| // Copyright 2020 The Fuchsia Authors. All rights reserved. |
| // Use of this source code is governed by a BSD-style license that can be |
| // found in the LICENSE file. |
| |
| package privacy |
| |
| import ( |
| "config" |
| "fmt" |
| "math" |
| ) |
| |
| type ErrorCalculator struct { |
| ParamsCalc PrivacyEncodingParamsCalculator |
| } |
| |
| // Public factory method for creating an ErrorCalculator given a |
| // PrivacyEncodingParamsCalculator. |
| func NewErrorCalculator(paramsCalc PrivacyEncodingParamsCalculator) *ErrorCalculator { |
| return &ErrorCalculator{paramsCalc} |
| } |
| |
| // Public factory method for creating an ErrorCalculator given the file path |
| // of the PrivacyEncodingParams. |
| func NewErrorCalculatorFromPrivacyParams(privacyParamsPath string) (*ErrorCalculator, error) { |
| paramsCalculator, err := NewPrivacyEncodingParamsCalculator(privacyParamsPath) |
| if err != nil { |
| return nil, err |
| } |
| errorCalculator := NewErrorCalculator(*paramsCalculator) |
| if err != nil { |
| return nil, err |
| } |
| return errorCalculator, nil |
| } |
| |
| // Given a |metric|, |report|, and |params|, estimates the report row error. |
| // |
| // Row error is temporarily -1 unless |epsilon| is 0 due to deprecated Rappor |
| // encoding scheme. |
| // |
| // TODO(b/278932979): update this comment once error calculation is implemented for |
| // Poisson encoding scheme. |
| func (e *ErrorCalculator) Estimate(metric *config.MetricDefinition, report *config.ReportDefinition, epsilon float64, population uint64, minDenominatorEstimate uint64) (estimate float64, err error) { |
| if epsilon == 0 { |
| return 0, nil |
| } |
| |
| var errorEstimate float64 |
| switch report.GetReportType() { |
| case config.ReportDefinition_UNIQUE_DEVICE_HISTOGRAMS: |
| fallthrough |
| case config.ReportDefinition_UNIQUE_DEVICE_COUNTS: |
| fallthrough |
| case config.ReportDefinition_HOURLY_VALUE_HISTOGRAMS: |
| fallthrough |
| case config.ReportDefinition_FLEETWIDE_OCCURRENCE_COUNTS: |
| fallthrough |
| case config.ReportDefinition_FLEETWIDE_HISTOGRAMS: |
| fallthrough |
| case config.ReportDefinition_UNIQUE_DEVICE_NUMERIC_STATS: |
| fallthrough |
| case config.ReportDefinition_HOURLY_VALUE_NUMERIC_STATS: |
| fallthrough |
| case config.ReportDefinition_FLEETWIDE_MEANS: |
| fallthrough |
| default: |
| reportType := config.ReportDefinition_ReportType_name[int32(report.GetReportType())] |
| return -1, fmt.Errorf("error estimation is not supported for reports of type %s", reportType) |
| } |
| |
| if math.IsNaN(errorEstimate) || math.IsInf(errorEstimate, 0) { |
| return errorEstimate, fmt.Errorf("error estimation failed to return valid result due to an invalid or missing field") |
| } |
| return errorEstimate, nil |
| } |
| |
| func meanReportConfigurationError(report *config.ReportDefinition, minDenominatorEstimate uint64) error { |
| if minDenominatorEstimate == 0 { |
| return fmt.Errorf("user estimate for lower bound on unnoised denominator required for %s", report.GetReportType()) |
| } |
| if report.MaxValue == 0 && report.MinValue == 0 { |
| return fmt.Errorf("MinValue and MaxValue required to estimate error for %s", report.GetReportType()) |
| } |
| return nil |
| } |