# Prerequisites: +# - Azure CLI installed and logged in (az login) +# - Cosmos DB account already exists with the specified container +# - You have appropriate permissions to modify container settings +# +# Usage: +# ./scripts/remove-vector-indexes.sh +# ./scripts/remove-vector-indexes.sh --dry-run # Show commands without executing +# ./scripts/remove-vector-indexes.sh --help # Show this help +# ================================================================================================ + +set -euo pipefail # Exit on error, undefined vars, pipe failures + +# Colors for output +RED='\033[0;31m' +GREEN='\033[0;32m' +YELLOW='\033[1;33m' +BLUE='\033[0;34m' +NC='\033[0m' # No Color + +# Script configuration +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +PROJECT_DIR="$(dirname "$SCRIPT_DIR")" +ENV_FILE="$PROJECT_DIR/.env" +DRY_RUN=false +BACKUP_FILE="$PROJECT_DIR/.vector-index-backup.json" + +# Function to print colored output +print_info() { + echo -e "${BLUE}ā„¹ļø $1${NC}" +} + +print_success() { + echo -e "${GREEN}āœ… $1${NC}" +} + +print_warning() { + echo -e "${YELLOW}āš ļø $1${NC}" +} + +print_error() { + echo -e "${RED}āŒ $1${NC}" +} + +print_header() { + echo -e "${BLUE}" + echo "================================================================================================" + echo "$1" + echo "================================================================================================" + echo -e "${NC}" +} + +# Function to show help +show_help() { + cat << EOF +Remove Vector Indexes Script + +This script removes vector indexes from a Cosmos DB container to optimize bulk insert performance. + +USAGE: + $0 [OPTIONS] + +OPTIONS: + --dry-run Show what would be executed without making changes + --help Show this help message + +PREREQUISITES: + - Azure CLI installed and authenticated (run 'az login' first) + - Cosmos DB account exists with the specified container + - Appropriate permissions to modify container settings + +WHAT THIS SCRIPT DOES: + 1. Reads Cosmos DB configuration from .env file + 2. Backs up current container indexing policy and vector embedding policy + 3. Creates a minimal indexing policy (automatic indexing with no vector indexes) + 4. Updates the container with the simplified policy + 5. Saves backup for restoration later + +IMPORTANT NOTES: + - This script REMOVES vector indexes which will impact vector search performance + - Always run this script before bulk inserts for better performance + - Use restore-vector-indexes.sh after bulk operations to restore search capability + - The backup file (.vector-index-backup.json) is crucial for restoration + +REQUIREMENTS: + - You must have "Cosmos DB Contributor" role or equivalent permissions + - The container must already exist + - Your .env file must contain COSMOS_ENDPOINT, COSMOS_DB_NAME, COSMOS_CONTAINER_NAME + +EOF +} + +# Parse command line arguments +while [[ $# -gt 0 ]]; do + case $1 in + --dry-run) + DRY_RUN=true + shift + ;; + --help|-h) + show_help + exit 0 + ;; + *) + print_error "Unknown option: $1" + show_help + exit 1 + ;; + esac +done + +# Function to execute or show command +execute_or_show() { + local cmd="$1" + local description="$2" + + if [ "$DRY_RUN" = true ]; then + print_info "Would execute: $cmd" + else + print_info "$description" + eval "$cmd" + fi +} + +# Function to extract account name from Cosmos DB endpoint +extract_cosmos_account_name() { + local endpoint="$1" + echo "$endpoint" | sed -n 's|https://\([^.]*\)\.documents\.azure\.com.*|\1|p' +} + +# Function to backup current container configuration +backup_container_config() { + local resource_group="$1" + local account_name="$2" + local database_name="$3" + local container_name="$4" + + print_info "Backing up current container configuration..." + + if [ "$DRY_RUN" = true ]; then + print_info "Would backup container config to: $BACKUP_FILE" + return 0 + fi + + # Get current container configuration + local container_config + if container_config=$(az cosmosdb sql container show \ + --resource-group "$resource_group" \ + --account-name "$account_name" \ + --database-name "$database_name" \ + --name "$container_name" \ + --query "{indexingPolicy: resource.indexingPolicy, vectorEmbeddingPolicy: resource.vectorEmbeddingPolicy, partitionKey: resource.partitionKey}" \ + -o json 2>&1); then + + # Save backup with timestamp + local timestamp=$(date '+%Y-%m-%d_%H-%M-%S') + local backup_data="{ + \"timestamp\": \"$timestamp\", + \"accountName\": \"$account_name\", + \"databaseName\": \"$database_name\", + \"containerName\": \"$container_name\", + \"originalConfig\": $container_config + }" + + echo "$backup_data" > "$BACKUP_FILE" + print_success "Container configuration backed up to: $BACKUP_FILE" + + # Show what we backed up + print_info "Backed up configuration includes:" + if echo "$container_config" | jq -e '.vectorEmbeddingPolicy.vectorEmbeddings[]?' > /dev/null 2>&1; then + local vector_count=$(echo "$container_config" | jq '.vectorEmbeddingPolicy.vectorEmbeddings | length') + print_info " - Vector embeddings: $vector_count configured" + echo "$container_config" | jq -r '.vectorEmbeddingPolicy.vectorEmbeddings[] | " ā€¢ Path: \(.path), Dimensions: \(.dimensions), Distance: \(.distanceFunction)"' + else + print_info " - Vector embeddings: None found" + fi + + if echo "$container_config" | jq -e '.indexingPolicy.vectorIndexes[]?' > /dev/null 2>&1; then + local index_count=$(echo "$container_config" | jq '.indexingPolicy.vectorIndexes | length') + print_info " - Vector indexes: $index_count configured" + echo "$container_config" | jq -r '.indexingPolicy.vectorIndexes[] | " ā€¢ Path: \(.path), Type: \(.type)"' + else + print_info " - Vector indexes: None found" + fi + + else + print_error "Failed to backup container configuration: $container_config" + exit 1 + fi +} + +# Function to create minimal indexing policy (no vector indexes) +create_minimal_indexing_policy() { + cat << 'EOF' +{ + "indexingMode": "consistent", + "automatic": true, + "includedPaths": [ + { + "path": "/*" + } + ], + "excludedPaths": [ + { + "path": "/\"_etag\"/?" + } + ] +} +EOF +} + +# Main execution +main() { + print_header "šŸ—‘ļø Remove Vector Indexes for Bulk Insert Optimization" + + if [ "$DRY_RUN" = true ]; then + print_warning "DRY RUN MODE - No changes will be made" + echo + fi + + # Check if Azure CLI is installed and logged in + print_info "Checking Azure CLI status..." + if ! command -v az &> /dev/null; then + print_error "Azure CLI is not installed. Please install it first: https://docs.microsoft.com/en-us/cli/azure/install-azure-cli" + exit 1 + fi + + if ! az account show &> /dev/null; then + print_error "Not logged in to Azure CLI. Please run 'az login' first" + exit 1 + fi + + print_success "Azure CLI is installed and authenticated" + + # Check if .env file exists + if [ ! -f "$ENV_FILE" ]; then + print_error ".env file not found at: $ENV_FILE" + print_info "Please ensure you have a .env file with Cosmos DB configuration" + exit 1 + fi + + # Read configuration from .env file + print_info "Reading configuration from .env file..." + + # Extract required variables + if ! grep -q "COSMOS_ENDPOINT=" "$ENV_FILE"; then + print_error "COSMOS_ENDPOINT not found in .env file" + exit 1 + fi + + if ! grep -q "COSMOS_DB_NAME=" "$ENV_FILE"; then + print_error "COSMOS_DB_NAME not found in .env file" + exit 1 + fi + + if ! grep -q "COSMOS_CONTAINER_NAME=" "$ENV_FILE"; then + print_error "COSMOS_CONTAINER_NAME not found in .env file" + exit 1 + fi + + COSMOS_ENDPOINT=$(grep "COSMOS_ENDPOINT=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + COSMOS_DB_NAME=$(grep "COSMOS_DB_NAME=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + COSMOS_CONTAINER_NAME=$(grep "COSMOS_CONTAINER_NAME=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + + # Extract account name + COSMOS_ACCOUNT_NAME=$(extract_cosmos_account_name "$COSMOS_ENDPOINT") + + if [ -z "$COSMOS_ACCOUNT_NAME" ] || [ -z "$COSMOS_DB_NAME" ] || [ -z "$COSMOS_CONTAINER_NAME" ]; then + print_error "Missing required configuration. Please check your .env file." + exit 1 + fi + + print_success "Configuration loaded:" + print_info " - Account: $COSMOS_ACCOUNT_NAME" + print_info " - Database: $COSMOS_DB_NAME" + print_info " - Container: $COSMOS_CONTAINER_NAME" + + # Find resource group + RESOURCE_GROUP="" + if grep -q "COSMOS_RESOURCE_GROUP=" "$ENV_FILE"; then + RESOURCE_GROUP=$(grep "COSMOS_RESOURCE_GROUP=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + fi + + if [ -z "$RESOURCE_GROUP" ]; then + print_info "Searching for resource group..." + COSMOS_INFO=$(az cosmosdb list --query "[?name=='$COSMOS_ACCOUNT_NAME'].{name:name, resourceGroup:resourceGroup}" -o tsv 2>/dev/null) + if [ -n "$COSMOS_INFO" ]; then + RESOURCE_GROUP=$(echo "$COSMOS_INFO" | cut -f2) + else + print_error "Could not find resource group. Please add COSMOS_RESOURCE_GROUP to your .env file" + exit 1 + fi + fi + + print_success "Resource Group: $RESOURCE_GROUP" + + # Backup current configuration + backup_container_config "$RESOURCE_GROUP" "$COSMOS_ACCOUNT_NAME" "$COSMOS_DB_NAME" "$COSMOS_CONTAINER_NAME" + + # Create minimal indexing policy + print_info "Creating minimal indexing policy (removing vector indexes)..." + + local minimal_policy + minimal_policy=$(create_minimal_indexing_policy) + + if [ "$DRY_RUN" = true ]; then + print_info "Would apply minimal indexing policy:" + echo "$minimal_policy" | jq . + print_info "Would remove vector embedding policy" + else + print_info "Applying minimal indexing policy..." + + # Update container with minimal indexing policy and no vector embedding policy + if MSYS_NO_PATHCONV=1 az cosmosdb sql container update \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --database-name "$COSMOS_DB_NAME" \ + --name "$COSMOS_CONTAINER_NAME" \ + --idx "$minimal_policy" \ + --query "resource.indexingPolicy" -o json > /dev/null 2>&1; then + + print_success "Successfully removed vector indexes from container" + + # Wait for policy propagation + print_info "Waiting for indexing policy to propagate (10 seconds)..." + sleep 10 + + else + print_error "Failed to update container indexing policy" + print_info "The backup file is still available at: $BACKUP_FILE" + exit 1 + fi + fi + + echo + print_header "šŸŽ‰ Vector Index Removal Complete!" + + if [ "$DRY_RUN" = false ]; then + echo -e "${GREEN}Vector indexes have been removed to optimize bulk insert performance.${NC}" + echo + echo -e "${BLUE}Important notes:${NC}" + echo "ā€¢ Vector search queries will now be slower until indexes are restored" + echo "ā€¢ Bulk insert operations should now have improved performance" + echo "ā€¢ Configuration backup saved to: $BACKUP_FILE" + echo + echo -e "${BLUE}Next steps:${NC}" + echo "1. Run your bulk insert operations (npm run start:insert-at-scale)" + echo "2. Restore vector indexes: ./scripts/restore-vector-indexes.sh" + echo + echo -e "${YELLOW}āš ļø Don't forget to restore indexes after bulk operations!${NC}" + else + echo -e "${YELLOW}This was a dry run. Use the script without --dry-run to apply changes.${NC}" + fi +} + +# Error handling +trap 'print_error "Script failed on line $LINENO"' ERR + +# Run main function +main "$@" \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/scripts/restore-vector-indexes.sh b/nosql-insert-at-scale-typescript/scripts/restore-vector-indexes.sh new file mode 100644 index 0000000..d25e9be --- /dev/null +++ b/nosql-insert-at-scale-typescript/scripts/restore-vector-indexes.sh @@ -0,0 +1,437 @@ +#!/bin/bash +# chmod +x "restore-vector-indexes.sh" + +# ================================================================================================ +# Restore Vector Indexes Script +# ================================================================================================ +# This script restores vector indexes to a Cosmos DB container after bulk insert operations. +# Use this after completing bulk inserts to restore optimal vector search performance. +# +# Prerequisites: +# - Azure CLI installed and logged in (az login) +# - Cosmos DB account already exists with the specified container +# - You have appropriate permissions to modify container settings +# - Vector index backup file exists (.vector-index-backup.json) +# +# Usage: +# ./scripts/restore-vector-indexes.sh +# ./scripts/restore-vector-indexes.sh --dry-run # Show commands without executing +# ./scripts/restore-vector-indexes.sh --help # Show this help +# ================================================================================================ + +set -euo pipefail # Exit on error, undefined vars, pipe failures + +# Colors for output +RED='\033[0;31m' +GREEN='\033[0;32m' +YELLOW='\033[1;33m' +BLUE='\033[0;34m' +NC='\033[0m' # No Color + +# Script configuration +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +PROJECT_DIR="$(dirname "$SCRIPT_DIR")" +ENV_FILE="$PROJECT_DIR/.env" +BACKUP_FILE="$PROJECT_DIR/.vector-index-backup.json" +DRY_RUN=false + +# Function to print colored output +print_info() { + echo -e "${BLUE}ā„¹ļø $1${NC}" +} + +print_success() { + echo -e "${GREEN}āœ… $1${NC}" +} + +print_warning() { + echo -e "${YELLOW}āš ļø $1${NC}" +} + +print_error() { + echo -e "${RED}āŒ $1${NC}" +} + +print_header() { + echo -e "${BLUE}" + echo "================================================================================================" + echo "$1" + echo "================================================================================================" + echo -e "${NC}" +} + +# Function to show help +show_help() { + cat << EOF +Restore Vector Indexes Script + +This script restores vector indexes to a Cosmos DB container after bulk insert operations. + +USAGE: + $0 [OPTIONS] + +OPTIONS: + --dry-run Show what would be executed without making changes + --help Show this help message + +PREREQUISITES: + - Azure CLI installed and authenticated (run 'az login' first) + - Cosmos DB account exists with the specified container + - Appropriate permissions to modify container settings + - Backup file exists (.vector-index-backup.json from remove-vector-indexes.sh) + +WHAT THIS SCRIPT DOES: + 1. Reads the backup configuration from .vector-index-backup.json + 2. Validates the backup file and current container state + 3. Restores the original indexing policy with vector indexes + 4. Restores the vector embedding policy + 5. Waits for index rebuilding to complete + 6. Verifies the restoration was successful + +IMPORTANT NOTES: + - This script restores vector indexes for optimal vector search performance + - Index rebuilding may take time and consume additional RUs + - Always run this script after bulk insert operations are complete + - The container will have degraded vector search performance until rebuilding completes + +REQUIREMENTS: + - You must have "Cosmos DB Contributor" role or equivalent permissions + - The backup file (.vector-index-backup.json) must exist + - The container must match the one that was backed up + +EOF +} + +# Parse command line arguments +while [[ $# -gt 0 ]]; do + case $1 in + --dry-run) + DRY_RUN=true + shift + ;; + --help|-h) + show_help + exit 0 + ;; + *) + print_error "Unknown option: $1" + show_help + exit 1 + ;; + esac +done + +# Function to execute or show command +execute_or_show() { + local cmd="$1" + local description="$2" + + if [ "$DRY_RUN" = true ]; then + print_info "Would execute: $cmd" + else + print_info "$description" + eval "$cmd" + fi +} + +# Function to extract account name from Cosmos DB endpoint +extract_cosmos_account_name() { + local endpoint="$1" + echo "$endpoint" | sed -n 's|https://\([^.]*\)\.documents\.azure\.com.*|\1|p' +} + +# Function to validate backup file +validate_backup_file() { + if [ ! -f "$BACKUP_FILE" ]; then + print_error "Backup file not found: $BACKUP_FILE" + print_info "You need to run remove-vector-indexes.sh first to create a backup" + exit 1 + fi + + # Validate JSON structure + if ! jq empty "$BACKUP_FILE" 2>/dev/null; then + print_error "Backup file is not valid JSON: $BACKUP_FILE" + exit 1 + fi + + # Check required fields + local required_fields=("timestamp" "accountName" "databaseName" "containerName" "originalConfig") + for field in "${required_fields[@]}"; do + if ! jq -e ".$field" "$BACKUP_FILE" > /dev/null 2>&1; then + print_error "Backup file missing required field: $field" + exit 1 + fi + done + + print_success "Backup file validation passed" +} + +# Function to display backup information +show_backup_info() { + print_info "Backup file information:" + + local timestamp=$(jq -r '.timestamp' "$BACKUP_FILE") + local account_name=$(jq -r '.accountName' "$BACKUP_FILE") + local database_name=$(jq -r '.databaseName' "$BACKUP_FILE") + local container_name=$(jq -r '.containerName' "$BACKUP_FILE") + + print_info " - Backup created: $timestamp" + print_info " - Account: $account_name" + print_info " - Database: $database_name" + print_info " - Container: $container_name" + + # Show vector configuration details + if jq -e '.originalConfig.vectorEmbeddingPolicy.vectorEmbeddings[]?' "$BACKUP_FILE" > /dev/null 2>&1; then + local vector_count=$(jq '.originalConfig.vectorEmbeddingPolicy.vectorEmbeddings | length' "$BACKUP_FILE") + print_info " - Vector embeddings to restore: $vector_count" + jq -r '.originalConfig.vectorEmbeddingPolicy.vectorEmbeddings[] | " ā€¢ \(.path): \(.dimensions)D \(.distanceFunction)"' "$BACKUP_FILE" + else + print_warning " - No vector embeddings found in backup" + fi + + if jq -e '.originalConfig.indexingPolicy.vectorIndexes[]?' "$BACKUP_FILE" > /dev/null 2>&1; then + local index_count=$(jq '.originalConfig.indexingPolicy.vectorIndexes | length' "$BACKUP_FILE") + print_info " - Vector indexes to restore: $index_count" + jq -r '.originalConfig.indexingPolicy.vectorIndexes[] | " ā€¢ \(.path): \(.type)"' "$BACKUP_FILE" + else + print_warning " - No vector indexes found in backup" + fi +} + +# Function to restore indexing policy +restore_indexing_policy() { + local resource_group="$1" + local account_name="$2" + local database_name="$3" + local container_name="$4" + + print_info "Restoring indexing policy with vector indexes..." + + # Extract indexing policy from backup + local indexing_policy + indexing_policy=$(jq '.originalConfig.indexingPolicy' "$BACKUP_FILE") + + if [ "$DRY_RUN" = true ]; then + print_info "Would restore indexing policy:" + echo "$indexing_policy" | jq . + return 0 + fi + + # Create temporary file for indexing policy + local temp_policy_file=$(mktemp) + echo "$indexing_policy" > "$temp_policy_file" + + # Update container with restored indexing policy + if MSYS_NO_PATHCONV=1 az cosmosdb sql container update \ + --resource-group "$resource_group" \ + --account-name "$account_name" \ + --database-name "$database_name" \ + --name "$container_name" \ + --idx "@$temp_policy_file" \ + --query "resource.indexingPolicy" -o json > /dev/null 2>&1; then + + print_success "Indexing policy restored successfully" + + # Clean up temp file + rm -f "$temp_policy_file" + + else + rm -f "$temp_policy_file" + print_error "Failed to restore indexing policy" + exit 1 + fi +} + +# Function to restore vector embedding policy +restore_vector_embedding_policy() { + local resource_group="$1" + local account_name="$2" + local database_name="$3" + local container_name="$4" + + # Check if vector embedding policy exists in backup + if ! jq -e '.originalConfig.vectorEmbeddingPolicy' "$BACKUP_FILE" > /dev/null 2>&1; then + print_warning "No vector embedding policy found in backup - skipping" + return 0 + fi + + print_info "Restoring vector embedding policy..." + + # Extract vector embedding policy from backup + local vector_policy + vector_policy=$(jq '.originalConfig.vectorEmbeddingPolicy' "$BACKUP_FILE") + + if [ "$DRY_RUN" = true ]; then + print_info "Would restore vector embedding policy:" + echo "$vector_policy" | jq . + return 0 + fi + + # Create temporary file for vector policy + local temp_vector_file=$(mktemp) + echo "$vector_policy" > "$temp_vector_file" + + # Update container with restored vector embedding policy + if MSYS_NO_PATHCONV=1 az cosmosdb sql container update \ + --resource-group "$resource_group" \ + --account-name "$account_name" \ + --database-name "$database_name" \ + --name "$container_name" \ + --vector-policy "@$temp_vector_file" \ + --query "resource.vectorEmbeddingPolicy" -o json > /dev/null 2>&1; then + + print_success "Vector embedding policy restored successfully" + + # Clean up temp file + rm -f "$temp_vector_file" + + else + rm -f "$temp_vector_file" + print_error "Failed to restore vector embedding policy" + print_warning "Indexing policy was restored, but vector embedding policy failed" + exit 1 + fi +} + +# Function to wait for index rebuilding +wait_for_index_rebuild() { + if [ "$DRY_RUN" = true ]; then + print_info "Would wait for index rebuilding to complete" + return 0 + fi + + print_info "Index restoration initiated. Vector indexes are now rebuilding..." + print_warning "Note: Index rebuilding happens asynchronously and may take time" + print_info "Vector search performance will gradually improve as rebuilding progresses" + + # Wait a bit for the changes to take effect + print_info "Waiting for initial propagation (15 seconds)..." + sleep 15 + + print_success "Index restoration process started successfully" +} + +# Main execution +main() { + print_header "šŸ”„ Restore Vector Indexes for Optimal Search Performance" + + if [ "$DRY_RUN" = true ]; then + print_warning "DRY RUN MODE - No changes will be made" + echo + fi + + # Check if Azure CLI is installed and logged in + print_info "Checking Azure CLI status..." + if ! command -v az &> /dev/null; then + print_error "Azure CLI is not installed. Please install it first: https://docs.microsoft.com/en-us/cli/azure/install-azure-cli" + exit 1 + fi + + if ! az account show &> /dev/null; then + print_error "Not logged in to Azure CLI. Please run 'az login' first" + exit 1 + fi + + print_success "Azure CLI is installed and authenticated" + + # Validate backup file + validate_backup_file + + # Show backup information + show_backup_info + + # Extract configuration from backup + COSMOS_ACCOUNT_NAME=$(jq -r '.accountName' "$BACKUP_FILE") + COSMOS_DB_NAME=$(jq -r '.databaseName' "$BACKUP_FILE") + COSMOS_CONTAINER_NAME=$(jq -r '.containerName' "$BACKUP_FILE") + + # Find resource group (try backup first, then .env, then search) + RESOURCE_GROUP="" + + # Try to get from .env file + if [ -f "$ENV_FILE" ] && grep -q "COSMOS_RESOURCE_GROUP=" "$ENV_FILE"; then + RESOURCE_GROUP=$(grep "COSMOS_RESOURCE_GROUP=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + fi + + if [ -z "$RESOURCE_GROUP" ]; then + print_info "Searching for resource group..." + COSMOS_INFO=$(az cosmosdb list --query "[?name=='$COSMOS_ACCOUNT_NAME'].{name:name, resourceGroup:resourceGroup}" -o tsv 2>/dev/null) + if [ -n "$COSMOS_INFO" ]; then + RESOURCE_GROUP=$(echo "$COSMOS_INFO" | cut -f2) + else + print_error "Could not find resource group for account: $COSMOS_ACCOUNT_NAME" + print_info "Please add COSMOS_RESOURCE_GROUP to your .env file or ensure the account exists" + exit 1 + fi + fi + + print_success "Configuration loaded:" + print_info " - Account: $COSMOS_ACCOUNT_NAME" + print_info " - Database: $COSMOS_DB_NAME" + print_info " - Container: $COSMOS_CONTAINER_NAME" + print_info " - Resource Group: $RESOURCE_GROUP" + + # Verify container exists + print_info "Verifying container exists..." + if ! az cosmosdb sql container show \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --database-name "$COSMOS_DB_NAME" \ + --name "$COSMOS_CONTAINER_NAME" > /dev/null 2>&1; then + + print_error "Container not found: $COSMOS_CONTAINER_NAME" + print_info "Please ensure the container exists before restoring indexes" + exit 1 + fi + + print_success "Container verified: $COSMOS_CONTAINER_NAME" + + # Restore indexing policy + restore_indexing_policy "$RESOURCE_GROUP" "$COSMOS_ACCOUNT_NAME" "$COSMOS_DB_NAME" "$COSMOS_CONTAINER_NAME" + + # Restore vector embedding policy + restore_vector_embedding_policy "$RESOURCE_GROUP" "$COSMOS_ACCOUNT_NAME" "$COSMOS_DB_NAME" "$COSMOS_CONTAINER_NAME" + + # Wait for index rebuilding + wait_for_index_rebuild + + echo + print_header "šŸŽ‰ Vector Index Restoration Complete!" + + if [ "$DRY_RUN" = false ]; then + echo -e "${GREEN}Vector indexes have been restored for optimal search performance.${NC}" + echo + echo -e "${BLUE}What happened:${NC}" + echo "ā€¢ Indexing policy restored with vector indexes" + echo "ā€¢ Vector embedding policy restored" + echo "ā€¢ Index rebuilding initiated (runs asynchronously)" + echo + echo -e "${BLUE}Important notes:${NC}" + echo "ā€¢ Vector search performance will improve as indexes rebuild" + echo "ā€¢ Index rebuilding may take time and consume additional RUs" + echo "ā€¢ You can monitor progress in Azure Portal ā†’ Cosmos DB ā†’ Metrics" + echo + echo -e "${BLUE}Next steps:${NC}" + echo "1. Monitor index rebuilding progress in Azure Portal" + echo "2. Test vector search queries to verify performance" + echo "3. Consider running performance tests to validate optimization" + echo + echo -e "${GREEN}Your container is now optimized for vector search operations! šŸš€${NC}" + + # Clean up backup file after successful restoration + if [ -f "$BACKUP_FILE" ]; then + print_info "Cleaning up backup file..." + rm -f "$BACKUP_FILE" + print_success "Backup file cleaned up" + fi + + else + echo -e "${YELLOW}This was a dry run. Use the script without --dry-run to apply changes.${NC}" + fi +} + +# Error handling +trap 'print_error "Script failed on line $LINENO"' ERR + +# Run main function +main "$@" \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/scripts/setup-cosmos-nosql-dataplane-permissions.sh b/nosql-insert-at-scale-typescript/scripts/setup-cosmos-nosql-dataplane-permissions.sh new file mode 100644 index 0000000..9d69241 --- /dev/null +++ b/nosql-insert-at-scale-typescript/scripts/setup-cosmos-nosql-dataplane-permissions.sh @@ -0,0 +1,444 @@ +#!/bin/bash +# chmod +x "setup-cosmos-permissions.sh" + + +# ================================================================================================ +# Cosmos DB Permissions Setup Script +# ================================================================================================ +# This script sets up the necessary Azure RBAC permissions for passwordless authentication +# to your Cosmos DB account for the insert-at-scale package. +# +# Prerequisites: +# - Azure CLI installed and logged in (az login) +# - Cosmos DB account already exists +# - You have appropriate permissions to assign roles +# +# Usage: +# ./scripts/setup-cosmos-permissions.sh +# ./scripts/setup-cosmos-permissions.sh --dry-run # Show commands without executing +# ./scripts/setup-cosmos-permissions.sh --help # Show this help +# ================================================================================================ + +set -euo pipefail # Exit on error, undefined vars, pipe failures + +# Colors for output +RED='\033[0;31m' +GREEN='\033[0;32m' +YELLOW='\033[1;33m' +BLUE='\033[0;34m' +NC='\033[0m' # No Color + +# Script configuration +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +PROJECT_DIR="$(dirname "$SCRIPT_DIR")" +ENV_FILE="$PROJECT_DIR/.env" +DRY_RUN=false + +# Function to print colored output +print_info() { + echo -e "${BLUE}ā„¹ļø $1${NC}" +} + +print_success() { + echo -e "${GREEN}āœ… $1${NC}" +} + +print_warning() { + echo -e "${YELLOW}āš ļø $1${NC}" +} + +print_error() { + echo -e "${RED}āŒ $1${NC}" +} + +print_header() { + echo -e "${BLUE}" + echo "================================================================================================" + echo "$1" + echo "================================================================================================" + echo -e "${NC}" +} + +# Function to show help +show_help() { + cat << EOF +Cosmos DB Permissions Setup Script + +This script configures Azure RBAC permissions for passwordless authentication to Cosmos DB. + +USAGE: + $0 [OPTIONS] + +OPTIONS: + --dry-run Show what would be executed without making changes + --help Show this help message + +PREREQUISITES: + - Azure CLI installed and authenticated (run 'az login' first) + - Cosmos DB account exists + - Appropriate permissions to assign RBAC roles + +WHAT THIS SCRIPT DOES: + 1. Reads Cosmos DB configuration from .env file + 2. Gets your current user identity + 3. Extracts Cosmos DB account details from endpoint URL + 4. Finds the built-in "Cosmos DB Built-in Data Contributor" role definition + 5. Creates a Cosmos DB-specific role assignment (data plane access) + 6. Verifies the permission assignment + +NOTE: This script uses Cosmos DB's native RBAC system, not Azure's general RBAC. +The "Cosmos DB Built-in Data Contributor" role provides data plane access to read +and write data in Cosmos DB containers. + +REQUIREMENTS: + - You must have "Cosmos DB Operator" role or equivalent control plane access + - The Cosmos DB account must already exist + - Your .env file must contain COSMOS_ENDPOINT (and optionally COSMOS_RESOURCE_GROUP) + +EOF +} + +# Parse command line arguments +while [[ $# -gt 0 ]]; do + case $1 in + --dry-run) + DRY_RUN=true + shift + ;; + --help|-h) + show_help + exit 0 + ;; + *) + print_error "Unknown option: $1" + show_help + exit 1 + ;; + esac +done + +# Function to execute or show command +execute_or_show() { + local cmd="$1" + local description="$2" + + if [ "$DRY_RUN" = true ]; then + print_info "Would execute: $cmd" + else + print_info "$description" + eval "$cmd" + fi +} + +# Function to extract account name from Cosmos DB endpoint +extract_cosmos_account_name() { + local endpoint="$1" + # Extract account name from https://account-name.documents.azure.com format + echo "$endpoint" | sed -n 's|https://\([^.]*\)\.documents\.azure\.com.*|\1|p' +} + +# Main execution +main() { + print_header "šŸš€ Azure Cosmos DB Permissions Setup" + + if [ "$DRY_RUN" = true ]; then + print_warning "DRY RUN MODE - No changes will be made" + echo + fi + + # Check if Azure CLI is installed and logged in + print_info "Checking Azure CLI status..." + if ! command -v az &> /dev/null; then + print_error "Azure CLI is not installed. Please install it first: https://docs.microsoft.com/en-us/cli/azure/install-azure-cli" + exit 1 + fi + + # Check if logged in + if ! az account show &> /dev/null; then + print_error "Not logged in to Azure CLI. Please run 'az login' first" + exit 1 + fi + + print_success "Azure CLI is installed and authenticated" + + # Check if .env file exists + if [ ! -f "$ENV_FILE" ]; then + print_error ".env file not found at: $ENV_FILE" + print_info "Please ensure you have a .env file with COSMOS_ENDPOINT configured" + exit 1 + fi + + # Read Cosmos DB endpoint from .env file + print_info "Reading configuration from .env file..." + + if ! grep -q "COSMOS_ENDPOINT=" "$ENV_FILE"; then + print_error "COSMOS_ENDPOINT not found in .env file" + exit 1 + fi + + COSMOS_ENDPOINT=$(grep "COSMOS_ENDPOINT=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + + if [ -z "$COSMOS_ENDPOINT" ]; then + print_error "COSMOS_ENDPOINT is empty in .env file" + exit 1 + fi + + print_success "Found Cosmos DB endpoint: $COSMOS_ENDPOINT" + + # Extract account name from endpoint + COSMOS_ACCOUNT_NAME=$(extract_cosmos_account_name "$COSMOS_ENDPOINT") + + if [ -z "$COSMOS_ACCOUNT_NAME" ]; then + print_error "Could not extract Cosmos DB account name from endpoint: $COSMOS_ENDPOINT" + exit 1 + fi + + print_success "Extracted Cosmos DB account name: $COSMOS_ACCOUNT_NAME" + + # Get current user information + print_info "Getting current user information..." + USER_ID=$(az ad signed-in-user show --query id -o tsv) + USER_EMAIL=$(az ad signed-in-user show --query mail -o tsv) + SUBSCRIPTION_ID=$(az account show --query id -o tsv) + SUBSCRIPTION_NAME=$(az account show --query name -o tsv) + + print_success "Current user: $USER_EMAIL (ID: $USER_ID)" + print_success "Current subscription: $SUBSCRIPTION_NAME (ID: $SUBSCRIPTION_ID)" + + # Find the Cosmos DB account and resource group + print_info "Locating Cosmos DB account..." + + # Method 1: Check if resource group is specified in .env file + RESOURCE_GROUP="" + if grep -q "COSMOS_RESOURCE_GROUP=" "$ENV_FILE"; then + RESOURCE_GROUP=$(grep "COSMOS_RESOURCE_GROUP=" "$ENV_FILE" | cut -d'=' -f2- | tr -d '"' | tr -d "'") + if [ -n "$RESOURCE_GROUP" ]; then + print_success "Using resource group from .env file: $RESOURCE_GROUP" + + # Verify the account exists in this resource group + if az cosmosdb show --name "$COSMOS_ACCOUNT_NAME" --resource-group "$RESOURCE_GROUP" &> /dev/null; then + print_success "Verified Cosmos DB account exists in resource group: $RESOURCE_GROUP" + else + print_error "Cosmos DB account '$COSMOS_ACCOUNT_NAME' not found in resource group '$RESOURCE_GROUP'" + exit 1 + fi + fi + fi + + # Method 2: Try to find the account by listing all Cosmos DB accounts + if [ -z "$RESOURCE_GROUP" ]; then + print_info "Searching for Cosmos DB account in current subscription..." + + COSMOS_INFO=$(az cosmosdb list --query "[?name=='$COSMOS_ACCOUNT_NAME'].{name:name, resourceGroup:resourceGroup}" -o tsv 2>/dev/null) + + if [ -n "$COSMOS_INFO" ]; then + RESOURCE_GROUP=$(echo "$COSMOS_INFO" | cut -f2) + print_success "Found Cosmos DB account in resource group: $RESOURCE_GROUP" + else + print_warning "Could not find Cosmos DB account '$COSMOS_ACCOUNT_NAME' by listing accounts" + print_info "This might be due to permissions or the account being in a different subscription" + fi + fi + + # Method 3: Try to find using resource graph query (if available) + if [ -z "$RESOURCE_GROUP" ] && command -v az graph &> /dev/null; then + print_info "Trying Azure Resource Graph query..." + + GRAPH_RESULT=$(az graph query -q "Resources | where type == 'microsoft.documentdb/databaseaccounts' and name == '$COSMOS_ACCOUNT_NAME' | project name, resourceGroup" --query "data[0].resourceGroup" -o tsv 2>/dev/null) + + if [ -n "$GRAPH_RESULT" ] && [ "$GRAPH_RESULT" != "null" ]; then + RESOURCE_GROUP="$GRAPH_RESULT" + print_success "Found resource group using Resource Graph: $RESOURCE_GROUP" + fi + fi + + # If still not found, prompt user or show available options + if [ -z "$RESOURCE_GROUP" ]; then + print_error "Could not automatically determine the resource group for Cosmos DB account '$COSMOS_ACCOUNT_NAME'" + echo + print_info "Available options:" + echo "1. Add COSMOS_RESOURCE_GROUP= to your .env file" + echo "2. Check available Cosmos DB accounts in your subscription:" + + print_info "Listing all Cosmos DB accounts in current subscription:" + az cosmosdb list --query "[].{name:name, resourceGroup:resourceGroup, location:location}" -o table 2>/dev/null || { + print_warning "Could not list Cosmos DB accounts. You may not have sufficient permissions." + echo + print_info "You can find your resource group in the Azure Portal:" + echo "https://portal.azure.com -> Cosmos DB -> $COSMOS_ACCOUNT_NAME -> Overview" + } + + echo + print_info "Once you know the resource group, add it to your .env file:" + echo "COSMOS_RESOURCE_GROUP=your-actual-resource-group-name" + + exit 1 + fi + + # Construct the resource identifiers for reference + print_info "Cosmos DB Account: $COSMOS_ACCOUNT_NAME in Resource Group: $RESOURCE_GROUP" + + # Get the built-in Cosmos DB Data Contributor role definition ID + print_info "Getting 'Cosmos DB Built-in Data Contributor' role definition..." + + ROLE_DEFINITION_ID="" + if ROLE_DEF_OUTPUT=$(az cosmosdb sql role definition list \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --query "[?roleName=='Cosmos DB Built-in Data Contributor'].id" \ + -o tsv 2>&1); then + + ROLE_DEFINITION_ID="$ROLE_DEF_OUTPUT" + if [ -n "$ROLE_DEFINITION_ID" ]; then + print_success "Found built-in role definition: $ROLE_DEFINITION_ID" + + # Extract just the GUID portion for the assignment (Git Bash path conversion issue workaround) + ROLE_GUID=$(echo "$ROLE_DEFINITION_ID" | grep -o '[0-9a-f\-]*$' | tail -1) + if [ -n "$ROLE_GUID" ]; then + print_info "Using role GUID for assignment: $ROLE_GUID" + else + print_error "Could not extract GUID from role definition ID" + exit 1 + fi + else + print_error "Could not find 'Cosmos DB Built-in Data Contributor' role definition" + print_info "This role should exist by default. Checking available roles..." + + if az cosmosdb sql role definition list \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --query "[].{RoleName:roleName, Type:typePropertiesType}" \ + -o table 2>/dev/null; then + echo + fi + exit 1 + fi + else + print_error "Failed to list Cosmos DB role definitions. Error: $ROLE_DEF_OUTPUT" + print_info "This could indicate:" + echo " - The Cosmos DB account doesn't exist or is inaccessible" + echo " - You don't have sufficient permissions" + echo " - The account name or resource group is incorrect" + exit 1 + fi + + # Check existing role assignments using Cosmos DB specific commands + print_info "Checking for existing role assignments..." + + EXISTING_ASSIGNMENT="" + if ASSIGNMENT_CHECK=$(az cosmosdb sql role assignment list \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --query "[?principalId=='$USER_ID' && (roleDefinitionId=='$ROLE_DEFINITION_ID' || roleDefinitionId=='$ROLE_GUID')].id" \ + -o tsv 2>&1); then + + EXISTING_ASSIGNMENT="$ASSIGNMENT_CHECK" + if [ -n "$EXISTING_ASSIGNMENT" ]; then + print_success "āœ… Role assignment already exists: $EXISTING_ASSIGNMENT" + print_info "No action needed - permissions are already configured correctly" + else + print_info "No existing role assignment found - will create one" + fi + else + print_warning "Could not check existing role assignments. Error: $ASSIGNMENT_CHECK" + print_info "Will attempt to create the assignment anyway..." + fi + + if [ -z "$EXISTING_ASSIGNMENT" ]; then + # Create the role assignment using Cosmos DB specific command + print_info "Creating Cosmos DB role assignment..." + + # Generate a unique GUID for the role assignment + ASSIGNMENT_ID=$(uuidgen 2>/dev/null || python3 -c "import uuid; print(str(uuid.uuid4()))" 2>/dev/null || date +%s | md5sum | cut -c1-32) + + if [ "$DRY_RUN" = true ]; then + print_info "Would execute: az cosmosdb sql role assignment create" + print_info " --resource-group $RESOURCE_GROUP" + print_info " --account-name $COSMOS_ACCOUNT_NAME" + print_info " --role-definition-id $ROLE_GUID" + print_info " --principal-id $USER_ID" + print_info " --scope /" + else + # Use MSYS_NO_PATHCONV to prevent Git Bash from converting Unix paths on Windows + if ASSIGNMENT_OUTPUT=$(MSYS_NO_PATHCONV=1 az cosmosdb sql role assignment create \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --role-definition-id "$ROLE_GUID" \ + --principal-id "$USER_ID" \ + --scope "/" 2>&1); then + + print_success "āœ… Successfully created Cosmos DB role assignment" + + # Wait for propagation + print_info "Waiting for role assignment to propagate (5 seconds)..." + sleep 5 + + else + print_error "Failed to create role assignment. Error details:" + echo "$ASSIGNMENT_OUTPUT" + echo + print_info "Common causes and solutions:" + echo "1. Insufficient permissions - You need 'Cosmos DB Operator' role or equivalent" + echo "2. Role assignment already exists with different ID" + echo "3. Account configuration issue" + echo + print_info "You can assign the role manually through Azure Portal:" + echo "1. Go to https://portal.azure.com" + echo "2. Navigate to your Cosmos DB account: $COSMOS_ACCOUNT_NAME" + echo "3. Go to Data Explorer -> Access Control (IAM)" + echo "4. Add role assignment -> Cosmos DB Built-in Data Contributor" + echo "5. Assign to: $USER_EMAIL" + echo "" + print_info "Alternatively, you can try this command from PowerShell or Command Prompt:" + echo "az cosmosdb sql role assignment create --resource-group $RESOURCE_GROUP --account-name $COSMOS_ACCOUNT_NAME --role-definition-id $ROLE_GUID --principal-id $USER_ID --scope /" + echo + print_info "To check your current permissions on this Cosmos DB account:" + echo "az cosmosdb show --name $COSMOS_ACCOUNT_NAME --resource-group $RESOURCE_GROUP" + exit 1 + fi + fi + fi + + # Final verification using Cosmos DB commands + if [ "$DRY_RUN" = false ]; then + print_info "Verifying final role assignments..." + + if FINAL_ASSIGNMENTS=$(az cosmosdb sql role assignment list \ + --resource-group "$RESOURCE_GROUP" \ + --account-name "$COSMOS_ACCOUNT_NAME" \ + --query "[?principalId=='$USER_ID'].{RoleDefinitionId:roleDefinitionId, Scope:scope, Id:id}" \ + -o table 2>&1); then + + echo "$FINAL_ASSIGNMENTS" + print_success "āœ… Role assignment verification completed" + else + print_warning "Could not verify final assignments: $FINAL_ASSIGNMENTS" + fi + fi + + echo + print_header "šŸŽ‰ Setup Complete!" + + if [ "$DRY_RUN" = false ]; then + echo -e "${GREEN}Your Azure identity now has Cosmos DB data plane access permissions.${NC}" + echo + echo -e "${BLUE}Next steps:${NC}" + echo "1. Run: npm run build" + echo "2. Run: npm run start:insert-at-scale" + echo + echo -e "${BLUE}Configuration summary:${NC}" + echo "ā€¢ Cosmos DB Account: $COSMOS_ACCOUNT_NAME" + echo "ā€¢ Resource Group: $RESOURCE_GROUP" + echo "ā€¢ User: $USER_EMAIL" + echo "ā€¢ Role: Cosmos DB Built-in Data Contributor (Data Plane Access)" + echo "ā€¢ Scope: Account-wide access to all databases and containers" + else + echo -e "${YELLOW}This was a dry run. Use the script without --dry-run to apply changes.${NC}" + fi +} + +# Error handling +trap 'print_error "Script failed on line $LINENO"' ERR + +# Run main function +main "$@" \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/insert-at-scale.ts b/nosql-insert-at-scale-typescript/src/insert-at-scale.ts new file mode 100644 index 0000000..a7e7766 --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/insert-at-scale.ts @@ -0,0 +1,282 @@ +/** + * Azure Cosmos DB Insert at Scale Operations + * + * This example demonstrates: + * 1. Enterprise-grade resilient bulk insertion + * 2. Performance monitoring and optimization + * 3. Error handling and retry patterns + * + * Key Features: Robust retry logic, RU scaling guidance, document insert operations, + * performance monitoring, and Azure best practices implementation. + * + * For detailed documentation, see: ./docs/INSERT_AT_SCALE_GUIDE.md + */ +import path from 'path'; +import { fileURLToPath } from "node:url"; +import { dirname } from "node:path"; + +// Utils imports +import { JsonData, readFileReturnJson, getClientsPasswordless, calculateRUCost } from './utils/utils.js'; +import { + ensureDatabaseAndContainer +} from './utils/cosmos-operations.js'; +import { resilientInsert } from './utils/cosmos-resiliency.js'; +import { DEFAULT_INSERT_CONFIG, InsertConfig, InsertResult } from './utils/resilience-interfaces.js'; + +// ESM support +const __filename = fileURLToPath(import.meta.url); +const __dirname = dirname(__filename); + +// Configuration +const config = { + // Database settings + databaseName: process.env.COSMOS_DB_NAME || 'Hotels', + containerName: process.env.COSMOS_CONTAINER_NAME || 'hotels-insert-scale', + partitionKeyPath: process.env.PARTITION_KEY_PATH || '/HotelId', + + // Data files + dataFile: process.env.DATA_FILE_WITH_VECTORS || '../../data/HotelsData_toCosmosDB_Vector.json', + + // Vector settings (for documents that already have embeddings) + embeddingField: process.env.EMBEDDED_FIELD || 'text_embedding_ada_002', + embeddingDimensions: parseInt(process.env.EMBEDDING_DIMENSIONS || '1536', 10), + + // Insert settings + batchSize: parseInt(process.env.BATCH_SIZE || '50', 10), + maxConcurrency: parseInt(process.env.MAX_CONCURRENCY || '-1', 10) +}; + +// ------------------------------------------- +// Data Loading Functions +// ------------------------------------------- + +/** + * Load JSON data from file + */ +async function loadData(): Promise { + console.log('\nšŸ“Š Step 1: Loading Data'); + console.log('======================='); + + const dataPath = path.join(__dirname, config.dataFile); + + try { + const data = await readFileReturnJson(dataPath); + console.log(`āœ… Loaded ${data.length} documents from ${config.dataFile}`); + + // Validate that documents contain the expected embedding field + console.log(`šŸ” Validating that documents contain embedding field '${config.embeddingField}'...`); + const missingEmbeddings = data.filter(doc => + !doc[config.embeddingField] || + !Array.isArray(doc[config.embeddingField]) || + doc[config.embeddingField].length === 0 + ); + + if (missingEmbeddings.length > 0) { + throw new Error( + `āŒ ${missingEmbeddings.length} out of ${data.length} documents are missing or have invalid embedding field '${config.embeddingField}'. ` + + `Expected an array of numbers with ${config.embeddingDimensions} dimensions.` + ); + } + + // Validate embedding dimensions + const firstEmbedding = data[0][config.embeddingField]; + if (firstEmbedding.length !== config.embeddingDimensions) { + console.warn(`āš ļø Warning: Expected ${config.embeddingDimensions} dimensions but found ${firstEmbedding.length} in first document`); + } + + console.log(`āœ… All documents contain valid embedding field '${config.embeddingField}' with ${firstEmbedding.length} dimensions`); + return data; + } catch (error) { + console.error(`āŒ Failed to load data from ${config.dataFile}:`, error); + throw error; + } +} + +// ------------------------------------------- +// Main Execution Functions +// ------------------------------------------- + +/** + * Step 2: Perform resilient bulk insert + */ +async function performResilientInsert(client: any, data: JsonData[]): Promise { + console.log('\nšŸš€ Step 2: Enterprise-Grade Bulk Insert'); + console.log('======================================'); + + // Configuration for resilient insert + const insertConfig: InsertConfig = { + ...DEFAULT_INSERT_CONFIG, + batchSize: config.batchSize, + maxConcurrency: config.maxConcurrency, + partitionKeyPath: config.partitionKeyPath + }; + + console.log(`Configuration:`); + console.log(` - Database: ${config.databaseName}`); + console.log(` - Container: ${config.containerName}`); + console.log(` - Batch size: ${insertConfig.batchSize}`); + console.log(` - Concurrency: ${insertConfig.maxConcurrency === -1 ? 'SDK Optimized' : insertConfig.maxConcurrency}`); + console.log(` - Documents to insert: ${data.length}`); + + // Ensure database and container exist + await ensureDatabaseAndContainer( + client, + config.databaseName, + config.containerName, + config.partitionKeyPath + ); + + // Perform resilient insert + console.log(`\nStarting resilient insert...`); + const startTime = Date.now(); + + const container = client.database(config.databaseName).container(config.containerName); + const result = await resilientInsert( + container, + data, + insertConfig + ); + + const totalTime = Date.now() - startTime; + + // Display comprehensive results + console.log(`\nāœ… Insert Operation Complete:`); + console.log(` Inserted: ${result.inserted}/${result.total} documents`); + console.log(` Failed: ${result.failed}, Retries: ${result.retried}`); + console.log(` Total time: ${(totalTime / 1000).toFixed(1)}s`); + console.log(` RU consumed: ${result.metrics.totalRu.toLocaleString()}`); + console.log(` Avg RU/doc: ${result.metrics.avgRuPerDoc.toFixed(2)}`); + console.log(` Avg latency: ${result.metrics.avgLatencyMs.toFixed(0)}ms/doc`); + + // Show cost estimation + const costEstimate = calculateRUCost({ + totalRUs: result.metrics.totalRu, + isServerless: true // Assume serverless for this demo + }); + + console.log(`\nšŸ’° Cost Estimation:`); + console.log(` Serverless cost: $${costEstimate.estimatedCost.toFixed(6)}`); + console.log(` ${costEstimate.description}`); + + // Show errors if any occurred + if (Object.keys(result.metrics.errorCounts).length > 0) { + console.log(`\nāš ļø Errors encountered:`); + for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { + console.log(` ${errorCode}: ${count} occurrences`); + } + if (result.metrics.errorCounts['429']) { + console.log(` šŸ’” Tip: Consider increasing RU/s or enabling autoscale for high throughput`); + } + } + + return result; +} + +/** + * Step 3: Performance analysis and recommendations + */ +async function showPerformanceAnalysis(insertResult: InsertResult): Promise { + console.log('\nšŸ“ˆ Step 3: Performance Analysis'); + console.log('=============================='); + + const { metrics } = insertResult; + + // RU consumption analysis + console.log(`RU Consumption Analysis:`); + console.log(` - Total RUs: ${metrics.totalRu.toLocaleString()}`); + console.log(` - Average RU/document: ${metrics.avgRuPerDoc.toFixed(2)}`); + console.log(` - Peak RU/operation: ${metrics.maxRu.toFixed(2)}`); + + // Performance analysis + console.log(`\nPerformance Metrics:`); + console.log(` - Total duration: ${(metrics.totalDurationMs / 1000).toFixed(1)}s`); + console.log(` - Average latency: ${metrics.avgLatencyMs.toFixed(0)}ms/document`); + console.log(` - Peak latency: ${metrics.maxLatencyMs.toFixed(0)}ms`); + console.log(` - Throughput: ${(insertResult.total / (metrics.totalDurationMs / 1000)).toFixed(1)} docs/second`); + + // Recommendations + console.log(`\nOptimization Recommendations:`); + + if (metrics.avgRuPerDoc > 10) { + console.log(` āš ļø High RU consumption per document (${metrics.avgRuPerDoc.toFixed(2)} RU/doc)`); + console.log(` - Consider document size optimization`); + console.log(` - Review indexing policies`); + } + + if (metrics.avgLatencyMs > 1000) { + console.log(` āš ļø High average latency (${metrics.avgLatencyMs.toFixed(0)}ms)`); + console.log(` - Consider increasing provisioned RU/s`); + console.log(` - Check regional proximity`); + } + + if (Object.keys(metrics.errorCounts).length === 0) { + console.log(` āœ… No errors encountered - excellent reliability!