Memories-dev

Added

- **Core**
- Added direct file storage capability for Glacier to Cold transfers
- Implemented `store_file` method in `ColdMemory` class for binary data storage
- Added `glacier_to_cold_file` method to preserve binary file formats
- Enhanced metadata handling for file-based storage
- Improved error handling for binary data transfers

- **Scripts & Utilities**

- Improved file path handling and validation
- Enhanced file metadata recording and retrieval

Enhanced

- **Core**
- Improved binary data handling in Cold storage
- Added support for preserving file formats without encoding
- Enhanced file registration in memory catalog
- Added better file path management and timestamp-based naming
- Improved error reporting for storage operations
- Enhanced retrieval of binary data from Glacier storage
- Improved file format detection and handling
- Better error handling for large file transfers
- Added support for custom filenames during transfers

Fixed

- Fixed data transfer issue when moving binary data from Glacier to Cold storage
- Resolved issue with non-existent `store_raw` method in `ColdMemory` class
- Improved handling of different data types during tier transfers
- Enhanced base64 encoding for binary data that needs database storage
- Fixed parameter handling in `ColdMemory.store` method calls

Added

- **Core**
- Enhanced schema transfer from cold to red hot memory
- Added schema embeddings for semantic column search
- Improved metadata extraction and storage for parquet files
- Optimized parquet file handling to reduce disk space usage
- Improved batch processing for large datasets
- Enhanced memory cleanup routines
- Better error handling and logging across core functions

- **Models**
- Added robust error handling for models
- Enhanced API integration for models
- Improved API key management from environment variables
- Added comprehensive logging for API interactions
- Enhanced chat completion functionality

- **Utils**
- Added dependency version checks and compatibility validation
- Improved temporary directory handling and cleanup
- Enhanced DuckDB lock management and release mechanisms

- **Deployment**
- Added test environment configuration handling
- Enhanced geospatial data testing
- Added comprehensive API connector tests

- **Configuration**
- Added fallback configuration handling for test environments
- Improved config file path handling
- Added environment-aware configuration loading
- Enhanced error messages for missing configurations
- Added test-specific configuration defaults

Fixed

- **Core**
- Fixed TypeError in batch parquet import tests related to 'enable_red_hot' parameter
- Resolved multiple TypeErrors in memory retrieval tests related to 'vector_encoder' parameter
- Fixed geospatial data querying test failures

- **Models**
- Fixed API connector test reliability issues

- **Utils**
- Enhanced test suite with better mocking and fixtures
- Added conditional test skipping for optional dependencies

- **Deployment**
- Fixed config file not found error in test environments
- Added proper test configuration initialization

- **Configuration**
- Updated test suite to match new API parameters
- Resolved documentation test dependencies

Enhanced

- **Documentation**
- Improved version consistency checks
- Enhanced API reference completeness
- Added better example code validation
- Updated changelog formatting and structure
- Improved license information consistency
- Added test environment setup documentation

Added

- **Schema Management**
- Enhanced schema transfer from cold to red hot memory
- Added schema embeddings for semantic column search
- Improved metadata extraction and storage for parquet files

- **System Improvements**
- Added dependency version checks and compatibility validation
- Improved temporary directory handling and cleanup
- Enhanced DuckDB lock management and release mechanisms
- Better error handling and logging across core functions
- Added fallback configuration handling for test environments

- **Memory Optimization**
- Optimized parquet file handling to reduce disk space usage
- Improved batch processing for large datasets
- Enhanced memory cleanup routines

- **Testing Improvements**
- Enhanced test suite with better mocking and fixtures
- Added conditional test skipping for optional dependencies
- Improved documentation testing with mock imports
- Added comprehensive API connector tests
- Enhanced geospatial data testing
- Added test environment configuration handling

- **API Connectors**
- Added robust error handling for API
- Enhanced API integration
- Improved API key management from environment variables
- Added comprehensive logging for API interactions
- Enhanced chat completion functionality

Fixed

- **Test Suite Fixes**
- Fixed TypeError in batch parquet import tests related to 'enable_red_hot' parameter
- Resolved multiple TypeErrors in memory retrieval tests related to 'vector_encoder' parameter
- Fixed geospatial data querying test failures
- Updated test suite to match new API parameters
- Resolved documentation test dependencies
- Fixed API connector test reliability issues
- Fixed config file not found error in test environments
- Added proper test configuration initialization

Enhanced

- **Documentation**
- Improved version consistency checks
- Enhanced API reference completeness
- Added better example code validation
- Updated changelog formatting and structure
- Improved license information consistency
- Added test environment setup documentation

