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Statistical Computing Library - Privacy-Preserving Statistical Analysis
This module provides high-performance statistical computing operations leveraging Phase 2 enhancements:
- Fiduciary Cryptography (ML-DSA) for secure statistical computations
- Hardware-Sympathetic Storage (ZNS) for zero-copy statistical data
- Zero-Knowledge Semantic Proofs for privacy-preserving statistics
- NVMe Computational Storage (CSD) for accelerated statistical operations
Structs§
- Accelerator
Capabilities - Accelerator capabilities
- Accuracy
Metrics - Accuracy metrics
- Alert
System - Alert system
- Anomaly
Detection - Anomaly detection
- Completed
Operation - Completed operation
- Compression
Statistics - Compression statistics
- Computation
Capabilities - Computation capabilities
- Constraint
- Constraint
- Cost
Model - Cost model
- Cross
Validation - Cross validation
- Data
Catalog - Data catalog for dataset management
- Data
Compression Engine - Data compression engine
- Data
Index - Data index
- Data
Indexing Engine - Data indexing engine
- Dataset
- Dataset representation
- Dataset
Dimensions - Dataset dimensions
- Dataset
Metadata - Dataset metadata
- Dataset
Metrics - Dataset metrics
- Differential
Privacy - Differential privacy
- Distribution
- Statistical distribution
- Escalation
Policy - Escalation policies
- Escalation
Step - Escalation step
- Execution
Plan - Execution plan
- Forecasting
Engine - Forecasting engine
- Hardware
Accelerator - Hardware accelerator
- Histogram
Result - Hyperparameter
- Hyperparameter
- Hyperparameter
Tuning - Hyperparameter tuning
- Index
Entry - Index entry
- Index
Statistics - Index statistics
- Integrity
Check - Integrity checks
- Load
Balancer - Load balancer
- Mode
Result - Modal value of a column, with the frequency of that value.
- Model
Parameters - Model parameters
- Model
Performance - Model performance metrics
- Model
Selection - Model selection
- Operation
Metrics - Operation metrics
- Optimization
Engine - Optimization engine for statistical acceleration
- Parameter
Definition - Parameter definition
- Parameter
Range - Parameter range
- Parameter
Schema - Parameter schema
- Pattern
Library - Pattern library
- Pattern
Recognition - Pattern recognition
- Pattern
Template - Pattern template
- Polynomial
Fit - Fitted polynomial-regression model: coefficients (ascending powers, so
coefficients[0]is the constant term) plus the coefficient of determination. - Privacy
Accountant - Privacy accountant
- Privacy
Budget - Privacy budget
- Privacy
Metrics - Privacy metrics
- Query
Optimizer - Query optimizer
- Query
Plan - An optimized query plan: ordered steps with aggregate cost/row estimates.
- Query
Step - A single step in an optimized query plan: the operation plus its estimated cost and output row count.
- Queue
Manager - Queue manager
- Queued
Operation - Queued operation
- Random
Forest FitResult - Summary of a fitted random forest, with the in-sample fit metric (R² for a regression forest, classification accuracy for a classifier).
- Relationship
- Dataset relationships
- Result
Metadata - Result metadata
- Running
Operation - Running operation
- Search
Engine - Search engine
- Search
Index - Search index for efficient dataset discovery
- Search
Space - Search space
- Secure
Aggregation - Secure aggregation
- Sensitivity
Analyzer - Sensitivity analyzer
- Sensitivity
Function - Sensitivity function
- Statistical
Accelerator - Statistical accelerator
- Statistical
Analysis Engine - Statistical analysis engine
- Statistical
Analysis Result - Statistical analysis result
- Statistical
Computation Engine - Statistical computation engine
- Statistical
Computation Unit - Statistical computation unit
- Statistical
Computing Library - Statistical Computing Library Manager
- Statistical
Data Storage - Statistical data storage using ZNS for efficient data management
- Statistical
Model - Statistical model
- Statistical
Pattern - Statistical pattern
- Statistical
Performance Monitor - Statistical performance monitor
- Statistical
Privacy Engine - Statistical privacy engine
- Statistical
Result - Statistical result
- Statistical
Scheduler - Statistical scheduler
- Statistical
Zone - Statistical zone for different data types
- SvmFit
Result - Summary of a fitted soft-margin SVM (the model’s internals stay in the solver).
- System
Metrics - System metrics
- TTest
Result - Unit
Metrics - Unit metrics
Enums§
- Acceleration
Strategy - Acceleration strategies
- Accelerator
Type - Accelerator types
- Access
Pattern - Access patterns for optimization
- Aggregation
Protocol - Aggregation protocols
- Alert
Type - Alert types
- Analysis
Algorithm - Analysis algorithms
- Balancing
Strategy - Load balancing strategies
- CVMethod
- CV methods
- Composition
Method - Composition methods
- Compression
Algorithm - Compression algorithms
- Computation
Unit Type - Computation unit types
- Constraint
Type - Constraint types
- Correlation
Method - Correlation methods
- Data
Type - Data types for statistical analysis
- Data
Value - Data values
- Dataset
Type - Dataset types
- Detection
Algorithm - Detection algorithms
- Distribution
Type - Distribution types
- Encryption
Scheme - Encryption schemes
- Escalation
Action - Escalation actions
- Forecasting
Model - Forecasting models
- Hyperparameter
Type - Hyperparameter types
- Hypothesis
Type - Hypothesis types
- Index
Type - Index types
- Indexing
Strategy - Indexing strategies
- Integrity
Check Type - Integrity check types
- Join
Type - Join strategy selected by the query optimizer.
- Model
Type - Model types
- Noise
Mechanism - Noise mechanisms
- Notification
Channel - Notification channels
- Operation
Priority - Operation priorities
- Optimization
Rule - Optimization rules
- Pattern
Type - Pattern types
- Privacy
Level - Privacy levels for statistical data
- Query
Operation - A single logical query operation. Each variant carries the data the optimizer needs to estimate cost, reorder steps, and select join strategies.
- Recognition
Algorithm - Recognition algorithms
- Relationship
Type - Relationship types
- Result
Type - Result types
- Result
Value - Result values
- Scheduling
Policy - Scheduling policies
- Search
Engine Type - Search engine types
- Selection
Criterion - Selection criteria
- Sensitivity
Method - Sensitivity methods
- Statistical
Error - Statistical error types
- Statistical
Operation - Statistical operations
- Statistical
Zone Type - Statistical zone types
- Threshold
Method - Threshold methods
- Tuning
Method - Tuning methods
- Verification
Method - Verification methods