`); + } + + console.log(` šŸ’” For detailed optimization guidance, see INSERT_AT_SCALE_GUIDE.md`); +} + +/** + * Main execution function - orchestrates the complete workflow + */ +async function main() { + console.log('šŸØ Azure Cosmos DB Insert at Scale Operations'); + console.log('=============================================='); + console.log(`Environment: ${process.env.NODE_ENV || 'development'}`); + console.log(`Timestamp: ${new Date().toISOString()}`); + + try { + // Initialize Cosmos DB client only + const { dbClient } = getClientsPasswordless(); + + if (!dbClient) { + throw new Error('āŒ Cosmos DB client is not configured properly. Please check your Cosmos DB environment variables.'); + } + + console.log('āœ… Cosmos DB client initialized successfully'); + + // Step 1: Load data + const data = await loadData(); + + // Step 2: Perform resilient bulk insert + const insertResult = await performResilientInsert(dbClient, data); + + // Step 3: Show performance analysis + await showPerformanceAnalysis(insertResult); + + console.log('\nšŸŽ‰ All Operations Completed Successfully!'); + console.log('========================================'); + console.log(`āœ… ${data.length} documents inserted with resilience`); + console.log(`āœ… Performance metrics captured`); + + console.log(`\nšŸ“š Next Steps:`); + console.log(` - Review the performance metrics above`); + console.log(` - Adjust batch sizes and concurrency based on your RU provisioning`); + console.log(` - Implement the patterns in your production workloads`); + console.log(` - Monitor RU consumption and optimize accordingly`); + + console.log(`\nšŸ“– For detailed documentation, see INSERT_AT_SCALE_GUIDE.md`); + + // Properly dispose of Cosmos client to allow clean process termination + if (dbClient) { + await dbClient.dispose(); + console.log('āœ… Cosmos DB client disposed successfully'); + } + + } catch (error) { + console.error("āŒ Fatal error in insert operations:", error); + process.exit(1); + } +} + +// Export individual functions for modular use +export { + loadData, + performResilientInsert, + showPerformanceAnalysis +}; + +// Run main function if this file is executed directly +//if (import.meta.url === `file://${process.argv[1]}`) { + main().catch(console.error); +//} \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/utils/cosmos-operations.ts b/nosql-insert-at-scale-typescript/src/utils/cosmos-operations.ts new file mode 100644 index 0000000..2e158d5 --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/utils/cosmos-operations.ts @@ -0,0 +1,189 @@ +/** + * Azure Cosmos DB Low-Level Operations Module + * + * This module contains core Cosmos DB NoSQL operations including: + * - Client creation and authentication + * - Document validation and preparation + * - Database and container management + * - Basic CRUD operations + */ +import { Container, CosmosClient } from '@azure/cosmos'; +import { DefaultAzureCredential, getBearerTokenProvider } from "@azure/identity"; +import { v4 as uuidv4 } from 'uuid'; +import { JsonData } from './interfaces.js'; + +// ------------------------------------------- +// Client Creation Functions +// ------------------------------------------- + +export function getClients(): { dbClient: CosmosClient | null } { + let dbClient: CosmosClient | null = null; + + // Cosmos DB connection string or endpoint/key + // You may need to use endpoint and key separately for CosmosClient + const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; + const cosmosKey = process.env.COSMOS_KEY!; + + if (cosmosEndpoint && cosmosKey) { + dbClient = new CosmosClient({ endpoint: cosmosEndpoint, key: cosmosKey }); + } + + return { dbClient }; +} + +/** + * Get Cosmos DB client using passwordless authentication (managed identity) + * This function uses DefaultAzureCredential for authentication instead of API keys + * + * @returns Object containing CosmosClient instance or null if configuration is missing + */ +export function getClientsPasswordless(): { dbClient: CosmosClient | null } { + let dbClient: CosmosClient | null = null; + + // For Cosmos DB with DefaultAzureCredential + const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; + + if (cosmosEndpoint) { + const credential = new DefaultAzureCredential(); + + dbClient = new CosmosClient({ + endpoint: cosmosEndpoint, + aadCredentials: credential + }); + } + + return { dbClient }; +} + +// ------------------------------------------- +// Document Operations +// ------------------------------------------- + +/** + * Generate a unique operation ID for a document + */ +export function generateOperationId(doc: JsonData, idField: string = 'id'): string { + const baseId = doc[idField] || uuidv4(); + return `${baseId}-${Date.now()}-${Math.random().toString(36).substr(2, 9)}`; +} + +/** + * Validate a document before insertion + */ +export function validateDocument(doc: JsonData, idField: string = 'id', schema?: Record): boolean { + // Basic validation - document must be an object + if (!doc || typeof doc !== 'object' || Array.isArray(doc)) { + return false; + } + + // Ensure document has an ID field or can generate one + if (!doc[idField]) { + // Allow documents without explicit ID as we can generate one + doc[idField] = uuidv4(); + } + + // Optional schema validation + if (schema) { + // Basic schema validation - could be enhanced with more sophisticated validation + for (const [key, expectedType] of Object.entries(schema)) { + if (doc[key] && typeof doc[key] !== expectedType) { + return false; + } + } + } + + return true; +} + +// ------------------------------------------- +// Utility Functions +// ------------------------------------------- + +// ------------------------------------------- +// Core Insert Operations +// ------------------------------------------- + +/** + * Simple batch insert function for basic Cosmos DB operations + * This is a basic implementation without resilience features + */ +export async function insertData(config: any, container: Container, data: JsonData[]): Promise<{ total: number; inserted: number; failed: number }> { + // Cosmos DB uses containers instead of collections + // Insert documents in batches + console.log(`Processing in batches of ${config.batchSize}...`); + const totalBatches = Math.ceil(data.length / config.batchSize); + + let inserted = 0; + let failed = 0; + // Cosmos DB does not support bulk insert natively in SDK, but you can use stored procedures or loop + // Here we use a simple loop for demonstration + for (let i = 0; i < totalBatches; i++) { + const start = i * config.batchSize; + const end = Math.min(start + config.batchSize, data.length); + const batch = data.slice(start, end); + for (const doc of batch) { + try { + await container.items.create(doc); + inserted++; + } catch (error) { + console.error(`Error inserting document:`, error); + failed++; + } + } + // Small pause between batches to reduce resource contention + if (i < totalBatches - 1) { + await new Promise(resolve => setTimeout(resolve, 100)); + } + } + // Index creation is handled by indexing policy in Cosmos DB, not programmatically per field + //TBD: If custom indexing policy is needed, update container indexing policy via SDK or portal + return { total: data.length, inserted, failed }; +} + +/** + * Get Azure Cosmos DB database and container (assumes they already exist) + */ +export async function ensureDatabaseAndContainer( + client: any, + databaseName: string, + containerName: string, + partitionKeyPath: string +): Promise<{ database: any, container: any }> { + try { + console.log(`Getting database ${databaseName}...`); + const database = client.database(databaseName); + + console.log(`Getting container ${containerName}...`); + const container = database.container(containerName); + + // Verify the container exists by reading its properties + const { resource: containerDef } = await container.read(); + + console.log(`āœ… Database: ${databaseName}`); + console.log(`āœ… Container: ${containerName}`); + console.log(`āœ… Partition key: ${containerDef.partitionKey.paths[0]}`); + + // Warn if partition key doesn't match expected + if (containerDef.partitionKey.paths[0] !== partitionKeyPath) { + console.warn(`āš ļø Warning: Container partition key is ${containerDef.partitionKey.paths[0]} but expected ${partitionKeyPath}`); + } + + return { database, container }; + } catch (error: any) { + console.error(`\nāŒ ERROR: Cannot access database or container.`); + console.error(`Error details: ${error.message}\n`); + console.error(`REQUIRED: Database and container must exist before running this script:\n`); + console.error(`1. Database name: ${databaseName}`); + console.error(`2. Container name: ${containerName} `); + console.error(`3. Partition key: ${partitionKeyPath}\n`); + console.error(`Create these resources through:`); + console.error(`- Azure Portal: https://portal.azure.com`); + console.error(`- Azure CLI: `); + console.error(` az cosmosdb sql database create --account-name --name ${databaseName} --resource-group `); + console.error(` az cosmosdb sql container create --account-name --database-name ${databaseName} --name ${containerName} --partition-key-path ${partitionKeyPath} --resource-group \n`); + + throw error; + } +} + +// ------------------------------------------- diff --git a/nosql-vector-search-typescript/src/cosmos-operations.ts b/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts similarity index 52% rename from nosql-vector-search-typescript/src/cosmos-operations.ts rename to nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts index b6bbc2d..9fa3e04 100644 --- a/nosql-vector-search-typescript/src/cosmos-operations.ts +++ b/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts @@ -1,17 +1,14 @@ /** - * Azure Cosmos DB Operations Module + * Azure Cosmos DB Resilience and Retry Logic Module * - * This module contains all Cosmos DB specific operations including: - * - Client creation and authentication - * - Error parsing and handling - * - Document validation and preparation - * - Resilient bulk insert operations with retry logic - * - Database and container management + * This module contains all resilience-related functionality for Azure Cosmos DB operations including: * - Circuit breaker implementation for educational purposes + * - Custom retry logic for errors not handled by Azure SDK + * - Error parsing and retryability determination + * - Resilient bulk insert operations with comprehensive error handling + * - Delay/backoff utilities */ import { Container, CosmosClient } from '@azure/cosmos'; -import { AzureOpenAI } from "openai"; -import { DefaultAzureCredential, getBearerTokenProvider } from "@azure/identity"; import { v4 as uuidv4 } from 'uuid'; import { MetricsCollector, Logger } from './metrics.js'; import { @@ -20,85 +17,13 @@ import { CircuitBreakerOptions, FailedDocument, ErrorDetails, - InsertResult, - JsonData -} from './interfaces.js'; - -// ------------------------------------------- -// Client Creation Functions -// ------------------------------------------- - -export function getClients(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { - let aiClient: AzureOpenAI | null = null; - let dbClient: CosmosClient | null = null; - - const apiKey = process.env.AZURE_OPENAI_EMBEDDING_KEY!; - const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; - const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; - const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; - - if (apiKey && apiVersion && endpoint && deployment) { - aiClient = new AzureOpenAI({ - apiKey, - apiVersion, - endpoint, - deployment - }); - } - - // Cosmos DB connection string or endpoint/key - // You may need to use endpoint and key separately for CosmosClient - const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; - const cosmosKey = process.env.COSMOS_KEY!; - - if (cosmosEndpoint && cosmosKey) { - dbClient = new CosmosClient({ endpoint: cosmosEndpoint, key: cosmosKey }); - } - - return { aiClient, dbClient }; -} - -/** - * Get Azure OpenAI and Cosmos DB clients using passwordless authentication (managed identity) - * This function uses DefaultAzureCredential for authentication instead of API keys - * - * @returns Object containing AzureOpenAI and CosmosClient instances or null if configuration is missing - */ -export function getClientsPasswordless(): { aiClient: AzureOpenAI | null; dbClient: CosmosClient | null } { - let aiClient: AzureOpenAI | null = null; - let dbClient: CosmosClient | null = null; - - // For Azure OpenAI with DefaultAzureCredential - const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION!; - const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT!; - const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; - - if (apiVersion && endpoint && deployment) { - const credential = new DefaultAzureCredential(); - const scope = "https://cognitiveservices.azure.com/.default"; - const azureADTokenProvider = getBearerTokenProvider(credential, scope); - aiClient = new AzureOpenAI({ - apiVersion, - endpoint, - deployment, - azureADTokenProvider - }); - } - - // For Cosmos DB with DefaultAzureCredential - const cosmosEndpoint = process.env.COSMOS_ENDPOINT!; - - if (cosmosEndpoint) { - const credential = new DefaultAzureCredential(); - - dbClient = new CosmosClient({ - endpoint: cosmosEndpoint, - aadCredentials: credential // Use DefaultAzureCredential instead of key - }); - } - - return { aiClient, dbClient }; -} + InsertResult +} from './resilience-interfaces.js'; +import { JsonData } from './interfaces.js'; +import { + validateDocument, + generateOperationId +} from './cosmos-operations.js'; /** * Retry Resiliency implementation for Azure Cosmos DB operations @@ -284,26 +209,24 @@ export function parseCosmosError(error: any): ErrorDetails { /** * Check if an error requires custom retry logic based on Azure Cosmos DB NoSQL official guidance - * Note: SDK automatically retries 408, 410, 429, 449, 503 - only add custom retry where needed + * Note: While SDK has some retry for 429, bulk operations often need additional retry logic */ export function isRetryableError(errorCode: number | string): boolean { const code = errorCode.toString(); - // Based on Azure Cosmos DB NoSQL official guidance: - // Only retry errors where "Should add retry = Yes" AND "SDKs retry = No" + // Based on Azure Cosmos DB NoSQL official guidance and bulk operation best practices: + // Add custom retry for errors that benefit from application-level retry logic - // 403 is the main case where we should add custom retry (marked as "Optional") - // Only retry for transient auth issues, not for actual authorization failures + // Custom retryable codes for bulk operations const customRetryableCodes = [ - '403' // Forbidden - Optional retry only for transient auth issues + '403', // Forbidden - Optional retry only for transient auth issues + '429' // Too Many Requests - Additional retry for bulk operations beyond SDK retry ]; - // These are handled by SDK automatically (SDKs retry = Yes) - // We don't need to add custom retry logic for these + // These are handled by SDK automatically but may need additional application retry for bulk ops const sdkHandledCodes = [ '408', // Request Timeout - SDK handles this '410', // Gone - SDK handles this - '429', // Too Many Requests - SDK handles this with x-ms-retry-after-ms '449', // Retry With - SDK handles this '503' // Service Unavailable - SDK handles this ]; @@ -324,63 +247,19 @@ export function isRetryableError(errorCode: number | string): boolean { return false; } - // Only add custom retry for codes not handled by SDK + // Add custom retry for codes that benefit from application-level retry return customRetryableCodes.includes(code); } -// ------------------------------------------- -// Document Operations -// ------------------------------------------- - -/** - * Generate a unique operation ID for a document - */ -export function generateOperationId(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField): string { - const baseId = doc[idField] || uuidv4(); - return `${baseId}-${Date.now()}-${Math.random().toString(36).substr(2, 9)}`; -} - -/** - * Validate a document before insertion - */ -export function validateDocument(doc: JsonData, idField: string = DEFAULT_INSERT_CONFIG.idField, schema?: Record): boolean { - // Basic validation - document must be an object - if (!doc || typeof doc !== 'object' || Array.isArray(doc)) { - return false; - } - - // Ensure document has an ID field or can generate one - if (!doc[idField]) { - // Allow documents without explicit ID as we can generate one - doc[idField] = uuidv4(); - } - - // Optional schema validation - if (schema) { - // Basic schema validation - could be enhanced with more sophisticated validation - for (const [key, expectedType] of Object.entries(schema)) { - if (doc[key] && typeof doc[key] !== expectedType) { - return false; - } - } - } - - return true; -} - -// ------------------------------------------- -// Utility Functions -// ------------------------------------------- - /** * Delay function for exponential backoff */ -async function delay(ms: number): Promise { +export async function delay(ms: number): Promise { return new Promise(resolve => setTimeout(resolve, ms)); } // ------------------------------------------- -// Core Insert Operations +// Core Insert Operations with Resilience // ------------------------------------------- /** @@ -410,6 +289,8 @@ export async function resilientInsert( batchSize: config.batchSize }); + console.log(`šŸš€ Starting batch processing of ${data.length} documents...`); + // NOTE: Retry resiliency for handling errors not covered by Azure SDK's built-in retry logic. let inserted = 0, failed = 0, retried = 0; @@ -446,6 +327,10 @@ export async function resilientInsert( totalProcessed: start }); + if (totalBatches > 1) { + console.log(`šŸ“¦ Processing batch ${i + 1}/${totalBatches} (${batch.length} documents)...`); + } + // Validate documents before attempting insertion const validDocs = batch.filter(doc => { if (!validateDocument(doc, config.idField, config.schema)) { @@ -463,10 +348,10 @@ export async function resilientInsert( return true; }); - // Process each document in the batch with simplified retry logic + // Process each document in the batch with enhanced retry logic const batchPromises = validDocs.map(async (doc) => { let customRetries = 0; - const MAX_CUSTOM_RETRIES = 2; // Only for 403 Forbidden scenarios + const MAX_CUSTOM_RETRIES = 3; // Increased for handling 429 errors let lastError: ErrorDetails | null = null; while (customRetries <= MAX_CUSTOM_RETRIES) { @@ -482,11 +367,14 @@ export async function resilientInsert( // Perform the insert operation with timeout // SDK automatically handles retries for: 408, 410, 429, 449, 503 const insertPromise = container.items.create(docToInsert); + + let timeoutId: NodeJS.Timeout | undefined; const timeoutPromise = new Promise((_, reject) => { - setTimeout(() => reject(new Error('Operation timeout')), config.bulkInsertTimeoutMs); + timeoutId = setTimeout(() => reject(new Error('Operation timeout')), config.bulkInsertTimeoutMs); }); const result = await Promise.race([insertPromise, timeoutPromise]) as any; + if (timeoutId) clearTimeout(timeoutId); // Clean up timeout if operation completes first const latency = Date.now() - startTime; // Record successful operation metrics @@ -494,6 +382,11 @@ export async function resilientInsert( metrics.recordLatency(latency); retryResiliency.recordSuccess(); + // Show success message if this was a retry + if (customRetries > 0) { + console.log(`āœ… Document ${doc[config.idField]} successfully inserted after ${customRetries} ${customRetries === 1 ? 'retry' : 'retries'}`); + } + inserted++; return { success: true, doc, result }; @@ -504,30 +397,49 @@ export async function resilientInsert( metrics.recordError(errorDetails.code); retryResiliency.recordFailure(); - logger.warn(`Insert attempt ${customRetries + 1} failed`, { - docId: doc[config.idField], - error: errorDetails.message, - code: errorDetails.code - }); + // Only log detailed warning if this is not going to be retried or is the final attempt + if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { + logger.warn(`Insert attempt ${customRetries + 1} failed`, { + docId: doc[config.idField], + error: errorDetails.message, + code: errorDetails.code + }); + } - // Only retry 403 Forbidden if it might be transient auth issue - if (errorDetails.code === '403' && customRetries < MAX_CUSTOM_RETRIES) { + // Check if error is retryable + if (isRetryableError(errorDetails.code) && customRetries < MAX_CUSTOM_RETRIES) { customRetries++; retried++; - // Short delay for auth token refresh scenarios - const shortDelay = 500 * customRetries; - logger.debug(`Retrying 403 error after ${shortDelay}ms`, { - docId: doc[config.idField], - attempt: customRetries + 1 - }); + let retryDelay: number; + + if (errorDetails.code === '429') { + // For 429 errors, respect the retry-after header if available + if (errorDetails.retryAfterMs) { + retryDelay = errorDetails.retryAfterMs; + } else { + // Use exponential backoff starting from 1s for 429 errors + retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); + } + + console.log(`ā³ Rate limiting detected for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else if (errorDetails.code === '403') { + // Short delay for auth token refresh scenarios + retryDelay = 500 * customRetries; + + console.log(`šŸ”‘ Authentication issue for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else { + // Default exponential backoff for other retryable errors + retryDelay = Math.min(500 * Math.pow(2, customRetries - 1), 5000); + + console.log(`āš ļø Error ${errorDetails.code} for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } - await delay(shortDelay); + await delay(retryDelay); continue; } - // All other errors: either handled by SDK already, or not retryable - // SDK already exhausted retries for 408, 410, 429, 449, 503 + // All other errors: either not retryable or exhausted retries break; } } @@ -567,87 +479,17 @@ export async function resilientInsert( durationMs: result.metrics.totalDurationMs }); - return result; -} + console.log(`šŸŽÆ Batch processing completed: ${result.inserted} inserted, ${result.failed} failed, ${result.retried} retries`); -/** - * Simple batch insert function for basic Cosmos DB operations - * This is a basic implementation - for production use resilientInsert() instead - */ -export async function insertData(config: any, container: Container, data: JsonData[]): Promise<{ total: number; inserted: number; failed: number }> { - // Cosmos DB uses containers instead of collections - // Insert documents in batches - console.log(`Processing in batches of ${config.batchSize}...`); - const totalBatches = Math.ceil(data.length / config.batchSize); - - let inserted = 0; - let failed = 0; - // Cosmos DB does not support bulk insert natively in SDK, but you can use stored procedures or loop - // Here we use a simple loop for demonstration - for (let i = 0; i < totalBatches; i++) { - const start = i * config.batchSize; - const end = Math.min(start + config.batchSize, data.length); - const batch = data.slice(start, end); - for (const doc of batch) { - try { - await container.items.create(doc); - inserted++; - } catch (error) { - console.error(`Error inserting document:`, error); - failed++; - } - } - // Small pause between batches to reduce resource contention - if (i < totalBatches - 1) { - await new Promise(resolve => setTimeout(resolve, 100)); - } - } - // Index creation is handled by indexing policy in Cosmos DB, not programmatically per field - //TBD: If custom indexing policy is needed, update container indexing policy via SDK or portal - return { total: data.length, inserted, failed }; + return result; } /** - * Ensure Azure Cosmos DB database and container exist with proper partition key configuration - */ -export async function ensureDatabaseAndContainer( - client: any, - databaseName: string, - containerName: string, - partitionKeyPath: string -): Promise<{ database: any, container: any }> { - try { - console.log(`Ensuring database ${databaseName} exists...`); - const { database } = await client.databases.createIfNotExists({ id: databaseName }); - console.log(`Database ${databaseName} ensured.`); - - console.log(`Ensuring container ${containerName} exists with partition key ${partitionKeyPath}...`); - - // IMPORTANT: Partition key cannot be changed after container creation - const { container } = await database.containers.createIfNotExists({ - id: containerName, - partitionKey: { paths: [partitionKeyPath] } - }); - - console.log(`Container ${containerName} ensured.`); - console.log(`PARTITION KEY SET TO: ${partitionKeyPath}`); - console.log(`Remember: Partition key cannot be changed after container creation!`); - - return { database, container }; - } catch (error: any) { - console.error(`\nERROR: Cannot access database or container. Please ensure they exist.`); - console.error(`Error details: ${error.message}\n`); - console.error(`IMPORTANT: You need to create the database and container manually before running this script:\n`); - console.error(`1. Database name: ${databaseName}`); - console.error(`2. Container name: ${containerName} `); - console.error(`3. Partition key: ${partitionKeyPath}\n`); - console.error(`You can create these resources through:`); - console.error(`- Azure Portal: https://portal.azure.com`); - console.error(`- Azure CLI: `); - console.error(` az cosmosdb sql database create --account-name --name ${databaseName} --resource-group `); - console.error(` az cosmosdb sql container create --account-name --database-name ${databaseName} --name ${containerName} --partition-key-path ${partitionKeyPath} --resource-group \n`); - console.error(`The account you're using doesn't have permission to create these resources programmatically.`); - - throw error; - } -} \ No newline at end of file + * Removed: resilientInsertWithIndexManagement function + * + * Index management is now handled by external scripts: + * - ./scripts/remove-vector-indexes.sh (run before bulk insert) + * - ./scripts/restore-vector-indexes.sh (run after bulk insert) + * + * Use the main resilientInsert function for bulk operations. + */ \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/utils/interfaces.ts b/nosql-insert-at-scale-typescript/src/utils/interfaces.ts new file mode 100644 index 0000000..937e5d0 --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/utils/interfaces.ts @@ -0,0 +1,37 @@ +/** + * Core type definitions for Azure Cosmos DB operations + * This file contains basic interfaces and type definitions for low-level Cosmos DB operations + */ + +// Common type aliases +export type JsonData = Record; + +/** + * Performance metrics for operations + */ +export interface OperationMetrics { + /** Total RU consumption */ + totalRu: number; + /** Average RU per document */ + avgRuPerDoc: number; + /** Maximum RU per operation */ + maxRu: number; + /** Average latency in ms per document */ + avgLatencyMs: number; + /** Maximum latency in ms for any single operation */ + maxLatencyMs: number; + /** Error count by status code */ + errorCounts: Record; + /** Total duration of the operation in ms */ + totalDurationMs: number; +} + +/** + * Log levels for the logger + */ +export enum LogLevel { + DEBUG = 'DEBUG', + INFO = 'INFO', + WARN = 'WARN', + ERROR = 'ERROR' +} \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/metrics.ts b/nosql-insert-at-scale-typescript/src/utils/metrics.ts similarity index 85% rename from nosql-vector-search-typescript/src/metrics.ts rename to nosql-insert-at-scale-typescript/src/utils/metrics.ts index 8579dd9..c5c393e 100644 --- a/nosql-vector-search-typescript/src/metrics.ts +++ b/nosql-insert-at-scale-typescript/src/utils/metrics.ts @@ -163,18 +163,31 @@ export class Logger { * Log a message with the given level */ private log(level: LogLevel, message: string, data?: any): void { - const timestamp = new Date().toISOString(); - const logData = { - timestamp, - level, - correlationId: this.correlationId, - message, - ...(data ? { data } : {}) - }; - - // In production, you might want to use a proper logging library - // or send logs to a centralized service - console.log(JSON.stringify(logData)); + // Output clean console messages instead of JSON + let prefix = ''; + switch (level) { + case LogLevel.DEBUG: + prefix = 'šŸ” '; + break; + case LogLevel.INFO: + prefix = 'ā„¹ļø '; + break; + case LogLevel.WARN: + prefix = 'āš ļø '; + break; + case LogLevel.ERROR: + prefix = 'āŒ '; + break; + default: + prefix = ''; + } + + console.log(`${prefix}${message}`); + + // If there's additional data and it's at DEBUG level, show it in a readable format + if (data && level === LogLevel.DEBUG) { + console.log(` Details: ${JSON.stringify(data, null, 2)}`); + } } /** diff --git a/nosql-vector-search-typescript/src/interfaces.ts b/nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts similarity index 77% rename from nosql-vector-search-typescript/src/interfaces.ts rename to nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts index a051cbd..e75a2bb 100644 --- a/nosql-vector-search-typescript/src/interfaces.ts +++ b/nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts @@ -1,13 +1,11 @@ /** - * Type definitions for Azure Cosmos DB bulk insert operations - * This file contains all interfaces and type definitions used across the insert-at-scale implementation + * Type definitions for Azure Cosmos DB resilience and bulk insert operations + * This file contains all interfaces and type definitions used for resilient operations */ +import type { OperationMetrics } from './interfaces.js'; import type { MetricsCollector } from './metrics.js'; -// Common type aliases -export type JsonData = Record; - /** * Configuration options for resilient insert operations * See INSERT_AT_SCALE_GUIDE.md for detailed configuration guidance @@ -55,7 +53,7 @@ export interface CircuitBreakerOptions { */ export interface FailedDocument { /** The document that failed to insert */ - document: JsonData; + document: Record; /** Error details */ error: ErrorDetails; /** Number of attempts made before failing */ @@ -98,36 +96,6 @@ export interface InsertResult { metricsCollector: MetricsCollector; } -/** - * Performance metrics for the operation - */ -export interface OperationMetrics { - /** Total RU consumption */ - totalRu: number; - /** Average RU per document */ - avgRuPerDoc: number; - /** Maximum RU per operation */ - maxRu: number; - /** Average latency in ms per document */ - avgLatencyMs: number; - /** Maximum latency in ms for any single operation */ - maxLatencyMs: number; - /** Error count by status code */ - errorCounts: Record; - /** Total duration of the operation in ms */ - totalDurationMs: number; -} - -/** - * Log levels for the logger - */ -export enum LogLevel { - DEBUG = 'DEBUG', - INFO = 'INFO', - WARN = 'WARN', - ERROR = 'ERROR' -} - /** * Default configuration with reasonable values for production use * See INSERT_AT_SCALE_GUIDE.md for configuration optimization guidance diff --git a/nosql-vector-search-typescript/src/utils.ts b/nosql-insert-at-scale-typescript/src/utils/utils.ts similarity index 92% rename from nosql-vector-search-typescript/src/utils.ts rename to nosql-insert-at-scale-typescript/src/utils/utils.ts index 8f52445..ce1fa95 100644 --- a/nosql-vector-search-typescript/src/utils.ts +++ b/nosql-insert-at-scale-typescript/src/utils/utils.ts @@ -1,5 +1,4 @@ import { CosmosClient } from '@azure/cosmos'; -import { AzureOpenAI } from "openai"; import { promises as fs } from "fs"; import { getClients, getClientsPasswordless, insertData } from './cosmos-operations.js'; @@ -15,12 +14,6 @@ export async function readFileReturnJson(filePath: string): Promise const fileAsString = await fs.readFile(filePath, "utf-8"); return JSON.parse(fileAsString); } -export async function writeFileJson(filePath: string, jsonData: JsonData): Promise { - const jsonString = JSON.stringify(jsonData, null, 2); - await fs.writeFile(filePath, jsonString, "utf-8"); - - console.log(`Wrote JSON file to ${filePath}`); -} /** * Calculate estimated cost for Request Units (RUs) in different pricing models diff --git a/nosql-vector-search-typescript/tsconfig.json b/nosql-insert-at-scale-typescript/tsconfig.json similarity index 91% rename from nosql-vector-search-typescript/tsconfig.json rename to nosql-insert-at-scale-typescript/tsconfig.json index 6e44036..a60a141 100644 --- a/nosql-vector-search-typescript/tsconfig.json +++ b/nosql-insert-at-scale-typescript/tsconfig.json @@ -12,6 +12,7 @@ "forceConsistentCasingInFileNames": true, "sourceMap": true, "resolveJsonModule": true, + "strictPropertyInitialization": false }, "include": [ "src/**/*" diff --git a/nosql-vector-search-typescript/.env.example b/nosql-vector-search-typescript/.env.example deleted file mode 100644 index 77b7db1..0000000 --- a/nosql-vector-search-typescript/.env.example +++ /dev/null @@ -1,33 +0,0 @@ - -DEBUG=true - -# ======================================== -# Azure OpenAI Embedding Settings -# ======================================== -AZURE_OPENAI_EMBEDDING_MODEL=text-embedding-ada-002 -AZURE_OPENAI_EMBEDDING_API_VERSION=2023-05-15 -AZURE_OPENAI_EMBEDDING_KEY= -AZURE_OPENAI_EMBEDDING_ENDPOINT=https://.openai.azure.com -EMBEDDING_SIZE_BATCH=16 - -# ======================================== -# Data File Paths and Vector Configuration -# ======================================== -DATA_FILE_WITHOUT_VECTORS=../data/HotelsData_toCosmosDB.JSON -DATA_FILE_WITH_VECTORS=../data/HotelsData_toCosmosDB_Vector.json -DATA_FILE_WITH_SIMILARITY=../data/HotelsData_toCosmosDB_Vector_Similarity.json -QUERY_FILE_WITH_VECTORS=../data/HotelsData_Query_Vector.json -DATA_FOLDER=../data/ -FIELD_TO_EMBED=Description -EMBEDDED_FIELD=text_embedding_ada_002 -EMBEDDING_DIMENSIONS=1536 -LOAD_SIZE_BATCH=100 - -# ======================================== -# Cosmos DB Connection Settings -# ======================================== -COSMOS_ENDPOINT= -COSMOS_KEY= -COSMOS_CONNECTION_STRING= -EMBEDDING_SIZE_BATCH=16 -LOAD_SIZE_BATCH=100 \ No newline at end of file diff --git a/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md b/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md deleted file mode 100644 index 8968cc1..0000000 --- a/nosql-vector-search-typescript/IMPROVEMENT_PLAN.md +++ /dev/null @@ -1,131 +0,0 @@ -# Azure Cosmos DB Insert-at-Scale Improvement Plan - -## Overview -This document outlines the planned improvements to the `insert-at-scale.ts` file based on expert feedback received on September 26, 2025. The changes focus on aligning with Azure Cosmos DB best practices and removing potentially confusing or inaccurate guidance. - -## Feedback Summary -The feedback highlighted several areas for improvement: -- MaxConcurrency should support -1 for SDK-managed parallelism -- Pricing estimates are difficult to provide accurately and should be simplified/removed -- Current operation cost calculations are confusing between different pricing models -- Circuit breaker pattern may not be the best approach; throughput buckets are preferred -- Retry logic should follow official Azure Cosmos DB SDK best practices -- Need better guidance on partition key selection and RU scaling strategies - -## Planned Changes - -### āœ… 1. Update MaxConcurrency to support -1 -**Status: COMPLETED** -- Modified `maxConcurrency` type definition and documentation -- Updated default configuration to use `-1` (let SDK maximize parallelism) -- Updated main function configuration - -### šŸ”„ 2. Remove/simplify pricing estimates -**Status: IN PROGRESS** -- Remove complex pricing calculations from the main output -- Simplify or remove the `estimateServerlessCost()` and `estimateMonthlyRUCost()` calls -- Focus on showing RU consumption metrics instead of cost projections -- Remove confusing monthly cost projections - -### šŸ“‹ 3. Fix pricing model confusion -**Status: PLANNED** -- Address confusion between serverless vs provisioned throughput vs autoscale pricing -- Clarify which pricing model is being used in calculations -- Ensure calculations are accurate for each specific model -- Remove or clearly separate different pricing model examples - -### šŸ“‹ 4. Update circuit breaker guidance -**Status: PLANNED** -- Remove or significantly modify the circuit breaker implementation -- Replace with guidance about Azure Cosmos DB's **throughput buckets** feature (in preview) -- Point users to Microsoft Learn documentation: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet -- Focus on RU/workload based resource contention controls - -### šŸ“‹ 5. Improve retry logic best practices -**Status: PLANNED** -- Update retry logic to follow Azure Cosmos DB SDK best practices -- Implement retry patterns based on specific status codes -- Reference: "Design Resilient Applications with Azure Cosmos DB SDKs" Microsoft Learn documentation -- Ensure retry logic aligns with official SDK recommendations - -### šŸ“‹ 6. Add partition key best practices guidance -**Status: PLANNED** -- Add comprehensive documentation about partition key selection -- Emphasize the importance of **high cardinality** partition keys -- Provide guidance on ensuring workload is spread across multiple partitions -- Include examples of good vs. poor partition key choices for large insert workloads -- Explain how partition key affects performance and scalability - -### šŸ“‹ 7. Add RU scaling guidance -**Status: PLANNED** -- Document scaling strategies for large insert workloads -- Guidance on setting RU/s high during ingestion periods and scaling back down -- Information about **Dynamic Autoscale** capability and tuning max RU/s -- Explain physical partition creation (every ~10,000 RU/s creates new partition) -- Benefits of multiple physical partitions for large insert workloads (each partition capped at 10,000 RU/s max) - -### šŸ“‹ 8. Update documentation and comments -**Status: PLANNED** -- Review and update all JSDoc comments -- Update inline documentation throughout the file -- Modify console output to provide better guidance -- Ensure all documentation reflects Azure Cosmos DB best practices -- Remove outdated or potentially misleading information - -## Implementation Priority - -1. **High Priority (Immediate)**: - - Remove/simplify pricing estimates (item 2) - - Fix pricing model confusion (item 3) - - Update circuit breaker guidance (item 4) - -2. **Medium Priority**: - - Improve retry logic best practices (item 5) - - Add partition key best practices guidance (item 6) - -3. **Low Priority (Polish)**: - - Add RU scaling guidance (item 7) - - Update documentation and comments (item 8) - -## Key Principles to Follow - -### Partition Key Best Practices -- Choose high cardinality partition keys (distinct values across documents) -- Avoid "hot" partition keys that concentrate traffic -- Consider the query patterns when selecting partition keys -- Understand that good partition key distribution enables better parallelism - -### Scaling Strategies -- **Initial Ingestion**: Set RU/s high for large insert periods -- **Post-Ingestion**: Scale back down to normal operational levels -- **Dynamic Autoscale**: Use Azure's autoscale capability with appropriate max RU/s limits -- **Physical Partitions**: Understand that every ~10,000 RU/s creates a new physical partition -- **Parallel Processing**: More physical partitions = better insert performance (each capped at 10,000 RU/s) - -### Retry Logic -- Follow official Azure Cosmos DB SDK retry best practices -- Implement status-code specific retry logic -- Use appropriate backoff strategies -- Handle different error types correctly (retryable vs. non-retryable) - -### Resource Management -- Prefer Azure's native throughput management features -- Use throughput buckets (preview) for advanced RU/workload controls -- Avoid custom circuit breakers when native solutions exist -- Let the SDK handle parallelism optimization when possible - -## Expected Outcomes - -After implementing these changes, the `insert-at-scale.ts` file will: -- Provide more accurate and helpful guidance for large-scale insert operations -- Align with current Azure Cosmos DB best practices and recommendations -- Remove confusing or potentially misleading pricing calculations -- Focus on actionable performance and scalability guidance -- Reference official Microsoft documentation for advanced features - -## References - -- [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) -- [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) -- [Azure Cosmos DB Partitioning](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) -- [Azure Cosmos DB Request Units](https://learn.microsoft.com/en-us/azure/cosmos-db/request-units) \ No newline at end of file diff --git a/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md b/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md deleted file mode 100644 index 3b0af98..0000000 --- a/nosql-vector-search-typescript/QUICKSTART_INSERT_AT_SCALE.md +++ /dev/null @@ -1,513 +0,0 @@ -# Quickstart: Insert documents at scale into Azure Cosmos DB for NoSQL - -In this quickstart, you learn how to efficiently insert large volumes of documents into Azure Cosmos DB for NoSQL using TypeScript and the Azure SDK. You'll implement enterprise-grade resilience patterns including retry logic, error handling, and performance monitoring. - -## Prerequisites - -- An Azure account with an active subscription. [Create an account for free](https://azure.microsoft.com/free/). -- Azure Cosmos DB for NoSQL account. [Create a Cosmos DB account](https://docs.microsoft.com/azure/cosmos-db/create-cosmosdb-resources-portal). -- [Node.js](https://nodejs.org/) version 18 or higher. -- [TypeScript](https://www.typescriptlang.org/) installed globally. - -## Setting up your environment - -1. **Install required packages**: - ```bash - npm install @azure/cosmos @azure/identity uuid - npm install -D @types/uuid typescript - ``` - -2. **Configure environment variables**: - Create a `.env` file with your Cosmos DB connection details: - ``` - COSMOS_ENDPOINT=https://your-account.documents.azure.com:443/ - COSMOS_KEY=your-primary-key - ``` - -3. **Prepare your data**: - For this quickstart, we'll use a sample hotel dataset. Create a JSON file with your documents or use our sample data structure. - -## Understanding bulk insert best practices - -Before implementing bulk insert operations, it's crucial to understand Azure Cosmos DB best practices and the distinction between educational patterns and production recommendations: - -### Educational vs Production Patterns - -This quickstart demonstrates several patterns for learning purposes. Here's what you should use in production versus what's included for educational value: - -| Pattern Category | šŸŽ“ Educational Patterns (Good for Learning) | šŸ­ Production Recommendations | -|------------------|---------------------------------------------|-------------------------------| -| **Resilience & Error Handling** | Custom circuit breaker implementation - Demonstrates resilience concepts | [Azure Cosmos DB SDK built-in retry policies](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) - Use the SDK's automatic retry handling with optimized backoff | -| **Retry Logic** | Manual retry logic with custom backoff - Shows how retry patterns work | [Azure Cosmos DB SDK built-in retry policies](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) - The SDK has optimized implementations | -| **Performance Monitoring** | Custom metrics collection - Illustrates performance monitoring concepts | [Azure Monitor](https://learn.microsoft.com/en-us/azure/azure-monitor/overview) and [Application Insights](https://learn.microsoft.com/en-us/azure/azure-monitor/app/app-insights-overview) - Enterprise-grade monitoring and alerting | -| **Error Analysis** | Detailed error parsing and categorization - Helps understand different error types | [Azure Monitor diagnostic logs](https://learn.microsoft.com/en-us/azure/cosmos-db/monitor-cosmos-db) - Native error tracking and analysis | -| **Resource Scaling** | Manual throttling and adaptive delay logic - Shows RU management concepts | [Dynamic Autoscale](https://learn.microsoft.com/en-us/azure/cosmos-db/provision-throughput-autoscale) - Let Azure automatically scale RU/s based on demand | -| **Resource Control** | Custom circuit breaker for RU management - Educational implementation | [Throughput Buckets (Preview)](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) - Use Azure's native RU/workload control | -| **Authentication** | Connection string authentication - Simple for learning | [Managed Identity authentication](https://learn.microsoft.com/en-us/azure/cosmos-db/managed-identity-based-authentication) - More secure for production workloads | - -### When to Use Each Approach - -- **Development and Learning**: Use the patterns in this quickstart to understand resilience concepts and error handling -- **Small-scale Production**: The educational patterns can work for smaller workloads with proper testing -- **Enterprise Production**: Prefer Azure-native solutions for scalability, reliability, and reduced maintenance overhead - -### Partition Key Selection - -Choose a partition key with **high cardinality** to ensure even distribution of data and optimal performance. Here are the key principles to follow: - -**Best Practices for Partition Keys:** -- **High cardinality**: Choose fields with many distinct values across documents -- **Avoid hot partitions**: Don't use keys that concentrate traffic on few partitions -- **Good examples**: userId, deviceId, locationId, customerId -- **Poor examples**: status, category, type, country (these have low cardinality) -- **Even distribution**: Aim for balanced data and request distribution across partitions -- **Query alignment**: Use partition keys that appear in most of your queries - -**For Large Insert Workloads:** -- High cardinality enables better parallelism across multiple physical partitions -- Each physical partition can handle up to 10,000 RU/s maximum -- More partitions result in better insert performance for high-volume scenarios - -```typescript -/** - * Path to the partition key field, e.g., '/HotelId' - */ -partitionKeyPath: string; -``` - -### Scaling Strategy - -For large insert operations, consider these RU scaling approaches: - -- **Initial Ingestion**: Set RU/s high during large insert periods -- **Post-Ingestion**: Scale back down to normal operational levels -- **Dynamic Autoscale**: Use Azure's autoscale capability with appropriate max RU/s limits -- **Physical Partitions**: Every ~10,000 RU/s creates a new physical partition, enabling better parallelism - -## Configuration interface - -Define a comprehensive configuration for your bulk insert operations. The configuration allows you to control batch sizes, retry behavior, concurrency, and other important settings: - -```typescript -/** - * Configuration options for resilient insert operations - */ -export interface InsertConfig { - /** Maximum batch size for document insertion */ - batchSize: number; - /** Maximum number of retry attempts for failed operations */ - maxRetries: number; - /** Base time in ms for exponential backoff calculation */ - baseBackoff: number; - /** Maximum backoff time in ms regardless of retry count */ - maxBackoff: number; - /** Unique ID for correlating logs across the operation */ - correlationId?: string; - /** Target RU utilization rate (0.0-1.0) to avoid throttling */ - targetRuUtilization: number; - /** Maximum parallel operations. Set to -1 to let the client/SDK maximize parallelism automatically. */ - maxConcurrency: number; - /** Whether to enable idempotency tokens on documents */ - idempotencyEnabled: boolean; - /** Whether to return failed documents in results */ - returnFailedDocs: boolean; - /** Name of the field to use as document ID */ - idField: string; - /** Path to the partition key field */ - partitionKeyPath: string; -} -``` - -**Key Configuration Options:** -- **maxConcurrency**: Set to -1 to let the Azure Cosmos DB SDK automatically maximize parallelism based on your account's capabilities -- **batchSize**: Process documents in batches to manage memory usage and enable progress tracking -- **targetRuUtilization**: Keep below 1.0 to avoid consistent throttling -- **idempotencyEnabled**: Helps prevent duplicate insertions during retry scenarios - -/** - * Default configuration with reasonable values - */ -export const DEFAULT_INSERT_CONFIG: InsertConfig = { - batchSize: 25, - maxRetries: 5, - baseBackoff: 100, - maxBackoff: 10000, - targetRuUtilization: 0.7, - maxConcurrency: -1, // Let client/SDK maximize parallelism - idempotencyEnabled: true, - returnFailedDocs: true, - idField: 'HotelId', - partitionKeyPath: '/HotelId' -}; -``` - -## Implementing robust error handling - -Azure Cosmos DB operations can fail for various reasons. Implement smart retry logic based on error types to improve resilience. - -**Error Categories:** -- **Retryable HTTP codes**: 408 (Request Timeout), 429 (Too Many Requests), 449 (Retry With), 500/502/503/504 (Server/Gateway errors) -- **Retryable Cosmos DB codes**: ServiceUnavailable, TooManyRequests, RequestTimeout, Gone (partition split), InternalServerError -- **Non-retryable codes**: 400 (Bad Request), 401 (Unauthorized), 403 (Forbidden), 404 (Not Found), 409 (Conflict), 412 (Precondition Failed), 413 (Payload Too Large) - -```typescript -/** - * Check if an error is retryable based on its code - * Based on Azure Cosmos DB SDK best practices for resilient applications - * Reference: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications - */ -function isRetryableError(errorCode: number | string): boolean { - const code = errorCode.toString(); - - const retryableHttpCodes = [ - '408', '429', '449', '500', '503', '502', '504' - ]; - - const retryableCosmosDbCodes = [ - 'ServiceUnavailable', 'TooManyRequests', 'RequestTimeout', 'Gone', 'InternalServerError' - ]; - - const nonRetryableCodes = [ - '400', '401', '403', '404', '409', '412', '413' - ]; - - if (nonRetryableCodes.includes(code)) { - return false; - } - - return retryableHttpCodes.includes(code) || retryableCosmosDbCodes.includes(code); -} -``` - -## Advanced backoff strategies - -Implement different backoff strategies for different error types to optimize retry behavior: - -**Backoff Strategy Types:** -- **Rate limiting (429 errors)**: Use more aggressive backoff with base multiplier of 3x and added random jitter -- **Other retryable errors**: Use standard exponential backoff with 2x multiplier and jitter for collision avoidance -- **Maximum backoff**: Always respect the configured maximum backoff time to prevent excessively long delays - -```typescript -if (attempts > 0) { - let backoffTime: number; - - if (lastError && lastError.code === '429') { - backoffTime = Math.min( - config.maxBackoff, - config.baseBackoff * Math.pow(3, attempts) + (Math.random() * 1000) - ); - } else { - backoffTime = Math.min( - config.maxBackoff, - config.baseBackoff * Math.pow(2, attempts) * (0.5 + Math.random() * 0.5) - ); - } - - logger.debug(`Retry backoff for ${backoffTime}ms`, { - docId: doc[config.idField], - attempt: attempts + 1, - errorCode: lastError?.code || 'UNKNOWN', - backoffStrategy: lastError?.code === '429' ? 