- **Configuration Management**
- Improved config file path handling
- Added environment-aware configuration loading
- Enhanced error messages for missing configurations
- Added test-specific configuration defaults

Added

- **Schema Management**
- Enhanced schema transfer from cold to red hot memory
- Added schema embeddings for semantic column search
- Improved metadata extraction and storage for parquet files

- **System Improvements**
- Added dependency version checks and compatibility validation
- Improved temporary directory handling and cleanup
- Enhanced DuckDB lock management and release mechanisms
- Better error handling and logging across core functions

- **Memory Optimization**
- Optimized parquet file handling to reduce disk space usage
- Improved batch processing for large datasets
- Enhanced memory cleanup routines

Added
- **Memory Management**
- Advanced memory cleanup and optimization routines
- Improved garbage collection for large datasets
- Enhanced memory allocation strategies
- Dynamic memory scaling capabilities

- **Performance**
- Optimized query execution paths
- Enhanced caching mechanisms
- Improved parallel processing efficiency
- Better resource utilization across nodes

- **Analytics**
- Advanced memory usage analytics
- Real-time performance monitoring
- Detailed system health metrics
- Resource utilization tracking

Enhanced
- **Core Systems**
- Improved error recovery mechanisms
- Enhanced system stability
- Better failover handling
- Optimized background tasks

- **Documentation**
- Updated deployment guides
- Enhanced troubleshooting documentation
- Added performance tuning guides
- Improved API documentation

Fixed
- Memory leaks in long-running processes
- Race conditions in parallel processing
- Cache invalidation edge cases
- Resource cleanup in error scenarios

Security
- Enhanced access control mechanisms
- Improved data encryption
- Updated security protocols
- Better audit logging

Enhanced Earth Memory Integration: Seamless fusion of 15+ specialized analyzers for comprehensive environmental understanding
Temporal Analysis Engine: Advanced historical change detection and future prediction capabilities
Asynchronous Processing Pipeline: Parallel execution of multiple Earth Memory analyzers for 10x faster analysis
Vector-Based Memory Storage: Efficient embedding and retrieval of complex multi-modal data
Comprehensive Scoring System: Sophisticated algorithms for property evaluation across multiple dimensions
Multi-model Inference: Compare results from multiple LLM providers
Streaming Responses: Real-time streaming for all supported model providers
Memory Optimization: Advanced memory usage with automatic tier balancing
Distributed Memory: Support for distributed memory across multiple nodes

Added
- New deployment patterns documentation with comprehensive
- **Diagrams**
- Standalone deployment configuration for high-performance computing
- Consensus deployment support for distributed systems
- Swarmed deployment pattern for edge computing and global
- **Distribution**
- Cross-cloud provider support (AWS, Azure, GCP)
- Advanced hardware configuration templates
- Security and monitoring documentation
- **Utils**
- Added new geometry processing utilities
- Enhanced text processing with better error handling
- Added location normalization utilities
- Improved coordinate validation and processing
- **Models**
- Added new model loading system
- Enhanced model cleanup procedures
- Improved GPU memory management
- Implemented new async process method in BaseModel
- Added proper error handling and state management
- Enhanced tool registration and validation system
- Implemented memory cleanup handlers

Enhanced
- Improved documentation structure
- Added mermaid diagrams for architecture visualization
- Enhanced deployment selection guide
- Updated folder structure for better organization
- **Data Acquisition**
- Enhanced OvertureAPI with direct S3 access
- Added DuckDB integration for efficient data filtering
- Added support for multiple Overture themes
- Enhanced error handling in data downloads
- **Utils**
- Optimized data filtering and processing
- Enhanced memory efficiency
- Improved error handling and logging
- Better handling of large datasets

Fixed
- Configuration file structure and organization
- Documentation clarity and completeness
- Cross-provider compatibility issues
- **Cache System**:
- Improved cache invalidation mechanism in DataManager
- Fixed JSON serialization of numpy arrays in satellite data
- Enhanced cache key generation for refresh operations
- Added proper handling of mock responses in tests
- **Models**:
- Resolved async execution issues
- Fixed tool registration validation

- **Data Acquisition**:
- Fixed Overture API connection issues
- Resolved DuckDB extension loading problems
- Fixed data filtering edge cases
- Improved error handling in downloads

Testing
- **Test Improvements**:
- Enhanced test_cache_invalidation with deterministic responses
- Added call counting for better test control
- Improved assertions for cache refresh verification
- Added comprehensive test coverage for cache operations
- Added data acquisition tests
- Improved utility function testing