'rate-limit-backoff' : 'exponential-jitter' - }); - - await delay(backoffTime); - retried++; -} -``` - -## Performance monitoring - -Track key performance metrics during your bulk insert operations: - -```typescript -/** - * Performance metrics for the operation - */ -export interface OperationMetrics { - /** Total RU consumption */ - totalRu: number; - /** Average RU per document */ - avgRuPerDoc: number; - /** Maximum RU per operation */ - maxRu: number; - /** Average latency in ms per document */ - avgLatencyMs: number; - /** Maximum latency in ms for any single operation */ - maxLatencyMs: number; - /** Error count by status code */ - errorCounts: Record; - /** Total duration of the operation in ms */ - totalDurationMs: number; -} - -/** - * Metrics collector for tracking performance - */ -export class MetricsCollector { - private ruValues: number[] = []; - private latencyValues: number[] = []; - private errorMap: Map = new Map(); - private startTime: number; - - constructor() { - this.startTime = Date.now(); - } - - /** - * Record the RU charge for an operation - */ - public recordRUs(requestCharge: number): void { - this.ruValues.push(requestCharge); - } - - /** - * Record the latency for an operation - */ - public recordLatency(latencyMs: number): void { - this.latencyValues.push(latencyMs); - } - - /** - * Record an error by its code - */ - public recordError(errorCode: number | string): void { - const code = errorCode.toString(); - this.errorMap.set(code, (this.errorMap.get(code) || 0) + 1); - } -} -``` - -## Complete implementation - -Here's a complete example of the bulk insert function with enterprise-grade resilience patterns: - -**Implementation Notes:** -- **Batch processing**: Documents are processed in configurable batches to manage memory and enable progress tracking -- **Educational patterns**: This implementation includes a custom circuit breaker, comprehensive logging, and manual retry logic for learning about resilience patterns -- **Production recommendation**: For production workloads, prefer Azure Cosmos DB's native features: - - **Azure Cosmos DB SDK built-in retry policies**: The SDK automatically handles retries with optimized backoff strategies - - **Dynamic Autoscale**: Automatically scales RU/s based on demand without custom throttling logic - - **Throughput Buckets (Preview)**: Fine-grained RU/workload control instead of custom circuit breakers - - **Azure Monitor and Application Insights**: Enterprise monitoring instead of custom metrics collection - -```typescript -/** - * Insert data into Cosmos DB with enterprise-grade resilience - */ -export async function resilientInsert( - container: Container, - data: JsonData[], - configOptions: Partial = {} -): Promise { - const config: InsertConfig = { - ...DEFAULT_INSERT_CONFIG, - ...configOptions - }; - - const logger = createLogger(config.correlationId); - const metrics = createMetricsCollector(); - - logger.info('Starting resilient insert operation', { - documentCount: data.length, - batchSize: config.batchSize - }); - - let inserted = 0, failed = 0, retried = 0; - const failedDocs: FailedDocument[] = []; - const totalBatches = Math.ceil(data.length / config.batchSize); - - for (let i = 0; i < totalBatches; i++) { - const start = i * config.batchSize; - const end = Math.min(start + config.batchSize, data.length); - const batch = data.slice(start, end); - - logger.info(`Processing batch ${i + 1}/${totalBatches}`, { - batchSize: batch.length, - totalProcessed: start - }); - - for (const doc of batch) { - const startTime = Date.now(); - let attempts = 0; - let success = false; - let lastError: ErrorDetails | null = null; - - while (attempts < config.maxRetries && !success) { - try { - attempts++; - - if (config.idempotencyEnabled && !doc._operationId) { - doc._operationId = generateOperationId(doc, config.idField); - } - - const response = await container.items.create(doc); - - metrics.recordRUs(response.requestCharge); - metrics.recordLatency(Date.now() - startTime); - - inserted++; - success = true; - - } catch (error) { - lastError = parseCosmosError(error); - metrics.recordError(lastError.code); - - if (!lastError.retryable || attempts >= config.maxRetries) { - break; - } - } - } - - if (!success) { - failed++; - failedDocs.push({ - document: doc, - error: lastError || { - code: 'MAX_RETRIES_EXCEEDED', - message: 'Document insertion failed after maximum retries', - retryable: false - }, - attempts - }); - } - } - } - - return { - total: data.length, - inserted, - failed, - retried, - metrics: metrics.getSummary(), - metricsCollector: metrics, - ...(config.returnFailedDocs && failedDocs.length > 0 ? { failedDocuments: failedDocs } : {}) - }; -} -``` - -## Usage example - -Here's how to use the bulk insert functionality in your application with comprehensive output and guidance: - -**Key Implementation Points:** -- **Database and container setup**: Ensure proper partition key configuration before inserting data -- **Partition key analysis**: The example validates that your chosen partition key follows best practices -- **Performance monitoring**: Track RU consumption, latency, and error patterns -- **Best practices guidance**: Console output provides actionable recommendations - -```typescript -async function main() { - const { dbClient: client } = getClientsPasswordless(); - - if (!client) { - throw new Error('Cosmos DB client is not configured properly.'); - } - - const databaseName = 'Hotels'; - const containerName = 'hotels-at-scale'; - const config = { - ...DEFAULT_INSERT_CONFIG, - batchSize: 50, - maxRetries: 3, - maxConcurrency: -1 - }; - - console.log(`Using database ${databaseName} and container ${containerName}...`); - console.log(`Using ID field: ${config.idField} and partition key path: ${config.partitionKeyPath}`); - - console.log(`\nPARTITION KEY ANALYSIS:`); - console.log(`ā€¢ Current partition key: ${config.partitionKeyPath}`); - console.log(`ā€¢ Ensure this field has high cardinality (many unique values)`); - console.log(`ā€¢ Avoid low-cardinality fields like 'status', 'type', or 'category'`); - console.log(`ā€¢ Good partition keys distribute data evenly across partitions\n`); - - try { - const { container } = await ensureDatabaseAndContainer( - client, - databaseName, - containerName, - config.partitionKeyPath - ); - - const dataPath = process.env.DATA_FILE || './sample-data.json'; - console.log(`Reading JSON file from ${dataPath}`); - const data = await readFileReturnJson(dataPath); - - const result = await resilientInsert(container, data, config); - - console.log(`\n-------- OPERATION RESULTS --------`); - console.log(`Inserted ${result.inserted} of ${result.total} documents`); - console.log(`Failed ${result.failed} documents`); - console.log(`Total retries attempted: ${result.retried}`); - - console.log(`\n-------- PERFORMANCE METRICS --------`); - console.log(`Total RUs consumed: ${result.metrics.totalRu.toLocaleString()}`); - console.log(`Average RU per document: ${result.metrics.avgRuPerDoc.toFixed(2)}`); - console.log(`Max RU for single operation: ${result.metrics.maxRu.toFixed(2)}`); - console.log(`Average latency per document: ${result.metrics.avgLatencyMs.toFixed(2)}ms`); - console.log(`Total operation duration: ${(result.metrics.totalDurationMs / 1000).toFixed(2)}s`); - - if (Object.keys(result.metrics.errorCounts).length > 0) { - console.log(`\n-------- ERROR BREAKDOWN --------`); - for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { - console.log(`Error ${errorCode}: ${count} occurrences`); - } - } - - console.log(`\n-------- AZURE COSMOS DB BEST PRACTICES --------`); - console.log(`For production workloads, consider these Azure-native features:`); - console.log(`ā€¢ Dynamic Autoscale: Automatically adjusts RU/s based on demand`); - console.log(`ā€¢ Throughput Buckets (Preview): Fine-grained RU/workload control`); - console.log(`ā€¢ Learn more: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets`); - - console.log(`\n-------- PARTITION KEY BEST PRACTICES --------`); - console.log(`ā€¢ Choose high cardinality partition keys (many unique values)`); - console.log(`ā€¢ Ensure even distribution of data across partitions`); - console.log(`ā€¢ Use partition key in your query filters for best performance`); - console.log(`ā€¢ Avoid hot partitions (keys with uneven traffic distribution)`); - console.log(`ā€¢ Current partition key '${config.partitionKeyPath}' - verify it meets these criteria`); - - } catch (error) { - console.error('Operation failed:', error); - throw error; - } -} - -main().catch(console.error); -``` - -## Key takeaways - -### Educational Value -This quickstart demonstrates several resilience patterns to help you understand the concepts: - -1. **Custom Retry Logic**: Learn how to implement intelligent retry logic that distinguishes between retryable and non-retryable errors -2. **Circuit Breaker Pattern**: Understand how to prevent cascading failures (though Azure handles this natively in production) -3. **Performance Monitoring**: See how to track RU consumption, latency, and error rates for optimization insights -4. **Error Handling**: Learn to parse and categorize different types of Azure Cosmos DB errors - -### Production Best Practices - -1. **Partition Key Selection**: Choose high-cardinality partition keys to ensure even data distribution and optimal performance -2. **Azure SDK Features**: Leverage built-in retry policies, connection pooling, and automatic failover -3. **Native Scaling**: Use Dynamic Autoscale and Throughput Buckets instead of custom throttling logic -4. **Enterprise Monitoring**: Implement Azure Monitor, Application Insights, and proper alerting -5. **Security**: Use Managed Identity authentication and proper network security configurations -6. **Resource Management**: Temporarily increase RU/s allocation during large insert operations, then scale back down - -### Migration Path -- **Start**: Use educational patterns to understand concepts and for development/testing -- **Scale**: Gradually adopt Azure-native solutions as your workload grows -- **Enterprise**: Fully leverage Azure's managed services for production reliability - -## Next steps - -- Learn about [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) for advanced RU management -- Explore [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) for additional best practices -- Review [Azure Cosmos DB Partitioning](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) for deep dive into partition strategies -- Consider [Azure Cosmos DB Request Units](https://learn.microsoft.com/en-us/azure/cosmos-db/request-units) for understanding RU optimization - -## Clean up resources - -When you're finished with this quickstart, you can delete the Azure Cosmos DB account to avoid ongoing charges. You can delete the account through the Azure portal or using the Azure CLI. \ No newline at end of file diff --git a/nosql-vector-search-typescript/README.md b/nosql-vector-search-typescript/README.md deleted file mode 100644 index 6724daf..0000000 --- a/nosql-vector-search-typescript/README.md +++ /dev/null @@ -1,86 +0,0 @@ -# No-sql Vector Search Samples - -https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/vector-search - -https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/how-to-dotnet-vector-index-query - -Example output: - -```console -Using database Hotels and container hotels-at-scale-2... -Using ID field: HotelId and partition key path: /HotelId -Ensuring database Hotels exists... -Database Hotels ensured. -Ensuring container hotels-at-scale-2 exists with partition key /HotelId... -Container hotels-at-scale-2 ensured. -Reading JSON file from ../data/HotelsData_toCosmosDB_Vector.json -Reading JSON file from ../data/HotelsData_toCosmosDB_Vector.json -{"timestamp":"2025-09-08T21:34:33.340Z","level":"INFO","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Starting resilient insert operation","data":{"documentCount":50,"batchSize":50}} -{"timestamp":"2025-09-08T21:34:33.341Z","level":"INFO","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Processing batch 1/1","data":{"batchSize":50,"totalProcessed":0}} -{"timestamp":"2025-09-08T21:34:33.740Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"1","requestCharge":308.05}} -{"timestamp":"2025-09-08T21:34:34.010Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"10","requestCharge":311.67}} -{"timestamp":"2025-09-08T21:34:34.248Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"11","requestCharge":309.57}} -{"timestamp":"2025-09-08T21:34:34.453Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"12","requestCharge":313.95}} -{"timestamp":"2025-09-08T21:34:34.662Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"13","requestCharge":312.62}} -{"timestamp":"2025-09-08T21:34:34.877Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"14","requestCharge":315.67}} -{"timestamp":"2025-09-08T21:34:35.083Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"15","requestCharge":314.71}} -{"timestamp":"2025-09-08T21:34:35.290Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"16","requestCharge":311.1}} -{"timestamp":"2025-09-08T21:34:35.541Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"17","requestCharge":313.76}} -{"timestamp":"2025-09-08T21:34:35.750Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"18","requestCharge":309.38}} -{"timestamp":"2025-09-08T21:34:35.959Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"19","requestCharge":313.57}} -{"timestamp":"2025-09-08T21:34:36.164Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"2","requestCharge":303.48}} -{"timestamp":"2025-09-08T21:34:36.390Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"20","requestCharge":311.67}} -{"timestamp":"2025-09-08T21:34:36.595Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"21","requestCharge":311.29}} -{"timestamp":"2025-09-08T21:34:36.803Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"22","requestCharge":309}} -{"timestamp":"2025-09-08T21:34:37.006Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"23","requestCharge":312.62}} -{"timestamp":"2025-09-08T21:34:37.251Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"24","requestCharge":305.38}} -{"timestamp":"2025-09-08T21:34:37.462Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"25","requestCharge":313.95}} -{"timestamp":"2025-09-08T21:34:37.669Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"26","requestCharge":305.95}} -{"timestamp":"2025-09-08T21:34:37.875Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"27","requestCharge":302.71}} -{"timestamp":"2025-09-08T21:34:38.081Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"28","requestCharge":313.95}} -{"timestamp":"2025-09-08T21:34:38.279Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"29","requestCharge":305}} -{"timestamp":"2025-09-08T21:34:38.489Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"3","requestCharge":314.71}} -{"timestamp":"2025-09-08T21:34:38.709Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"30","requestCharge":305.95}} -{"timestamp":"2025-09-08T21:34:38.919Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"31","requestCharge":315.48}} -{"timestamp":"2025-09-08T21:34:39.125Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"32","requestCharge":303.48}} -{"timestamp":"2025-09-08T21:34:39.334Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"33","requestCharge":314.71}} -{"timestamp":"2025-09-08T21:34:39.541Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"34","requestCharge":313.57}} -{"timestamp":"2025-09-08T21:34:39.747Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"35","requestCharge":310.9}} -{"timestamp":"2025-09-08T21:34:40.004Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"36","requestCharge":310.52}} -{"timestamp":"2025-09-08T21:34:40.210Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"37","requestCharge":316.62}} -{"timestamp":"2025-09-08T21:34:40.422Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"38","requestCharge":309.95}} -{"timestamp":"2025-09-08T21:34:40.639Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"39","requestCharge":315.67}} -{"timestamp":"2025-09-08T21:34:40.852Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"4","requestCharge":312.62}} -{"timestamp":"2025-09-08T21:34:41.149Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"40","requestCharge":309.19}} -{"timestamp":"2025-09-08T21:34:41.356Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"41","requestCharge":312.43}} -{"timestamp":"2025-09-08T21:34:41.560Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"42","requestCharge":310.9}} -{"timestamp":"2025-09-08T21:34:41.771Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"43","requestCharge":317.14}} -{"timestamp":"2025-09-08T21:34:41.980Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"44","requestCharge":311.1}} -{"timestamp":"2025-09-08T21:34:42.188Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"45","requestCharge":306.14}} -{"timestamp":"2025-09-08T21:34:42.394Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"46","requestCharge":315.1}} -{"timestamp":"2025-09-08T21:34:42.599Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"47","requestCharge":308.62}} -{"timestamp":"2025-09-08T21:34:42.858Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"48","requestCharge":304.24}} -{"timestamp":"2025-09-08T21:34:43.068Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"49","requestCharge":316.43}} -{"timestamp":"2025-09-08T21:34:43.274Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"5","requestCharge":308.05}} -{"timestamp":"2025-09-08T21:34:43.485Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"50","requestCharge":314.9}} -{"timestamp":"2025-09-08T21:34:43.731Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"6","requestCharge":308.43}} -{"timestamp":"2025-09-08T21:34:43.942Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"7","requestCharge":315.48}} -{"timestamp":"2025-09-08T21:34:44.149Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"8","requestCharge":310.14}} -{"timestamp":"2025-09-08T21:34:44.357Z","level":"DEBUG","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Document inserted successfully","data":{"docId":"9","requestCharge":313.57}} -{"timestamp":"2025-09-08T21:34:44.357Z","level":"INFO","correlationId":"d285ee6f-c04c-4ab7-b524-4fd4bad77a46","message":"Resilient insert operation completed","data":{"inserted":50,"failed":0,"retried":0,"totalRUs":15555.09,"durationMs":11017}} - --------- OPERATION RESULTS -------- -Inserted 50 of 50 documents -Total RUs consumed: 15,555.09 -Average RU per document: 311.10 - --------- CURRENT OPERATION COST -------- -COST OF THIS OPERATION: $0.000124 -This is calculated as: 15,555.09 RUs Ć· 1,000,000 Ɨ $0.008 per million RUs - --------- PROJECTED MONTHLY COST -------- -ESTIMATED MONTHLY COST: $29.21 -This estimate is based on your current consumption rate of 1408.47 RU/s -which would result in approximately 3650.74 million RUs per month. -The calculation extrapolates your current usage pattern over a 30-day period. -``` \ No newline at end of file diff --git a/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md b/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md deleted file mode 100644 index 5835163..0000000 --- a/nosql-vector-search-typescript/docs/INSERT_AT_SCALE_GUIDE.md +++ /dev/null @@ -1,261 +0,0 @@ -# Azure Cosmos DB Insert at Scale - Implementation Guide - -## Overview - -This guide provides comprehensive documentation for the enterprise-grade resilient document insertion implementation for Azure Cosmos DB. The implementation is optimized for large-scale vector document workloads but can be adapted for any high-volume insert scenarios. - -## Key Features - -- **Robust retry logic** following Azure Cosmos DB SDK best practices -- **Proper handling of x-ms-retry-after-ms headers** for rate limiting (429 errors) -- **Circuit breaker pattern** (educational) with Azure-native alternatives guidance -- **Comprehensive performance metrics** and RU consumption analysis -- **Adaptive RU scaling recommendations** and physical partition insights -- **High cardinality partition key best practices** for optimal distribution -- **Support for large documents** with vector embeddings (~310 RU per document) -- **Production-ready error handling** and logging with correlation IDs - -## Configuration Options (`InsertConfig`) - -The configuration interface provides comprehensive control over Azure Cosmos DB bulk insert operations with enterprise-grade resilience and monitoring capabilities. - -### Key Configuration Areas: -- **Retry and backoff strategies** aligned with Azure best practices -- **RU consumption control** and throttling prevention -- **Parallelism management** for optimal throughput -- **Monitoring and observability** with correlation IDs -- **Document validation** and schema enforcement -- **High cardinality partition key** configuration - -### Vector Workload Considerations: -Documents with embeddings typically consume ~310 RU each, requiring careful RU/s provisioning and parallelism tuning. - -### maxConcurrency Configuration: -Set to -1 to let the client/SDK maximize parallelism automatically. - -**RU Scaling Considerations:** -- Higher parallelism requires more RU/s to avoid throttling -- Each physical partition can handle up to 10,000 RU/s maximum -- Large documents (like vectors) consume more RUs per operation -- Consider Dynamic Autoscale for production workloads to handle traffic spikes -- For bulk insert scenarios: provision sufficient RU/s before starting, scale down after completion - -## Partition Key Best Practices - -Choose the partition key path carefully (e.g., '/HotelId'). - -**PARTITION KEY BEST PRACTICES:** -- Choose high cardinality fields (many distinct values across documents) -- Avoid "hot" partition keys that concentrate traffic on few partitions -- Good examples: userId, deviceId, locationId, customerId -- Poor examples: status, category, type, country (low cardinality) -- Aim for even distribution of data and requests across partitions -- Consider your query patterns - partition key should be used in most queries - -**For large insert workloads:** -- High cardinality enables better parallelism across multiple physical partitions -- Each physical partition can handle up to 10,000 RU/s maximum -- More partitions = better insert performance for high-volume scenarios - -## Error Handling - -### Structured Error Information (`ErrorDetails`) - -Provides comprehensive error parsing for Azure Cosmos DB operations, including proper handling of rate limiting headers and retry guidance. - -**Key features:** -- Extracts x-ms-retry-after-ms header from 429 (rate limiting) responses -- Categorizes errors as retryable vs non-retryable based on Azure best practices -- Preserves raw error objects for advanced debugging scenarios -- Provides human-readable error messages with Azure-specific context - -### Error Parsing (`parseCosmosError`) - -Handles Azure Cosmos DB SDK specific error structures and extracts critical information for proper retry logic and user feedback. Follows Azure best practices for error categorization and retry-after header handling. - -**Key functionality:** -- Extracts x-ms-retry-after-ms header from 429 rate limiting responses -- Handles multiple error code formats (statusCode, code, status, x-ms-substatus) -- Categorizes errors as retryable vs non-retryable per Azure guidelines -- Provides context-aware error messages for common Azure Cosmos DB scenarios -- Preserves raw error objects for advanced debugging and telemetry - -**References:** -- Azure Cosmos DB SDK best practices for resilient applications -- Microsoft Learn documentation on error handling patterns - -## Performance Monitoring (`MetricsCollector`) - -Provides detailed performance analytics, RU consumption tracking, and scaling insights for Azure Cosmos DB bulk insert operations. Essential for optimizing RU provisioning and identifying performance bottlenecks. - -**Capabilities:** -- Real-time RU consumption monitoring and rate calculation -- Latency tracking with statistical analysis (avg, max) -- Error categorization and frequency analysis -- RU scaling recommendations based on consumption patterns -- Physical partition analysis for optimizing parallelism -- Production-ready metrics for Azure Monitor integration - -**Use case:** Vector document workloads consuming ~310 RU per operation benefit significantly from continuous monitoring and scaling recommendations. - -## Document Validation (`validateDocument`) - -Validates documents before insertion to prevent errors and optimize performance. Includes Azure Cosmos DB specific validations and best practices for vector document workloads with large embeddings. - -**Validation checks:** -- Document structure and JSON validity -- Required ID field presence (configurable field name) -- Document size limits (Azure Cosmos DB 2MB maximum) -- Optional schema validation for type safety -- Vector embedding compatibility for large documents - -**Performance considerations:** -- Large vector documents (~310 RU each) require special handling -- Document size directly impacts RU consumption and latency -- Validation prevents costly insertion failures and retries - -## RU Scaling Guidance - -### Before Starting Large Insert Operations - -**RU Scaling Guidance for Large Insert Workloads:** - -Azure Cosmos DB provides several strategies for handling high-volume insert operations: - -#### 1. Dynamic Autoscale (Recommended for Production): -- Automatically scales RU/s from 10% to 100% of max RU/s based on demand -- Best for unpredictable workloads with varying traffic patterns -- Set max RU/s high enough to handle peak insert loads -- Automatically scales down during low activity periods - -#### 2. Manual Provisioned Throughput: -- Set RU/s high during large insert operations (ingestion periods) -- Scale back down after bulk operations complete to save costs -- Requires manual intervention but provides precise control -- Good for predictable batch processing scenarios - -#### 3. Throughput Buckets (Preview): -- Fine-grained control over RU/workload distribution -- Allows bursting beyond provisioned throughput for short periods -- Ideal for handling traffic spikes during bulk operations - -### Physical Partition Considerations: -- Each physical partition can handle up to 10,000 RU/s maximum -- Cosmos DB creates new physical partitions approximately every ~10,000 RU/s -- More partitions = better parallelism for insert operations -- High cardinality partition keys enable better distribution across partitions - -### For Vector Workloads: -Vector documents consume ~310 RU each, so consider: -- 1,000 docs = ~310,000 RU total (requires multiple physical partitions) -- For optimal performance: provision 5,000-15,000 RU/s during ingestion -- Use Dynamic Autoscale with max 15,000 RU/s for production workloads - -## Main Function Implementation - -The main execution function demonstrates enterprise-grade Azure Cosmos DB bulk insert with complete example showcasing best practices for large-scale document insertion with vector embeddings. - -### Features Demonstrated: -- Passwordless authentication with Managed Identity -- High cardinality partition key configuration for optimal distribution -- Vector document handling (~310 RU per document with 1536-dimensional embeddings) -- Comprehensive RU scaling guidance and recommendations -- Real-time performance monitoring and throttling detection -- Azure best practices for production workloads - -### Vector Workload Specifics: -- Documents contain text-embedding-ada-002 embeddings (1536 dimensions) -- Each document consumes ~310 RU due to size and complexity -- Requires careful RU provisioning and parallelism tuning -- Benefits from Dynamic Autoscale and high RU provisioning during ingestion - -### Production Recommendations: -- Use Dynamic Autoscale with max 15,000+ RU/s for vector workloads -- Enable Throughput Buckets for burst capacity handling -- Monitor with Azure Application Insights for comprehensive observability -- Implement proper retry policies and exponential backoff strategies - -## Database and Container Management - -### Ensuring Resources Exist (`ensureDatabaseAndContainer`) - -Creates database and container resources if they don't exist, with proper partition key configuration for large-scale insert operations. Provides comprehensive error handling and guidance for manual resource creation. - -**Key features:** -- Automatic database and container creation with proper partition key setup -- Validation of partition key configuration (cannot be changed after creation) -- Comprehensive error messages with Azure CLI commands for manual setup -- Best practices guidance for partition key selection -- Support for high cardinality partition keys required for vector workloads - -**IMPORTANT:** Partition key cannot be changed after container creation. Ensure the partition key provides good distribution for your data and query patterns. - -## Circuit Breaker Implementation (Educational) - -**IMPORTANT:** This is a custom implementation for educational purposes. - -For production workloads, consider using Azure Cosmos DB's native throughput management: -- **Throughput Buckets (Preview):** https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet -- **Dynamic Autoscale:** Automatically adjusts RU/s based on demand -- **Request rate limiting:** Handled by the SDK with built-in retry policies - -### Preferred Approach for RU/Workload Resource Contention Control: -1. Use Dynamic Autoscale with appropriate max RU/s limits -2. Configure Throughput Buckets (when available) for fine-grained control -3. Let the Azure Cosmos DB SDK handle retry logic and backoff - -## Azure Best Practices for Production - -### Recommended Azure Features: -- **Dynamic Autoscale:** Automatic RU/s scaling based on demand (10% to 100% of max) -- **Throughput Buckets (Preview):** Fine-grained RU/workload burst control -- **Azure Monitor integration:** For comprehensive observability -- **Managed Identity authentication:** For secure, passwordless connections - -### RU Scaling Strategies: - -#### 1. Dynamic Autoscale (Recommended): -- Enable autoscale with appropriate max RU/s (e.g., 15,000 RU/s) -- Automatically scales from 10% to 100% based on demand -- Handles traffic spikes without manual intervention -- Scales down during low activity to reduce costs - -#### 2. Manual Provisioned Throughput: -- Scale UP RU/s before bulk insert operations -- Monitor RU consumption and 429 throttling errors -- Scale DOWN after bulk operations complete -- Good for predictable batch processing workloads - -#### 3. Throughput Buckets (Preview): -- Fine-grained control over RU bursting behavior -- Handle short-term traffic spikes beyond provisioned capacity -- Ideal for workloads with occasional bulk operations - -#### 4. Physical Partition Optimization: -- Each partition handles maximum 10,000 RU/s -- Higher RU/s = more partitions = better insert parallelism -- Use high cardinality partition keys for even distribution -- Current setup: partition key enables good distribution - -## Troubleshooting - -### Throttling Detection (429 errors) -When 429 errors are detected, the system provides scaling recommendations: -- Increase provisioned RU/s or enable Dynamic Autoscale -- Consider using Throughput Buckets for burst capacity -- Reduce parallelism (maxConcurrency) or batch size -- Verify partition key has high cardinality for even distribution - -### Performance Monitoring -The system provides real-time insights: -- RU consumption rate (RU/s and RU/min) -- Scaling recommendations based on consumption patterns -- Physical partitions analysis for optimization -- Error breakdown and frequency analysis - -## Links and References - -- [Azure Cosmos DB Throughput Buckets](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/throughput-buckets?tabs=dotnet) -- [Design Resilient Applications with Azure Cosmos DB SDKs](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/resilient-applications) -- [Azure Cosmos DB Partitioning Overview](https://learn.microsoft.com/en-us/azure/cosmos-db/partitioning-overview) -- [Common Azure Cosmos DB REST Response Headers](https://learn.microsoft.com/en-us/rest/api/cosmos-db/common-cosmosdb-rest-response-headers) \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/create-embeddings.ts b/nosql-vector-search-typescript/src/create-embeddings.ts deleted file mode 100644 index 2dced88..0000000 --- a/nosql-vector-search-typescript/src/create-embeddings.ts +++ /dev/null @@ -1,310 +0,0 @@ -/** - * Module for creating embedding vectors using OpenAI API - * Supports text embedding models for generating embeddings - * that can be used with Cosmos DB MongoDB vCore vector search - */ -import * as path from "node:path"; -import { AzureOpenAI } from "openai"; -import { Embedding } from "openai/resources"; -import { readFileReturnJson, writeFileJson, JsonData, getClientsPasswordless } from "./utils.js"; - -// ESM specific features - create __dirname equivalent -import { fileURLToPath } from "node:url"; -import { dirname } from "node:path"; -const __filename = fileURLToPath(import.meta.url); -const __dirname = dirname(__filename); - - -const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; -const dataWithVectors = process.env.DATA_FILE_WITH_VECTORS!; -const dataWithoutVectors = process.env.DATA_FILE_WITHOUT_VECTORS!; -const fieldToEmbed = process.env.FIELD_TO_EMBED! || "description"; -const newEmbeddedField = process.env.EMBEDDED_FIELD! || deployment; -const batchSize = parseInt(process.env.EMBEDDING_BATCH_SIZE || '16', 10); - -// Define a reusable delay function -async function delay(ms: number = 200): Promise { - await new Promise(resolve => setTimeout(resolve, ms)); -} - -export async function createEmbeddings(client: AzureOpenAI, model: string, inputItems: string[]): Promise { - const response = await client.embeddings.create({ - model, - input: inputItems - }); - - if (!response.data || response.data.length === 0) { - throw new Error(`No embedding data returned`); - } - return response.data; -} - -/** - * Configuration options for embedding processing - */ -export interface EmbeddingConfig { - /** Field name to embed. If null/undefined, entire document will be embedded */ - fieldToEmbed?: string; - /** Name of the new field where embeddings will be stored */ - newEmbeddedField: string; - /** Maximum number of items to process */ - maxEmbeddings?: number; - /** Fields to exclude when embedding entire document */ - excludeFields?: string[]; - /** Custom separator for joining document fields (default: " ") */ - fieldSeparator?: string; - /** Whether to include field names in document embedding (default: false) */ - includeFieldNames?: boolean; -} - -/** - * Extract text content from a document for embedding - */ -function extractTextFromDocument( - item: T, - fieldToEmbed?: string, - excludeFields: string[] = [], - fieldSeparator: string = " ", - includeFieldNames: boolean = false -): string { - // If specific field is requested, extract only that field - if (fieldToEmbed) { - const fieldValue = (item as any)[fieldToEmbed]; - if (!fieldValue) { - console.warn(`Item is missing the field to embed: ${fieldToEmbed}`); - return ""; // Provide a fallback value to prevent API errors - } - return String(fieldValue); - } - - // Embed entire document - if (!item || typeof item !== 'object') { - return String(item || ""); - } - - const textParts: string[] = []; - const itemObj = item as Record; - - // Default fields to exclude for document embedding - const defaultExcludeFields = ['id', '_id', 'embedding', 'embeddings', 'vector', 'vectors']; - const fieldsToExclude = [...defaultExcludeFields, ...excludeFields]; - - Object.entries(itemObj).forEach(([key, value]) => { - // Skip excluded fields - if (fieldsToExclude.includes(key)) { - return; - } - - // Skip null, undefined, or empty values - if (value == null || value === "") { - return; - } - - // Convert value to string - let textValue: string; - if (typeof value === 'object') { - // For objects/arrays, stringify them - textValue = JSON.stringify(value); - } else { - textValue = String(value); - } - - // Add to text parts with optional field name - if (includeFieldNames) { - textParts.push(`${key}: ${textValue}`); - } else { - textParts.push(textValue); - } - }); - - return textParts.join(fieldSeparator); -} - -/** - * Prepare batch of texts for embedding - */ -function prepareBatchTexts( - batchItems: T[], - config: EmbeddingConfig -): string[] { - return batchItems.map(item => extractTextFromDocument( - item, - config.fieldToEmbed, - config.excludeFields, - config.fieldSeparator, - config.includeFieldNames - )); -} - -export async function processEmbeddingBatch( - client: AzureOpenAI, - model: string, - fieldToEmbed: string | null | undefined, - newEmbeddedField: string, - maxEmbeddings: number, - items: T[] -): Promise; - -export async function processEmbeddingBatch( - client: AzureOpenAI, - model: string, - config: EmbeddingConfig, - items: T[] -): Promise; - -export async function processEmbeddingBatch( - client: AzureOpenAI, - model: string, - fieldToEmbedOrConfig: string | null | undefined | EmbeddingConfig, - newEmbeddedFieldOrItems: string | T[], - maxEmbeddingsOrUndefined?: number, - itemsOrUndefined?: T[] -): Promise { - // Handle overloaded function signatures - let config: EmbeddingConfig; - let items: T[]; - - if (Array.isArray(newEmbeddedFieldOrItems)) { - // New signature: processEmbeddingBatch(client, model, config, items) - config = fieldToEmbedOrConfig as EmbeddingConfig; - items = newEmbeddedFieldOrItems; - } else { - // Legacy signature: processEmbeddingBatch(client, model, fieldToEmbed, newEmbeddedField, maxEmbeddings, items) - const fieldToEmbed = fieldToEmbedOrConfig as string | null | undefined; - const newEmbeddedField = newEmbeddedFieldOrItems as string; - const maxEmbeddings = maxEmbeddingsOrUndefined; - items = itemsOrUndefined!; - - config = { - fieldToEmbed: fieldToEmbed || undefined, - newEmbeddedField, - maxEmbeddings - }; - } - - // Validation - if (!Array.isArray(items) || items.length === 0) { - throw new Error("Items must be a non-empty array"); - } - - if (!config.newEmbeddedField) { - throw new Error("New embedded field name must be specified"); - } - - const itemsWithEmbeddings: T[] = []; - const maxItems = Math.min(config.maxEmbeddings || items.length, items.length); - - const embeddingMode = config.fieldToEmbed ? `field '${config.fieldToEmbed}'` : 'entire document'; - console.log(`Processing ${maxItems} items for embedding (${embeddingMode})`); - - if (!config.fieldToEmbed) { - console.log(`Excluding fields: ${['id', '_id', 'embedding', 'embeddings', 'vector', 'vectors', ...(config.excludeFields || [])].join(', ')}`); - } - - // Process in batches to avoid rate limits and memory issues - for (let i = 0; i < maxItems; i += batchSize) { - const batchEnd = Math.min(i + batchSize, maxItems); - console.log(`Processing batch: ${i} to ${batchEnd - 1} (of ${maxItems} items)`); - - const batchItems = items.slice(i, batchEnd); - const textsToEmbed = prepareBatchTexts(batchItems, config); - - try { - const embeddings = await createEmbeddings(client, model, textsToEmbed); - - embeddings.forEach((embeddingData, index) => { - const originalItem = batchItems[index]; - const newItem = { - ...originalItem, - [config.newEmbeddedField]: embeddingData.embedding - }; - itemsWithEmbeddings.push(newItem); - }); - - // Add a small delay between batches to avoid rate limiting - if (batchEnd < maxItems) { - await delay(); - } - } catch (error) { - console.error(`Error generating embeddings for batch ${i}:`, error); - throw error; - } - } - - return itemsWithEmbeddings; -} - -// Testing function to demonstrate both embedding modes -export async function testEmbeddingModes( - client: AzureOpenAI, - model: string, - sampleItems: any[] -): Promise { - console.log("Testing field-specific embedding..."); - - // Test field-specific embedding (legacy style) - const fieldEmbeddings = await processEmbeddingBatch( - client, - model, - "hotelName", // embed only the hotel name field - "nameEmbedding", - 3, - sampleItems - ); - - console.log(`Generated ${fieldEmbeddings.length} field-specific embeddings`); - - console.log("\nTesting full document embedding..."); - - // Test full document embedding (new config style) - const docEmbeddings = await processEmbeddingBatch( - client, - model, - { - // No fieldToEmbed specified = embed entire document - newEmbeddedField: "documentEmbedding", - maxEmbeddings: 3, - excludeFields: ["hotelId", "category"], // custom exclusions - fieldSeparator: " | ", - includeFieldNames: true - }, - sampleItems - ); - - console.log(`Generated ${docEmbeddings.length} full document embeddings`); -} - -// Main execution function -async function main(): Promise { - try { - const { aiClient } = getClientsPasswordless(); - - if (!aiClient) { - throw new Error('OpenAI client is not configured properly. Please check your environment variables.'); - } - - const data = await readFileReturnJson(path.join(__dirname, "..", dataWithoutVectors!)); - const model = deployment; - const maxEmbeddings = data.length; - - const embeddings = await processEmbeddingBatch( - aiClient, - model, - fieldToEmbed, - newEmbeddedField, - maxEmbeddings, - data - ); - - await writeFileJson(path.join(__dirname, "..", dataWithVectors!), embeddings); - - } catch (error) { - console.error(`Failed to save embeddings to file: ${(error as Error).message}`); - process.exit(1); - } -} - -// Only run main if this file is being executed directly -if (import.meta.url === `file://${process.argv[1]}`) { - main(); -} \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/index-and-query.ts b/nosql-vector-search-typescript/src/index-and-query.ts deleted file mode 100644 index 90c2f5e..0000000 --- a/nosql-vector-search-typescript/src/index-and-query.ts +++ /dev/null @@ -1,111 +0,0 @@ -import path from 'path'; -import { readFileReturnJson, getClientsPasswordless, insertData } from './utils.js'; -import { VectorEmbeddingPolicy, VectorEmbeddingDataType, VectorEmbeddingDistanceFunction, IndexingPolicy, VectorIndexType } from '@azure/cosmos'; -// ESM specific features - create __dirname equivalent -import { fileURLToPath } from "node:url"; -import { dirname } from "node:path"; -const __filename = fileURLToPath(import.meta.url); -const __dirname = dirname(__filename); - -const config = { - query: "find a hotel by a lake with a mountain view", - dbName: "Hotels", - collectionName: "hotels", - indexName: "vectorIndex", - dataFile: process.env.DATA_FILE_WITH_VECTORS!, - batchSize: parseInt(process.env.LOAD_SIZE_BATCH! || '100', 10), - embeddingField: process.env.EMBEDDED_FIELD!, - embeddedField: process.env.EMBEDDED_FIELD!, - embeddingDimensions: parseInt(process.env.EMBEDDING_DIMENSIONS!, 10), - deployment: process.env.AZURE_OPENAI_EMBEDDING_MODEL!, -}; - -async function main() { - - const { aiClient, dbClient } = getClientsPasswordless(); - - try { - - if (!aiClient) { - throw new Error('OpenAI client is not configured properly. Please check your environment variables.'); - } - - if (!dbClient) { - throw new Error('Cosmos DB client is not configured properly. Please check your environment variables.'); - } - - // Get database reference - const { database } = await dbClient.databases.createIfNotExists({ id: config.dbName }); - - // Create the vector index - const vectorEmbeddingPolicy: VectorEmbeddingPolicy = { - vectorEmbeddings: [ - { - path: "/text_embedding_ada_002", - dataType: VectorEmbeddingDataType.Float32, - dimensions: config.embeddingDimensions, - distanceFunction: VectorEmbeddingDistanceFunction.Cosine, - } - ], - }; - - const indexingPolicy: IndexingPolicy = { - vectorIndexes: [ - { path: "/text_embedding_ada_002", type: VectorIndexType.DiskANN }, - ], - includedPaths: [ - { - path: "/*", - }, - ], - excludedPaths: [ - { - path: "/text_embedding_ada_002/*", - } - ] - }; - // create container - const { resource: containerdef } = await database.containers.createIfNotExists({ - id: config.collectionName, - vectorEmbeddingPolicy: vectorEmbeddingPolicy, - indexingPolicy: indexingPolicy, - }); - // get container reference - const container = database.container(config.collectionName); - - console.log('Created collection:', config.collectionName); - const data = await readFileReturnJson(path.join(__dirname, "..", config.dataFile)); - const insertSummary = await insertData(config, container, data); - - console.log('Insert summary:', insertSummary); - - // Create embedding for the query - const createEmbeddedForQueryResponse = await aiClient.embeddings.create({ - model: config.deployment, - input: [config.query] - }); - - // Perform the vector similarity search - const { resources } = await container.items - .query({ - query: "SELECT TOP 5 c.HotelName, VectorDistance(c.contentVector, @embedding) AS SimilarityScore FROM c ORDER BY VectorDistance(c.contentVector, @embedding)", - parameters: [{ name: "@embedding", value: createEmbeddedForQueryResponse.data[0].embedding }] - }) - .fetchAll(); - - for (const item of resources) { - console.log(`${item.HotelName} with score ${item.SimilarityScore} `); - } - - - } catch (error) { - console.error('App failed:', error); - process.exitCode = 1; - } -} - -// Execute the main function -main().catch(error => { - console.error('Unhandled error:', error); - process.exitCode = 1; -}); \ No newline at end of file diff --git a/nosql-vector-search-typescript/src/insert-at-scale.ts b/nosql-vector-search-typescript/src/insert-at-scale.ts deleted file mode 100644 index 001b0fd..0000000 --- a/nosql-vector-search-typescript/src/insert-at-scale.ts +++ /dev/null @@ -1,80 +0,0 @@ -/** - * Enterprise-grade resilient document insertion for Azure Cosmos DB - * - * For comprehensive documentation, see: ./docs/INSERT_AT_SCALE_GUIDE.md - * - * Key Features: Robust retry logic, RU scaling guidance, vector document support, - * performance monitoring, and Azure best practices implementation. - */ -import { JsonData, readFileReturnJson, getClientsPasswordless } from './utils.js'; -import { resilientInsert, ensureDatabaseAndContainer } from './cosmos-operations.js'; -import { DEFAULT_INSERT_CONFIG } from './interfaces.js'; - -/** - * Main execution function demonstrating Azure Cosmos DB bulk insert best practices - * See INSERT_AT_SCALE_GUIDE.md for comprehensive documentation - */ -async function main() { - - // Create Cosmos client as singleton per account and application - const { dbClient: client } = getClientsPasswordless(); - - if (!client) { - throw new Error('Cosmos DB client is not configured properly. Please check your environment variables.'); - } - - // Database and container names - const databaseName = 'Hotels'; - const containerName = 'hotels-at-scale-2'; - const config = { - ...DEFAULT_INSERT_CONFIG, - batchSize: 50, - maxRetries: 3, - maxConcurrency: -1 // Let client/SDK maximize parallelism - }; - - console.log(`Using database ${databaseName}, container ${containerName}`); - console.log(`Configuration: ${config.maxConcurrency} concurrency, ${config.batchSize} batch size`); - - try { - // Ensure database and container exist - const { container } = await ensureDatabaseAndContainer( - client, - databaseName, - containerName, - config.partitionKeyPath - ); - - // Load and insert data - const dataPath = process.env.DATA_FILE_WITH_VECTORS || '../../data/HotelsData_toCosmosDB_Vector.json'; - console.log(`Loading data from ${dataPath}...`); - const data = await readFileReturnJson(dataPath); - - console.log(`Starting insert of ${data.length} documents...`); - const result = await resilientInsert(container, data, config); - - // Show operation results - console.log(`\nāœ… Operation Complete:`); - console.log(` Inserted: ${result.inserted}/${result.total} documents`); - console.log(` Failed: ${result.failed}, Retries: ${result.retried}`); - console.log(` RU consumed: ${result.metrics.totalRu.toLocaleString()}`); - console.log(` Duration: ${(result.metrics.totalDurationMs / 1000).toFixed(1)}s`); - - // Show errors if any occurred - if (Object.keys(result.metrics.errorCounts).length > 0) { - console.log(`\nāš ļø Errors encountered:`); - for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { - console.log(` ${errorCode}: ${count} occurrences`); - } - if (result.metrics.errorCounts['429']) { - console.log(` šŸ“– See INSERT_AT_SCALE_GUIDE.md for throttling solutions`); - } - } - - console.log(`\nšŸ“– For detailed guidance, see INSERT_AT_SCALE_GUIDE.md`); - } catch (err: any) { - throw err; // Error details handled in ensureDatabaseAndContainer - } -} - -main().catch(console.error); \ No newline at end of file From 5ab77e3d5b38e14edd06560d340aad1ccc97a682 Mon Sep 17 00:00:00 2001 From: Dina Berry Date: Tue, 4 Nov 2025 10:01:08 -0800 Subject: [PATCH 3/4] bulk operations work --- nosql-insert-at-scale-typescript/.env.example | 24 - .../HotelsData.JSON | 8820 ++ .../HotelsData_text_embedding_small_3.json | 88237 ++++++++++++++++ nosql-insert-at-scale-typescript/README.md | 234 +- .../docs/output/delete.txt | 245 + .../docs/output/insert.txt | 159 + .../package-lock.json | 762 + nosql-insert-at-scale-typescript/package.json | 5 +- .../src/create-embeddings.ts | 132 + .../src/delete.ts | 302 + .../src/{insert-at-scale.ts => insert.ts} | 60 +- .../src/utils/cosmos-operations.ts | 154 +- .../src/utils/cosmos-resiliency.ts | 801 +- .../src/utils/interfaces.ts | 37 - .../src/utils/metrics.ts | 31 +- .../src/utils/pricing.ts | 223 + .../src/utils/resilience-interfaces.ts | 117 - .../src/utils/utils.ts | 414 +- 18 files changed, 100298 insertions(+), 459 deletions(-) delete mode 100644 nosql-insert-at-scale-typescript/.env.example create mode 100644 nosql-insert-at-scale-typescript/HotelsData.JSON create mode 100644 nosql-insert-at-scale-typescript/HotelsData_text_embedding_small_3.json create mode 100644 nosql-insert-at-scale-typescript/docs/output/delete.txt create mode 100644 nosql-insert-at-scale-typescript/docs/output/insert.txt create mode 100644 nosql-insert-at-scale-typescript/package-lock.json create mode 100644 nosql-insert-at-scale-typescript/src/create-embeddings.ts create mode 100644 nosql-insert-at-scale-typescript/src/delete.ts rename nosql-insert-at-scale-typescript/src/{insert-at-scale.ts => insert.ts} (77%) delete mode 100644 nosql-insert-at-scale-typescript/src/utils/interfaces.ts create mode 100644 nosql-insert-at-scale-typescript/src/utils/pricing.ts delete mode 100644 nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts diff --git a/nosql-insert-at-scale-typescript/.env.example b/nosql-insert-at-scale-typescript/.env.example deleted file mode 100644 index e43c5f9..0000000 --- a/nosql-insert-at-scale-typescript/.env.example +++ /dev/null @@ -1,24 +0,0 @@ -DEBUG=true - -# ===COSMOS_CONTAINER_NAME=hotels-insert-scale==================================== -# Data File Paths and Vector Configuration -# ======================================== -DATA_FILE_WITH_VECTORS=../../data/HotelsData_toCosmosDB_Vector.json -EMBEDDED_FIELD=text_embedding_ada_002 -EMBEDDING_DIMENSIONS=1536 -LOAD_SIZE_BATCH=100 - -# ======================================== -# Cosmos DB Connection Settings -# ======================================== -COSMOS_ENDPOINT= -COSMOS_KEY= -COSMOS_CONNECTION_STRING -COSMOS_DB_NAME=Hotels -COSMOS_CONTAINER_NAME=Insert-at-scale -COSMOS_RESOURCE_GROUP=rg-diberry - -# ======================================== -# Cosmos DB Partition Configuration -# ======================================== -PARTITION_KEY_PATH=/HotelId \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/HotelsData.JSON b/nosql-insert-at-scale-typescript/HotelsData.JSON new file mode 100644 index 0000000..80a6a13 --- /dev/null +++ b/nosql-insert-at-scale-typescript/HotelsData.JSON @@ -0,0 +1,8820 @@ +[ + { + "HotelId": "1", + "HotelName": "Stay-Kay City Hotel", + "Description": "This classic hotel is fully-refurbished and ideally located on the main commercial artery of the city in the heart of New York. A few minutes away is Times Square and the historic centre of the city, as well as other places of interest that make New York one of America's most attractive and cosmopolitan cities.", + "Description_fr": "Cet hĆ“tel classique entiĆØrement rĆ©novĆ© est idĆ©alement situĆ© sur l'artĆØre commerƧante principale de la ville, au cœur de New York. ƀ quelques minutes se trouvent Times Square et le centre historique de la ville, ainsi que d'autres lieux d'intĆ©rĆŖt qui font de New York l'une des villes les plus attrayantes et cosmopolites d'AmĆ©rique.", + "Category": "Boutique", + "Tags": [ "view", "air conditioning", "concierge" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2022-01-18T00:00:00Z", + "Rating": 3.60, + "Address": { + "StreetAddress": "677 5th Ave", + "City": "New York", + "StateProvince": "NY", + "PostalCode": "10022", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -73.975403, 40.760586 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 96.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 150.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 110.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 229.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 87.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker", "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 234.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue ville)", + "Type": "Standard Room", + "BaseRate": 128.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker", "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "10", + "HotelName": "Countryside Hotel", + "Description": "Save up to 50% off traditional hotels. Free WiFi, great location near downtown, full kitchen, washer & dryer, 24\/7 support, bowling alley, fitness center and more.", + "Description_fr": "Ɖconomisez jusqu'Ć  50% sur les hĆ“tels traditionnels. WiFi gratuit, trĆØs bien situĆ© prĆØs du centre-ville, cuisine complĆØte, laveuse & sĆ©cheuse, support 24\/7, bowling, centre de fitness et plus encore.", + "Category": "Extended-Stay", + "Tags": [ "24-hour front desk service", "laundry service", "free wifi" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-09-06T00:00:00Z", + "Rating": 2.70, + "Address": { + "StreetAddress": "6910 Fayetteville Rd", + "City": "Durham", + "StateProvince": "NC", + "PostalCode": "27713", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -78.940483, 35.904160 ] + }, + "Rooms": [ + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 244.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 76.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 150.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 238.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 256.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 122.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 142.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 129.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker" ] + } + ] + }, + { + "HotelId": "11", + "HotelName": "Royal Cottage Resort", + "Description": "Your home away from home. Brand new fully equipped premium rooms, fast WiFi, full kitchen, washer & dryer, fitness center. Inner courtyard includes water features and outdoor seating. All units include fireplaces and small outdoor balconies. Pets accepted.", + "Description_fr": "Votre maison loin de chez vous. Flambant neuf chambres Premium entiĆØrement Ć©quipĆ©es, WiFi rapide, cuisine complĆØte, laveuse & sĆ©cheuse, centre de fitness. La cour intĆ©rieure comprend des points d'eau et des siĆØges Ć  l'extĆ©rieur. Toutes les unitĆ©s comprennent des cheminĆ©es et de petits balcons extĆ©rieurs. Animaux acceptĆ©s.", + "Category": "Extended-Stay", + "Tags": [ "free wifi", "free parking", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2023-11-26T00:00:00Z", + "Rating": 2.50, + "Address": { + "StreetAddress": "22422 29th Dr SE", + "City": "Bothell", + "StateProvince": "WA", + "PostalCode": "98021", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.196700, 47.794540 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "tv", "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 229.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "tv", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 61.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 239.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 132.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "vcr/dvd", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 83.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (City View)", + "Description_fr": "Suite, 1 grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 242.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "12", + "HotelName": "Winter Panorama Resort", + "Description": "Plenty of great skiing, outdoor ice skating, sleigh rides, tubing and snow biking. Yoga, group exercise classes and outdoor hockey are available year-round, plus numerous options for shopping as well as great spa services. Newly-renovated with large rooms, free 24-hr airport shuttle & a new restaurant. Rooms\/suites offer mini-fridges & 49-inch HDTVs.", + "Description_fr": "Beaucoup de superbes pistes de ski, de patinage sur glace en plein air, de promenades en traĆ®neau, de tubes et de vĆ©lo de neige. Yoga, cours de groupe et hockey en plein air sont disponibles toute l'annĆ©e, ainsi que de nombreuses options de shopping ainsi que d'excellents services de spa. RĆ©cemment rĆ©novĆ©, avec de grandes chambres, une navette gratuite de 24 heures par aĆ©roport et un nouveau restaurant. Les chambres\/suites offrent des mini-frigos et des TVHD de 49 pouces.", + "Category": "Resort and Spa", + "Tags": [ "restaurant", "bar", "pool" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2022-09-16T00:00:00Z", + "Rating": 4.50, + "Address": { + "StreetAddress": "9025 SW Hillman Ct", + "City": "Wilsonville", + "StateProvince": "OR", + "PostalCode": "97070", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.770576, 45.322392 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "suite", "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 110.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 141.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 131.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 154.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower", "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "jacuzzi tub", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 133.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "suite" ] + } + ] + }, + { + "HotelId": "13", + "HotelName": "Luxury Lion Resort", + "Description": "Unmatched Luxury. Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.", + "Description_fr": "Un luxe incomparable. Visitez notre hĆ“tel du centre-ville pour profiter d'un hĆ©bergement de luxe. ƀ quelques minutes du stade et des centres de transport, nous vous proposons le meilleur en matiĆØre de commoditĆ© et de confort.", + "Category": "Luxury", + "Tags": [ "bar", "concierge", "restaurant" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2020-03-18T00:00:00Z", + "Rating": 4.10, + "Address": { + "StreetAddress": "3 Cityplace Dr", + "City": "St. Louis", + "StateProvince": "MO", + "PostalCode": "63141", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -90.440810, 38.672190 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 133.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 242.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "suite", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 137.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 128.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 163.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 142.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 256.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + } + ] + }, + { + "HotelId": "14", + "HotelName": "Twin Vortex Hotel", + "Description": "New experience in the making. Be the first to experience the luxury of the Twin Vortex. Reserve one of our newly-renovated guest rooms today.", + "Description_fr": "Nouvelle expĆ©rience dans la fabrication. Soyez les premiers Ć  dĆ©couvrir le luxe du Twin vortex. RĆ©servez une de nos chambres rĆ©cemment rĆ©novĆ©es aujourd'hui.", + "Category": "Luxury", + "Tags": [ "bar", "restaurant", "concierge" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2023-11-14T00:00:00Z", + "Rating": 4.40, + "Address": { + "StreetAddress": "1950 N Stemmons Fw", + "City": "Dallas", + "StateProvince": "TX", + "PostalCode": "75207", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -96.819412, 32.800762 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 62.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 138.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 151.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe 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[ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 151.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker" ] + } + ] + }, + { + "HotelId": "15", + "HotelName": "By the Market Hotel", + "Description": "Book now and Save up to 30%. Central location. Walking distance from the Empire State Building & Times Square, in the Chelsea neighborhood. Brand new rooms. Impeccable service.", + "Description_fr": "RĆ©servez dĆØs maintenant et Ć©conomisez jusqu'Ć  30%. Emplacement central. A quelques pas de l'Empire State Building & Times Square, dans le quartier de Chelsea. Chambres flambant neuves. Service impeccable.", + "Category": "Budget", + "Tags": [ "coffee in lobby", "free wifi", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2023-10-30T00:00:00Z", + "Rating": 3.30, + "Address": { + "StreetAddress": "11 Times Sq", + "City": "New York", + "StateProvince": "NY", + "PostalCode": "10036", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -73.989792, 40.756729 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 130.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 259.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 138.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 264.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 139.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 124.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "suite" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 131.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 124.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 154.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "vcr/dvd", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "16", + "HotelName": "Double Sanctuary Resort", + "Description": "5 star Luxury Hotel - Biggest Rooms in the city. #1 Hotel in the area listed by Traveler magazine. Free WiFi, Flexible check in\/out, Fitness Center & espresso in room.", + "Description_fr": "5 star hĆ“tel de luxe-plus grandes chambres de la ville. #1 hĆ“tel dans les environs Ć©numĆ©rĆ©s par Traveler magazine. WiFi gratuit, Check-in\/out flexible, centre de fitness et espresso dans la chambre.", + "Category": "Resort and Spa", + "Tags": [ "view", "pool", "restaurant", "bar", "continental breakfast" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-08-05T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "2211 Elliott Ave", + "City": "Seattle", + "StateProvince": "WA", + "PostalCode": "98121", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.347771, 47.611660 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 124.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 68.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 108.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 133.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 97.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 67.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "coffee maker", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 138.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 131.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower" ] + } + ] + }, + { + "HotelId": "17", + "HotelName": "City Skyline Antiquity Hotel", + "Description": "In vogue since 1888, the Antiquity Hotel takes you back to bygone era. From the crystal chandeliers that adorn the Green Room, to the arched ceilings of the Grand Hall, the elegance of old New York beckons. Elevate Your Experience. Upgrade to a premiere city skyline view for less, where old world charm combines with dramatic views of the city, local cathedral and midtown.", + "Description_fr": "En vogue depuis 1888, l'Antiquity Hotel vous ramĆØne Ć  une Ć©poque rĆ©volue. Des lustres en cristal qui ornent la Green Room aux plafonds voĆ»tĆ©s du Grand Hall, l'Ć©lĆ©gance du vieux New York embrasse tous les sens. Ɖlevez votre expĆ©rience. Passez Ć  une vue exceptionnelle sur les toits de la ville Ć  moindre coĆ»t, oĆ¹ le charme du vieux monde se combine avec des vues spectaculaires sur la ville, la cathĆ©drale locale et le centre.", + "Category": "Boutique", + "Tags": [ "view", "concierge", "bar" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2015-10-10T00:00:00Z", + "Rating": 4.50, + "Address": { + "StreetAddress": "8th Ave", + "City": "New York", + "StateProvince": "NY", + "PostalCode": "10014", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -74.003571, 40.738651 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 59.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 62.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 68.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 131.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "jacuzzi tub", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 97.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "suite", "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "suite", "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "jacuzzi tub", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "18", + "HotelName": "Ocean Water Resort & Spa", + "Description": "New Luxury Hotel for the vacation of a lifetime. Bay views from every room, location near the pier, rooftop pool, waterfront dining & more.", + "Description_fr": "Nouvel hĆ“tel de luxe pour des vacances inoubliables. Vue sur la baie depuis chaque chambre, emplacement prĆØs de la jetĆ©e, piscine sur le toit, restaurant au bord de l'eau et plus encore.", + "Category": "Luxury", + "Tags": [ "view", "pool", "restaurant" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2020-11-14T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "5426 Bay Center Dr", + "City": "Tampa", + "StateProvince": "FL", + "PostalCode": "33609", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -82.537735, 27.943701 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 102.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 89.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 112.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 258.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 142.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv", "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 163.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 151.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 77.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 129.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 87.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker", "suite" ] + } + ] + }, + { + "HotelId": "19", + "HotelName": "Economy Universe Motel", + "Description": "Local, family-run hotel in bustling downtown Redmond. We are a pet-friendly establishment, near expansive Marymoor park, haven to pet owners, joggers, and sports enthusiasts. Close to the highway and just a short drive away from major cities.", + "Description_fr": "HĆ“tel local Ć  la gestion familiale dans le centre-ville animĆ© de Redmond. Nous sommes un Ć©tablissement acceptant les animaux de compagnie, Ć  proximitĆ© du vaste parc Marymoor, paradis des propriĆ©taires d'animaux, des joggeurs et des amateurs de sport. PrĆØs de l'autoroute et Ć  quelques minutes en voiture des grandes villes.", + "Category": "Budget", + "Tags": [ "coffee in lobby", "free wifi", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-11-21T00:00:00Z", + "Rating": 2.90, + "Address": { + "StreetAddress": "15255 NE 40th", + "City": "Redmond", + "StateProvince": "WA", + "PostalCode": "98052", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.136940, 47.644508 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 165.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 134.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "tv", "coffee maker" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "suite" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 133.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 261.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "2", + "HotelName": "Old Century Hotel", + "Description": "The hotel is situated in a nineteenth century plaza, which has been expanded and renovated to the highest architectural standards to create a modern, functional and first-class hotel in which art and unique historical elements coexist with the most modern comforts. The hotel also regularly hosts events like wine tastings, beer dinners, and live music.", + "Description_fr": "L'hĆ“tel est situĆ© sur une place du XIXe siĆØcle, qui a Ć©tĆ© agrandie et rĆ©novĆ©e selon les normes architecturales les plus Ć©levĆ©es pour crĆ©er un hĆ“tel moderne, fonctionnel et de premiĆØre classe dans lequel l'art et des Ć©lĆ©ments historiques uniques coexistent avec le confort le plus moderne. L'hĆ“tel accueille Ć©galement rĆ©guliĆØrement des Ć©vĆ©nements tels que des dĆ©gustations de vins, des dĆ®ners de biĆØre et de la musique live.", + "Category": "Boutique", + "Tags": [ "pool", "free wifi", "concierge" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2019-02-18T00:00:00Z", + "Rating": 3.60, + "Address": { + "StreetAddress": "140 University Town Center Dr", + "City": "Sarasota", + "StateProvince": "FL", + "PostalCode": "34243", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -82.452843, 27.384417 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "tv", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 127.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 96.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 63.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 124.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "20", + "HotelName": "Grand Gaming Resort", + "Description": "The Best Gaming Resort in the area. With elegant rooms & suites, pool, cabanas, spa, brewery & world-class gaming. This is the best place to play, stay & dine.", + "Description_fr": "La meilleure station de jeux dans la rĆ©gion. Avec des chambres et suites Ć©lĆ©gantes, piscine, Cabanas, Spa, brasserie & Gaming de classe mondiale. C'est le meilleur endroit pour jouer, rester et dĆ®ner.", + "Category": "Resort and Spa", + "Tags": [ "continental breakfast", "bar", "pool" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-10-31T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "3400 Menaul Blvd NE", + "City": "Albuquerque", + "StateProvince": "NM", + "PostalCode": "87107", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -106.605949, 35.108700 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 127.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 93.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 259.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 131.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 77.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv", "tv" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 110.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 130.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv", "tv" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 86.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "vcr/dvd", "suite" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 102.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv" ] + } + ] + }, + { + "HotelId": "21", + "HotelName": "Good Business Hotel", + "Description": "1 Mile from the airport. Free WiFi, Outdoor Pool, Complimentary Airport Shuttle, 6 miles from Lake Lanier & 10 miles from downtown. Our business center includes printers, a copy machine, fax, and a work area.", + "Description_fr": "1 mile de l'aĆ©roport. WiFi gratuit, piscine extĆ©rieure, navette aĆ©roport gratuite, Ć  10 km du lac Lanier et Ć  16 km du centre-ville. Notre centre d'affaires comprend des imprimantes, un photocopieur, un fax et un espace de travail.", + "Category": "Suite", + "Tags": [ "pool", "continental breakfast", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-10-19T00:00:00Z", + "Rating": 3.60, + "Address": { + "StreetAddress": "4400 Ashford Dunwoody Rd NE", + "City": "Atlanta", + "StateProvince": "GA", + "PostalCode": "30346", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -84.341530, 33.923931 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 139.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 134.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 77.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "coffee maker", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 269.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 100.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 83.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "suite", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 129.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "coffee maker", "suite" ] + } + ] + }, + { + "HotelId": "22", + "HotelName": "Lion's Den Inn", + "Description": "Full breakfast buffet for 2 for only $1. Excited to show off our room upgrades, faster high speed WiFi, updated corridors & meeting space. Come relax and enjoy your stay.", + "Description_fr": "Petit dĆ©jeuner buffet complet pour 2 pour seulement $1. ExcitĆ© de montrer nos mises Ć  niveau de la chambre, plus rapide WiFi Ć  haute vitesse, les couloirs et l'espace de rĆ©union. Venez vous dĆ©tendre et profiter de votre sĆ©jour.", + "Category": "Budget", + "Tags": [ "laundry service", "free wifi", "restaurant" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2020-09-18T00:00:00Z", + "Rating": 3.90, + "Address": { + "StreetAddress": "16021 NE 36th Way", + "City": "Redmond", + "StateProvince": "WA", + "PostalCode": "98052", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.126381, 47.640656 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 233.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 96.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "suite" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 153.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 131.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 139.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (Waterfront View)", + "Description_fr": "Suite, 2 lits doubles (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + } + ] + }, + { + "HotelId": "23", + "HotelName": "Downtown Mix Hotel", + "Description": "Mix and mingle in the heart of the city. Shop and dine, mix and mingle in the heart of downtown, where fab lake views unite with a cheeky design.", + "Description_fr": "MĆ©langez et mĆŖlez-vous au cœur de la ville. Magasinez et dĆ®nez, mĆ©langez et mĆŖlez-vous au cœur du centre-ville, oĆ¹ les vues du lac FAB s'unissent avec un design effrontĆ©.", + "Category": "Budget", + "Tags": [ "air conditioning", "laundry service", "free wifi" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2019-09-16T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "550 Kirkland Way", + "City": "Kirkland", + "StateProvince": "WA", + "PostalCode": "98033", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.198074, 47.676857 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 111.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 265.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 129.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 266.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 142.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + } + ] + }, + { + "HotelId": "24", + "HotelName": "Uptown Chic Hotel", + "Description": "Chic hotel near the city. High-rise hotel in downtown, within walking distance to theaters, art galleries, restaurants and shops. Visit Seattle Art Museum by day, and then head over to Benaroya Hall to catch the evening's concert performance.", + "Description_fr": "HĆ“tel chic prĆØs de la ville. HĆ“tel de grande hauteur au centre-ville, Ć  distance de marche des thĆ©Ć¢tres, galeries d'art, restaurants et boutiques. Visitez le musĆ©e d'art de Seattle le jour, puis dirigez-vous vers le Benaroya Hall pour assister au concert de la soirĆ©e.", + "Category": "Suite", + "Tags": [ "view", "pool", "bar" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2018-08-25T00:00:00Z", + "Rating": 3.50, + "Address": { + "StreetAddress": "600 Pine St", + "City": "Seattle", + "StateProvince": "WA", + "PostalCode": "98101", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.335114, 47.612839 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 265.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 69.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 150.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 229.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "tv", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 132.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv" ] + } + ] + }, + { + "HotelId": "25", + "HotelName": "Waterfront Scottish Inn", + "Description": "Newly Redesigned Rooms & airport shuttle. Minutes from the airport, enjoy lakeside amenities, a resort-style pool & stylish new guestrooms with Internet TVs.", + "Description_fr": "Chambres nouvellement redessinĆ©es & navette d'aĆ©roport. Minutes de l'aĆ©roport, profitez des Ć©quipements Lakeside, une piscine de style complexe et de nouvelles chambres Ć©lĆ©gantes avec des tĆ©lĆ©Viseurs Internet.", + "Category": "Suite", + "Tags": [ "24-hour front desk service", "continental breakfast", "free wifi" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-06-25T00:00:00Z", + "Rating": 3.80, + "Address": { + "StreetAddress": "3301 Veterans Memorial Blvd", + "City": "Metairie", + "StateProvince": "LA", + "PostalCode": "70002", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -90.156708, 30.004539 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 82.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 112.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "tv", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 113.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 94.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 100.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "suite", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 62.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (City View)", + "Description_fr": "Suite, 1 grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 229.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 237.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "26", + "HotelName": "Planetary Plaza & Suites", + "Description": "Extend Your Stay. Affordable home away from home, with amenities like free Wi-Fi, full kitchen, and convenient laundry service.", + "Description_fr": "Prolongez votre sĆ©jour. Une maison abordable loin de chez vous, avec des Ć©quipements comme une connexion Wi-Fi gratuite, une cuisine complĆØte et un service de blanchisserie pratique.", + "Category": "Extended-Stay", + "Tags": [ "free parking", "free wifi", "laundry service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2022-06-02T00:00:00Z", + "Rating": 3.20, + "Address": { + "StreetAddress": "9255 Towne Centre Dr", + "City": "San Diego", + "StateProvince": "CA ", + "PostalCode": "92121", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -117.206993, 32.875282 ] + }, + "Rooms": [ + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 269.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 125.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue ville)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 149.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 269.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 236.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 137.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "27", + "HotelName": "Starlight Suites", + "Description": "Complimentary Airport Shuttle & WiFi. Book Now and save - Spacious All Suite Hotel, Indoor Outdoor Pool, Fitness Center, Florida Green certified, Complimentary Coffee, HDTV", + "Description_fr": "Navette aĆ©roport gratuite et WiFi. RĆ©servez maintenant et Ć©conomisez-spacieux All Suite Hotel, piscine couverte extĆ©rieure, centre de fitness, Florida Green Certified, Complimentary Coffee, HDTV", + "Category": "Suite", + "Tags": [ "pool", "coffee in lobby", "free wifi" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2017-04-23T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "19575 Biscayne Blvd", + "City": "Aventura", + "StateProvince": "FL", + "PostalCode": "33180", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -80.146729, 25.956699 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "suite", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 77.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + } + ] + }, + { + "HotelId": "28", + "HotelName": "City Center Summer Wind Resort", + "Description": "Eco-friendly from our gardens to table, with a rooftop serenity pool and outdoor seating to take in the sunset. Just steps away from the Convention Center. Located in the heart of downtown with modern rooms with stunning city views, 24-7 dining options, free WiFi and easy valet parking.", + "Description_fr": "Respectueux de l'environnement des jardins Ć  la table, avec piscine de sĆ©rĆ©nitĆ© sur le toit et terrasse pour admirer le coucher du soleil. Pas du Centre des CongrĆØs. SituĆ© au cœur du centre-ville avec des chambres modernes avec vue imprenable sur la ville, 24-7 restaurants, WiFi gratuit et parking avec voiturier facile.", + "Category": "Luxury", + "Tags": [ "restaurant", "view", "concierge" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2017-08-07T00:00:00Z", + "Rating": 4.90, + "Address": { + "StreetAddress": "1288 Pear Ave", + "City": "Mountain View", + "StateProvince": "CA ", + "PostalCode": "94043", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.075577, 37.415588 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 59.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "jacuzzi tub", "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 101.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 130.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + } + ] + }, + { + "HotelId": "29", + "HotelName": "Treehouse Hotel", + "Description": "Near the beating heart of our vibrant downtown and bustling business district. Experience the warmth of our hotel. Enjoy free WiFi, local transportation and Milk & Cookies.", + "Description_fr": "SĆ©journez au cœur du centre-ville prĆØs du quartier des affaires. Vivez la chaleur de notre hĆ“tel. Profitez du WiFi gratuit, du transport local et du lait et des biscuits.", + "Category": "Budget", + "Tags": [ "free wifi", "coffee in lobby", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2017-05-25T00:00:00Z", + "Rating": 2.60, + "Address": { + "StreetAddress": "9585 SW Washington Square Rd", + "City": "Portland", + "StateProvince": "OR", + "PostalCode": "97223", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.782829, 45.448959 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 96.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 83.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker", "tv" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv", "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 267.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "coffee maker" ] + } + ] + }, + { + "HotelId": "3", + "HotelName": "Gastronomic Landscape Hotel", + "Description": "The Gastronomic Hotel stands out for its culinary excellence under the management of William Dough, who advises on and oversees all of the Hotelā€™s restaurant services.", + "Description_fr": "L'hĆ“tel Gastronomic se distingue par son excellence gastronomique sous la direction de William Dough, qui conseille et supervise tous les services de restauration de l'hĆ“tel.", + "Category": "Suite", + "Tags": [ "restaurant", "bar", "continental breakfast" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2015-09-20T00:00:00Z", + "Rating": 4.80, + "Address": { + "StreetAddress": "3393 Peachtree Rd", + "City": "Atlanta", + "StateProvince": "GA", + "PostalCode": "30326", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -84.362465, 33.846432 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 101.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 124.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 127.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "suite", "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 264.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 258.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 259.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 130.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "suite" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 99.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "vcr/dvd", "tv" ] + } + ] + }, + { + "HotelId": "30", + "HotelName": "Fishing Creek Lodge", + "Description": "Best bites along the Colorado river, but only if you know where to go! Fishing expeditions offered daily. Package deals include professional guides, gear, lunch, and fishing licenses. ", + "Description_fr": "Meilleures bouchĆ©es le long du fleuve Colorado, mais seulement si vous savez oĆ¹ aller! ExpĆ©ditions de pĆŖche offertes tous les jours. Les forfaits incluent des guides professionnels, du matĆ©riel, le dĆ©jeuner et des permis de pĆŖche.", + "Category": "Budget", + "Tags": [ "restaurant", "coffee in lobby", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-08-29T00:00:00Z", + "Rating": 4.20, + "Address": { + "StreetAddress": "3309 Esperanza Xing", + "City": "Austin", + "StateProvince": "TX", + "PostalCode": "78758", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -97.726486, 30.400160 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 239.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 73.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "31", + "HotelName": "Country Residence Hotel", + "Description": "All of the suites feature full-sized kitchens stocked with cookware, separate living and sleeping areas and sofa beds. Some of the larger rooms have fireplaces and patios or balconies. Experience real country hospitality in the heart of bustling Nashville. The most vibrant music scene in the world is just outside your front door.", + "Description_fr": "Toutes les suites disposent d'une cuisine pleine grandeur Ć©quipĆ©e d'ustensiles de cuisine, de coins salon et chambre sĆ©parĆ©s et de canapĆ©s-lits. Certaines des plus grandes chambres ont des cheminĆ©es. DĆ©couvrez la vĆ©ritable hospitalitĆ© campagnarde au cœur de la ville animĆ©e de Nashville. La scĆØne musicale la plus vibrante du monde est juste devant votre porte.", + "Category": "Extended-Stay", + "Tags": [ "laundry service", "restaurant", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-10-05T00:00:00Z", + "Rating": 2.70, + "Address": { + "StreetAddress": "2126 Abbott Martin Rd", + "City": "Nashville", + "StateProvince": "TN", + "PostalCode": "37215", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -86.816017, 36.107281 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 164.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 119.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (Waterfront View)", + "Description_fr": "Suite, 2 lits doubles (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue ville)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 133.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 101.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 235.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 87.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 142.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + } + ] + }, + { + "HotelId": "32", + "HotelName": "Gold View Inn", + "Description": "AAA Four Diamond Resort. Nestled on six beautifully landscaped acres, located 2 blocks from the park. Unwind at the spa and indulge in art tours on site.", + "Description_fr": "AAA Four Diamond Resort. NichĆ© sur six hectares magnifiquement amĆ©nagĆ©s, situĆ© Ć  2 pĆ¢tĆ©s de lĆ  du parc. DĆ©Tendez-vous au spa et profitez de visites d'art sur place.", + "Category": "Suite", + "Tags": [ "continental breakfast", "free parking", "pool" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-01-31T00:00:00Z", + "Rating": 2.80, + "Address": { + "StreetAddress": "1414 NW Northrup St", + "City": "Portland", + "StateProvince": "OR", + "PostalCode": "97209", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.685928, 45.531139 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 138.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 153.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "33", + "HotelName": "Thunderbird Motel", + "Description": "Book Now & Save. Clean, Comfortable rooms at the lowest price. Enjoy complimentary coffee and tea in common areas.", + "Description_fr": "RĆ©servez maintenant et Ć©conomisez. Chambres propres et confortables au plus bas prix. Profitez du cafĆ© et du thĆ© gratuits dans les parties communes.", + "Category": "Budget", + "Tags": [ "coffee in lobby", "free parking", "free wifi" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-30T00:00:00Z", + "Rating": 4.40, + "Address": { + "StreetAddress": "1555 Broadway St", + "City": "Detroit", + "StateProvince": "MI", + "PostalCode": "48226", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -83.049103, 42.336109 ] + }, + "Rooms": [ + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "tv" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 151.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 102.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 68.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 73.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 103.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 62.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "jacuzzi tub", "tv" ] + }, + { + "Description": "Suite, 1 King Bed (City View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 264.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "coffee maker" ] + } + ] + }, + { + "HotelId": "34", + "HotelName": "Lakefront Captain Inn", + "Description": "Every stay starts with a warm cookie. Amenities like the Counting Sheep sleep experience, our Wake-up glorious breakfast buffet and spacious workout facilities await.", + "Description_fr": "Chaque sĆ©jour commence par un biscuit chaud. CommoditĆ©s comme le comptage des moutons expĆ©rience de sommeil, notre rĆ©veil-up glorieux petit dĆ©jeuner buffet et des installations d'entraĆ®nement spacieuses vous attendent.", + "Category": "Budget", + "Tags": [ "restaurant", "laundry service", "coffee in lobby" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2017-04-19T00:00:00Z", + "Rating": 3.40, + "Address": { + "StreetAddress": "1500 New Britain Ave", + "City": "West Hartford", + "StateProvince": "CT", + "PostalCode": "06110", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -72.761261, 41.725285 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 93.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 266.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "suite", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub", "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 245.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 134.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "tv" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 141.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + } + ] + }, + { + "HotelId": "35", + "HotelName": "Bellevue Suites", + "Description": "Comfortable city living in the very center of downtown Bellevue. Newly reimagined, this hotel features apartment-style suites with sleeping, living and work spaces. Located across the street from the Light Rail to downtown. Free shuttle to the airport.", + "Description_fr": "Centre-ville confortable vivant en plein centre du centre-ville de Bellevue. RĆ©cemment repensĆ©, cet hĆ“tel propose des suites de style appartement avec des espaces de couchage, de vie et de travail. SituĆ© en face du tramway au centre-ville. SituĆ© en face du tramway au centre-ville. Navette gratuite pour l'aĆ©roport.", + "Category": "Extended-Stay", + "Tags": [ "laundry service", "view", "24-hour front desk service" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2024-01-19T00:00:00Z", + "Rating": 4, + "Address": { + "StreetAddress": "11025 NE 8th St", + "City": "Bellevue", + "StateProvince": "WA", + "PostalCode": "98004", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.193008, 47.617020 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "bathroom shower", "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 70.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 125.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 267.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 269.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 242.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd", "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 159.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 125.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker", "coffee maker" ] + } + ] + }, + { + "HotelId": "36", + "HotelName": "Hotel on the Harbor", + "Description": "Stunning Downtown Hotel with indoor Pool. Ideally located close to theatres, museums and the convention center. Indoor Pool and Sauna and fitness centre. Popular Bar & Restaurant", + "Description_fr": "Superbe hĆ“tel du centre-ville avec piscine couverte. IdĆ©alement situĆ© Ć  proximitĆ© des thĆ©Ć¢tres, des musĆ©es et du Centre des CongrĆØs. Piscine couverte et sauna et centre de fitness. Populaire bar & restaurant", + "Category": "Luxury", + "Tags": [ "bar", "pool", "24-hour front desk service" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2023-10-31T00:00:00Z", + "Rating": 3.50, + "Address": { + "StreetAddress": "6465 N Quail Hollow Rd", + "City": "Memphis", + "StateProvince": "TN", + "PostalCode": "38120", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -89.847656, 35.104061 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 62.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower", "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 94.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 133.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 130.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 100.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 136.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 149.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + } + ] + }, + { + "HotelId": "37", + "HotelName": "Campus Commander Hotel", + "Description": "Easy access to campus and steps away from the best shopping corridor in the city. From meetings in town or gameday, enjoy our prime location between the union and proximity to the university stadium.", + "Description_fr": "AccĆØs facile au campus et Ć  quelques pas du meilleur couloir commercial de la ville. Que ce soit pour des rĆ©unions en ville ou un jour de match, profitez de notre emplacement privilĆ©giĆ© entre le syndicat et la proximitĆ© du stade universitaire.", + "Category": "Budget", + "Tags": [ "free parking", "coffee in lobby", "24-hour front desk service" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2022-02-24T00:00:00Z", + "Rating": 2.80, + "Address": { + "StreetAddress": "2045 Lafayette St", + "City": "Santa Clara", + "StateProvince": "CA ", + "PostalCode": "95050", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -121.946564, 37.362087 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 240.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "suite", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 138.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "tv", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 89.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 89.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "suite", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 144.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 269.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub", "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 264.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + } + ] + }, + { + "HotelId": "38", + "HotelName": "Lakeside B & B", + "Description": "Nature is Home on the beach. Explore the shore by day, and then come home to our shared living space to relax around a stone fireplace, sip something warm, and explore the library by night. Save up to 30 percent. Valid Now through the end of the year. Restrictions and blackouts may apply.", + "Description_fr": "La nature est Ć  la maison sur la plage. Explorez le rivage le jour, puis rentrez chez vous dans notre espace de vie commun pour vous dĆ©tendre autour d'une cheminĆ©e en pierre, siroter quelque chose de chaud et explorer la bibliothĆØque la nuit. Ɖconomisez jusqu'Ć  30%. Valide maintenant jusqu'Ć  la fin de l'annĆ©e. Des restrictions et une panne peuvent s'appliquer.", + "Category": "Boutique", + "Tags": [ "laundry service", "concierge", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2017-06-02T00:00:00Z", + "Rating": 4.70, + "Address": { + "StreetAddress": "20 W Kinzie St", + "City": "Chicago", + "StateProvince": "IL", + "PostalCode": "60654", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -87.628640, 41.889510 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 265.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 69.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 244.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 115.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 71.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 237.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 139.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 125.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd" ] + } + ] + }, + { + "HotelId": "39", + "HotelName": "White Mountain Lodge & Suites", + "Description": "Live amongst the trees in the heart of the forest. Hike along our extensive trail system. Visit the Natural Hot Springs, or enjoy our signature hot stone massage in the Cathedral of Firs. Relax in the meditation gardens, or join new friends around the communal firepit. Weekend evening entertainment on the patio features special guest musicians or poetry readings.", + "Description_fr": "Vivez parmi les arbres au cœur de la forĆŖt. Parcourez notre vaste rĆ©seau de sentiers. Visitez les sources chaudes naturelles ou profitez de notre massage signature aux pierres chaudes dans la cathĆ©drale des sapins. DĆ©tendez-vous dans les jardins de mĆ©ditation ou rejoignez de nouveaux amis autour du foyer commun. Les divertissements du week-end en soirĆ©e sur la terrasse comprennent des musiciens invitĆ©s spĆ©ciaux ou des lectures de poĆ©sie.", + "Category": "Resort and Spa", + "Tags": [ "continental breakfast", "pool", "restaurant" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2022-05-14T00:00:00Z", + "Rating": 2.40, + "Address": { + "StreetAddress": "3000 E 1st Ave,", + "City": "Denver", + "StateProvince": "CO", + "PostalCode": "80206", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -104.952133, 39.717941 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 256.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Waterfront View)", + "Description_fr": "Suite, 2 lits doubles (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 134.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 112.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "suite", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 133.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Amenities)", + "Description_fr": "Suite, 1 trĆØs grand lit (Services)", + "Type": "Suite", + "BaseRate": 240.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + } + ] + }, + { + "HotelId": "4", + "HotelName": "Sublime Palace Hotel", + "Description": "Sublime Cliff Hotel is located in the heart of the historic center of Sublime in an extremely vibrant and lively area within short walking distance to the sites and landmarks of the city and is surrounded by the extraordinary beauty of churches, buildings, shops and monuments. Sublime Cliff is part of a lovingly restored 19th century resort, updated for every modern convenience.", + "Description_fr": "Le sublime Cliff Hotel est situĆ© au coeur du centre historique de sublime dans un quartier extrĆŖmement animĆ© et vivant, Ć  courte distance de marche des sites et monuments de la ville et est entourĆ© par l'extraordinaire beautĆ© des Ć©glises, des bĆ¢timents, des commerces et Monuments. Sublime Cliff fait partie d'un complexe du 19ĆØme siĆØcle restaurĆ© avec amour, mis Ć  jour pour tout le confort moderne.", "Category": "Boutique", + "Tags": [ "concierge", "view", "air conditioning" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2020-02-06T00:00:00Z", + "Rating": 4.60, + "Address": { + "StreetAddress": "7400 San Pedro Ave", + "City": "San Antonio", + "StateProvince": "TX", + "PostalCode": "78216", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -98.495422, 29.518398 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 266.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker", "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 102.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "suite", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Mountain View)", + "Type": "Budget Room", + "BaseRate": 87.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 100.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Suite, 2 Double Beds (Waterfront View)", + "Description_fr": "Suite, 2 lits doubles (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "suite", "coffee maker" ] + } + ] + }, + { + "HotelId": "40", + "HotelName": "Trails End Motel", + "Description": "Only 8 miles from Downtown. On-site bar\/restaurant, Free hot breakfast buffet, Free wireless internet, All non-smoking hotel. Only 15 miles from airport.", + "Description_fr": "A seulement 8 km du centre-ville. Bar\/restaurant sur place, buffet de petit dĆ©jeuner chaud gratuit, Internet sans fil gratuit, tout hĆ“tel non-fumeurs. A seulement 15 km de l'aĆ©roport.", + "Category": "Budget", + "Tags": [ "bar", "free wifi", "restaurant" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2017-01-18T00:00:00Z", + "Rating": 3.20, + "Address": { + "StreetAddress": "7014 E Camelback Rd", + "City": "Scottsdale", + "StateProvince": "AZ", + "PostalCode": "85251", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -111.929405, 33.503067 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 259.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 93.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 266.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 155.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 113.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "tv" ] + } + ] + }, + { + "HotelId": "41", + "HotelName": "Windy Ocean Motel", + "Description": "Oceanfront hotel overlooking the beach features rooms with a private balcony and 2 indoor and outdoor pools. Inspired by the natural beauty of the island, each room includes an original painting of local scenes by the owner. Rooms include a mini fridge, Keurig coffee maker, and flatscreen TV. Various shops and art entertainment are on the boardwalk, just steps away.", + "Description_fr": "Cet hĆ“tel en bord de mer donnant sur la plage propose des chambres dotĆ©es d'un balcon privĆ© et de 2 piscines intĆ©rieure et extĆ©rieure. InspirĆ© par la beautĆ© naturelle de l'Ć®le, chaque chambre comprend une peinture originale de scĆØnes locales par le propriĆ©taire. Les chambres comprennent un mini-rĆ©frigĆ©rateur, une cafetiĆØre Keurig et une tĆ©lĆ©vision Ć  Ć©cran plat. Divers magasins et divertissements artistiques se trouvent sur la promenade, Ć  quelques pas.", + "Category": "Suite", + "Tags": [ "pool", "air conditioning", "bar" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-05-10T00:00:00Z", + "Rating": 3.50, + "Address": { + "StreetAddress": "1450 Ala Moana Blvd 2238 Ala Moana Ctr", + "City": "Honolulu", + "StateProvince": "HI", + "PostalCode": "96814", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -157.846817, 21.295841 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 63.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 74.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd", "tv" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 169.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 122.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 122.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 132.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker", "suite" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "bathroom shower", "suite" ] + } + ] + }, + { + "HotelId": "42", + "HotelName": "Rock Bottom Resort & Campground", + "Description": "Rock Bottom is nestled on 20 unspoiled acres on a private cove of Rock Bottom Lake. We feature both lodging and campground accommodations to suit just about every taste. Even though we are out of the traffic of the city, getting there is only a short drive away.", + "Description_fr": "Rock Bottom est nichĆ© sur 20 hectares intacts sur une crique privĆ©e de Rock Bottom Lake. Nous disposons Ć  la fois d'hĆ©bergement et de logements de camping pour convenir Ć  peu prĆØs tous les goĆ»ts. MĆŖme si nous sommes hors du trafic de la ville, y arriver est Ć  seulement une courte distance en voiture.", + "Category": "Resort and Spa", + "Tags": [ "view", "coffee in lobby", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-14T00:00:00Z", + "Rating": 3.40, + "Address": { + "StreetAddress": "1649 Shoreline Dr", + "City": "Boise", + "StateProvince": "ID", + "PostalCode": "83702", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -116.220711, 43.616871 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 240.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "suite", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 101.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 132.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 264.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 258.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 131.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 93.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 132.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + } + ] + }, + { + "HotelId": "43", + "HotelName": "Johnson's Family Resort", + "Description": "Family oriented resort located in the heart of the northland. Operated since 1962 by the Smith family, we have grown into one of the largest family resorts in the state. The home of excellent Smallmouth Bass fishing with 10 small cabins, we're a home not only to fishermen but their families as well. Rebuilt in the early 2000's, all of our cabins have all the comforts of home. Sporting a huge beach with multiple water toys for those sunny summer days and a Lodge full of games for when you just can't swim anymore, there's always something for the family to do. A full marina offers watercraft rentals, boat launch, powered dock slips, canoes (free to use), & fish cleaning facility. Rent pontoons, 14' fishing boats, 16' fishing rigs or jet ski's for a fun day or week on the water. Pets are accepted in the lakeside cottages.", + "Description_fr": "Resort familial situĆ© au cœur de la Northland. OpĆ©rĆ© depuis 1962 par la famille Smith, nous sommes devenus l'une des plus grandes stations familiales de l'Ɖtat. La maison de la pĆŖche Ć  l'achigan Ć  petite bouche excellente avec 10 petites cabanes, nous sommes une maison non seulement pour les pĆŖcheurs, mais aussi leurs familles. Reconstruites au dĆ©but des annĆ©es 2000, toutes nos cabines ont Ć©tĆ© construites avec tout le confort de la maison. Arborant une immense plage avec des jouets d'eau multiples pour ces jours ensoleillĆ©s d'Ć©tĆ© et un Lodge plein de jeux pour quand vous ne pouvez pas nager plus, il ya toujours quelque chose pour la famille Ć  faire. UNE marina complĆØte offre la location de motomarines, le lancement de bateaux, des bordereaux d'amarrage, des canoĆ«s (libres d'utilisation), et des installations de nettoyage de poissons. Louez des pontons, 14 'bateaux de pĆŖche, 16 'plates-formes de pĆŖche ou jet ski pour une journĆ©e ou une semaine de plaisir sur l'eau.", + "Category": "Resort and Spa", + "Tags": [ "24-hour front desk service", "pool", "coffee in lobby" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2002-02-21T00:00:00Z", + "Rating": 4.80, + "Address": { + "StreetAddress": "4000 Great Plains Dr", + "City": "Fargo", + "StateProvince": "ND", + "PostalCode": "58104", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -96.845932, 46.814121 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 67.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 65.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 72.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "jacuzzi tub" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 141.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 265.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 69.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 233.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "tv", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 138.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 76.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker", "suite" ] + } + ] + }, + { + "HotelId": "44", + "HotelName": "Friendly Motor Inn", + "Description": "Close to historic sites, local attractions, and urban parks. Free Shuttle to the airport and casinos. Free breakfast and WiFi.", + "Description_fr": "ƀ proximitĆ© des sites historiques, des attractions locales et des parcs urbains. Navette gratuite pour l'aĆ©roport et les casinos. Petit dĆ©jeuner gratuit et WiFi.", + "Category": "Budget", + "Tags": [ "24-hour front desk service", "continental breakfast", "free wifi" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-07-12T00:00:00Z", + "Rating": 2.70, + "Address": { + "StreetAddress": "3401 Nicholasville Rd", + "City": "Lexington", + "StateProvince": "KY", + "PostalCode": "40503", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -84.527771, 37.989769 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 159.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 104.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 127.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 109.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 234.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 159.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Cityside)", + "Description_fr": "Suite, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 258.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 76.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 66.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "bathroom shower" ] + } + ] + }, + { + "HotelId": "45", + "HotelName": "Happy Lake Resort & Restaurant", + "Description": "The largest year-round resort in the area offering more of everything for your vacation ā€“ at the best value! What can you enjoy while at the resort, aside from the mile-long sandy beaches of the lake? Check out our activities sure to excite both young and young-at-heart guests. We have it all, including being named ā€œProperty of the Yearā€ and a ā€œTop Ten Resortā€ by top publications.", + "Description_fr": "La plus grande station de toute l'annĆ©e dans la rĆ©gion offrant plus de tout pour vos vacances-au meilleur rapport qualitĆ©-prix! Que pouvez-vous profiter de la station, en dehors des kilomĆØtres de longues plages de sable du lac? DĆ©couvrez nos activitĆ©s pour vous exciter Ć  la fois les jeunes et les jeunes-Ć -coeur invitĆ©s. Nous avons tout, y compris d'ĆŖtre nommĆ© \"propriĆ©tĆ© de l'annĆ©e\" et un \"Top Ten Resort\" par Top publications.", + "Category": "Resort and Spa", + "Tags": [ "pool", "bar", "restaurant" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2015-05-08T00:00:00Z", + "Rating": 3.50, + "Address": { + "StreetAddress": "320 Westlake Ave N", + "City": "Seattle", + "StateProvince": "WA", + "PostalCode": "98109", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.338181, 47.621201 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 70.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 100.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 117.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower", "tv" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "tv" ] + }, + { + "Description": "Suite, 1 Queen Bed (Mountain View)", + "Description_fr": "Suite, 1 grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 249.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 112.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + } + ] + }, + { + "HotelId": "46", + "HotelName": "Swan Bird Lake Inn", + "Description": "We serve a continental-style breakfast each morning, featuring a variety of food and drinks. Our locally made, oh-so-soft, caramel cinnamon rolls are a favorite with our guests. Other breakfast items include coffee, orange juice, milk, cereal, instant oatmeal, bagels, and muffins.", + "Description_fr": "Nous servons un petit dĆ©jeuner continental de style chaque matin, avec une variĆ©tĆ© de nourriture et de boissons. Notre fait localement, oh-so-Soft, caramel rouleaux de cannelle sont un favori avec nos clients. Autres petits-dĆ©jeuners: cafĆ©, jus d'orange, lait, cĆ©rĆ©ales, Gruau instantanĆ©, bagels et muffins.", + "Category": "Budget", + "Tags": [ "continental breakfast", "free wifi", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-02-07T00:00:00Z", + "Rating": 3.60, + "Address": { + "StreetAddress": "1 Memorial Dr", + "City": "Cambridge", + "StateProvince": "MA", + "PostalCode": "02142", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -71.081230, 42.361370 ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 61.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 153.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "suite", "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 256.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 129.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Standard Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue montagne)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "suite", "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv", "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 119.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 245.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 141.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 245.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 119.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 110.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "47", + "HotelName": "Country Comfort Inn", + "Description": "Situated conveniently at the north end of the village, the inn is just a short walk from the lake, offering reasonable rates and all the comforts home inlcuding living room suites and functional kitchens. Pets are welcome.", + "Description_fr": "IdĆ©alement situĆ©e Ć  l'extrĆ©mitĆ© nord du village, l'auberge se trouve Ć  quelques pas du lac, offrant des tarifs raisonnables et tout le confort de la maison, y compris des salles de sĆ©jour et des cuisines fonctionnelles. Les animaux sont les bienvenus.", + "Category": "Extended-Stay", + "Tags": [ "laundry service", "free wifi", "free parking", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-03T00:00:00Z", + "Rating": 2.50, + "Address": { + "StreetAddress": "700 Bellevue Way", + "City": "Bellevue", + "StateProvince": "WA", + "PostalCode": "98004", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.201195, 47.616989 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 93.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 165.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "vcr/dvd", "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 84.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 92.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 134.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 129.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "suite", "tv" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite" ] + } + ] + }, + { + "HotelId": "48", + "HotelName": "Nordick's Valley Motel", + "Description": "Only 90 miles (about 2 hours) from the nation's capital and nearby most everything the historic valley has to offer. Hiking? Wine Tasting? Exploring the caverns? It's all nearby and we have specially priced packages to help make our B&B your home base for fun while visiting the valley.", + "Description_fr": "Seulement 90 milles (environ 2 heures) de la capitale de la nation et Ć  proximitĆ© la plupart tout que la vallĆ©e historique a Ć  offrir. RandonnĆ©e? DĆ©gustation? Vous explorez les cavernes? C'est tout prĆØs et nous avons des forfaits Ć  prix spĆ©cial pour aider Ć  rendre notre B&B votre base pour le plaisir en visitant la vallĆ©e.", + "Category": "Boutique", + "Tags": [ "continental breakfast", "air conditioning", "free parking" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2018-02-19T00:00:00Z", + "Rating": 4.50, + "Address": { + "StreetAddress": "1401 I St NW", + "City": "Washington D.C.", + "PostalCode": "20005", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -77.032410, 38.90166 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 lits doubles (Mountain View)", + "Type": "Standard Room", + "BaseRate": 110.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "jacuzzi tub", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 158.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue ville)", + "Type": "Standard Room", + "BaseRate": 99.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 132.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 166.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "49", + "HotelName": "Swirling Currents Hotel", + "Description": "Spacious rooms, glamorous suites and residences, rooftop pool, walking access to shopping, dining, entertainment and the city center. Each room comes equipped with a microwave, a coffee maker and a minifridge. In-room entertainment includes complimentary W-Fi and flat-screen TVs. ", + "Description_fr": "Chambres spacieuses, suites et rĆ©sidences glamour, piscine sur le toit, accĆØs Ć  pied aux commerces, restaurants, divertissements et centre-ville. Chaque chambre est Ć©quipĆ©e d'un four micro-ondes, d'une cafetiĆØre et d'un mini-rĆ©frigĆ©rateur. Les divertissements en chambre comprennent une connexion Wi-Fi gratuite et une tĆ©lĆ©vision Ć  Ć©cran plat.", + "Category": "Suite", + "Tags": [ "air conditioning", "laundry service", "24-hour front desk service" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-27T00:00:00Z", + "Rating": 2.70, + "Address": { + "StreetAddress": "1100 S Hayes St", + "City": "Arlington", + "StateProvince": "VA", + "PostalCode": "22202", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -77.060066, 38.863659 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 139.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 87.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 136.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 260.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 149.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 86.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (City View)", + "Description_fr": "Suite, 1 grand lit (vue sur la ville)", + "Type": "Suite", + "BaseRate": 258.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 99.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Waterfront View)", + "Type": "Deluxe Room", + "BaseRate": 167.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 243.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 261.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "coffee maker", "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + } + ] + }, + { + "HotelId": "5", + "HotelName": "Red Tide Hotel", + "Description": "On entering this charming hotel in Scarlet Harbor, you'll notice an uncommon blend of antiques, original artwork, and contemporary comforts that give this hotel its signature look. Each suite is furnished to accentuate the views and unique characteristics of the building's classic architecture. No two suites are alike. However, all guests are welcome in the mezzanine plaza, the surrounding gardens, and the northside terrace for evening refreshments.", + "Description_fr": "En entrant dans ce charmant hĆ“tel de Scarlet Harbor, vous remarquerez un mĆ©lange rare d'antiquitĆ©s, d'œuvres d'art originales et de confort contemporain qui donnent Ć  cet hĆ“tel son look signature. Chaque suite est meublĆ©e pour accentuer les vues et les caractĆ©ristiques uniques de l'architecture classique du bĆ¢timent. Il n'y a pas deux suites identiques. Cependant, tous les invitĆ©s sont les bienvenus sur la place mezzanine, dans les jardins environnants et sur la terrasse cĆ“tĆ© nord pour des rafraĆ®chissements en soirĆ©e.", + "Category": "Boutique", + "Tags": [ "24-hour front desk service", "bar", "free parking" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2011-12-07T00:00:00Z", + "Rating": 4.10, + "Address": { + "StreetAddress": "800 Boylston St", + "City": "Boston", + "StateProvince": "MA", + "PostalCode": "02199", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -71.082466, 42.347179 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 99.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Standard, 2 lits doubles (vue ville)", + "Type": "Standard Room", + "BaseRate": 134.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 grands lits (Services)", + "Type": "Standard Room", + "BaseRate": 101.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 63.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 135.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 78.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "suite", "suite" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 242.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 165.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 73.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "bathroom shower", "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 137.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "tv", "vcr/dvd" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 89.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + } + ] + }, + { + "HotelId": "50", + "HotelName": "Head Wind Resort", + "Description": "The best of old town hospitality combined with views of the river and cool breezes off the prairie. Our penthouse suites offer views for miles and the rooftop plaza is open to all guests from sunset to 10 p.m. Enjoy a complimentary continental breakfast in the lobby, and free Wi-Fi throughout the hotel.", + "Description_fr": "Le meilleur de l'hospitalitĆ© de la vieille ville, avec vue sur la riviĆØre et les vents de la prairie. Nos suites de haut niveau offrent des vues Ć  des milliers de personnes et la place sur le toit est ouverte Ć  tous les clients du coucher du soleil Ć  22 heures. Profitez d'un petit-dĆ©jeuner continental gratuit dans le hall et d'une connexion Wi-Fi gratuite dans tout l'hĆ“tel.", + "Category": "Suite", + "Tags": [ "coffee in lobby", "free wifi", "view" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2012-04-04T00:00:00Z", + "Rating": 4.70, + "Address": { + "StreetAddress": "7633 E 63rd Pl", + "City": "Tulsa", + "StateProvince": "OK", + "PostalCode": "74133", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -95.889305, 36.072445 ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 160.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 152.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 130.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "suite" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "vcr/dvd" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 91.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd", "suite" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Mountain View)", + "Type": "Budget Room", + "BaseRate": 86.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Suite, 1 King Bed (Waterfront View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 98.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 99.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "suite", "vcr/dvd" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 229.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "suite" ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 75.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 82.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 113.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + } + ] + }, + { + "HotelId": "6", + "HotelName": "King's Cellar Hotel", + "Description": "Newest kid on the downtown block. Steps away from the most popular destinations in downtown, enjoy free WiFi, an indoor rooftop pool & fitness center, 24 Grab'n'Go & drinks at the bar", + "Description_fr": "Le plus rĆ©cent de l'immeuble du centre-ville. ƀ quelques pas des destinations les plus populaires du centre-ville, profitez du WiFi gratuit, d'une piscine couverte sur le toit et d'un centre de remise en forme, de 24 Grab'n'Go et de boissons au bar.", + "Category": "Suite", + "Tags": [ "free wifi", "pool", "bar" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2015-03-20T00:00:00Z", + "Rating": 3.50, + "Address": { + "StreetAddress": "555 California St", + "City": "San Francisco", + "StateProvince": "CA ", + "PostalCode": "94104", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -122.403481, 37.792259 ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Standard, 2 grands lits (Mountain View)", + "Type": "Standard Room", + "BaseRate": 132.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv", "bathroom shower", "tv" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 126.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub", "bathroom shower", "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 67.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "bathroom shower" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 252.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 168.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Cityside)", + "Description_fr": "Suite, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 257.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 83.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 148.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker", "tv" ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 240.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 105.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 107.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "tv", "suite" ] + }, + { + "Description": "Suite, 1 Queen Bed (Amenities)", + "Description_fr": "Suite, 1 grand lit (Services)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "suite" ] + } + ] + }, + { + "HotelId": "7", + "HotelName": "Roach Motel", + "Description": "Perfect Location on Main Street. Earn points while enjoying close proximity to the city's best shopping, restaurants, and attractions.", + "Description_fr": "Emplacement parfait sur la rue principale. Gagnez des points tout en apprĆ©ciant la proximitĆ© des meilleurs magasins, restaurants et attractions de la ville.", + "Category": "Budget", + "Tags": [ "free parking", "24-hour front desk service", "coffee in lobby" ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2016-07-02T00:00:00Z", + "Rating": 4.70, + "Address": { + "StreetAddress": "9 Great Oaks Blvd,", + "City": "San Jose", + "StateProvince": "CA ", + "PostalCode": "95119", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -121.781952, 37.242077 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "tv" ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 161.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 99.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 256.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ "tv", "coffee maker" ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 108.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 grand lit (vue sur le front de mer)", + "Type": "Standard Room", + "BaseRate": 120.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 159.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 263.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "tv", "tv" ] + }, + { + "Description": "Budget Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv", "suite", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 74.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "jacuzzi tub" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 156.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags" ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + "BaseRate": 262.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite" ] + }, + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 143.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Standard Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Standard, 2 lits doubles (Services)", + "Type": "Standard Room", + "BaseRate": 123.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 82.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "coffee maker", "coffee maker" ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 231.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "bathroom shower", "bathroom shower" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Budget Room", + "BaseRate": 96.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "suite", "jacuzzi tub" ] + } + ] + }, + { + "HotelId": "8", + "HotelName": "Foot Happy Suites", + "Description": "Downtown in the heart of the business district. Close to everything. Leave your car behind and walk to the park, shopping, and restaurants. Or grab one of our bikes and take your explorations a little further.", + "Description_fr": "Centre-ville au coeur du quartier des affaires. Proche de tout. Laissez votre voiture derriĆØre vous et marchez vers le parc, les magasins et les restaurants.", + "Category": "Suite", + "Tags": [ "free wifi", "continental breakfast", "air conditioning" ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2003-07-23T00:00:00Z", + "Rating": 4, + "Address": { + "StreetAddress": "7535 Dadeland Mall", + "City": "Miami", + "StateProvince": "FL", + "PostalCode": "33156", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ -80.312546, 25.689901 ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower", "suite" ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 248.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd" ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Standard, 1 grand lit (Services)", + "Type": "Standard Room", + "BaseRate": 114.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "Room Tags", "bathroom shower" ] + }, + { + "Description": "Budget Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 85.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Suite, 2 Double Beds (Amenities)", + "Description_fr": "Suite, 2 lits doubles (Services)", + "Type": "Suite", + "BaseRate": 240.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "Room Tags", "vcr/dvd", "bathroom shower" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 154.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "tv" ] + }, + { + "Description": "Budget Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (Services)", + "Type": "Budget Room", + "BaseRate": 80.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ "jacuzzi tub", "coffee maker" ] + }, + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 268.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": "Deluxe Room", + "BaseRate": 140.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "vcr/dvd", "jacuzzi tub", "vcr/dvd" ] + }, + { + "Description": "Suite, 1 Queen Bed (Waterfront View)", + "Description_fr": "Suite, 1 grand lit (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 267.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ "coffee maker" ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Mountain View)", + "Type": "Deluxe Room", + "BaseRate": 153.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ "suite" ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "2 Queen Beds", + 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"9", + "HotelName": "Smile Up Hotel", + "Description": "Experience the fresh, modern downtown. 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+ "Description": "This classic hotel is fully-refurbished and ideally located on the main commercial artery of the city in the heart of New York. A few minutes away is Times Square and the historic centre of the city, as well as other places of interest that make New York one of America's most attractive and cosmopolitan cities.", + "Description_fr": "Cet hĆ“tel classique entiĆØrement rĆ©novĆ© est idĆ©alement situĆ© sur l'artĆØre commerƧante principale de la ville, au cœur de New York. ƀ quelques minutes se trouvent Times Square et le centre historique de la ville, ainsi que d'autres lieux d'intĆ©rĆŖt qui font de New York l'une des villes les plus attrayantes et cosmopolites d'AmĆ©rique.", + "Category": "Boutique", + "Tags": [ + "view", + "air conditioning", + "concierge" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2022-01-18T00:00:00Z", + "Rating": 3.6, + "Address": { + "StreetAddress": "677 5th Ave", + "City": "New York", + "StateProvince": "NY", + "PostalCode": "10022", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -73.975403, + 40.760586 + ] + }, + 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Yoga, group exercise classes and outdoor hockey are available year-round, plus numerous options for shopping as well as great spa services. Newly-renovated with large rooms, free 24-hr airport shuttle & a new restaurant. Rooms/suites offer mini-fridges & 49-inch HDTVs.", + "Description_fr": "Beaucoup de superbes pistes de ski, de patinage sur glace en plein air, de promenades en traĆ®neau, de tubes et de vĆ©lo de neige. Yoga, cours de groupe et hockey en plein air sont disponibles toute l'annĆ©e, ainsi que de nombreuses options de shopping ainsi que d'excellents services de spa. RĆ©cemment rĆ©novĆ©, avec de grandes chambres, une navette gratuite de 24 heures par aĆ©roport et un nouveau restaurant. 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Visit our downtown hotel to indulge in luxury accommodations. Moments from the stadium and transportation hubs, we feature the best in convenience and comfort.", + "Description_fr": "Un luxe incomparable. 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Central location. Walking distance from the Empire State Building & Times Square, in the Chelsea neighborhood. Brand new rooms. Impeccable service.", + "Description_fr": "RĆ©servez dĆØs maintenant et Ć©conomisez jusqu'Ć  30%. Emplacement central. A quelques pas de l'Empire State Building & Times Square, dans le quartier de Chelsea. Chambres flambant neuves. 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From the crystal chandeliers that adorn the Green Room, to the arched ceilings of the Grand Hall, the elegance of old New York beckons. Elevate Your Experience. Upgrade to a premiere city skyline view for less, where old world charm combines with dramatic views of the city, local cathedral and midtown.", + "Description_fr": "En vogue depuis 1888, l'Antiquity Hotel vous ramĆØne Ć  une Ć©poque rĆ©volue. Des lustres en cristal qui ornent la Green Room aux plafonds voĆ»tĆ©s du Grand Hall, l'Ć©lĆ©gance du vieux New York embrasse tous les sens. Ɖlevez votre expĆ©rience. Passez Ć  une vue exceptionnelle sur les toits de la ville Ć  moindre coĆ»t, oĆ¹ le charme du vieux monde se combine avec des vues spectaculaires sur la ville, la cathĆ©drale locale et le centre.", + "Category": "Boutique", + "Tags": [ + "view", + "concierge", + "bar" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2015-10-10T00:00:00Z", + "Rating": 4.5, + "Address": { + "StreetAddress": "8th Ave", + "City": "New York", + "StateProvince": "NY", + "PostalCode": "10014", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -74.003571, + 40.738651 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 59.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "tv", + "suite" + ] + }, + { + "Description": "Budget Room, 1 King Bed 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PrĆØs de l'autoroute et Ć  quelques minutes en voiture des grandes villes.", + "Category": "Budget", + "Tags": [ + "coffee in lobby", + "free wifi", + "free parking" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-11-21T00:00:00Z", + "Rating": 2.9, + "Address": { + "StreetAddress": "15255 NE 40th", + "City": "Redmond", + "StateProvince": "WA", + "PostalCode": "98052", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.13694, + 47.644508 + ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue sur le front de mer)", + "Type": "Deluxe Room", + "BaseRate": 165.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "suite", + "coffee maker" + ] + }, + { + "Description": "Suite, 2 Queen Beds (Mountain View)", + "Description_fr": "Suite, 2 grands lits (vue sur la montagne)", + "Type": "Suite", + 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The hotel also regularly hosts events like wine tastings, beer dinners, and live music.", + "Description_fr": "L'hĆ“tel est situĆ© sur une place du XIXe siĆØcle, qui a Ć©tĆ© agrandie et rĆ©novĆ©e selon les normes architecturales les plus Ć©levĆ©es pour crĆ©er un hĆ“tel moderne, fonctionnel et de premiĆØre classe dans lequel l'art et des Ć©lĆ©ments historiques uniques coexistent avec le confort le plus moderne. L'hĆ“tel accueille Ć©galement rĆ©guliĆØrement des Ć©vĆ©nements tels que des dĆ©gustations de vins, des dĆ®ners de biĆØre et de la musique live.", + "Category": "Boutique", + "Tags": [ + "pool", + "free wifi", + "concierge" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2019-02-18T00:00:00Z", + "Rating": 3.6, + "Address": { + "StreetAddress": "140 University Town Center Dr", + "City": "Sarasota", + "StateProvince": "FL", + "PostalCode": "34243", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -82.452843, + 27.384417 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Double Beds (Mountain View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la montagne)", + "Type": "Suite", + "BaseRate": 250.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "Room Tags" + ] + }, + { + "Description": "Standard Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Standard, 1 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Free WiFi, Outdoor Pool, Complimentary Airport Shuttle, 6 miles from Lake Lanier & 10 miles from downtown. Our business center includes printers, a copy machine, fax, and a work area.", + "Description_fr": "1 mile de l'aĆ©roport. WiFi gratuit, piscine extĆ©rieure, navette aĆ©roport gratuite, Ć  10 km du lac Lanier et Ć  16 km du centre-ville. Notre centre d'affaires comprend des imprimantes, un photocopieur, un fax et un espace de travail.", + "Category": "Suite", + "Tags": [ + "pool", + "continental breakfast", + "free parking" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-10-19T00:00:00Z", + "Rating": 3.6, + "Address": { + "StreetAddress": "4400 Ashford Dunwoody Rd NE", + "City": "Atlanta", + "StateProvince": "GA", + "PostalCode": "30346", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -84.34153, + 33.923931 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (Services)", + "Type": "Budget Room", + "BaseRate": 60.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "jacuzzi tub", + "coffee maker", + "jacuzzi tub" + ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 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Excited to show off our room upgrades, faster high speed WiFi, updated corridors & meeting space. Come relax and enjoy your stay.", + "Description_fr": "Petit dĆ©jeuner buffet complet pour 2 pour seulement $1. ExcitĆ© de montrer nos mises Ć  niveau de la chambre, plus rapide WiFi Ć  haute vitesse, les couloirs et l'espace de rĆ©union. Venez vous dĆ©tendre et profiter de votre sĆ©jour.", + "Category": "Budget", + "Tags": [ + "laundry service", + "free wifi", + "restaurant" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2020-09-18T00:00:00Z", + "Rating": 3.9, + "Address": { + "StreetAddress": "16021 NE 36th Way", + "City": "Redmond", + "StateProvince": "WA", + "PostalCode": "98052", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.126381, + 47.640656 + ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Amenities)", + "Description_fr": "Chambre Deluxe, 1 grand lit (Services)", + "Type": "Deluxe Room", + "BaseRate": 147.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "coffee maker" + ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (City View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 146.99, + "BedOptions": "2 Double 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High-rise hotel in downtown, within walking distance to theaters, art galleries, restaurants and shops. Visit Seattle Art Museum by day, and then head over to Benaroya Hall to catch the evening's concert performance.", + "Description_fr": "HĆ“tel chic prĆØs de la ville. HĆ“tel de grande hauteur au centre-ville, Ć  distance de marche des thĆ©Ć¢tres, galeries d'art, restaurants et boutiques. Visitez le musĆ©e d'art de Seattle le jour, puis dirigez-vous vers le Benaroya Hall pour assister au concert de la soirĆ©e.", + "Category": "Suite", + "Tags": [ + "view", + "pool", + "bar" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2018-08-25T00:00:00Z", + "Rating": 3.5, + "Address": { + "StreetAddress": "600 Pine St", + "City": "Seattle", + "StateProvince": "WA", + "PostalCode": "98101", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.335114, + 47.612839 + ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Standard, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Standard Room", + "BaseRate": 106.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "bathroom shower" + ] + }, + { + "Description": "Suite, 2 Double Beds (City View)", + "Description_fr": "Suite, 2 lits doubles (vue sur la ville)", + "Type": "Suite", + 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Some of the larger rooms have fireplaces and patios or balconies. Experience real country hospitality in the heart of bustling Nashville. The most vibrant music scene in the world is just outside your front door.", + "Description_fr": "Toutes les suites disposent d'une cuisine pleine grandeur Ć©quipĆ©e d'ustensiles de cuisine, de coins salon et chambre sĆ©parĆ©s et de canapĆ©s-lits. Certaines des plus grandes chambres ont des cheminĆ©es. DĆ©couvrez la vĆ©ritable hospitalitĆ© campagnarde au cœur de la ville animĆ©e de Nashville. La scĆØne musicale la plus vibrante du monde est juste devant votre porte.", + "Category": "Extended-Stay", + "Tags": [ + "laundry service", + "restaurant", + "free parking" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-10-05T00:00:00Z", + "Rating": 2.7, + "Address": { + "StreetAddress": "2126 Abbott Martin Rd", + "City": "Nashville", + "StateProvince": "TN", + "PostalCode": "37215", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -86.816017, + 36.107281 + ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 King Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 164.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "suite" + ] + }, + { + "Description": "Standard Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": 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Nestled on six beautifully landscaped acres, located 2 blocks from the park. Unwind at the spa and indulge in art tours on site.", + "Description_fr": "AAA Four Diamond Resort. NichĆ© sur six hectares magnifiquement amĆ©nagĆ©s, situĆ© Ć  2 pĆ¢tĆ©s de lĆ  du parc. 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Clean, Comfortable rooms at the lowest price. Enjoy complimentary coffee and tea in common areas.", + "Description_fr": "RĆ©servez maintenant et Ć©conomisez. Chambres propres et confortables au plus bas prix. 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Newly reimagined, this hotel features apartment-style suites with sleeping, living and work spaces. Located across the street from the Light Rail to downtown. Free shuttle to the airport.", + "Description_fr": "Centre-ville confortable vivant en plein centre du centre-ville de Bellevue. RĆ©cemment repensĆ©, cet hĆ“tel propose des suites de style appartement avec des espaces de couchage, de vie et de travail. SituĆ© en face du tramway au centre-ville. SituĆ© en face du tramway au centre-ville. Navette gratuite pour l'aĆ©roport.", + "Category": "Extended-Stay", + "Tags": [ + "laundry service", + "view", + "24-hour front desk service" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2024-01-19T00:00:00Z", + "Rating": 4, + "Address": { + "StreetAddress": "11025 NE 8th St", + "City": "Bellevue", + "StateProvince": "WA", + "PostalCode": "98004", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.193008, + 47.61702 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (Mountain View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (Mountain View)", + "Type": "Budget Room", + "BaseRate": 88.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "tv", + "bathroom shower", + "tv" + ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + 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Explore the shore by day, and then come home to our shared living space to relax around a stone fireplace, sip something warm, and explore the library by night. Save up to 30 percent. Valid Now through the end of the year. Restrictions and blackouts may apply.", + "Description_fr": "La nature est Ć  la maison sur la plage. Explorez le rivage le jour, puis rentrez chez vous dans notre espace de vie commun pour vous dĆ©tendre autour d'une cheminĆ©e en pierre, siroter quelque chose de chaud et explorer la bibliothĆØque la nuit. Ɖconomisez jusqu'Ć  30%. Valide maintenant jusqu'Ć  la fin de l'annĆ©e. Des restrictions et une panne peuvent s'appliquer.", + "Category": "Boutique", + "Tags": [ + "laundry service", + "concierge", + "free parking" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2017-06-02T00:00:00Z", + "Rating": 4.7, + "Address": { + "StreetAddress": "20 W Kinzie St", + "City": "Chicago", + "StateProvince": "IL", + "PostalCode": "60654", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -87.62864, + 41.88951 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la ville)", + "Type": "Suite", + "BaseRate": 265.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "bathroom shower", + "vcr/dvd", + "vcr/dvd" + ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 69.99, + 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Les divertissements du week-end en soirĆ©e sur la terrasse comprennent des musiciens invitĆ©s spĆ©ciaux ou des lectures de poĆ©sie.", + "Category": "Resort and Spa", + "Tags": [ + "continental breakfast", + "pool", + "restaurant" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2022-05-14T00:00:00Z", + "Rating": 2.4, + "Address": { + "StreetAddress": "3000 E 1st Ave,", + "City": "Denver", + "StateProvince": "CO", + "PostalCode": "80206", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -104.952133, + 39.717941 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Double Beds (Cityside)", + "Description_fr": "Suite, 2 lits doubles (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 246.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "coffee maker", + "bathroom shower" + ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Standard, 2 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Sublime Cliff is part of a lovingly restored 19th century resort, updated for every modern convenience.", + "Description_fr": "Le sublime Cliff Hotel est situĆ© au coeur du centre historique de sublime dans un quartier extrĆŖmement animĆ© et vivant, Ć  courte distance de marche des sites et monuments de la ville et est entourĆ© par l'extraordinaire beautĆ© des Ć©glises, des bĆ¢timents, des commerces et Monuments. Sublime Cliff fait partie d'un complexe du 19ĆØme siĆØcle restaurĆ© avec amour, mis Ć  jour pour tout le confort moderne.", + "Category": "Boutique", + "Tags": [ + "concierge", + "view", + "air conditioning" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2020-02-06T00:00:00Z", + "Rating": 4.6, + "Address": { + "StreetAddress": "7400 San Pedro Ave", + "City": "San Antonio", + "StateProvince": "TX", + "PostalCode": "78216", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -98.495422, + 29.518398 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 Queen Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 81.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "tv", + "bathroom shower" + ] + }, + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre 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Inspired by the natural beauty of the island, each room includes an original painting of local scenes by the owner. Rooms include a mini fridge, Keurig coffee maker, and flatscreen TV. Various shops and art entertainment are on the boardwalk, just steps away.", + "Description_fr": "Cet hĆ“tel en bord de mer donnant sur la plage propose des chambres dotĆ©es d'un balcon privĆ© et de 2 piscines intĆ©rieure et extĆ©rieure. InspirĆ© par la beautĆ© naturelle de l'Ć®le, chaque chambre comprend une peinture originale de scĆØnes locales par le propriĆ©taire. Les chambres comprennent un mini-rĆ©frigĆ©rateur, une cafetiĆØre Keurig et une tĆ©lĆ©vision Ć  Ć©cran plat. Divers magasins et divertissements artistiques se trouvent sur la promenade, Ć  quelques pas.", + "Category": "Suite", + "Tags": [ + "pool", + "air conditioning", + "bar" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2021-05-10T00:00:00Z", + "Rating": 3.5, + "Address": { + "StreetAddress": "1450 Ala Moana Blvd 2238 Ala Moana Ctr", + "City": "Honolulu", + "StateProvince": "HI", + "PostalCode": "96814", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -157.846817, + 21.295841 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Cityside)", + "Description_fr": "Suite, 2 grands lits (cĆ“tĆ© ville)", + "Type": "Suite", + "BaseRate": 241.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "bathroom shower" + ] + }, + { + "Description": "Deluxe Room, 1 King Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 trĆØs grand lit (Cityside)", + "Type": "Deluxe Room", + 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We feature both lodging and campground accommodations to suit just about every taste. Even though we are out of the traffic of the city, getting there is only a short drive away.", + "Description_fr": "Rock Bottom est nichĆ© sur 20 hectares intacts sur une crique privĆ©e de Rock Bottom Lake. Nous disposons Ć  la fois d'hĆ©bergement et de logements de camping pour convenir Ć  peu prĆØs tous les goĆ»ts. MĆŖme si nous sommes hors du trafic de la ville, y arriver est Ć  seulement une courte distance en voiture.", + "Category": "Resort and Spa", + "Tags": [ + "view", + "coffee in lobby", + "24-hour front desk service" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-14T00:00:00Z", + "Rating": 3.4, + "Address": { + "StreetAddress": "1649 Shoreline Dr", + "City": "Boise", + "StateProvince": "ID", + "PostalCode": "83702", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -116.220711, + 43.616871 + ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Services)", + "Type": "Deluxe Room", + "BaseRate": 157.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "coffee maker", + "tv" + ] + }, + { + "Description": "Suite, 2 Queen Beds (City View)", + "Description_fr": "Suite, 2 grands lits (vue sur la 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Operated since 1962 by the Smith family, we have grown into one of the largest family resorts in the state. The home of excellent Smallmouth Bass fishing with 10 small cabins, we're a home not only to fishermen but their families as well. Rebuilt in the early 2000's, all of our cabins have all the comforts of home. Sporting a huge beach with multiple water toys for those sunny summer days and a Lodge full of games for when you just can't swim anymore, there's always something for the family to do. A full marina offers watercraft rentals, boat launch, powered dock slips, canoes (free to use), & fish cleaning facility. Rent pontoons, 14' fishing boats, 16' fishing rigs or jet ski's for a fun day or week on the water. Pets are accepted in the lakeside cottages.", + "Description_fr": "Resort familial situĆ© au cœur de la Northland. OpĆ©rĆ© depuis 1962 par la famille Smith, nous sommes devenus l'une des plus grandes stations familiales de l'Ɖtat. La maison de la pĆŖche Ć  l'achigan Ć  petite bouche excellente avec 10 petites cabanes, nous sommes une maison non seulement pour les pĆŖcheurs, mais aussi leurs familles. Reconstruites au dĆ©but des annĆ©es 2000, toutes nos cabines ont Ć©tĆ© construites avec tout le confort de la maison. Arborant une immense plage avec des jouets d'eau multiples pour ces jours ensoleillĆ©s d'Ć©tĆ© et un Lodge plein de jeux pour quand vous ne pouvez pas nager plus, il ya toujours quelque chose pour la famille Ć  faire. UNE marina complĆØte offre la location de motomarines, le lancement de bateaux, des bordereaux d'amarrage, des canoĆ«s (libres d'utilisation), et des installations de nettoyage de poissons. Louez des pontons, 14 'bateaux de pĆŖche, 16 'plates-formes de pĆŖche ou jet ski pour une journĆ©e ou une semaine de plaisir sur l'eau.", + "Category": "Resort and Spa", + "Tags": [ + "24-hour front desk service", + "pool", + "coffee in lobby" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2002-02-21T00:00:00Z", + "Rating": 4.8, + "Address": { + "StreetAddress": "4000 Great Plains Dr", + "City": "Fargo", + "StateProvince": "ND", + "PostalCode": "58104", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -96.845932, + 46.814121 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 1 King Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur la ville)", + "Type": "Budget Room", + "BaseRate": 67.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "bathroom shower" + ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Cityside)", + 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What can you enjoy while at the resort, aside from the mile-long sandy beaches of the lake? Check out our activities sure to excite both young and young-at-heart guests. We have it all, including being named ā€œProperty of the Yearā€ and a ā€œTop Ten Resortā€ by top publications.", + "Description_fr": "La plus grande station de toute l'annĆ©e dans la rĆ©gion offrant plus de tout pour vos vacances-au meilleur rapport qualitĆ©-prix! Que pouvez-vous profiter de la station, en dehors des kilomĆØtres de longues plages de sable du lac? DĆ©couvrez nos activitĆ©s pour vous exciter Ć  la fois les jeunes et les jeunes-Ć -coeur invitĆ©s. Nous avons tout, y compris d'ĆŖtre nommĆ© \"propriĆ©tĆ© de l'annĆ©e\" et un \"Top Ten Resort\" par Top publications.", + "Category": "Resort and Spa", + "Tags": [ + "pool", + "bar", + "restaurant" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2015-05-08T00:00:00Z", + "Rating": 3.5, + "Address": { + "StreetAddress": "320 Westlake Ave N", + "City": "Seattle", + "StateProvince": "WA", + "PostalCode": "98109", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.338181, + 47.621201 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Double Beds (Amenities)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Services)", + "Type": "Budget Room", + "BaseRate": 70.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "coffee maker", + "coffee maker" + ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Waterfront View)", + "Description_fr": "Chambre Deluxe, 2 grands 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Our locally made, oh-so-soft, caramel cinnamon rolls are a favorite with our guests. Other breakfast items include coffee, orange juice, milk, cereal, instant oatmeal, bagels, and muffins.", + "Description_fr": "Nous servons un petit dĆ©jeuner continental de style chaque matin, avec une variĆ©tĆ© de nourriture et de boissons. Notre fait localement, oh-so-Soft, caramel rouleaux de cannelle sont un favori avec nos clients. Autres petits-dĆ©jeuners: cafĆ©, jus d'orange, lait, cĆ©rĆ©ales, Gruau instantanĆ©, bagels et muffins.", + "Category": "Budget", + "Tags": [ + "continental breakfast", + "free wifi", + "24-hour front desk service" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2019-02-07T00:00:00Z", + "Rating": 3.6, + "Address": { + "StreetAddress": "1 Memorial Dr", + "City": "Cambridge", + "StateProvince": "MA", + "PostalCode": "02142", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -71.08123, + 42.36137 + ] + }, + "Rooms": [ + { + "Description": "Budget Room, 2 Double Beds (Cityside)", + "Description_fr": "Chambre Ɖconomique, 2 lits doubles (Cityside)", + "Type": "Budget Room", + "BaseRate": 61.99, + "BedOptions": "2 Double Beds", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "vcr/dvd" + ] + }, + { + "Description": "Budget Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Ɖconomique, 2 grands lits (vue sur la 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end of the village, the inn is just a short walk from the lake, offering reasonable rates and all the comforts home inlcuding living room suites and functional kitchens. Pets are welcome.", + "Description_fr": "IdĆ©alement situĆ©e Ć  l'extrĆ©mitĆ© nord du village, l'auberge se trouve Ć  quelques pas du lac, offrant des tarifs raisonnables et tout le confort de la maison, y compris des salles de sĆ©jour et des cuisines fonctionnelles. Les animaux sont les bienvenus.", + "Category": "Extended-Stay", + "Tags": [ + "laundry service", + "free wifi", + "free parking", + "24-hour front desk service" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-01-03T00:00:00Z", + "Rating": 2.5, + "Address": { + "StreetAddress": "700 Bellevue Way", + "City": "Bellevue", + "StateProvince": "WA", + "PostalCode": "98004", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.201195, + 47.616989 + ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 118.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ + "suite" + ] + }, + { + "Description": "Budget Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Ɖconomique, 1 grand lit (vue sur la ville)", + "Type": "Budget Room", + 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Hiking? Wine Tasting? Exploring the caverns? It's all nearby and we have specially priced packages to help make our B&B your home base for fun while visiting the valley.", + "Description_fr": "Seulement 90 milles (environ 2 heures) de la capitale de la nation et Ć  proximitĆ© la plupart tout que la vallĆ©e historique a Ć  offrir. RandonnĆ©e? DĆ©gustation? Vous explorez les cavernes? C'est tout prĆØs et nous avons des forfaits Ć  prix spĆ©cial pour aider Ć  rendre notre B&B votre base pour le plaisir en visitant la vallĆ©e.", + "Category": "Boutique", + "Tags": [ + "continental breakfast", + "air conditioning", + "free parking" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2018-02-19T00:00:00Z", + "Rating": 4.5, + "Address": { + "StreetAddress": "1401 I St NW", + "City": "Washington D.C.", + "PostalCode": "20005", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -77.03241, + 38.90166 + ] + }, + "Rooms": [ + { + "Description": "Standard Room, 2 Queen Beds (City View)", + "Description_fr": "Chambre Standard, 2 grands lits (vue sur la ville)", + "Type": "Standard Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": true, + "Tags": [ + "suite", + "coffee maker" + ] + }, + { + "Description": "Standard Room, 2 Queen Beds (Amenities)", + "Description_fr": 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Each suite is furnished to accentuate the views and unique characteristics of the building's classic architecture. No two suites are alike. However, all guests are welcome in the mezzanine plaza, the surrounding gardens, and the northside terrace for evening refreshments.", + "Description_fr": "En entrant dans ce charmant hĆ“tel de Scarlet Harbor, vous remarquerez un mĆ©lange rare d'antiquitĆ©s, d'œuvres d'art originales et de confort contemporain qui donnent Ć  cet hĆ“tel son look signature. Chaque suite est meublĆ©e pour accentuer les vues et les caractĆ©ristiques uniques de l'architecture classique du bĆ¢timent. Il n'y a pas deux suites identiques. Cependant, tous les invitĆ©s sont les bienvenus sur la place mezzanine, dans les jardins environnants et sur la terrasse cĆ“tĆ© nord pour des rafraĆ®chissements en soirĆ©e.", + "Category": "Boutique", + "Tags": [ + "24-hour front desk service", + "bar", + "free parking" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2011-12-07T00:00:00Z", + "Rating": 4.1, + "Address": { + "StreetAddress": "800 Boylston St", + "City": "Boston", + "StateProvince": "MA", + "PostalCode": "02199", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -71.082466, + 42.347179 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Waterfront View)", + "Description_fr": "Suite, 2 grands lits (vue sur le front de mer)", + "Type": "Suite", + "BaseRate": 247.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "suite", + "jacuzzi tub" + ] + }, + { + "Description": "Standard Room, 1 Queen Bed (Waterfront 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Our penthouse suites offer views for miles and the rooftop plaza is open to all guests from sunset to 10 p.m. Enjoy a complimentary continental breakfast in the lobby, and free Wi-Fi throughout the hotel.", + "Description_fr": "Le meilleur de l'hospitalitĆ© de la vieille ville, avec vue sur la riviĆØre et les vents de la prairie. Nos suites de haut niveau offrent des vues Ć  des milliers de personnes et la place sur le toit est ouverte Ć  tous les clients du coucher du soleil Ć  22 heures. Profitez d'un petit-dĆ©jeuner continental gratuit dans le hall et d'une connexion Wi-Fi gratuite dans tout l'hĆ“tel.", + "Category": "Suite", + "Tags": [ + "coffee in lobby", + "free wifi", + "view" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2012-04-04T00:00:00Z", + "Rating": 4.7, + "Address": { + "StreetAddress": "7633 E 63rd Pl", + "City": "Tulsa", + "StateProvince": "OK", + "PostalCode": "74133", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -95.889305, + 36.072445 + ] + }, + "Rooms": [ + { + "Description": "Suite, 2 Queen Beds (Amenities)", + "Description_fr": "Suite, 2 grands lits (Services)", + "Type": "Suite", + "BaseRate": 254.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "coffee maker" + ] + }, + { + "Description": "Deluxe Room, 2 Double Beds (Mountain View)", + "Description_fr": "Chambre Deluxe, 2 lits doubles (Mountain View)", + "Type": "Deluxe Room", + 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"Tags": [ + "Room Tags", + "tv" + ] + }, + { + "Description": "Deluxe Room, 1 Queen Bed (City View)", + "Description_fr": "Chambre Deluxe, 1 grand lit (vue ville)", + "Type": "Deluxe Room", + "BaseRate": 145.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "suite", + "jacuzzi tub" + ] + }, + { + "Description": "Budget Room, 1 King Bed (Waterfront View)", + "Description_fr": "Chambre Ɖconomique, 1 trĆØs grand lit (vue sur le front de mer)", + "Type": "Budget Room", + "BaseRate": 64.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": false, + "Tags": [ + "Room Tags", + "vcr/dvd" + ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Amenities)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Services)", + "Type": "Deluxe Room", + "BaseRate": 135.99, + "BedOptions": "2 Queen Beds", + "SleepsCount": 4, + "SmokingAllowed": false, + "Tags": [ + "coffee maker", + "vcr/dvd", + "bathroom shower" + ] + }, + { + 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Close to everything. Leave your car behind and walk to the park, shopping, and restaurants. Or grab one of our bikes and take your explorations a little further.", + "Description_fr": "Centre-ville au coeur du quartier des affaires. Proche de tout. Laissez votre voiture derriĆØre vous et marchez vers le parc, les magasins et les restaurants.", + "Category": "Suite", + "Tags": [ + "free wifi", + "continental breakfast", + "air conditioning" + ], + "ParkingIncluded": false, + "IsDeleted": false, + "LastRenovationDate": "2003-07-23T00:00:00Z", + "Rating": 4, + "Address": { + "StreetAddress": "7535 Dadeland Mall", + "City": "Miami", + "StateProvince": "FL", + "PostalCode": "33156", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -80.312546, + 25.689901 + ] + }, + "Rooms": [ + { + "Description": "Deluxe Room, 1 Queen Bed (Cityside)", + "Description_fr": "Chambre Deluxe, 1 grand lit (cĆ“tĆ© ville)", + "Type": "Deluxe Room", + "BaseRate": 162.99, + "BedOptions": "1 Queen Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "vcr/dvd", + "bathroom shower", + "suite" + ] + }, + { + "Description": "Suite, 1 King Bed (Mountain View)", + "Description_fr": "Suite, 1 trĆØs grand lit (vue sur la 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Ne manquez pas notre sĆ©rie de musique en direct du week-end mettant en vedette who's New/Next sur la scĆØne.", + "Category": "Suite", + "Tags": [ + "view", + "concierge", + "bar" + ], + "ParkingIncluded": true, + "IsDeleted": false, + "LastRenovationDate": "2018-07-12T00:00:00Z", + "Rating": 4.2, + "Address": { + "StreetAddress": "1 Market", + "City": "San Francisco", + "StateProvince": "CA ", + "PostalCode": "94105", + "Country": "USA" + }, + "Location": { + "type": "Point", + "coordinates": [ + -122.394234, + 37.793369 + ] + }, + "Rooms": [ + { + "Description": "Standard Room, 1 King Bed (City View)", + "Description_fr": "Chambre Standard, 1 trĆØs grand lit (vue ville)", + "Type": "Standard Room", + "BaseRate": 121.99, + "BedOptions": "1 King Bed", + "SleepsCount": 2, + "SmokingAllowed": true, + "Tags": [ + "coffee maker", + "coffee maker" + ] + }, + { + "Description": "Deluxe Room, 2 Queen Beds (Cityside)", + "Description_fr": "Chambre Deluxe, 2 grands lits (Cityside)", + "Type": 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This application demonstrates high-performance bulk insertion of documents into Azure Cosmos DB, featuring: -- **šŸ”„ Resilient Operations**: Automatic retry logic with exponential backoff for rate limiting (429 errors) +- **šŸ”„ Resilient Operations**: Automatic retry logic with exponential backoff for rate limiting (429 errors) using the `container.items.bulk()` API - **šŸ“Š Performance Monitoring**: Real-time RU consumption and latency tracking -- ** Cost Estimation**: Built-in serverless cost calculations +- **šŸ’° Cost Estimation**: Built-in autoscale cost calculations (configurable via `SHOW_COST` environment variable) - **šŸ›”ļø Enterprise Patterns**: Circuit breaker, idempotency, and comprehensive error handling > **Note**: For vector index management during bulk operations, use the external scripts in `./scripts/` directory. @@ -41,12 +41,43 @@ cp .env.example .env Edit `.env` with your Cosmos DB details: ```bash +DEBUG=true + +# ======================================== +# Display Configuration +# ======================================== +# Set to true to show cost estimation in output +# Cost estimation includes autoscale and serverless pricing +# Default: false (cost info hidden for cleaner output) +SHOW_COST=false + +# ===COSMOS_CONTAINER_NAME=hotels-insert-scale==================================== +# Data File Paths and Vector Configuration +# ======================================== +#DATA_FILE_WITH_VECTORS=../HotelsData_toCosmosDB_Vector.json +DATA_FILE_WITHOUT_VECTORS=HotelsData.json +DATA_FILE_WITH_VECTORS=../HotelsData_text_embedding_small_3.json +FIELD_TO_EMBED=Description +EMBEDDED_FIELD=embedding +EMBEDDING_DIMENSIONS=1536 +LOAD_SIZE_BATCH=100 +EMBEDDING_BATCH_SIZE=20 + +# ======================================== +# Insert Operation Configuration +# ======================================== +BATCH_SIZE=5 +MAX_CONCURRENCY=1 + # ======================================== # Cosmos DB Connection Settings (Required) # ======================================== +# Get these values from Azure Portal > Cosmos DB > Keys COSMOS_ENDPOINT=https://your-cosmos-account.documents.azure.com:443/ +COSMOS_KEY=your-cosmos-primary-key-here +COSMOS_CONNECTION_STRING=AccountEndpoint=https://your-cosmos-account.documents.azure.com:443/;AccountKey=your-cosmos-primary-key-here; COSMOS_DB_NAME=Hotels -COSMOS_CONTAINER_NAME=hotels-insert-scale +COSMOS_CONTAINER_NAME=Insert-at-scale COSMOS_RESOURCE_GROUP=your-resource-group-name # ======================================== @@ -55,18 +86,12 @@ COSMOS_RESOURCE_GROUP=your-resource-group-name PARTITION_KEY_PATH=/HotelId # ======================================== -# Data File Paths and Vector Configuration +# Azure OpenAI for Embeddings (Required) # ======================================== -DATA_FILE_WITH_VECTORS=../../data/HotelsData_toCosmosDB_Vector.json -EMBEDDED_FIELD=text_embedding_ada_002 -EMBEDDING_DIMENSIONS=1536 - -# ======================================== -# Optional Performance Tuning -# ======================================== -BATCH_SIZE=50 -MAX_CONCURRENCY=-1 -DEBUG=true +# Get these values from Azure Portal > Azure OpenAI > Keys and Endpoint +AZURE_OPENAI_EMBEDDING_KEY=your-azure-openai-api-key-here +AZURE_OPENAI_EMBEDDING_ENDPOINT=https://your-openai-resource.cognitiveservices.azure.com +AZURE_OPENAI_EMBEDDING_MODEL=text-embedding-3-small ``` ### 3. Set Up Azure Permissions @@ -87,101 +112,90 @@ chmod +x scripts/setup-cosmos-nosql-dataplane-permissions.sh # Build the TypeScript project npm run build -# Run the insert-at-scale operation -npm run start:insert-at-scale +# Run the insert operation +npm run start:insert ``` ## šŸ“Š Expected Output -When running successfully, you'll see: +When running successfully, you'll see output similar to the following: ``` +> cosmos-vector-insert-at-scale@1.0.0 start:insert +> node --env-file .env dist/insert.js + šŸØ Azure Cosmos DB Insert at Scale Operations ============================================== Environment: development -Timestamp: 2025-10-02T19:52:04.504Z +Timestamp: 2025-11-04T15:33:35.144Z āœ… Cosmos DB client initialized successfully +šŸ” Connection Details: + Database: Hotels + Container: Insert-at-scale-2 + Partition Key Path: /HotelId + Batch Size: 5 + Max Concurrency: 1 šŸ“Š Step 1: Loading Data ======================= -Reading JSON file from C:\Users\...\HotelsData_toCosmosDB_Vector.json -āœ… Loaded 50 documents from ../../data/HotelsData_toCosmosDB_Vector.json -šŸ” Validating that documents contain embedding field 'text_embedding_ada_002'... -āœ… All documents contain valid embedding field 'text_embedding_ada_002' with 1536 dimensions +Reading JSON file from C:\Users\diberry\repos\samples\cosmos-db-vector-samples\nosql-insert-at-scale-typescript\HotelsData_text_embedding_small_3.json +āœ… Loaded 50 documents from ../HotelsData_text_embedding_small_3.json +šŸ” Validating that documents contain embedding field 'embedding'... +āœ… All documents contain valid embedding field 'embedding' with 1536 dimensions šŸš€ Step 2: Enterprise-Grade Bulk Insert ====================================== Configuration: - - Database: Hotels_2 - - Container: Insert-at-scale-1 - - Batch size: 50 - - Concurrency: SDK Optimized + - Database: Hotels + - Container: Insert-at-scale-2 + - Batch size: 5 + - Concurrency: 1 - Documents to insert: 50 - -Getting database Hotels_2... -Getting container Insert-at-scale-1... -āœ… Database: Hotels_2 -āœ… Container: Insert-at-scale-1 +Getting database Hotels... +Getting container Insert-at-scale-2... +āœ… Database: Hotels +āœ… Container: Insert-at-scale-2 āœ… Partition key: /HotelId Starting resilient insert... -ā„¹ļø Starting resilient insert operation -šŸš€ Starting batch processing of 50 documents... -ā„¹ļø Removing indexes before bulk insert operation -ā„¹ļø Captured existing index definition before insert -āš ļø Note: Automatic index removal requires CosmosClient access. Consider manually removing indexes for better insert performance. -ā„¹ļø Processing batch 1/1 - -ā³ Rate limiting detected for document 28 - retrying in 1s (attempt 2/4) -ā³ Rate limiting detected for document 26 - retrying in 1s (attempt 2/4) -[... retry messages for rate-limited operations ...] - -āœ… Document 24 successfully inserted after 1 retry -āœ… Document 41 successfully inserted after 1 retry -[... success messages ...] - -ā„¹ļø Index restoration after insert would occur here -ā„¹ļø Note: Automatic index restoration requires CosmosClient access for container recreation -ā„¹ļø Index definition available for manual restoration ā„¹ļø Resilient insert operation completed -šŸŽÆ Batch processing completed: 50 inserted, 0 failed, 37 retries +šŸŽÆ Batch processing completed: 50 inserted, 0 failed, 5 retries āœ… Insert Operation Complete: Inserted: 50/50 documents - Failed: 0, Retries: 37 - Total time: 13.7s - RU consumed: 16,010.16 - Avg RU/doc: 320.20 - Avg latency: 2281ms/doc - -šŸ’° Cost Estimation: - Serverless cost: $0.000128 - Serverless: 16,010.16 RUs = 0.016010 million RUs * $0.008/million = $0.000128 + Failed: 0, Retries: 5 + Total time: 8.0s + RU consumed: 15,559.476 + Avg RU/doc: 311.19 + Avg latency: 94ms/doc + Peak RU/s observed: 316.4 + šŸ’” Set SHOW_COST=true to see cost estimation āš ļø Errors encountered: - 429: 37 occurrences - šŸ’” Tip: Consider increasing RU/s or enabling autoscale for high throughput + 429: 5 occurrences + šŸ’” Autoscale Tips: + - Your current max autoscale RU/s may be too low + - Autoscale takes 10-30 seconds to scale up + - Consider increasing max autoscale RU/s to 1000 + - Or reduce batch size further (currently 5) šŸ“ˆ Step 3: Performance Analysis ============================== RU Consumption Analysis: - - Total RUs: 16,010.16 - - Average RU/document: 320.20 - - Peak RU/operation: 344.95 + - Total RUs: 15,559.476 + - Average RU/document: 311.19 + - Peak RU/operation: 316.43 Performance Metrics: - - Total duration: 13.7s - - Average latency: 2281ms/document - - Peak latency: 5321ms - - Throughput: 3.7 docs/second + - Total duration: 8.0s + - Average latency: 94ms/document + - Peak latency: 220ms + - Throughput: 6.2 docs/second Optimization Recommendations: - āš ļø High RU consumption per document (320.20 RU/doc) + āš ļø High RU consumption per document (311.19 RU/doc) - Consider document size optimization - Review indexing policies - āš ļø High average latency (2281ms) - - Consider increasing provisioned RU/s - - Check regional proximity šŸ’” For detailed optimization guidance, see INSERT_AT_SCALE_GUIDE.md šŸŽ‰ All Operations Completed Successfully! @@ -205,43 +219,66 @@ Optimization Recommendations: | Variable | Required | Default | Description | |----------|----------|---------|-------------| +| **Required Variables** | | | | | `COSMOS_ENDPOINT` | āœ… | - | Your Cosmos DB account endpoint | | `COSMOS_DB_NAME` | āœ… | `Hotels` | Database name | -| `COSMOS_CONTAINER_NAME` | āœ… | `hotels-insert-scale` | Container name | +| `COSMOS_CONTAINER_NAME` | āœ… | `Insert-at-scale` | Container name | | `COSMOS_RESOURCE_GROUP` | āœ… | - | Azure resource group (for RBAC setup) | | `PARTITION_KEY_PATH` | āœ… | `/HotelId` | Partition key path | -| `DATA_FILE_WITH_VECTORS` | āœ… | `../../data/HotelsData_toCosmosDB_Vector.json` | Path to data file | -| `EMBEDDED_FIELD` | āŒ | `text_embedding_ada_002` | Embedding field name | +| `AZURE_OPENAI_EMBEDDING_KEY` | āœ… | - | Azure OpenAI API key | +| `AZURE_OPENAI_EMBEDDING_ENDPOINT` | āœ… | - | Azure OpenAI service endpoint | +| **Optional Configuration** | | | | +| `DEBUG` | āŒ | `false` | Enable debug logging | +| `SHOW_COST` | āŒ | `false` | Display cost estimation information | +| `DATA_FILE_WITHOUT_VECTORS` | āŒ | `HotelsData.json` | Path to data file without vectors | +| `DATA_FILE_WITH_VECTORS` | āŒ | `../HotelsData_text_embedding_small_3.json` | Path to data file with vectors | +| `FIELD_TO_EMBED` | āŒ | `Description` | Field name to create embeddings for | +| `EMBEDDED_FIELD` | āŒ | `embedding` | Embedding field name | | `EMBEDDING_DIMENSIONS` | āŒ | `1536` | Vector dimensions | -| `BATCH_SIZE` | āŒ | `50` | Documents per batch | -| `MAX_CONCURRENCY` | āŒ | `-1` | Max concurrent operations | +| `LOAD_SIZE_BATCH` | āŒ | `100` | Batch size for loading data | +| `EMBEDDING_BATCH_SIZE` | āŒ | `20` | Batch size for embedding creation | +| `BATCH_SIZE` | āŒ | `5` | Documents per batch | +| `MAX_CONCURRENCY` | āŒ | `1` | Max concurrent operations | | `COSMOS_KEY` | āŒ | - | Primary key (if not using passwordless) | +| `COSMOS_CONNECTION_STRING` | āŒ | - | Full connection string (alternative to endpoint/key) | +| `AZURE_OPENAI_EMBEDDING_MODEL` | āŒ | `text-embedding-3-small` | Embedding model to use | ### Performance Tuning -- **Batch Size**: Start with 50, adjust based on document size and RU capacity -- **Concurrency**: Use `-1` for SDK optimization, or specify max concurrent operations -- **RU Provisioning**: Monitor 429 errors and scale RU/s accordingly +- **Batch Size**: Start with 5, adjust based on document size and RU capacity +- **RU Provisioning**: Autoscale is recommended for variable workloads - monitor 429 errors and adjust max RU/s accordingly +- **Cost Monitoring**: Set `SHOW_COST=true` to see detailed autoscale cost estimations and recommendations + +### Bulk Operations API + +This application uses Azure Cosmos DB's `container.items.bulk()` API which provides: +- **Improved Performance**: Optimized batch processing with automatic parallelization +- **Enhanced Retry Logic**: Built-in resilience for transient failures +- **Better Resource Utilization**: More efficient RU consumption patterns +- **Comprehensive Error Handling**: Detailed error reporting and recovery strategies ## šŸ› ļø Available Scripts | Script | Command | Description | |--------|---------|-------------| | **Build** | `npm run build` | Compile TypeScript to JavaScript | -| **Run** | `npm run start:insert-at-scale` | Execute the bulk insert operation | +| **Insert at Scale** | `npm run start:insert-at-scale` | Execute the bulk insert operation | +| **Delete All** | `npm run start:delete` | Delete all documents from container | +| **Insert Sample** | `npm run start:insert` | Insert sample data (smaller dataset) | ## šŸ“ Project Structure ``` nosql-insert-at-scale-typescript/ ā”œā”€ā”€ src/ -ā”‚ ā”œā”€ā”€ insert-at-scale.ts # Main application entry point +ā”‚ ā”œā”€ā”€ insert-at-scale.ts # Main bulk insert application +ā”‚ ā”œā”€ā”€ insert.ts # Sample insert operations +ā”‚ ā”œā”€ā”€ delete.ts # Bulk delete operations ā”‚ ā””ā”€ā”€ utils/ ā”‚ ā”œā”€ā”€ cosmos-operations.ts # Database and container operations -ā”‚ ā”œā”€ā”€ cosmos-resiliency.ts # Resilient insert with retry logic +ā”‚ ā”œā”€ā”€ cosmos-resiliency.ts # Resilient operations with all type definitions ā”‚ ā”œā”€ā”€ metrics.ts # Performance monitoring -ā”‚ ā”œā”€ā”€ resilience-interfaces.ts # Type definitions -ā”‚ ā””ā”€ā”€ utils.ts # Common utilities +ā”‚ ā””ā”€ā”€ utils.ts # Common utilities and cost calculations ā”œā”€ā”€ scripts/ ā”‚ ā”œā”€ā”€ setup-cosmos-nosql-dataplane-permissions.sh # RBAC setup script ā”‚ ā””ā”€ā”€ README.md # Script documentation @@ -305,17 +342,32 @@ Enable detailed logging: DEBUG=true ``` +### Cost Display + +Control cost estimation display: +```bash +# Add to .env +SHOW_COST=true # Show detailed autoscale cost calculations +SHOW_COST=false # Hide cost information (default) +``` + ## šŸ“Š Performance Optimization -### RU Consumption +### RU Consumption and Autoscale - **High RU/doc (>300)**: Consider document size reduction or index optimization -- **429 Errors**: Increase provisioned RU/s or enable autoscale -- **Cost Control**: Monitor serverless costs with built-in estimation +- **429 Errors**: Normal during high-throughput operations; autoscale handles these automatically +- **Autoscale Benefits**: Automatically adjusts RU/s based on demand, provides cost efficiency for variable workloads +- **Cost Monitoring**: Use `SHOW_COST=true` to get detailed monthly cost estimates and autoscale recommendations ### Latency Optimization -- **High Latency (>2000ms)**: Check region proximity and RU provisioning -- **Batch Tuning**: Adjust `BATCH_SIZE` based on document size -- **Concurrency**: Fine-tune `MAX_CONCURRENCY` for your workload +- **High Latency (>2000ms)**: Check region proximity and autoscale max RU/s configuration +- **Batch Tuning**: Adjust `BATCH_SIZE` based on document size (larger docs = smaller batches) + +### New `container.items.bulk()` API Benefits +- **Improved Throughput**: Up to 30% better performance compared to legacy bulk operations +- **Automatic Parallelization**: SDK optimizes parallel execution based on partition distribution +- **Enhanced Error Handling**: Better granular error reporting and retry strategies +- **Resource Efficiency**: More efficient RU consumption patterns ### Vector Index Management - **External Scripts**: Use `./scripts/remove-vector-indexes.sh` before bulk insert and `./scripts/restore-vector-indexes.sh` after diff --git a/nosql-insert-at-scale-typescript/docs/output/delete.txt b/nosql-insert-at-scale-typescript/docs/output/delete.txt new file mode 100644 index 0000000..64ba112 --- /dev/null +++ b/nosql-insert-at-scale-typescript/docs/output/delete.txt @@ -0,0 +1,245 @@ +> cosmos-vector-insert-at-scale@1.0.0 start:delete +> node --env-file .env dist/delete.js + +šŸ—‘ļø Azure Cosmos DB Delete All Documents Operations +================================================== +Environment: development +Timestamp: 2025-11-04T15:34:35.535Z +āœ… Cosmos DB client initialized successfully +šŸ” Connection Details: + Database: Hotels + Container: Insert-at-scale-2 + Partition Key Path: /HotelId + Batch Size: 5 + Max Concurrency: 1 +Getting database Hotels... +Getting container Insert-at-scale-2... +āœ… Database: Hotels +āœ… Container: Insert-at-scale-2 +āœ… Partition key: /HotelId + +šŸ“Š Step 1: Querying All Documents +================================== +šŸ” Querying document references from container... +āœ… Found 100 document references + +āš ļø WARNING: This will delete ALL 100 documents in the container! + Database: Hotels + Container: Insert-at-scale-2 + This action cannot be undone. + + Proceeding with deletion in 3 seconds... + +šŸ—‘ļø Step 2: Enterprise-Grade Bulk Delete +======================================= +Configuration: + - Database: Hotels + - Container: Insert-at-scale-2 + - Batch size: 5 + - Concurrency: 1 + - Documents to delete: 100 + +Starting resilient delete... +ā„¹ļø Starting resilient delete operation +ā„¹ļø Starting resilient delete operation +šŸš€ Starting batch processing of 100 documents... +ā„¹ļø Processing batch 1/20 +šŸ“¦ Processing document group 1/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 2/20 +šŸ“¦ Processing document group 2/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document 299cf84c-078e-41bc-acc0-3c0fb781db04 successfully deleted after 1 retry +ā„¹ļø Processing batch 3/20 +šŸ“¦ Processing document group 3/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 4/20 +šŸ“¦ Processing document group 4/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document 0ee4eef7-a2ca-4e46-8f09-b3e89340d87c successfully deleted after 1 retry +ā„¹ļø Processing batch 5/20 +šŸ“¦ Processing document group 5/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 6/20 +šŸ“¦ Processing document group 6/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document 71a41b46-b651-48dc-8305-615df91beb32 successfully deleted after 1 retry +ā„¹ļø Processing batch 7/20 +šŸ“¦ Processing document group 7/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 8/20 +šŸ“¦ Processing document group 8/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document bf76bea2-87ab-4ac4-9410-bb722aca083f successfully deleted after 1 retry +ā„¹ļø Processing batch 9/20 +šŸ“¦ Processing document group 9/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 10/20 +šŸ“¦ Processing document group 10/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document de7a105c-ac80-4f66-ab83-6f0f59dcf9a9 successfully deleted after 1 retry +ā„¹ļø Processing batch 11/20 +šŸ“¦ Processing document group 11/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 12/20 +šŸ“¦ Processing document group 12/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document 46e06ff7-7a87-4c01-b42a-c1bbeee10dbc successfully deleted after 1 retry +ā„¹ļø Processing batch 13/20 +šŸ“¦ Processing document group 13/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 14/20 +šŸ“¦ Processing document group 14/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document c8c396f3-5fdf-4983-bbb8-13fbc68ccaee successfully deleted after 1 retry +ā„¹ļø Processing batch 15/20 +šŸ“¦ Processing document group 15/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 16/20 +šŸ“¦ Processing document group 16/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document 13a43873-a6f4-4a55-8508-fcf837d6f500 successfully deleted after 1 retry +ā„¹ļø Processing batch 17/20 +šŸ“¦ Processing document group 17/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 18/20 +šŸ“¦ Processing document group 18/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document ac9c01cd-4306-4650-9e41-91a6a66be884 successfully deleted after 1 retry +ā„¹ļø Processing batch 19/20 +šŸ“¦ Processing document group 19/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 5 } +ā„¹ļø Processing batch 20/20 +šŸ“¦ Processing document group 20/20 (5 documents)... +šŸ“‹ Bulk delete completed for document group with 5 operations + Response length: 5 + Status code summary: { '204': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk delete completed for document group with 1 operations + Response length: 1 + Status code summary: { '204': 1 } +āœ… Document bedf98d6-7351-4633-ba02-2f7c2b50ac77 successfully deleted after 1 retry +ā„¹ļø Resilient delete operation completed +šŸŽÆ Batch processing completed: 100 deleted, 0 failed, 10 retries +ā„¹ļø Resilient delete operation completed + +āœ… Delete Operation Complete: + Deleted: 100/100 documents + Failed: 0, Retries: 10 + Total time: 14.4s + RU consumed: 30,791.238 + Avg RU/doc: 307.91 + Avg latency: 39ms/doc + Peak RU/s observed: 313.1 + šŸ’” Set SHOW_COST=true to see cost estimation + +āš ļø Errors encountered: + 429: 10 occurrences + šŸ’” Autoscale Tips: + - Your current max autoscale RU/s may be too low + - Consider increasing max autoscale RU/s to 1000 + - Or reduce batch size further (currently 5) + +šŸ“ˆ Step 3: Performance Analysis +=============================== +RU Consumption Analysis: + - Total RUs: 30,791.238 + - Average RU/document: 307.91 + - Peak RU/operation: 313.14 + +Performance Metrics: + - Total duration: 14.3s + - Average latency: 39ms/document + - Peak latency: 114ms + - Throughput: 7.0 docs/second + +Optimization Recommendations: + āš ļø High RU consumption per document (307.91 RU/doc) + - Consider optimizing query patterns + āš ļø Rate limiting detected - consider increasing batch delays + šŸ’” For detailed optimization guidance, see documentation + +šŸŽ‰ All Operations Completed Successfully! +======================================== +āœ… 100 documents deleted with resilience +āœ… Performance metrics captured + +šŸ“š Summary: + - Container has been cleared of all documents + - Delete operation completed with retry logic + - RU consumption tracked and analyzed +āœ… Cosmos DB client disposed successfully \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/docs/output/insert.txt b/nosql-insert-at-scale-typescript/docs/output/insert.txt new file mode 100644 index 0000000..de1b4c6 --- /dev/null +++ b/nosql-insert-at-scale-typescript/docs/output/insert.txt @@ -0,0 +1,159 @@ +> cosmos-vector-insert-at-scale@1.0.0 start:insert +> node --env-file .env dist/insert.js + +šŸØ Azure Cosmos DB Insert at Scale Operations +============================================== +Environment: development +Timestamp: 2025-11-04T15:33:35.144Z +āœ… Cosmos DB client initialized successfully +šŸ” Connection Details: + Database: Hotels + Container: Insert-at-scale-2 + Partition Key Path: /HotelId + Batch Size: 5 + Max Concurrency: 1 + +šŸ“Š Step 1: Loading Data +======================= +Reading JSON file from C:\Users\diberry\repos\samples\cosmos-db-vector-samples\nosql-insert-at-scale-typescript\HotelsData_text_embedding_small_3.json +āœ… Loaded 50 documents from ../HotelsData_text_embedding_small_3.json +šŸ” Validating that documents contain embedding field 'embedding'... +āœ… All documents contain valid embedding field 'embedding' with 1536 dimensions + +šŸš€ Step 2: Enterprise-Grade Bulk Insert +====================================== +Configuration: + - Database: Hotels + - Container: Insert-at-scale-2 + - Batch size: 5 + - Concurrency: 1 + - Documents to insert: 50 +Getting database Hotels... +Getting container Insert-at-scale-2... +āœ… Database: Hotels +āœ… Container: Insert-at-scale-2 +āœ… Partition key: /HotelId + +Starting resilient insert... +ā„¹ļø Starting resilient insert operation +šŸš€ Starting batch processing of 50 documents... +ā„¹ļø Processing batch 1/10 +šŸ“¦ Processing document group 1/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 2/10 +šŸ“¦ Processing document group 2/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 3/10 +šŸ“¦ Processing document group 3/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 4/10 +šŸ“¦ Processing document group 4/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 4, '429': 1 } +ā³ Rate limiting detected - retrying 1 documents in 1s (attempt 2/4) +šŸ“‹ Bulk operation completed for document group with 1 operations + Response length: 1 + Status code summary: { '201': 1 } +āœ… Document 27 successfully inserted after 1 retry +ā„¹ļø Processing batch 5/10 +šŸ“¦ Processing document group 5/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 6/10 +šŸ“¦ Processing document group 6/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 7/10 +šŸ“¦ Processing document group 7/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 3, '429': 2 } +ā³ Rate limiting detected - retrying 2 documents in 1s (attempt 2/4) +šŸ“‹ Bulk operation completed for document group with 2 operations + Response length: 2 + Status code summary: { '201': 2 } +āœ… Document 4 successfully inserted after 1 retry +āœ… Document 40 successfully inserted after 1 retry +ā„¹ļø Processing batch 8/10 +šŸ“¦ Processing document group 8/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 9/10 +šŸ“¦ Processing document group 9/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 5 } +ā„¹ļø Processing batch 10/10 +šŸ“¦ Processing document group 10/10 (5 documents)... +šŸ“‹ Bulk operation completed for document group with 5 operations + Response length: 5 + Status code summary: { '201': 3, '429': 2 } +ā³ Rate limiting detected - retrying 2 documents in 1s (attempt 2/4) +šŸ“‹ Bulk operation completed for document group with 2 operations + Response length: 2 + Status code summary: { '201': 2 } +āœ… Document 8 successfully inserted after 1 retry +āœ… Document 9 successfully inserted after 1 retry +ā„¹ļø Resilient insert operation completed +šŸŽÆ Batch processing completed: 50 inserted, 0 failed, 5 retries + +āœ… Insert Operation Complete: + Inserted: 50/50 documents + Failed: 0, Retries: 5 + Total time: 8.0s + RU consumed: 15,559.476 + Avg RU/doc: 311.19 + Avg latency: 94ms/doc + Peak RU/s observed: 316.4 + šŸ’” Set SHOW_COST=true to see cost estimation + +āš ļø Errors encountered: + 429: 5 occurrences + šŸ’” Autoscale Tips: + - Your current max autoscale RU/s may be too low + - Autoscale takes 10-30 seconds to scale up + - Consider increasing max autoscale RU/s to 1000 + - Or reduce batch size further (currently 5) + +šŸ“ˆ Step 3: Performance Analysis +============================== +RU Consumption Analysis: + - Total RUs: 15,559.476 + - Average RU/document: 311.19 + - Peak RU/operation: 316.43 + +Performance Metrics: + - Total duration: 8.0s + - Average latency: 94ms/document + - Peak latency: 220ms + - Throughput: 6.2 docs/second + +Optimization Recommendations: + āš ļø High RU consumption per document (311.19 RU/doc) + - Consider document size optimization + - Review indexing policies + šŸ’” For detailed optimization guidance, see INSERT_AT_SCALE_GUIDE.md + +šŸŽ‰ All Operations Completed Successfully! +======================================== +āœ… 50 documents inserted with resilience +āœ… Performance metrics captured + +šŸ“š Next Steps: + - Review the performance metrics above + - Adjust batch sizes and concurrency based on your RU provisioning + - Implement the patterns in your production workloads + - Monitor RU consumption and optimize accordingly + +šŸ“– For detailed documentation, see INSERT_AT_SCALE_GUIDE.md +āœ… Cosmos DB client disposed successfully \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/package-lock.json b/nosql-insert-at-scale-typescript/package-lock.json new file mode 100644 index 0000000..edad974 --- /dev/null +++ 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diff --git a/nosql-insert-at-scale-typescript/src/create-embeddings.ts b/nosql-insert-at-scale-typescript/src/create-embeddings.ts new file mode 100644 index 0000000..6610209 --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/create-embeddings.ts @@ -0,0 +1,132 @@ +/** + * Module for creating embedding vectors using OpenAI API + * Supports text embedding models for generating embeddings + * that can be used with Cosmos DB MongoDB vCore vector search + */ +import * as path from "node:path"; +import { AzureOpenAI } from "openai"; +import { Embedding } from "openai/resources"; +import { readFileReturnJson, writeFileJson, JsonData } from "./utils/utils.js"; + +// ESM specific features - create __dirname equivalent +import { fileURLToPath } from "node:url"; +import { dirname } from "node:path"; +const __filename = fileURLToPath(import.meta.url); +const __dirname = dirname(__filename); + +const apiKey = process.env.AZURE_OPENAI_EMBEDDING_KEY; +const apiVersion = process.env.AZURE_OPENAI_EMBEDDING_API_VERSION; +const endpoint = process.env.AZURE_OPENAI_EMBEDDING_ENDPOINT; +console.log(`Using OpenAI endpoint: ${endpoint}`); +const deployment = process.env.AZURE_OPENAI_EMBEDDING_MODEL!; + +const dataWithVectors = process.env.DATA_FILE_WITH_VECTORS!; +const dataWithoutVectors = process.env.DATA_FILE_WITHOUT_VECTORS!; +const fieldToEmbed = process.env.FIELD_TO_EMBED! || "description"; +const newEmbeddedField = process.env.EMBEDDED_FIELD! || deployment; +const batchSize = parseInt(process.env.EMBEDDING_BATCH_SIZE || '16', 10); + +// Define a reusable delay function +async function delay(ms: number = 200): Promise { + await new Promise(resolve => setTimeout(resolve, ms)); +} + +export async function createEmbeddings(client: AzureOpenAI, model: string, inputItems: string[]): Promise { + const response = await client.embeddings.create({ + model, + input: inputItems + }); + + if (!response.data || response.data.length === 0) { + throw new Error(`No embedding data returned`); + } + return response.data; +} + +export async function processEmbeddingBatch( + client: AzureOpenAI, + model: string, + fieldToEmbed: string, + newEmbeddedField: string, + maxEmbeddings: number, + items: T[] + +): Promise { + if (!Array.isArray(items) || items.length === 0) { + throw new Error("Items must be a non-empty array"); + } + + if (!fieldToEmbed) { + throw new Error("Field to embed must be specified"); + } + + const itemsWithEmbeddings: T[] = []; + maxEmbeddings = maxEmbeddings || items.length; + + // Process in batches to avoid rate limits and memory issues + for (let i = 0; i < maxEmbeddings; i += batchSize) { + const batchEnd = Math.min(i + batchSize, items.length); + console.log(`Processing batch: ${i} to ${batchEnd - 1} (of ${items.length} items)`); + + const batchItems = items.slice(i, batchEnd); + const textsToEmbed = batchItems.map(item => { + if (!item[fieldToEmbed]) { + console.warn(`Item is missing the field to embed: ${fieldToEmbed}`); + return ""; // Provide a fallback value to prevent API errors + } + return item[fieldToEmbed]; + }); + + try { + const embeddings = await createEmbeddings(client, model, textsToEmbed); + + embeddings.forEach((embeddingData, index) => { + const originalItem = batchItems[index]; + const newItem = { + ...originalItem, + [newEmbeddedField]: embeddingData.embedding + }; + itemsWithEmbeddings.push(newItem); + }); + + // Add a small delay between batches to avoid rate limiting + if (batchEnd < items.length) { + await delay(); + } + } catch (error) { + console.error(`Error generating embeddings for batch ${i}:`, error); + throw error; + } + } + + return itemsWithEmbeddings; +} + + +try { + + const client = new AzureOpenAI( { + apiKey, + apiVersion, + endpoint, + deployment + }); + + const data = await readFileReturnJson(path.join(__dirname, "..", dataWithoutVectors!)); + const model = deployment; + const maxEmbeddings = data.length; + + const embeddings = await processEmbeddingBatch( + client, + model, + fieldToEmbed, + newEmbeddedField, + maxEmbeddings, + data + ); + + await writeFileJson(path.join(__dirname, "..", dataWithVectors!), embeddings); + +} catch (error) { + console.error(`Failed to save embeddings to file: ${(error as Error).message}`); +} \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/delete.ts b/nosql-insert-at-scale-typescript/src/delete.ts new file mode 100644 index 0000000..751c0aa --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/delete.ts @@ -0,0 +1,302 @@ +/** + * Azure Cosmos DB Delete All Documents Operations + * + * This example demonstrates: + * 1. Querying all documents in a container + * 2. Enterprise-grade resilient bulk deletion + * 3. Performance monitoring and optimization + * 4. Error handling and retry patterns + * + * Key Features: Robust retry logic, RU scaling guidance, bulk delete operations, + * performance monitoring, and Azure best practices implementation. + */ +import { fileURLToPath } from "node:url"; +import { dirname } from "node:path"; + +// Utils imports +import { getClientsPasswordless, calculateServerlessRUCost, calculateAutoscaleRUCost, shouldShowCost } from './utils/utils.js'; +import { + ensureDatabaseAndContainer, + queryAllDocumentRefs +} from './utils/cosmos-operations.js'; +import { resilientDelete, DEFAULT_INSERT_CONFIG, InsertConfig, InsertResult } from './utils/cosmos-resiliency.js'; +import { Container, CosmosClient } from '@azure/cosmos'; +import { MetricsCollector } from './utils/metrics.js'; + +// ESM support +const __filename = fileURLToPath(import.meta.url); +const __dirname = dirname(__filename); + +// Configuration +const config = { + // Database settings + databaseName: process.env.COSMOS_DB_NAME || 'Hotels', + containerName: process.env.COSMOS_CONTAINER_NAME || 'hotels-insert-scale', + partitionKeyPath: process.env.PARTITION_KEY_PATH || '/HotelId', + + // Delete settings + batchSize: parseInt(process.env.BATCH_SIZE || '100', 10), // Larger batch for deletes + maxConcurrency: parseInt(process.env.MAX_CONCURRENCY || '-1', 10) +}; + +// ------------------------------------------- +// Document Query Functions +// ------------------------------------------- + +/** + * Query all documents in the container + */ +async function queryAllDocuments(container: Container): Promise<{ id: string, partitionKey: any }[]> { + console.log('\nšŸ“Š Step 1: Querying All Documents'); + console.log('=================================='); + + try { + const documentRefs = await queryAllDocumentRefs(container, config.partitionKeyPath); + + if (documentRefs.length === 0) { + console.log(`ā„¹ļø Container is already empty`); + } + + return documentRefs; + } catch (error) { + console.error(`āŒ Failed to query documents:`, error); + throw error; + } +} + +// ------------------------------------------- +// Delete Functions +// ------------------------------------------- + +/** + * Step 2: Perform resilient bulk delete + */ +async function performResilientDelete(client: CosmosClient, documentRefs: { id: string, partitionKey: any }[]): Promise { + console.log('\nšŸ—‘ļø Step 2: Enterprise-Grade Bulk Delete'); + console.log('======================================='); + + if (documentRefs.length === 0) { + console.log('ā„¹ļø No documents to delete'); + return { + total: 0, + inserted: 0, // Using 'inserted' for 'deleted' to maintain interface consistency + failed: 0, + retried: 0, + metrics: { + totalRu: 0, + totalDurationMs: 0, + maxRu: 0, + avgRuPerDoc: 0, + avgLatencyMs: 0, + maxLatencyMs: 0, + errorCounts: {} + }, + metricsCollector: new MetricsCollector() + }; + } + + // Configuration for resilient delete + const deleteConfig: InsertConfig = { + ...DEFAULT_INSERT_CONFIG, + batchSize: config.batchSize, + maxConcurrency: config.maxConcurrency, + partitionKeyPath: config.partitionKeyPath + }; + + console.log(`Configuration:`); + console.log(` - Database: ${config.databaseName}`); + console.log(` - Container: ${config.containerName}`); + console.log(` - Batch size: ${deleteConfig.batchSize}`); + console.log(` - Concurrency: ${deleteConfig.maxConcurrency === -1 ? 'SDK Optimized' : deleteConfig.maxConcurrency}`); + console.log(` - Documents to delete: ${documentRefs.length}`); + + // Get container + const container = client.database(config.databaseName).container(config.containerName); + + // Perform resilient bulk delete + console.log(`\nStarting resilient delete...`); + const startTime = Date.now(); + + const result = await resilientDelete(container, documentRefs, deleteConfig); + const totalTime = Date.now() - startTime; + + // Display comprehensive results + console.log(`\nāœ… Delete Operation Complete:`); + console.log(` Deleted: ${result.inserted}/${documentRefs.length} documents`); // Using 'inserted' for 'deleted' + console.log(` Failed: ${result.failed}, Retries: ${result.retried}`); + console.log(` Total time: ${(totalTime / 1000).toFixed(1)}s`); + console.log(` RU consumed: ${result.metrics.totalRu.toLocaleString()}`); + console.log(` Avg RU/doc: ${result.metrics.avgRuPerDoc.toFixed(2)}`); + console.log(` Avg latency: ${result.metrics.avgLatencyMs.toFixed(0)}ms/doc`); + + // Show cost estimation for autoscale (only if SHOW_COST=true) + if (shouldShowCost()) { + const peakRUsPerSecond = Math.ceil(result.metrics.maxRu); + + console.log(`\nšŸ’° Cost Estimation (Delete Operation):`); + + // Calculate autoscale cost based on observed usage + const autoscaleCost = calculateAutoscaleRUCost({ + maxAutoscaleRUs: Math.max(peakRUsPerSecond * 2, 1000), + totalRUsConsumed: result.metrics.totalRu, + days: 30, + regionCount: 1, + averageUtilizationPercent: 60 + }); + + console.log(` Estimated autoscale cost: $${autoscaleCost.estimatedCost.toFixed(2)}/month`); + console.log(` Peak RU/s observed: ${result.metrics.maxRu.toFixed(1)}`); + + // Also show serverless comparison + const serverlessCost = calculateServerlessRUCost({ + totalRUs: result.metrics.totalRu, + regionCount: 1 + }); + + console.log(` Serverless comparison: $${serverlessCost.estimatedCost.toFixed(6)} (this operation only)`); + } else { + console.log(` Peak RU/s observed: ${result.metrics.maxRu.toFixed(1)}`); + console.log(` šŸ’” Set SHOW_COST=true to see cost estimation`); + } + + // Show errors if any occurred + if (Object.keys(result.metrics.errorCounts).length > 0) { + console.log(`\nāš ļø Errors encountered:`); + for (const [errorCode, count] of Object.entries(result.metrics.errorCounts)) { + console.log(` ${errorCode}: ${count} occurrences`); + } + if (result.metrics.errorCounts['429']) { + const peakRUsPerSecond = Math.ceil(result.metrics.maxRu); + console.log(` šŸ’” Autoscale Tips:`); + console.log(` - Your current max autoscale RU/s may be too low`); + console.log(` - Consider increasing max autoscale RU/s to ${Math.max(peakRUsPerSecond * 3, 1000)}`); + console.log(` - Or reduce batch size further (currently ${config.batchSize})`); + } + } + + return result; +} + +// ------------------------------------------- +// Performance Analysis Functions +// ------------------------------------------- + +/** + * Step 3: Show performance analysis + */ +async function showPerformanceAnalysis(deleteResult: InsertResult): Promise { + console.log('\nšŸ“ˆ Step 3: Performance Analysis'); + console.log('==============================='); + + console.log(`RU Consumption Analysis:`); + console.log(` - Total RUs: ${deleteResult.metrics.totalRu.toLocaleString()}`); + console.log(` - Average RU/document: ${deleteResult.metrics.avgRuPerDoc.toFixed(2)}`); + console.log(` - Peak RU/operation: ${deleteResult.metrics.maxRu.toFixed(2)}`); + + console.log(`\nPerformance Metrics:`); + console.log(` - Total duration: ${(deleteResult.metrics.totalDurationMs / 1000).toFixed(1)}s`); + console.log(` - Average latency: ${deleteResult.metrics.avgLatencyMs.toFixed(0)}ms/document`); + console.log(` - Peak latency: ${deleteResult.metrics.maxLatencyMs || 0}ms`); + + if (deleteResult.inserted > 0) { // Using 'inserted' field for 'deleted' + const throughput = deleteResult.inserted / (deleteResult.metrics.totalDurationMs / 1000); + console.log(` - Throughput: ${throughput.toFixed(1)} docs/second`); + } + + console.log(`\nOptimization Recommendations:`); + if (deleteResult.metrics.avgRuPerDoc > 10) { + console.log(` āš ļø High RU consumption per document (${deleteResult.metrics.avgRuPerDoc.toFixed(2)} RU/doc)`); + console.log(` - Consider optimizing query patterns`); + } + if (deleteResult.metrics.errorCounts && deleteResult.metrics.errorCounts['429']) { + console.log(` āš ļø Rate limiting detected - consider increasing batch delays`); + } + console.log(` šŸ’” For detailed optimization guidance, see documentation`); +} + +// ------------------------------------------- +// Main Function +// ------------------------------------------- + +async function main(): Promise { + console.log('šŸ—‘ļø Azure Cosmos DB Delete All Documents Operations'); + console.log('=================================================='); + console.log(`Environment: ${process.env.NODE_ENV || 'development'}`); + console.log(`Timestamp: ${new Date().toISOString()}`); + + try { + // Initialize Cosmos DB client + const { dbClient } = getClientsPasswordless(); + + if (!dbClient) { + throw new Error('āŒ Cosmos DB client is not configured properly. Please check your Cosmos DB environment variables.'); + } + + console.log('āœ… Cosmos DB client initialized successfully'); + + // Debug: Show connection details (without sensitive info) + console.log(`šŸ” Connection Details:`); + console.log(` Database: ${config.databaseName}`); + console.log(` Container: ${config.containerName}`); + console.log(` Partition Key Path: ${config.partitionKeyPath}`); + console.log(` Batch Size: ${config.batchSize}`); + console.log(` Max Concurrency: ${config.maxConcurrency === -1 ? 'SDK Optimized' : config.maxConcurrency}`); + + // Ensure database and container exist + await ensureDatabaseAndContainer( + dbClient, + config.databaseName, + config.containerName, + config.partitionKeyPath + ); + + const container = dbClient.database(config.databaseName).container(config.containerName); + + // Step 1: Query all documents + const documentRefs = await queryAllDocuments(container); + + if (documentRefs.length === 0) { + console.log('\nāœ… Container is already empty - nothing to delete'); + return; + } + + // Confirmation prompt simulation (in real scenario, you might want actual user input) + console.log(`\nāš ļø WARNING: This will delete ALL ${documentRefs.length} documents in the container!`); + console.log(` Database: ${config.databaseName}`); + console.log(` Container: ${config.containerName}`); + console.log(` This action cannot be undone.`); + console.log(`\n Proceeding with deletion in 3 seconds...`); + + // 3 second delay for safety + await new Promise(resolve => setTimeout(resolve, 3000)); + + // Step 2: Perform resilient bulk delete + const deleteResult = await performResilientDelete(dbClient, documentRefs); + + // Step 3: Show performance analysis + await showPerformanceAnalysis(deleteResult); + + console.log('\nšŸŽ‰ All Operations Completed Successfully!'); + console.log('========================================'); + console.log(`āœ… ${deleteResult.inserted} documents deleted with resilience`); // Using 'inserted' field for 'deleted' + console.log(`āœ… Performance metrics captured`); + + console.log(`\nšŸ“š Summary:`); + console.log(` - Container has been cleared of all documents`); + console.log(` - Delete operation completed with retry logic`); + console.log(` - RU consumption tracked and analyzed`); + + // Properly dispose of Cosmos client to allow clean process termination + if (dbClient) { + await dbClient.dispose(); + console.log('āœ… Cosmos DB client disposed successfully'); + } + + } catch (error) { + console.error("āŒ Fatal error in delete operations:", error); + process.exit(1); + } +} + +// Execute main function +main().catch(console.error); \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/insert-at-scale.ts b/nosql-insert-at-scale-typescript/src/insert.ts similarity index 77% rename from nosql-insert-at-scale-typescript/src/insert-at-scale.ts rename to nosql-insert-at-scale-typescript/src/insert.ts index a7e7766..b4cedbb 100644 --- a/nosql-insert-at-scale-typescript/src/insert-at-scale.ts +++ b/nosql-insert-at-scale-typescript/src/insert.ts @@ -16,12 +16,11 @@ import { fileURLToPath } from "node:url"; import { dirname } from "node:path"; // Utils imports -import { JsonData, readFileReturnJson, getClientsPasswordless, calculateRUCost } from './utils/utils.js'; +import { JsonData, readFileReturnJson, getClientsPasswordless, calculateServerlessRUCost, calculateAutoscaleRUCost, compareAllPricingModels, shouldShowCost } from './utils/utils.js'; import { ensureDatabaseAndContainer } from './utils/cosmos-operations.js'; -import { resilientInsert } from './utils/cosmos-resiliency.js'; -import { DEFAULT_INSERT_CONFIG, InsertConfig, InsertResult } from './utils/resilience-interfaces.js'; +import { resilientInsert, DEFAULT_INSERT_CONFIG, InsertConfig, InsertResult } from './utils/cosmos-resiliency.js'; // ESM support const __filename = fileURLToPath(import.meta.url); @@ -148,15 +147,36 @@ async function performResilientInsert(client: any, data: JsonData[]): Promise 0) { @@ -165,7 +185,12 @@ async function performResilientInsert(client: any, data: JsonData[]): Promise { - // Cosmos DB uses containers instead of collections - // Insert documents in batches - console.log(`Processing in batches of ${config.batchSize}...`); - const totalBatches = Math.ceil(data.length / config.batchSize); - - let inserted = 0; - let failed = 0; - // Cosmos DB does not support bulk insert natively in SDK, but you can use stored procedures or loop - // Here we use a simple loop for demonstration - for (let i = 0; i < totalBatches; i++) { - const start = i * config.batchSize; - const end = Math.min(start + config.batchSize, data.length); - const batch = data.slice(start, end); - for (const doc of batch) { - try { - await container.items.create(doc); - inserted++; - } catch (error) { - console.error(`Error inserting document:`, error); - failed++; - } - } - // Small pause between batches to reduce resource contention - if (i < totalBatches - 1) { - await new Promise(resolve => setTimeout(resolve, 100)); - } +export async function queryAllDocumentRefs(container: Container, partitionKeyPath: string): Promise<{ id: string; partitionKey: any }[]> { + try { + // Extract partition key field name from path (remove leading /) + const partitionKeyField = partitionKeyPath.slice(1); + + // Query all documents but only fetch id and partition key for efficient deletion + const querySpec = { + query: `SELECT c.id, c["${partitionKeyField}"] as partitionKey FROM c` + }; + + console.log(`šŸ” Querying document references from container...`); + const { resources: documents } = await container.items.query(querySpec).fetchAll(); + + console.log(`āœ… Found ${documents.length} document references`); + + return documents.map(doc => ({ + id: doc.id, + partitionKey: doc.partitionKey + })); + } catch (error) { + console.error(`āŒ Failed to query document references:`, error); + throw error; } - // Index creation is handled by indexing policy in Cosmos DB, not programmatically per field - //TBD: If custom indexing policy is needed, update container indexing policy via SDK or portal - return { total: data.length, inserted, failed }; } /** @@ -187,3 +180,94 @@ export async function ensureDatabaseAndContainer( } // ------------------------------------------- +// Generic Bulk Operations +// ------------------------------------------- + +/** + * Configuration for bulk operation execution + */ +export interface BulkExecutionConfig { + /** Timeout for bulk operations in milliseconds */ + timeoutMs: number; + /** Enable debug logging */ + enableDebugLogging?: boolean; +} + +/** + * Result of a bulk operation execution + */ +export interface BulkExecutionResult { + /** The response from executeBulkOperations */ + bulkResponse: any[]; + /** Latency of the operation in milliseconds */ + latency: number; + /** Any error that occurred during execution */ + error?: Error; +} + +/** + * Generic function to execute bulk operations with timeout and error handling + * + * This function handles the common pattern of: + * 1. Executing bulk operations with a timeout + * 2. Logging operation summary + * 3. Returning standardized results + * + * @param container - Cosmos DB container instance + * @param bulkOperations - Array of bulk operations to execute + * @param config - Configuration for the bulk execution + * @returns Promise with response, latency, and any errors + */ +export async function executeBulkOperationsWithTimeout( + container: Container, + bulkOperations: OperationInput[], + config: BulkExecutionConfig +): Promise { + const startTime = Date.now(); + + try { + // Execute bulk operations with timeout + // SDK automatically handles retries for: 408, 410, 429, 449, 503 + const bulkPromise = container.items.executeBulkOperations(bulkOperations); + + let timeoutId: NodeJS.Timeout | undefined; + const timeoutPromise = new Promise((_, reject) => { + timeoutId = setTimeout(() => reject(new Error('Bulk operation timeout')), config.timeoutMs); + }); + + const bulkResponse = await Promise.race([bulkPromise, timeoutPromise]) as any; + if (timeoutId) clearTimeout(timeoutId); // Clean up timeout if operation completes first + const latency = Date.now() - startTime; + + // Debug logging if enabled + if (config.enableDebugLogging) { + console.log(`šŸ“‹ Bulk operation completed for document group with ${bulkOperations.length} operations`); + console.log(` Response length: ${bulkResponse.length}`); + + // Count status codes for quick overview + const statusCounts: { [key: string]: number } = {}; + bulkResponse.forEach((result: any) => { + // BulkOperationResult has response property containing the statusCode + const status = result.response?.statusCode || (result.error ? 'error' : 'unknown'); + statusCounts[status] = (statusCounts[status] || 0) + 1; + }); + console.log(` Status code summary:`, statusCounts); + } + + return { + bulkResponse, + latency + }; + + } catch (error: any) { + const latency = Date.now() - startTime; + + return { + bulkResponse: [], + latency, + error + }; + } +} + +// ------------------------------------------- diff --git a/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts b/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts index 9fa3e04..bf12d70 100644 --- a/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts +++ b/nosql-insert-at-scale-typescript/src/utils/cosmos-resiliency.ts @@ -5,26 +5,134 @@ * - Circuit breaker implementation for educational purposes * - Custom retry logic for errors not handled by Azure SDK * - Error parsing and retryability determination - * - Resilient bulk insert operations with comprehensive error handling + * - Resilient bulk insert operations with comprehensive error handling using executeBulkOperations API * - Delay/backoff utilities */ -import { Container, CosmosClient } from '@azure/cosmos'; +import { Container, CosmosClient, BulkOperationType, OperationInput } from '@azure/cosmos'; import { v4 as uuidv4 } from 'uuid'; -import { MetricsCollector, Logger } from './metrics.js'; -import { - InsertConfig, - DEFAULT_INSERT_CONFIG, - CircuitBreakerOptions, - FailedDocument, - ErrorDetails, - InsertResult -} from './resilience-interfaces.js'; -import { JsonData } from './interfaces.js'; +import { MetricsCollector, Logger, OperationMetrics } from './metrics.js'; +import { JsonData } from './utils.js'; import { validateDocument, - generateOperationId + generateOperationId, + executeBulkOperationsWithTimeout, + BulkExecutionConfig } from './cosmos-operations.js'; +// ------------------------------------------- +// Type Definitions +// ------------------------------------------- + +/** + * Retry resiliency configuration options + * Used for handling failures not covered by Azure Cosmos DB SDK's built-in retry logic + */ +export interface CircuitBreakerOptions { + /** Number of failures before opening the circuit to prevent cascading failures */ + failureThreshold: number; + /** Time in ms to wait before attempting to reset the circuit */ + resetTimeout: number; + /** Size of the rolling window for failure tracking */ + rollingWindowSize: number; +} + +/** + * Structured error information with Azure Cosmos DB specific details + */ +export interface ErrorDetails { + /** Error code (e.g., 429, 503) */ + code: number | string; + /** Human-readable error message */ + message: string; + /** Whether this error is retryable */ + retryable: boolean; + /** Retry-after time in milliseconds from x-ms-retry-after-ms header (for 429 errors) */ + retryAfterMs?: number; + /** The raw error object */ + raw?: any; +} + +/** + * Information about a failed document insertion + */ +export interface FailedDocument { + /** The document that failed to insert */ + document: Record; + /** Error details */ + error: ErrorDetails; + /** Number of attempts made before failing */ + attempts: number; +} + +/** + * Configuration options for resilient insert operations + * See INSERT_AT_SCALE_GUIDE.md for detailed configuration guidance + */ +export interface InsertConfig { + /** Maximum batch size for document insertion */ + batchSize: number; + /** Unique ID for correlating logs across the operation */ + correlationId?: string; + /** Target RU utilization rate (0.0-1.0) to avoid throttling */ + targetRuUtilization: number; + /** Maximum parallel operations to run simultaneously. Set to -1 to let the client/SDK maximize parallelism automatically. */ + maxConcurrency: number; + /** Whether to enable idempotency tokens on documents */ + idempotencyEnabled: boolean; + /** Whether to return failed documents in results */ + returnFailedDocs: boolean; + /** Retry resiliency configuration for handling errors not covered by Azure SDK */ + circuitBreakerOptions: CircuitBreakerOptions; + /** Optional document schema for validation */ + schema?: Record; + /** Name of the field to use as document ID */ + idField: string; + /** Path to the partition key field, e.g., '/HotelId' - choose high cardinality fields for optimal distribution */ + partitionKeyPath: string; + /** Timeout for bulk insert operations in milliseconds */ + bulkInsertTimeoutMs: number; +} + +/** + * Result of an insert operation + */ +export interface InsertResult { + /** Total number of documents processed */ + total: number; + /** Number of documents successfully inserted */ + inserted: number; + /** Number of documents that failed to insert */ + failed: number; + /** Number of retries performed */ + retried: number; + /** List of documents that failed to insert (if returnFailedDocs=true) */ + failedDocuments?: FailedDocument[]; + /** Performance metrics for the operation */ + metrics: OperationMetrics; + /** The metrics collector instance for advanced performance metrics */ + metricsCollector: MetricsCollector; +} + +/** + * Default configuration with reasonable values for production use + * See INSERT_AT_SCALE_GUIDE.md for configuration optimization guidance + */ +export const DEFAULT_INSERT_CONFIG: InsertConfig = { + batchSize: 25, + targetRuUtilization: 0.7, + maxConcurrency: -1, // Let client/SDK maximize parallelism + idempotencyEnabled: true, + returnFailedDocs: true, + circuitBreakerOptions: { + failureThreshold: 10, + resetTimeout: 30000, + rollingWindowSize: 100 + }, + idField: 'HotelId', + partitionKeyPath: '/HotelId', + bulkInsertTimeoutMs: 60000 +}; + /** * Retry Resiliency implementation for Azure Cosmos DB operations * @@ -156,7 +264,37 @@ export function parseCosmosError(error: any): ErrorDetails { // Convert code to string for consistency code = code.toString(); - // Extract retry-after header for 429 errors + // Extract message with priority for more specific error details + if (error.body && error.body.message) { + message = error.body.message; + } else if (error.message) { + message = error.message; + } else if (error.body && typeof error.body === 'string') { + message = error.body; + } + + // Special handling for 429 errors - check if message contains rate limiting indicators + if (message.includes('Request rate is large') || + message.includes('429') || + message.includes('More Request Units may be needed')) { + code = '429'; + + // Try to extract retry-after from headers or message + if (error.headers) { + const retryAfterHeader = error.headers['x-ms-retry-after-ms'] || + error.headers['retry-after-ms'] || + error.headers['Retry-After']; + + if (retryAfterHeader) { + const parsedRetryAfter = parseInt(retryAfterHeader.toString(), 10); + if (!isNaN(parsedRetryAfter)) { + retryAfterMs = parsedRetryAfter; + } + } + } + } + + // Extract retry-after header for confirmed 429 errors if (code === '429' && error.headers) { // Azure Cosmos DB returns retry-after time in x-ms-retry-after-ms header const retryAfterHeader = error.headers['x-ms-retry-after-ms'] || @@ -171,15 +309,6 @@ export function parseCosmosError(error: any): ErrorDetails { } } - // Extract message with priority for more specific error details - if (error.body && error.body.message) { - message = error.body.message; - } else if (error.message) { - message = error.message; - } else if (error.body && typeof error.body === 'string') { - message = error.body; - } - // Add additional context for common Azure Cosmos DB errors if (code === '429') { message += retryAfterMs @@ -328,7 +457,7 @@ export async function resilientInsert( }); if (totalBatches > 1) { - console.log(`šŸ“¦ Processing batch ${i + 1}/${totalBatches} (${batch.length} documents)...`); + console.log(`šŸ“¦ Processing document group ${i + 1}/${totalBatches} (${batch.length} documents)...`); } // Validate documents before attempting insertion @@ -348,117 +477,249 @@ export async function resilientInsert( return true; }); - // Process each document in the batch with enhanced retry logic - const batchPromises = validDocs.map(async (doc) => { - let customRetries = 0; - const MAX_CUSTOM_RETRIES = 3; // Increased for handling 429 errors - let lastError: ErrorDetails | null = null; - - while (customRetries <= MAX_CUSTOM_RETRIES) { - try { - const startTime = Date.now(); - - // Prepare document with operation ID for idempotency + // Process each batch using executeBulkOperations API with enhanced retry logic + let customRetries = 0; + const MAX_CUSTOM_RETRIES = 3; // Increased for handling 429 errors + let lastError: ErrorDetails | null = null; + + while (customRetries <= MAX_CUSTOM_RETRIES) { + try { + const startTime = Date.now(); + + // Prepare bulk operations with operation ID for idempotency + const bulkOperations: OperationInput[] = validDocs.map(doc => { const docToInsert = { ...doc }; if (config.idempotencyEnabled && !docToInsert.operationId) { docToInsert.operationId = generateOperationId(doc, config.idField); } - // Perform the insert operation with timeout - // SDK automatically handles retries for: 408, 410, 429, 449, 503 - const insertPromise = container.items.create(docToInsert); - - let timeoutId: NodeJS.Timeout | undefined; - const timeoutPromise = new Promise((_, reject) => { - timeoutId = setTimeout(() => reject(new Error('Operation timeout')), config.bulkInsertTimeoutMs); - }); - - const result = await Promise.race([insertPromise, timeoutPromise]) as any; - if (timeoutId) clearTimeout(timeoutId); // Clean up timeout if operation completes first - const latency = Date.now() - startTime; - - // Record successful operation metrics - metrics.recordRUs(result.requestCharge || 0); - metrics.recordLatency(latency); - retryResiliency.recordSuccess(); - - // Show success message if this was a retry - if (customRetries > 0) { - console.log(`āœ… Document ${doc[config.idField]} successfully inserted after ${customRetries} ${customRetries === 1 ? 'retry' : 'retries'}`); + // Ensure document has required 'id' field for Cosmos DB + // Use the custom idField value or generate a UUID if not present + if (!docToInsert.id) { + docToInsert.id = doc[config.idField] || uuidv4(); } - inserted++; - return { success: true, doc, result }; - - } catch (error: any) { - const errorDetails = parseCosmosError(error); - lastError = errorDetails; - - metrics.recordError(errorDetails.code); - retryResiliency.recordFailure(); + return { + operationType: BulkOperationType.Create, + partitionKey: docToInsert[config.idField], // Use the partition key value from the document + resourceBody: docToInsert + } as OperationInput; + }); - // Only log detailed warning if this is not going to be retried or is the final attempt - if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { - logger.warn(`Insert attempt ${customRetries + 1} failed`, { - docId: doc[config.idField], - error: errorDetails.message, - code: errorDetails.code + // Execute bulk operations with timeout + // SDK automatically handles retries for: 408, 410, 429, 449, 503 + const bulkExecutionConfig: BulkExecutionConfig = { + timeoutMs: config.bulkInsertTimeoutMs, + enableDebugLogging: true + }; + + const bulkResult = await executeBulkOperationsWithTimeout(container, bulkOperations, bulkExecutionConfig); + + if (bulkResult.error) { + throw bulkResult.error; + } + + const bulkResponse = bulkResult.bulkResponse; + const latency = bulkResult.latency; + + // Process bulk operation results + let batchInserted = 0; + let batchFailed = 0; + + bulkResponse.forEach((operationResult: any, index: number) => { + const doc = validDocs[index]; + + // BulkOperationResult has response property containing statusCode and requestCharge + const statusCode = operationResult.response?.statusCode || (operationResult.error ? 500 : 0); + const requestCharge = operationResult.response?.requestCharge || 0; + + if (statusCode >= 200 && statusCode < 300) { + // Success + metrics.recordRUs(requestCharge); + metrics.recordLatency(latency / bulkOperations.length); // Approximate per-document latency + batchInserted++; + + // Show success message if this was a retry + if (customRetries > 0) { + console.log(`āœ… Document ${doc[config.idField]} successfully inserted after ${customRetries} ${customRetries === 1 ? 'retry' : 'retries'}`); + } + } else { + // Failure + const errorDetails = parseCosmosError({ + statusCode: statusCode, + body: operationResult.response?.resourceBody, + headers: operationResult.response?.headers }); + + metrics.recordError(errorDetails.code); + batchFailed++; + + if (config.returnFailedDocs) { + failedDocs.push({ + document: doc, + error: errorDetails, + attempts: customRetries + 1 + }); + } + + // Only log detailed warning if this is not going to be retried or is the final attempt + if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { + logger.warn(`Bulk insert operation failed`, { + docId: doc[config.idField], + error: errorDetails.message, + code: errorDetails.code, + statusCode: statusCode + }); + + // Also log to console for immediate visibility + console.error(`āŒ Document ${doc[config.idField]} failed:`); + console.error(` Status Code: ${statusCode}`); + console.error(` Error Code: ${errorDetails.code}`); + console.error(` Error Message: ${errorDetails.message}`); + } } + }); + + inserted += batchInserted; + failed += batchFailed; + + // Record success for the bulk operation + retryResiliency.recordSuccess(); + + // If we have some failures but they're not retryable, don't retry the entire batch + const retryableFailures = bulkResponse.filter((result: any, index: number) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode >= 400 && isRetryableError(statusCode.toString()); + }); - // Check if error is retryable - if (isRetryableError(errorDetails.code) && customRetries < MAX_CUSTOM_RETRIES) { + if (retryableFailures.length === 0) { + // No retryable failures, we're done with this batch + break; + } else if (customRetries < MAX_CUSTOM_RETRIES) { + // We have retryable failures, prepare for retry + const retryableDocs = bulkResponse + .map((result: any, index: number) => ({ result, doc: validDocs[index], index })) + .filter(({ result }) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode >= 400 && isRetryableError(statusCode.toString()); + }) + .map(({ doc }) => doc); + + if (retryableDocs.length > 0) { + // Update validDocs to only include documents that need retry + validDocs.splice(0, validDocs.length, ...retryableDocs); + customRetries++; - retried++; + retried += retryableDocs.length; + + // Don't subtract from inserted count - we'll count successes properly on retry + // Only subtract from failed count since we'll retry these documents + failed -= retryableDocs.length; let retryDelay: number; - if (errorDetails.code === '429') { - // For 429 errors, respect the retry-after header if available - if (errorDetails.retryAfterMs) { - retryDelay = errorDetails.retryAfterMs; - } else { - // Use exponential backoff starting from 1s for 429 errors - retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); - } - - console.log(`ā³ Rate limiting detected for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); - } else if (errorDetails.code === '403') { - // Short delay for auth token refresh scenarios - retryDelay = 500 * customRetries; - - console.log(`šŸ”‘ Authentication issue for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + // Check if any of the retryable failures is a 429 + const hasRateLimit = retryableFailures.some((result: any) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode === 429; + }); + + if (hasRateLimit) { + // For 429 errors, use exponential backoff starting from 1s + retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); + console.log(`ā³ Rate limiting detected - retrying ${retryableDocs.length} documents in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); } else { // Default exponential backoff for other retryable errors retryDelay = Math.min(500 * Math.pow(2, customRetries - 1), 5000); - - console.log(`āš ļø Error ${errorDetails.code} for document ${doc[config.idField]} - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + console.log(`āš ļø Retryable errors detected - retrying ${retryableDocs.length} documents in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); } await delay(retryDelay); continue; } + } + + // All retries exhausted or no retryable failures + break; + + } catch (error: any) { + const errorDetails = parseCosmosError(error); + lastError = errorDetails; + + metrics.recordError(errorDetails.code); + retryResiliency.recordFailure(); + + // Only log detailed warning if this is not going to be retried or is the final attempt + if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { + logger.warn(`Bulk insert attempt ${customRetries + 1} failed`, { + batchSize: validDocs.length, + error: errorDetails.message, + code: errorDetails.code + }); - // All other errors: either not retryable or exhausted retries - break; + // Also log to console for immediate visibility + console.error(`āŒ Bulk insert attempt ${customRetries + 1} failed:`); + console.error(` Error Code: ${errorDetails.code}`); + console.error(` Error Message: ${errorDetails.message}`); + console.error(` Batch Size: ${validDocs.length} documents`); + if (errorDetails.raw) { + console.error(` Raw Error:`, JSON.stringify(errorDetails.raw, null, 2)); + } } + + // Check if error is retryable + if (isRetryableError(errorDetails.code) && customRetries < MAX_CUSTOM_RETRIES) { + customRetries++; + retried += validDocs.length; // All documents in the batch will be retried + + let retryDelay: number; + + if (errorDetails.code === '429') { + // For 429 errors, respect the retry-after header if available + if (errorDetails.retryAfterMs) { + retryDelay = errorDetails.retryAfterMs; + } else { + // Use exponential backoff starting from 1s for 429 errors + retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); + } + + console.log(`ā³ Rate limiting detected for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else if (errorDetails.code === '403') { + // Short delay for auth token refresh scenarios + retryDelay = 500 * customRetries; + + console.log(`šŸ”‘ Authentication issue for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else { + // Default exponential backoff for other retryable errors + retryDelay = Math.min(500 * Math.pow(2, customRetries - 1), 5000); + + console.log(`āš ļø Error ${errorDetails.code} for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } + + await delay(retryDelay); + continue; + } + + // All other errors: either not retryable or exhausted retries + break; } + } - // Document failed after all retries - failed++; - if (config.returnFailedDocs && lastError) { - failedDocs.push({ - document: doc, - error: lastError, - attempts: customRetries + 1 // Total attempts made + // Handle documents that failed after all retries + if (lastError && customRetries > MAX_CUSTOM_RETRIES) { + const remainingFailures = validDocs.length; + failed += remainingFailures; + + if (config.returnFailedDocs) { + validDocs.forEach(doc => { + failedDocs.push({ + document: doc, + error: lastError!, + attempts: customRetries + }); }); } - - return { success: false, doc, error: lastError }; - }); - - // Wait for all documents in the batch to complete - await Promise.allSettled(batchPromises); + } } const result: InsertResult = { @@ -484,6 +745,334 @@ export async function resilientInsert( return result; } +/** + * Resilient bulk delete operation with comprehensive error handling and retry logic + * + * Features: + * - Exponential backoff for retryable errors + * - Circuit breaker pattern to prevent cascading failures + * - Comprehensive metrics collection and RU tracking + * - Detailed error logging and classification + * - Configurable batch sizes and concurrency + * + * @param container - Cosmos DB container instance + * @param documentRefs - Array of document references (id and partition key) to delete + * @param config - Configuration for delete operation (extends InsertConfig) + * @returns Promise with delete metrics and results + */ +export async function resilientDelete( + container: Container, + documentRefs: { id: string; partitionKey: any }[], + config: InsertConfig = DEFAULT_INSERT_CONFIG +): Promise { + const logger = new Logger('resilientDelete'); + const metrics = new MetricsCollector(); + const retryResiliency = new RetryResiliency({ + failureThreshold: 5, + resetTimeout: 30000, + rollingWindowSize: 20 + }); + + let deleted = 0; + let failed = 0; + let retried = 0; + const failedDocs: FailedDocument[] = []; + + const totalBatches = Math.ceil(documentRefs.length / config.batchSize); + logger.info(`Starting resilient delete operation`, { + totalDocuments: documentRefs.length, + batchSize: config.batchSize, + totalBatches + }); + + console.log(`ā„¹ļø Starting resilient delete operation`); + console.log(`šŸš€ Starting batch processing of ${documentRefs.length} documents...`); + + // Process in batches + for (let i = 0; i < totalBatches; i++) { + // Check circuit breaker state + if (retryResiliency.isOpen()) { + logger.warn('Circuit breaker is open, waiting before retry'); + await delay(retryResiliency.resetTimeout); + } + + const start = i * config.batchSize; + const end = Math.min(start + config.batchSize, documentRefs.length); + const batch = documentRefs.slice(start, end); + + logger.info(`Processing batch ${i + 1}/${totalBatches}`, { + batchSize: batch.length, + totalProcessed: start + }); + + if (totalBatches > 1) { + console.log(`šŸ“¦ Processing document group ${i + 1}/${totalBatches} (${batch.length} documents)...`); + } + + // Process each batch using executeBulkOperations API with enhanced retry logic + let customRetries = 0; + const MAX_CUSTOM_RETRIES = 3; + let lastError: ErrorDetails | null = null; + + while (customRetries <= MAX_CUSTOM_RETRIES) { + try { + const startTime = Date.now(); + + // Prepare bulk delete operations + const bulkOperations: OperationInput[] = batch.map(docRef => ({ + operationType: BulkOperationType.Delete, + id: docRef.id, + partitionKey: docRef.partitionKey + })); + + // Execute bulk operations with timeout + const bulkExecutionConfig: BulkExecutionConfig = { + timeoutMs: config.bulkInsertTimeoutMs, + enableDebugLogging: true + }; + + const bulkResult = await executeBulkOperationsWithTimeout(container, bulkOperations, bulkExecutionConfig); + + if (bulkResult.error) { + throw bulkResult.error; + } + + const bulkResponse = bulkResult.bulkResponse; + const latency = bulkResult.latency; + + // Process bulk operation results + let batchDeleted = 0; + let batchFailed = 0; + + bulkResponse.forEach((operationResult: any, index: number) => { + const docRef = batch[index]; + + // BulkOperationResult has response property containing statusCode and requestCharge + const statusCode = operationResult.response?.statusCode || (operationResult.error ? 500 : 0); + const requestCharge = operationResult.response?.requestCharge || 0; + + if (statusCode >= 200 && statusCode < 300) { + // Success + metrics.recordRUs(requestCharge); + metrics.recordLatency(latency / bulkOperations.length); + batchDeleted++; + + // Show success message if this was a retry + if (customRetries > 0) { + console.log(`āœ… Document ${docRef.id} successfully deleted after ${customRetries} ${customRetries === 1 ? 'retry' : 'retries'}`); + } + } else if (statusCode === 404) { + // Document doesn't exist (consider as success for delete) + metrics.recordLatency(latency / bulkOperations.length); + batchDeleted++; + + if (customRetries > 0) { + console.log(`āœ… Document ${docRef.id} already deleted (404) after ${customRetries} ${customRetries === 1 ? 'retry' : 'retries'}`); + } + } else { + // Failure + const errorDetails = parseCosmosError({ + statusCode: statusCode, + body: operationResult.response?.resourceBody, + headers: operationResult.response?.headers + }); + + metrics.recordError(errorDetails.code); + batchFailed++; + + if (config.returnFailedDocs) { + failedDocs.push({ + document: { id: docRef.id, partitionKey: docRef.partitionKey }, + error: errorDetails, + attempts: customRetries + 1 + }); + } + + // Only log detailed warning if this is not going to be retried or is the final attempt + if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { + logger.warn(`Bulk delete operation failed`, { + docId: docRef.id, + error: errorDetails.message, + code: errorDetails.code, + statusCode: statusCode + }); + + // Also log to console for immediate visibility + console.error(`āŒ Document ${docRef.id} delete failed:`); + console.error(` Status Code: ${statusCode}`); + console.error(` Error Code: ${errorDetails.code}`); + console.error(` Error Message: ${errorDetails.message}`); + } + } + }); + + deleted += batchDeleted; + failed += batchFailed; + + // Record success for the bulk operation + retryResiliency.recordSuccess(); + + // If we have some failures but they're not retryable, don't retry the entire batch + const retryableFailures = bulkResponse.filter((result: any, index: number) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode >= 400 && isRetryableError(statusCode.toString()); + }); + + if (retryableFailures.length === 0) { + // No retryable failures, we're done with this batch + break; + } else if (customRetries < MAX_CUSTOM_RETRIES) { + // We have retryable failures, prepare for retry + const retryableRefs = bulkResponse + .map((result: any, index: number) => ({ result, docRef: batch[index], index })) + .filter(({ result }) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode >= 400 && isRetryableError(statusCode.toString()); + }) + .map(({ docRef }) => docRef); + + if (retryableRefs.length > 0) { + // Update batch to only include document refs that need retry + batch.splice(0, batch.length, ...retryableRefs); + + customRetries++; + retried += retryableRefs.length; + + // Don't subtract from deleted count - we'll count successes properly on retry + // Only subtract from failed count since we'll retry these documents + failed -= retryableRefs.length; + + let retryDelay: number; + + // Check if any of the retryable failures is a 429 + const hasRateLimit = retryableFailures.some((result: any) => { + const statusCode = result.response?.statusCode || (result.error ? 500 : 0); + return statusCode === 429; + }); + + if (hasRateLimit) { + // For 429 errors, use exponential backoff starting from 1s + retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); + console.log(`ā³ Rate limiting detected - retrying ${retryableRefs.length} documents in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else { + // Default exponential backoff for other retryable errors + retryDelay = Math.min(500 * Math.pow(2, customRetries - 1), 5000); + console.log(`āš ļø Retryable errors detected - retrying ${retryableRefs.length} documents in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } + + await delay(retryDelay); + continue; + } + } + + // All retries exhausted or no retryable failures + break; + + } catch (error: any) { + const errorDetails = parseCosmosError(error); + lastError = errorDetails; + + metrics.recordError(errorDetails.code); + retryResiliency.recordFailure(); + + // Only log detailed warning if this is not going to be retried or is the final attempt + if (!isRetryableError(errorDetails.code) || customRetries >= MAX_CUSTOM_RETRIES) { + logger.warn(`Bulk delete attempt ${customRetries + 1} failed`, { + batchSize: batch.length, + error: errorDetails.message, + code: errorDetails.code + }); + + // Also log to console for immediate visibility + console.error(`āŒ Bulk delete attempt ${customRetries + 1} failed:`); + console.error(` Error Code: ${errorDetails.code}`); + console.error(` Error Message: ${errorDetails.message}`); + console.error(` Batch Size: ${batch.length} documents`); + if (errorDetails.raw) { + console.error(` Raw Error:`, JSON.stringify(errorDetails.raw, null, 2)); + } + } + + // Check if error is retryable + if (isRetryableError(errorDetails.code) && customRetries < MAX_CUSTOM_RETRIES) { + customRetries++; + retried += batch.length; // All documents in the batch will be retried + + let retryDelay: number; + + if (errorDetails.code === '429') { + // For 429 errors, respect the retry-after header if available + if (errorDetails.retryAfterMs) { + retryDelay = errorDetails.retryAfterMs; + } else { + // Use exponential backoff starting from 1s for 429 errors + retryDelay = Math.min(1000 * Math.pow(2, customRetries - 1), 10000); + } + + console.log(`ā³ Rate limiting detected for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else if (errorDetails.code === '403') { + // Short delay for auth token refresh scenarios + retryDelay = 500 * customRetries; + + console.log(`šŸ”‘ Authentication issue for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } else { + // Default exponential backoff for other retryable errors + retryDelay = Math.min(500 * Math.pow(2, customRetries - 1), 5000); + + console.log(`āš ļø Error ${errorDetails.code} for document group - retrying in ${Math.round(retryDelay/1000)}s (attempt ${customRetries + 1}/${MAX_CUSTOM_RETRIES + 1})`); + } + + await delay(retryDelay); + continue; + } + + // All other errors: either not retryable or exhausted retries + break; + } + } + + // Handle documents that failed after all retries + if (lastError && customRetries > MAX_CUSTOM_RETRIES) { + const remainingFailures = batch.length; + failed += remainingFailures; + + if (config.returnFailedDocs) { + batch.forEach(docRef => { + failedDocs.push({ + document: { id: docRef.id, partitionKey: docRef.partitionKey }, + error: lastError!, + attempts: customRetries + }); + }); + } + } + } + + console.log(`ā„¹ļø Resilient delete operation completed`); + console.log(`šŸŽÆ Batch processing completed: ${deleted} deleted, ${failed} failed, ${retried} retries`); + + // Return results in same format as resilientInsert + const result: InsertResult = { + total: documentRefs.length, + inserted: deleted, // Use 'inserted' field for deleted count to maintain interface consistency + failed, + retried, + failedDocuments: config.returnFailedDocs ? failedDocs : undefined, + metrics: metrics.getSummary(), + metricsCollector: metrics + }; + + logger.info('Resilient delete operation completed', { + deleted: result.inserted, + failed: result.failed, + retried: result.retried, + totalRUs: result.metrics.totalRu, + durationMs: result.metrics.totalDurationMs + }); + + return result; +} + /** * Removed: resilientInsertWithIndexManagement function * diff --git a/nosql-insert-at-scale-typescript/src/utils/interfaces.ts b/nosql-insert-at-scale-typescript/src/utils/interfaces.ts deleted file mode 100644 index 937e5d0..0000000 --- a/nosql-insert-at-scale-typescript/src/utils/interfaces.ts +++ /dev/null @@ -1,37 +0,0 @@ -/** - * Core type definitions for Azure Cosmos DB operations - * This file contains basic interfaces and type definitions for low-level Cosmos DB operations - */ - -// Common type aliases -export type JsonData = Record; - -/** - * Performance metrics for operations - */ -export interface OperationMetrics { - /** Total RU consumption */ - totalRu: number; - /** Average RU per document */ - avgRuPerDoc: number; - /** Maximum RU per operation */ - maxRu: number; - /** Average latency in ms per document */ - avgLatencyMs: number; - /** Maximum latency in ms for any single operation */ - maxLatencyMs: number; - /** Error count by status code */ - errorCounts: Record; - /** Total duration of the operation in ms */ - totalDurationMs: number; -} - -/** - * Log levels for the logger - */ -export enum LogLevel { - DEBUG = 'DEBUG', - INFO = 'INFO', - WARN = 'WARN', - ERROR = 'ERROR' -} \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/utils/metrics.ts b/nosql-insert-at-scale-typescript/src/utils/metrics.ts index c5c393e..ebde4cb 100644 --- a/nosql-insert-at-scale-typescript/src/utils/metrics.ts +++ b/nosql-insert-at-scale-typescript/src/utils/metrics.ts @@ -5,7 +5,36 @@ * and operational metrics for Azure Cosmos DB bulk insert operations. */ import { v4 as uuidv4 } from 'uuid'; -import { OperationMetrics, LogLevel } from './interfaces.js'; + +/** + * Performance metrics for operations + */ +export interface OperationMetrics { + /** Total RU consumption */ + totalRu: number; + /** Average RU per document */ + avgRuPerDoc: number; + /** Maximum RU per operation */ + maxRu: number; + /** Average latency in ms per document */ + avgLatencyMs: number; + /** Maximum latency in ms for any single operation */ + maxLatencyMs: number; + /** Error count by status code */ + errorCounts: Record; + /** Total duration of the operation in ms */ + totalDurationMs: number; +} + +/** + * Log levels for the logger + */ +export enum LogLevel { + DEBUG = 'DEBUG', + INFO = 'INFO', + WARN = 'WARN', + ERROR = 'ERROR' +} /** * Comprehensive metrics collector for Azure Cosmos DB performance tracking diff --git a/nosql-insert-at-scale-typescript/src/utils/pricing.ts b/nosql-insert-at-scale-typescript/src/utils/pricing.ts new file mode 100644 index 0000000..900510e --- /dev/null +++ b/nosql-insert-at-scale-typescript/src/utils/pricing.ts @@ -0,0 +1,223 @@ +/** + * Azure Cosmos DB Pricing Model Comparison Example + * + * This file demonstrates how to use the new pricing calculation functions + * for Serverless, Standard Provisioned, and Autoscale models. + */ + +import { + calculateServerlessRUCost, + calculateAutoscaleRUCost, + calculateRUCost, + estimateServerlessMonthlyRUCost, + estimateAutoscaleMonthlyRUCost, + estimateMonthlyRUCost, + compareAllPricingModels +} from './utils.js'; + +/** + * Example: Compare pricing models for a sample workload + */ +export function demonstratePricingComparison(): void { + console.log('šŸ·ļø Azure Cosmos DB Pricing Model Comparison'); + console.log('=========================================='); + + // Sample workload parameters + const workloadParams = { + totalRUs: 5_000_000, // 5 million RUs consumed in a month + peakRUsPerSecond: 1000, // Peak requirement of 1000 RU/s + regionCount: 1, + days: 30 + }; + + console.log('\nšŸ“Š Workload Parameters:'); + console.log(` Total RUs consumed: ${workloadParams.totalRUs.toLocaleString()}`); + console.log(` Peak RU/s requirement: ${workloadParams.peakRUsPerSecond}`); + console.log(` Regions: ${workloadParams.regionCount}`); + console.log(` Period: ${workloadParams.days} days`); + + // 1. Serverless calculation + console.log('\nšŸ’° Serverless Pricing:'); + const serverless = calculateServerlessRUCost({ + totalRUs: workloadParams.totalRUs, + regionCount: workloadParams.regionCount + }); + console.log(` Cost: $${serverless.estimatedCost.toFixed(4)}`); + console.log(` ${serverless.description}`); + + // 2. Standard Provisioned calculation + console.log('\nšŸ’° Standard Provisioned Pricing:'); + const standardProvisioned = calculateRUCost({ + totalRUs: workloadParams.totalRUs, + isServerless: false, + provisionedRUs: workloadParams.peakRUsPerSecond, + days: workloadParams.days, + regionCount: workloadParams.regionCount + }); + console.log(` Cost: $${standardProvisioned.estimatedCost.toFixed(2)}`); + console.log(` ${standardProvisioned.description}`); + + // 3. Autoscale calculation + console.log('\nšŸ’° Autoscale Pricing:'); + const autoscale = calculateAutoscaleRUCost({ + maxAutoscaleRUs: workloadParams.peakRUsPerSecond, + totalRUsConsumed: workloadParams.totalRUs, + days: workloadParams.days, + regionCount: workloadParams.regionCount, + averageUtilizationPercent: 60 // Assume 60% average utilization + }); + console.log(` Cost: $${autoscale.estimatedCost.toFixed(2)}`); + console.log(` ${autoscale.description}`); + + // 4. Comprehensive comparison + console.log('\nšŸ” Comprehensive Comparison:'); + const comparison = compareAllPricingModels({ + totalRUs: workloadParams.totalRUs, + peakRUsPerSecond: workloadParams.peakRUsPerSecond, + days: workloadParams.days, + regionCount: workloadParams.regionCount, + averageAutoscaleUtilization: 60 + }); + + console.log(`\nšŸ“ˆ Cost Comparison:`); + console.log(` Serverless: $${comparison.serverless.estimatedCost.toFixed(4)}`); + console.log(` Standard Provisioned: $${comparison.standardProvisioned.estimatedCost.toFixed(2)}`); + console.log(` Autoscale: $${comparison.autoscale.estimatedCost.toFixed(2)}`); + + console.log(`\nšŸ† Recommendation:`); + console.log(` Best option: ${comparison.recommendation.cheapest}`); + console.log(` Reason: ${comparison.recommendation.reason}`); + console.log(` Savings: ${comparison.recommendation.potentialSavings}`); +} + +/** + * Example: Monthly cost estimation based on current usage + */ +export function demonstrateMonthlyEstimation(): void { + console.log('\n\nšŸ“… Monthly Cost Estimation Examples'); + console.log('==================================='); + + // Sample current usage (e.g., from a 1-hour test run) + const currentUsage = { + totalRUs: 50_000, // 50K RUs consumed in 1 hour + durationMs: 60 * 60 * 1000, // 1 hour in milliseconds + regionCount: 1 + }; + + console.log('\nšŸ“Š Current Usage Pattern:'); + console.log(` RUs consumed: ${currentUsage.totalRUs.toLocaleString()}`); + console.log(` Duration: ${currentUsage.durationMs / (60 * 1000)} minutes`); + console.log(` Rate: ${(currentUsage.totalRUs / (currentUsage.durationMs / 1000)).toFixed(2)} RU/s`); + + // 1. Serverless monthly estimation + console.log('\nšŸ’° Serverless Monthly Projection:'); + const serverlessMonthly = estimateServerlessMonthlyRUCost({ + currentTotalRUs: currentUsage.totalRUs, + durationMs: currentUsage.durationMs, + regionCount: currentUsage.regionCount + }); + console.log(` Projected monthly cost: $${serverlessMonthly.monthlyCost.toFixed(2)}`); + console.log(` Projected monthly RUs: ${serverlessMonthly.projectedMonthlyRUs.toLocaleString()}`); + + // 2. Autoscale monthly estimation (assuming we provision for peak + buffer) + const estimatedPeakRUs = Math.ceil((currentUsage.totalRUs / (currentUsage.durationMs / 1000)) * 1.5); // 50% buffer + + console.log('\nšŸ’° Autoscale Monthly Projection:'); + console.log(` Estimated peak requirement: ${estimatedPeakRUs} RU/s (with 50% buffer)`); + + const autoscaleMonthly = estimateAutoscaleMonthlyRUCost({ + currentTotalRUs: currentUsage.totalRUs, + durationMs: currentUsage.durationMs, + maxAutoscaleRUs: estimatedPeakRUs, + regionCount: currentUsage.regionCount, + averageUtilizationPercent: 40 // Conservative estimate for variable workloads + }); + console.log(` Projected monthly cost: $${autoscaleMonthly.monthlyCost.toFixed(2)}`); + console.log(` Projected monthly RUs: ${autoscaleMonthly.projectedMonthlyRUs.toLocaleString()}`); + + // 3. Standard provisioned monthly estimation + console.log('\nšŸ’° Standard Provisioned Monthly Projection:'); + const standardMonthly = estimateMonthlyRUCost({ + currentTotalRUs: currentUsage.totalRUs, + durationMs: currentUsage.durationMs, + isServerless: false, + provisionedRUs: estimatedPeakRUs, + regionCount: currentUsage.regionCount + }); + console.log(` Projected monthly cost: $${standardMonthly.monthlyCost.toFixed(2)}`); + console.log(` Projected monthly RUs: ${standardMonthly.projectedMonthlyRUs.toLocaleString()}`); + + // Compare the projections + const monthlyComparison = [ + { model: 'Serverless', cost: serverlessMonthly.monthlyCost }, + { model: 'Autoscale', cost: autoscaleMonthly.monthlyCost }, + { model: 'Standard Provisioned', cost: standardMonthly.monthlyCost } + ].sort((a, b) => a.cost - b.cost); + + console.log('\nšŸ† Monthly Cost Ranking:'); + monthlyComparison.forEach((option, index) => { + const rank = index === 0 ? 'šŸ„‡' : index === 1 ? 'šŸ„ˆ' : 'šŸ„‰'; + console.log(` ${rank} ${option.model}: $${option.cost.toFixed(2)}`); + }); +} + +/** + * Example: Different workload scenarios + */ +export function demonstrateWorkloadScenarios(): void { + console.log('\n\nšŸŽÆ Workload Scenario Analysis'); + console.log('============================='); + + const scenarios = [ + { + name: 'Low-traffic blog', + totalRUs: 500_000, // 500K RUs per month + peakRUsPerSecond: 50, + description: 'Small website with occasional traffic spikes' + }, + { + name: 'E-commerce during sale', + totalRUs: 50_000_000, // 50M RUs per month + peakRUsPerSecond: 5000, + description: 'High-traffic e-commerce with predictable sale periods' + }, + { + name: 'IoT sensor data', + totalRUs: 20_000_000, // 20M RUs per month + peakRUsPerSecond: 2000, + description: 'Steady IoT data ingestion with minimal variance' + }, + { + name: 'Social media app', + totalRUs: 100_000_000, // 100M RUs per month + peakRUsPerSecond: 8000, + description: 'Highly variable social media traffic patterns' + } + ]; + + scenarios.forEach(scenario => { + console.log(`\nšŸ“± Scenario: ${scenario.name}`); + console.log(` Description: ${scenario.description}`); + console.log(` Monthly RUs: ${scenario.totalRUs.toLocaleString()}`); + console.log(` Peak RU/s: ${scenario.peakRUsPerSecond}`); + + const comparison = compareAllPricingModels({ + totalRUs: scenario.totalRUs, + peakRUsPerSecond: scenario.peakRUsPerSecond, + days: 30, + regionCount: 1 + }); + + console.log(` šŸ’° Costs: Serverless $${comparison.serverless.estimatedCost.toFixed(2)} | ` + + `Standard $${comparison.standardProvisioned.estimatedCost.toFixed(2)} | ` + + `Autoscale $${comparison.autoscale.estimatedCost.toFixed(2)}`); + console.log(` šŸ† Best: ${comparison.recommendation.cheapest} (${comparison.recommendation.potentialSavings})`); + }); +} + +// Run examples if this file is executed directly +if (import.meta.url === `file://${process.argv[1]}`) { + demonstratePricingComparison(); + demonstrateMonthlyEstimation(); + demonstrateWorkloadScenarios(); +} \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts b/nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts deleted file mode 100644 index e75a2bb..0000000 --- a/nosql-insert-at-scale-typescript/src/utils/resilience-interfaces.ts +++ /dev/null @@ -1,117 +0,0 @@ -/** - * Type definitions for Azure Cosmos DB resilience and bulk insert operations - * This file contains all interfaces and type definitions used for resilient operations - */ - -import type { OperationMetrics } from './interfaces.js'; -import type { MetricsCollector } from './metrics.js'; - -/** - * Configuration options for resilient insert operations - * See INSERT_AT_SCALE_GUIDE.md for detailed configuration guidance - */ -export interface InsertConfig { - /** Maximum batch size for document insertion */ - batchSize: number; - /** Unique ID for correlating logs across the operation */ - correlationId?: string; - /** Target RU utilization rate (0.0-1.0) to avoid throttling */ - targetRuUtilization: number; - /** Maximum parallel operations to run simultaneously. Set to -1 to let the client/SDK maximize parallelism automatically. */ - maxConcurrency: number; - /** Whether to enable idempotency tokens on documents */ - idempotencyEnabled: boolean; - /** Whether to return failed documents in results */ - returnFailedDocs: boolean; - /** Retry resiliency configuration for handling errors not covered by Azure SDK */ - circuitBreakerOptions: CircuitBreakerOptions; - /** Optional document schema for validation */ - schema?: Record; - /** Name of the field to use as document ID */ - idField: string; - /** Path to the partition key field, e.g., '/HotelId' - choose high cardinality fields for optimal distribution */ - partitionKeyPath: string; - /** Timeout for bulk insert operations in milliseconds */ - bulkInsertTimeoutMs: number; -} - -/** - * Retry resiliency configuration options - * Used for handling failures not covered by Azure Cosmos DB SDK's built-in retry logic - */ -export interface CircuitBreakerOptions { - /** Number of failures before opening the circuit to prevent cascading failures */ - failureThreshold: number; - /** Time in ms to wait before attempting to reset the circuit */ - resetTimeout: number; - /** Size of the rolling window for failure tracking */ - rollingWindowSize: number; -} - -/** - * Information about a failed document insertion - */ -export interface FailedDocument { - /** The document that failed to insert */ - document: Record; - /** Error details */ - error: ErrorDetails; - /** Number of attempts made before failing */ - attempts: number; -} - -/** - * Structured error information with Azure Cosmos DB specific details - */ -export interface ErrorDetails { - /** Error code (e.g., 429, 503) */ - code: number | string; - /** Human-readable error message */ - message: string; - /** Whether this error is retryable */ - retryable: boolean; - /** Retry-after time in milliseconds from x-ms-retry-after-ms header (for 429 errors) */ - retryAfterMs?: number; - /** The raw error object */ - raw?: any; -} - -/** - * Result of an insert operation - */ -export interface InsertResult { - /** Total number of documents processed */ - total: number; - /** Number of documents successfully inserted */ - inserted: number; - /** Number of documents that failed to insert */ - failed: number; - /** Number of retries performed */ - retried: number; - /** List of documents that failed to insert (if returnFailedDocs=true) */ - failedDocuments?: FailedDocument[]; - /** Performance metrics for the operation */ - metrics: OperationMetrics; - /** The metrics collector instance for advanced performance metrics */ - metricsCollector: MetricsCollector; -} - -/** - * Default configuration with reasonable values for production use - * See INSERT_AT_SCALE_GUIDE.md for configuration optimization guidance - */ -export const DEFAULT_INSERT_CONFIG: InsertConfig = { - batchSize: 25, - targetRuUtilization: 0.7, - maxConcurrency: -1, // Let client/SDK maximize parallelism - idempotencyEnabled: true, - returnFailedDocs: true, - circuitBreakerOptions: { - failureThreshold: 10, - resetTimeout: 30000, - rollingWindowSize: 100 - }, - idField: 'HotelId', - partitionKeyPath: '/HotelId', - bulkInsertTimeoutMs: 60000 -}; \ No newline at end of file diff --git a/nosql-insert-at-scale-typescript/src/utils/utils.ts b/nosql-insert-at-scale-typescript/src/utils/utils.ts index ce1fa95..9686800 100644 --- a/nosql-insert-at-scale-typescript/src/utils/utils.ts +++ b/nosql-insert-at-scale-typescript/src/utils/utils.ts @@ -1,12 +1,21 @@ import { CosmosClient } from '@azure/cosmos'; import { promises as fs } from "fs"; -import { getClients, getClientsPasswordless, insertData } from './cosmos-operations.js'; +import { getClients, getClientsPasswordless } from './cosmos-operations.js'; // Define a type for JSON data export type JsonData = Record; // Re-export client functions for backward compatibility -export { getClients, getClientsPasswordless, insertData }; +export { getClients, getClientsPasswordless }; + +/** + * Check if cost estimation should be displayed + * Set SHOW_COST=true in environment to enable cost display + */ +export function shouldShowCost(): boolean { + return process.env.SHOW_COST?.toLowerCase() === 'true'; +} + export async function readFileReturnJson(filePath: string): Promise { console.log(`Reading JSON file from ${filePath}`); @@ -14,13 +23,62 @@ export async function readFileReturnJson(filePath: string): Promise const fileAsString = await fs.readFile(filePath, "utf-8"); return JSON.parse(fileAsString); } +export async function writeFileJson(filePath: string, jsonData: JsonData): Promise { + const jsonString = JSON.stringify(jsonData, null, 2); + await fs.writeFile(filePath, jsonString, "utf-8"); + + console.log(`Wrote JSON file to ${filePath}`); +} +/** + * Calculate estimated cost for Serverless Azure Cosmos DB + * + * Pricing (as of November 2025): + * - Serverless: $0.008 per 1 million RUs + */ +export function calculateServerlessRUCost(options: { + /** Total RUs consumed */ + totalRUs: number; + /** Price per million RUs for serverless ($0.008 is default) */ + serverlessPricePerMillionRUs?: number; + /** Number of regions (default: 1) */ + regionCount?: number; +}): { + /** Estimated cost in USD */ + estimatedCost: number; + /** Description of the calculation */ + description: string; + /** Additional details for calculation */ + details: Record; +} { + const { + totalRUs, + serverlessPricePerMillionRUs = 0.008, + regionCount = 1 + } = options; + + // Serverless model: pay per million RUs consumed + const costPerMillionRUs = serverlessPricePerMillionRUs * regionCount; + const estimatedCost = (totalRUs / 1_000_000) * costPerMillionRUs; + + return { + estimatedCost, + description: `Serverless: ${totalRUs.toLocaleString()} RUs = ${(totalRUs / 1_000_000).toFixed(6)} million RUs * $${costPerMillionRUs}/million = $${estimatedCost.toFixed(6)}`, + details: { + model: 'Serverless', + totalRUs, + costPerMillionRUs, + regionCount, + ruPerMillion: totalRUs / 1_000_000 + } + }; +} /** * Calculate estimated cost for Request Units (RUs) in different pricing models * - * Pricing (as of September 2023): + * Pricing (as of November 2025): * - Serverless: $0.008 per 1 million RUs - * - Provisioned: $0.008 per 100 RU/s per hour + * - Provisioned (General Purpose): $5.84 per 100 RU/s per month */ export function calculateRUCost(options: { /** Total RUs consumed */ @@ -31,8 +89,8 @@ export function calculateRUCost(options: { provisionedRUs?: number; /** Price per million RUs for serverless ($0.008 is default) */ serverlessPricePerMillionRUs?: number; - /** Price per 100 RU/s per hour for provisioned ($0.008 is default) */ - provisionedPricePer100RUsHour?: number; + /** Price per 100 RU/s per month for provisioned ($5.84 is default for General Purpose) */ + provisionedPricePer100RUsMonth?: number; /** Number of days to calculate cost for (default: 30) */ days?: number; /** Number of regions (default: 1) */ @@ -49,46 +107,37 @@ export function calculateRUCost(options: { totalRUs, isServerless = false, provisionedRUs = 400, // Minimum is 400 RU/s - serverlessPricePerMillionRUs = 0.008, // Updated from 0.25 - provisionedPricePer100RUsHour = 0.008, + serverlessPricePerMillionRUs = 0.008, + provisionedPricePer100RUsMonth = 5.84, days = 30, regionCount = 1 } = options; if (isServerless) { - // Serverless model: pay per million RUs consumed - const costPerMillionRUs = serverlessPricePerMillionRUs * regionCount; - const estimatedCost = (totalRUs / 1_000_000) * costPerMillionRUs; - - return { - estimatedCost, - description: `Serverless: ${totalRUs.toLocaleString()} RUs = ${(totalRUs / 1_000_000).toFixed(6)} million RUs * $${costPerMillionRUs}/million = $${estimatedCost.toFixed(6)}`, - details: { - model: 'Serverless', - totalRUs, - costPerMillionRUs, - regionCount - } - }; + return calculateServerlessRUCost({ + totalRUs, + serverlessPricePerMillionRUs, + regionCount + }); } else { - // Provisioned model: pay per RU/s provisioned per hour + // Provisioned model: pay per RU/s provisioned per month const rusPer100 = provisionedRUs / 100; - const hoursPerMonth = 24 * days; - const estimatedCost = rusPer100 * provisionedPricePer100RUsHour * hoursPerMonth * regionCount; + const monthsInPeriod = days / 30; + const estimatedCost = rusPer100 * provisionedPricePer100RUsMonth * monthsInPeriod * regionCount; // Also calculate what the same workload would cost in serverless const serverlessCost = (totalRUs / 1_000_000) * serverlessPricePerMillionRUs * regionCount; return { estimatedCost, - description: `Provisioned: ${provisionedRUs} RU/s = ${rusPer100} x 100 RU/s * $${provisionedPricePer100RUsHour}/hour * ${hoursPerMonth} hours * ${regionCount} region(s) = $${estimatedCost.toFixed(2)}`, + description: `Provisioned: ${provisionedRUs} RU/s = ${rusPer100} x 100 RU/s * $${provisionedPricePer100RUsMonth}/month * ${monthsInPeriod.toFixed(2)} months * ${regionCount} region(s) = $${estimatedCost.toFixed(2)}`, details: { model: 'Provisioned', provisionedRUs, rusPer100, - hoursPerMonth, + monthsInPeriod, regionCount, - costPer100RUsHour: provisionedPricePer100RUsHour, + costPer100RUsMonth: provisionedPricePer100RUsMonth, comparisonToServerless: { serverlessCost, differencePercentage: ((serverlessCost - estimatedCost) / estimatedCost * 100).toFixed(2) @@ -99,7 +148,209 @@ export function calculateRUCost(options: { } /** - * Estimate monthly cost based on current RU usage pattern + * Calculate estimated cost for Autoscale Azure Cosmos DB + * + * Pricing (as of November 2025): + * - Autoscale General Purpose: $5.84/month per 100 RU/s + * - Autoscale Business Critical: $11.68/month per 100 RU/s + * - Scales automatically between 10% of max RU/s and max RU/s based on workload + */ +export function calculateAutoscaleRUCost(options: { + /** Maximum RU/s configured for autoscale */ + maxAutoscaleRUs: number; + /** Actual RUs consumed during the period */ + totalRUsConsumed?: number; + /** Price per 100 RU/s per month for autoscale ($5.84 is default for General Purpose) */ + autoscalePricePer100RUsMonth?: number; + /** Number of days to calculate cost for (default: 30) */ + days?: number; + /** Number of regions (default: 1) */ + regionCount?: number; + /** Average utilization percentage (default: 50% - scales between 10% and 100%) */ + averageUtilizationPercent?: number; +}): { + /** Estimated cost in USD */ + estimatedCost: number; + /** Description of the calculation */ + description: string; + /** Additional details for calculation */ + details: Record; +} { + const { + maxAutoscaleRUs, + totalRUsConsumed, + autoscalePricePer100RUsMonth = 5.84, // General Purpose base price per month + days = 30, + regionCount = 1, + averageUtilizationPercent = 50 // Default assumption for scaling behavior + } = options; + + // Autoscale billing is based on the highest RU/s reached in each hour + // For estimation purposes, we'll use average utilization + const averageRUs = maxAutoscaleRUs * (averageUtilizationPercent / 100); + const rusPer100 = averageRUs / 100; + const monthsInPeriod = days / 30; + const estimatedCost = rusPer100 * autoscalePricePer100RUsMonth * monthsInPeriod * regionCount; + + // Compare with standard provisioned and serverless if RU consumption is provided + let comparisons: Record = {}; + if (totalRUsConsumed) { + const serverlessCost = calculateServerlessRUCost({ + totalRUs: totalRUsConsumed, + regionCount + }); + + const standardProvisionedCost = rusPer100 * 5.84 * monthsInPeriod * regionCount; // General Purpose standard rate per month + + comparisons = { + serverless: { + cost: serverlessCost.estimatedCost, + savings: ((estimatedCost - serverlessCost.estimatedCost) / estimatedCost * 100).toFixed(2) + }, + standardProvisioned: { + cost: standardProvisionedCost, + savings: ((estimatedCost - standardProvisionedCost) / estimatedCost * 100).toFixed(2) + } + }; + } + + return { + estimatedCost, + description: `Autoscale: Max ${maxAutoscaleRUs} RU/s (avg ~${averageRUs} RU/s at ${averageUtilizationPercent}% utilization) = ${rusPer100.toFixed(2)} x 100 RU/s * $${autoscalePricePer100RUsMonth}/month * ${monthsInPeriod.toFixed(2)} months * ${regionCount} region(s) = $${estimatedCost.toFixed(2)}`, + details: { + model: 'Autoscale', + maxAutoscaleRUs, + averageRUs, + averageUtilizationPercent, + rusPer100, + monthsInPeriod, + regionCount, + costPer100RUsMonth: autoscalePricePer100RUsMonth, + comparisons + } + }; +} + +/** + * Estimate monthly cost for Serverless Azure Cosmos DB based on current usage pattern + */ +export function estimateServerlessMonthlyRUCost(options: { + /** Current total RUs consumed */ + currentTotalRUs: number; + /** Duration in milliseconds over which the RUs were consumed */ + durationMs: number; + /** Price per million RUs for serverless */ + serverlessPricePerMillionRUs?: number; + /** Number of regions */ + regionCount?: number; +}): { + /** Estimated monthly cost in USD */ + monthlyCost: number; + /** Projected RU consumption for a month */ + projectedMonthlyRUs: number; + /** Detailed breakdown of the calculation */ + details: Record; +} { + const { + currentTotalRUs, + durationMs, + serverlessPricePerMillionRUs = 0.008, + regionCount = 1 + } = options; + + // Calculate projected monthly RU usage based on current consumption rate + const msInMonth = 30 * 24 * 60 * 60 * 1000; + const projectedMonthlyRUs = currentTotalRUs * (msInMonth / durationMs); + + // Calculate cost using the serverless calculation function + const costCalculation = calculateServerlessRUCost({ + totalRUs: projectedMonthlyRUs, + serverlessPricePerMillionRUs, + regionCount + }); + + return { + monthlyCost: costCalculation.estimatedCost, + projectedMonthlyRUs, + details: { + ...costCalculation.details, + currentRate: { + ruPerSecond: (currentTotalRUs / (durationMs / 1000)).toFixed(2), + ruPerMinute: (currentTotalRUs / (durationMs / 60000)).toFixed(2), + ruPerHour: (currentTotalRUs / (durationMs / 3600000)).toFixed(2), + durationMs, + currentTotalRUs + }, + projectionBasis: `Projected ${(projectedMonthlyRUs / 1_000_000).toFixed(2)} million RUs/month based on current rate` + } + }; +} + +/** + * Estimate monthly cost for Autoscale Azure Cosmos DB based on current usage pattern + */ +export function estimateAutoscaleMonthlyRUCost(options: { + /** Current total RUs consumed */ + currentTotalRUs: number; + /** Duration in milliseconds over which the RUs were consumed */ + durationMs: number; + /** Maximum RU/s that would be configured for autoscale */ + maxAutoscaleRUs: number; + /** Price per 100 RU/s per month for autoscale */ + autoscalePricePer100RUsMonth?: number; + /** Number of regions */ + regionCount?: number; + /** Expected average utilization percentage */ + averageUtilizationPercent?: number; +}): { + /** Estimated monthly cost in USD */ + monthlyCost: number; + /** Projected RU consumption for a month */ + projectedMonthlyRUs: number; + /** Detailed breakdown of the calculation */ + details: Record; +} { + const { + currentTotalRUs, + durationMs, + maxAutoscaleRUs, + autoscalePricePer100RUsMonth = 5.84, + regionCount = 1, + averageUtilizationPercent = 50 + } = options; + + // Calculate projected monthly RU usage based on current consumption rate + const msInMonth = 30 * 24 * 60 * 60 * 1000; + const projectedMonthlyRUs = currentTotalRUs * (msInMonth / durationMs); + + // Calculate cost using the autoscale calculation function + const costCalculation = calculateAutoscaleRUCost({ + maxAutoscaleRUs, + totalRUsConsumed: projectedMonthlyRUs, + autoscalePricePer100RUsMonth, + regionCount, + averageUtilizationPercent + }); + + return { + monthlyCost: costCalculation.estimatedCost, + projectedMonthlyRUs, + details: { + ...costCalculation.details, + currentRate: { + ruPerSecond: (currentTotalRUs / (durationMs / 1000)).toFixed(2), + ruPerMinute: (currentTotalRUs / (durationMs / 60000)).toFixed(2), + ruPerHour: (currentTotalRUs / (durationMs / 3600000)).toFixed(2), + durationMs, + currentTotalRUs + }, + projectionBasis: `Projected ${(projectedMonthlyRUs / 1_000_000).toFixed(2)} million RUs/month based on current rate` + } + }; +} + +/** + * Estimate monthly cost based on current RU usage pattern (backward compatibility) */ export function estimateMonthlyRUCost(options: { /** Current total RUs consumed */ @@ -112,8 +363,8 @@ export function estimateMonthlyRUCost(options: { provisionedRUs?: number; /** Price per million RUs for serverless */ serverlessPricePerMillionRUs?: number; - /** Price per 100 RU/s per hour for provisioned */ - provisionedPricePer100RUsHour?: number; + /** Price per 100 RU/s per month for provisioned */ + provisionedPricePer100RUsMonth?: number; /** Number of regions */ regionCount?: number; }): { @@ -129,8 +380,8 @@ export function estimateMonthlyRUCost(options: { durationMs, isServerless = false, provisionedRUs = 400, - serverlessPricePerMillionRUs = 0.008, // Updated from 0.25 - provisionedPricePer100RUsHour = 0.008, + serverlessPricePerMillionRUs = 0.008, + provisionedPricePer100RUsMonth = 5.84, regionCount = 1 } = options; @@ -144,7 +395,7 @@ export function estimateMonthlyRUCost(options: { isServerless, provisionedRUs, serverlessPricePerMillionRUs, - provisionedPricePer100RUsHour, + provisionedPricePer100RUsMonth, regionCount }); @@ -164,3 +415,98 @@ export function estimateMonthlyRUCost(options: { } }; } + +/** + * Compare costs across all Azure Cosmos DB pricing models + */ +export function compareAllPricingModels(options: { + /** Total RUs consumed */ + totalRUs: number; + /** Peak RU/s requirement for provisioned/autoscale sizing */ + peakRUsPerSecond: number; + /** Duration for the workload in days (default: 30) */ + days?: number; + /** Number of regions (default: 1) */ + regionCount?: number; + /** Average utilization percentage for autoscale (default: 50%) */ + averageAutoscaleUtilization?: number; +}): { + /** Serverless cost analysis */ + serverless: ReturnType; + /** Standard provisioned cost analysis */ + standardProvisioned: ReturnType; + /** Autoscale cost analysis */ + autoscale: ReturnType; + /** Recommendation based on cost */ + recommendation: { + cheapest: 'serverless' | 'standardProvisioned' | 'autoscale'; + reason: string; + potentialSavings: string; + }; +} { + const { + totalRUs, + peakRUsPerSecond, + days = 30, + regionCount = 1, + averageAutoscaleUtilization = 50 + } = options; + + // Calculate costs for each model + const serverless = calculateServerlessRUCost({ + totalRUs, + regionCount + }); + + const standardProvisioned = calculateRUCost({ + totalRUs, + isServerless: false, + provisionedRUs: peakRUsPerSecond, + days, + regionCount + }); + + const autoscale = calculateAutoscaleRUCost({ + maxAutoscaleRUs: peakRUsPerSecond, + totalRUsConsumed: totalRUs, + days, + regionCount, + averageUtilizationPercent: averageAutoscaleUtilization + }); + + // Determine the cheapest option + const costs = { + serverless: serverless.estimatedCost, + standardProvisioned: standardProvisioned.estimatedCost, + autoscale: autoscale.estimatedCost + }; + + const cheapest = Object.keys(costs).reduce((a, b) => + costs[a as keyof typeof costs] < costs[b as keyof typeof costs] ? a : b + ) as keyof typeof costs; + + const sortedCosts = Object.entries(costs).sort(([,a], [,b]) => a - b); + const [cheapestModel, cheapestCost] = sortedCosts[0]; + const [, secondCheapestCost] = sortedCosts[1]; + const savings = ((secondCheapestCost - cheapestCost) / secondCheapestCost * 100).toFixed(1); + + let reason = ''; + if (cheapest === 'serverless') { + reason = 'Serverless is most cost-effective for low to moderate, intermittent workloads'; + } else if (cheapest === 'standardProvisioned') { + reason = 'Standard provisioned is most cost-effective for predictable, sustained workloads'; + } else { + reason = 'Autoscale is most cost-effective for variable workloads with unpredictable traffic patterns'; + } + + return { + serverless, + standardProvisioned, + autoscale, + recommendation: { + cheapest, + reason, + potentialSavings: `${savings}% savings compared to next best option` + } + }; +} From a8235aad30f0f0d09950bf023b60f544616fd064 Mon Sep 17 00:00:00 2001 From: Dina Berry Date: Tue, 4 Nov 2025 10:16:52 -0800 Subject: [PATCH 4/4] insert at scale - language agnostic instructions --- .../BULK_OPERATIONS_IMPLEMENTATION_GUIDE.md | 336 ++++++++++++++++++ 1 file changed, 336 insertions(+) create mode 100644 nosql-insert-at-scale-typescript/docs/BULK_OPERATIONS_IMPLEMENTATION_GUIDE.md diff --git a/nosql-insert-at-scale-typescript/docs/BULK_OPERATIONS_IMPLEMENTATION_GUIDE.md b/nosql-insert-at-scale-typescript/docs/BULK_OPERATIONS_IMPLEMENTATION_GUIDE.md new file mode 100644 index 0000000..e1297f0 --- /dev/null +++ b/nosql-insert-at-scale-typescript/docs/BULK_OPERATIONS_IMPLEMENTATION_GUIDE.md @@ -0,0 +1,336 @@ +# Azure Cosmos DB Bulk Operations Implementation Guide + +This guide provides a language-agnostic specification for implementing enterprise-grade bulk insert and delete operations for Azure Cosmos DB NoSQL. Use this as a blueprint to create equivalent functionality in any programming language. + +## Overview + +This implementation demonstrates how to perform large-scale document operations (insert/delete) efficiently using Azure Cosmos DB's bulk operations API while maintaining enterprise-grade reliability, performance monitoring, and error handling. + +## Architecture Components + +### 1. Core Operation Functionality + +#### **Bulk Insert Operations** +- **Purpose**: Main entry point for bulk document insertion workflows +- **Key Responsibilities**: + - Load and validate JSON data files containing documents with vector embeddings + - Configure batch processing parameters based on document size and system capacity + - Orchestrate the resilient bulk insert process with comprehensive error handling + - Provide real-time performance analysis and cost estimation during operations + - Display comprehensive operation results including success rates, RU consumption, and timing metrics + +#### **Bulk Delete Operations** +- **Purpose**: Main entry point for bulk document deletion workflows +- **Key Responsibilities**: + - Query all existing documents in the container to retrieve their IDs and partition keys + - Orchestrate the resilient bulk delete process with comprehensive error handling + - Provide real-time performance analysis and cost estimation during operations + - Display comprehensive operation results including success rates, RU consumption, and timing metrics + +### 2. Core Utility Functionality + +#### **Cosmos DB Client Management** +- **Purpose**: Low-level Azure Cosmos DB operations and authentication +- **Key Functions**: + - **Authentication Support**: Implement both key-based and passwordless authentication methods (note: the reference implementation uses passwordless authentication exclusively) + - **Document Validation**: Ensure documents have required fields (`id`, partition key) before operations + - **Database/Container Management**: Verify and access existing database and container resources + - **Generic Bulk Executor**: Provide timeout and error handling wrapper for all bulk operations + - **Document Queries**: Execute efficient queries for deletion scenarios (retrieving only ID and partition key fields) + +#### **Resilient Bulk Operations** +- **Purpose**: Enterprise-grade resilient bulk operations with comprehensive error handling +- **Key Functions**: + - **Resilient Insert Processing**: Implement batch processing with retry logic and circuit breaker patterns for insert operations + - **Resilient Delete Processing**: Implement batch processing optimized for deletion operations with appropriate retry strategies + - **Error Classification**: Distinguish between retryable errors (timeouts, rate limiting) and non-retryable errors (authorization, validation) + - **Custom Retry Logic**: Implement exponential backoff for errors not automatically handled by the SDK + - **Performance Monitoring**: Collect and analyze real-time metrics during bulk operations + +#### **Supporting Functionality** +- **Performance Metrics**: Real-time monitoring of RU consumption, latency measurement, and throughput calculation +- **Cost Estimation**: Calculate operational costs for different Azure Cosmos DB pricing models (serverless, provisioned, autoscale) +- **Utility Operations**: File I/O operations, JSON processing, configuration management, and helper functions + +## Implementation Requirements + +### 1. Mandatory Azure Cosmos DB API Usage + +**CRITICAL**: All insert and delete operations MUST use the bulk operations API available in your language's Azure Cosmos DB SDK: +- **Insert**: Use bulk create operations (equivalent to `BulkOperationType.Create` with `executeBulkOperations` in the JavaScript/TypeScript SDK) +- **Delete**: Use bulk delete operations (equivalent to `BulkOperationType.Delete` with `executeBulkOperations` in the JavaScript/TypeScript SDK) +- **Prohibited**: Direct individual item operations (create, upsert, delete, replace), deprecated bulk methods + +**Authentication Support**: Your implementation must support both key-based and passwordless authentication methods for flexibility, though the reference articles and tutorials will demonstrate passwordless authentication exclusively as the recommended secure approach. + +### 2. Required Document Structure + +#### **For Insert Operations**: +```json +{ + "id": "document-identifier", // Required by Cosmos DB + "HotelId": "partition-key-value", // Custom partition key field + "HotelName": "Hotel Name", + "Description": "Hotel description", + "embedding": [0.1, 0.2, ...], // Vector embeddings (1536 dimensions) + // ... other document properties +} +``` + +#### **For Delete Operations**: +```json +{ + "id": "document-identifier", + "partitionKey": "partition-key-value" +} +``` + +### 3. Bulk Operation Configuration + +#### **Required Operation Input Structure (TypeScript Reference)**: + +The following examples show the TypeScript/JavaScript SDK structure. Implement equivalent functionality using your language's SDK patterns and data structures: + +**Insert Operations (TypeScript Example)**: +```typescript +{ + operationType: BulkOperationType.Create, + partitionKey: document[partitionKeyField], // REQUIRED + resourceBody: documentWithIdField // REQUIRED: must contain 'id' field +} +``` + +**Delete Operations (TypeScript Example)**: +```typescript +{ + operationType: BulkOperationType.Delete, + id: documentId, // REQUIRED + partitionKey: partitionKeyValue // REQUIRED +} +``` + +**Language Implementation Notes**: +- Use your language's idiomatic approach for defining operation structures (classes, structs, dictionaries, etc.) +- Ensure all required fields are included: operation type, partition key, and either document body (insert) or document ID (delete) +- Follow your language's naming conventions (camelCase, snake_case, PascalCase, etc.) + +### 4. Response Handling + +#### **Bulk Operation Result Structure (TypeScript Reference)**: + +The following shows the TypeScript/JavaScript SDK response structure. Map this to your language's equivalent types and error handling patterns: + +```typescript +{ + operationInput: OperationInput, // Original operation + response?: { // Success response + statusCode: number, // HTTP status (200, 201, etc.) + requestCharge: number, // RU consumption + resourceBody?: any // Response body (for successful operations) + }, + error?: { // Error response + code: number, // Error code + message: string // Error description + } +} +``` + +**Language Implementation Notes**: +- Use your language's preferred error handling patterns (exceptions, result types, optional types, etc.) +- Extract essential information: HTTP status codes, RU consumption, error details +- Implement response processing that is natural for your language's SDK and type system + +## Core Implementation Patterns + +### 1. Document Preparation + +#### **Essential Steps**: +1. **ID Field Generation**: Ensure every document has an `id` field + - Use existing custom ID field value OR generate UUID if missing + - Example: `document.id = document.HotelId || generateUUID()` + +2. **Partition Key Validation**: Verify partition key field exists and has value + - Example: Validate `HotelId` field is present and not empty + +3. **Document Validation**: Basic schema validation before operations + - Check required fields, data types, constraints + +### 2. Batch Processing Strategy + +#### **Configuration Parameters**: +- **Batch Size**: 5-100 documents per batch (optimize based on document size) +- **Concurrency**: Number of parallel batch operations +- **Timeout**: Per-batch operation timeout (default: 30 seconds) + +#### **Processing Flow**: +1. Split documents into batches of configured size +2. Process batches with controlled concurrency +3. Monitor progress and performance metrics +4. Handle failures with retry logic + +### 3. Error Handling and Retry Logic + +#### **Error Classification**: + +**Retryable Errors** (implement custom retry): +- `408` - Request Timeout +- `429` - Too Many Requests (rate limiting) +- `449` - Retry With +- `503` - Service Unavailable +- `500` - Internal Server Error (transient) + +**Non-Retryable Errors** (permanent failures): +- `400` - Bad Request +- `401` - Unauthorized +- `403` - Forbidden +- `404` - Not Found (for updates/deletes) +- `409` - Conflict + +#### **Retry Strategy**: +- **Maximum Retries**: 3 attempts per batch +- **Exponential Backoff**: `Math.min(baseDelay * Math.pow(2, attempt-1), maxDelay)` +- **Rate Limit Handling**: Special handling for 429 errors with longer delays +- **Circuit Breaker**: Stop retrying after consecutive failures + +### 4. Performance Monitoring + +#### **Required Metrics**: +- **Request Units (RUs)**: Track consumption per operation and total +- **Latency**: Measure operation timing (per document and per batch) +- **Throughput**: Documents processed per second +- **Success/Failure Rates**: Operation outcome tracking +- **Error Distribution**: Count errors by type/code + +#### **Cost Estimation**: +- **Serverless**: $0.000344 per 1M RUs (as of 2024) +- **Provisioned**: $0.000128 per RU/hour (as of 2024) +- **Autoscale**: $0.000192 per RU/hour (as of 2024) + +## Minimum Implementation Checklist + +### 1. Core Functional Areas Required + +- [ ] **Main Insert Application**: Entry point and orchestration for bulk insertion operations +- [ ] **Main Delete Application**: Entry point and orchestration for bulk deletion operations +- [ ] **Authentication Module**: Client creation supporting both key-based and passwordless authentication methods +- [ ] **Bulk Operations Core**: Generic bulk operation executor with timeout and comprehensive error handling +- [ ] **Resilience Implementation**: Error handling, retry logic, circuit breaker patterns, and batch processing +- [ ] **Performance Monitoring**: Real-time metrics collection, RU tracking, and cost calculation +- [ ] **Configuration Management**: Environment variable handling, settings management, and operational parameters + +### 2. Essential Function Implementation + +#### **Client Management Functionality**: +- [ ] Create Cosmos DB client with key-based authentication (for flexibility) +- [ ] Create Cosmos DB client with passwordless authentication (recommended approach used in reference articles) +- [ ] Verify database and container existence before operations +- [ ] Handle authentication errors and provide clear error messages + +#### **Document Processing Operations**: +- [ ] Validate document structure ensuring required fields are present (id, partition key) +- [ ] Generate document IDs when missing from source data +- [ ] Execute efficient queries for deletion scenarios (retrieving only essential fields: id + partition key) +- [ ] Implement document preparation logic for bulk operations + +#### **Bulk Operations Implementation**: +- [ ] Execute bulk insert operations with timeout and comprehensive error handling +- [ ] Execute bulk delete operations with timeout and comprehensive error handling +- [ ] Handle bulk operation response structures correctly (success and error scenarios) +- [ ] Process both individual operation results and batch-level outcomes +- [ ] Implement proper resource cleanup and connection management + +#### **Resilience Feature Implementation**: +- [ ] Implement batch document processing with configurable batch sizes +- [ ] Create custom retry logic for retryable errors (timeouts, rate limiting, transient failures) +- [ ] Implement exponential backoff strategy with maximum retry limits +- [ ] Develop circuit breaker pattern to prevent cascading failures +- [ ] Provide progress tracking and real-time reporting during operations + +#### **Performance Monitoring Implementation**: +- [ ] Track Request Unit (RU) consumption per operation and in aggregate +- [ ] Measure latency for individual documents and batch operations +- [ ] Calculate throughput (documents processed per second) +- [ ] Monitor error rates and categorize error types +- [ ] Estimate operational costs across different pricing models (serverless, provisioned, autoscale) + +### 3. Configuration Requirements + +#### **Environment Variables**: +```bash +# Cosmos DB Configuration +COSMOS_ENDPOINT=https://your-account.documents.azure.com +COSMOS_KEY=your-primary-key +COSMOS_DB_NAME=Hotels +COSMOS_CONTAINER_NAME=hotels-insert-scale + +# Operation Configuration +PARTITION_KEY_PATH=/HotelId +BATCH_SIZE=50 +MAX_CONCURRENCY=5 +BULK_INSERT_TIMEOUT_MS=30000 + +# Data Configuration +DATA_FILE_WITH_VECTORS=./HotelsData_text_embedding_small_3.json +EMBEDDED_FIELD=embedding +EMBEDDING_DIMENSIONS=1536 + +# Display Configuration +SHOW_COST=true +``` + +## Performance Optimization Guidelines + +### 1. Batch Size Optimization +- **Small Documents** (< 10KB): 50-100 documents per batch +- **Large Documents** (> 100KB): 5-20 documents per batch +- **Vector Documents** (with embeddings): 20-50 documents per batch + +### 2. Concurrency Tuning +- **Low RU containers** (< 1000 RU/s): 1-3 concurrent batches +- **Medium RU containers** (1000-10000 RU/s): 3-10 concurrent batches +- **High RU containers** (> 10000 RU/s): 10+ concurrent batches + +### 3. Error Handling Best Practices +- Log detailed error information for debugging +- Implement graceful degradation for persistent failures +- Provide clear user feedback on operation progress +- Save failed documents for manual review + +## Language-Specific Implementation Notes + +### For SDK Integration +1. **Find Bulk Operations API**: Locate the equivalent of bulk operations functionality in your target language's Azure Cosmos DB SDK +2. **Understand Response Format**: Map bulk operation result structures to your language-specific types and error handling patterns +3. **Implement Async Patterns**: Use appropriate asynchronous programming patterns (async/await, promises, futures, etc.) that are idiomatic for your language +4. **Handle JSON Serialization**: Ensure proper document serialization/deserialization using your language's preferred JSON handling libraries +5. **Authentication Implementation**: Implement both authentication methods (key-based and passwordless) even though the reference articles use passwordless exclusively + +### Language-Specific Naming and Structure Guidelines +- **File Organization**: Structure your code using conventions appropriate for your language (modules, packages, namespaces, etc.) +- **Function Naming**: Use naming conventions that are idiomatic for your language rather than translating names directly +- **Error Handling**: Implement error handling patterns that are natural for your language (exceptions, result types, error unions, etc.) +- **Configuration Management**: Use configuration patterns typical for your language and ecosystem +- **Dependency Management**: Use your language's standard package/dependency management system + +### Common Pitfalls to Avoid +- āŒ Using individual item operations instead of bulk operations APIs +- āŒ Missing partition key in bulk operation input structures +- āŒ Incorrect response structure handling (accessing wrong properties or missing error cases) +- āŒ Not implementing proper retry logic for transient failures +- āŒ Ignoring Request Unit (RU) consumption and cost implications +- āŒ Hardcoding authentication method instead of supporting both key-based and passwordless options +- āŒ Not providing adequate progress feedback during long-running operations + +## Success Criteria + +A successful implementation should demonstrate: +- āœ… **100% usage of bulk operations APIs** for insert/delete (no individual item operations) +- āœ… **Proper error handling** with retry logic and graceful failure management +- āœ… **Performance monitoring** with RU tracking and cost estimation across different pricing models +- āœ… **Scalable architecture** that efficiently handles datasets of 1000+ documents +- āœ… **Enterprise reliability** with timeout handling and circuit breaker patterns +- āœ… **Clear user feedback** with progress reporting and detailed operation results +- āœ… **Flexible authentication** supporting both key-based and passwordless methods (while using passwordless in reference articles) +- āœ… **Language-idiomatic code** that follows best practices and conventions for the target programming language + +This guide provides the foundation for implementing equivalent functionality in any programming language while maintaining the same level of reliability, performance, and enterprise readiness as the TypeScript reference implementation. \ No newline at end of file