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AnalyzerEngine.cs
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using System.Text.RegularExpressions;
using ManagedCode.Presidio.Core;
namespace ManagedCode.Presidio.Analyzer;
/// <summary>
/// Entry point for Presidio Analyzer. Ported from the Python implementation.
/// </summary>
public sealed class AnalyzerEngine : IDisposable
{
private readonly RecognizerRegistry _registry;
private readonly INlpEngine _nlpEngine;
private readonly AppTracer _appTracer;
private readonly bool _logDecisionProcess;
private readonly double _defaultScoreThreshold;
private readonly IReadOnlyCollection<string> _supportedLanguages;
private readonly ContextAwareEnhancer _contextAwareEnhancer;
public AnalyzerEngine(
RecognizerRegistry? registry = null,
INlpEngine? nlpEngine = null,
AppTracer? appTracer = null,
bool logDecisionProcess = false,
double defaultScoreThreshold = 0,
IReadOnlyCollection<string>? supportedLanguages = null,
ContextAwareEnhancer? contextAwareEnhancer = null)
{
_supportedLanguages = supportedLanguages is { Count: > 0 }
? supportedLanguages
: new[] { "en" };
_nlpEngine = nlpEngine ?? new NlpEngineProvider().CreateEngine();
EnsureNlpEngineLoaded();
_appTracer = appTracer ?? new AppTracer();
_logDecisionProcess = logDecisionProcess;
_defaultScoreThreshold = defaultScoreThreshold;
if (registry is null)
{
var provider = new RecognizerRegistryProvider();
_registry = provider.CreateRecognizerRegistry(_nlpEngine, _supportedLanguages);
}
else
{
if (!HasMatchingLanguages(registry.SupportedLanguages, _supportedLanguages))
{
throw new ArgumentException(
$"Misconfigured engine. Registry languages '{string.Join(",", registry.SupportedLanguages)}' do not match analyzer languages '{string.Join(",", _supportedLanguages)}'.");
}
_registry = registry;
}
_contextAwareEnhancer = contextAwareEnhancer ?? new LemmaContextAwareEnhancer();
}
public IReadOnlyCollection<EntityRecognizer> GetRecognizers(string? language = null)
{
var languages = language is null ? _supportedLanguages : new[] { language };
var recognizers = new List<EntityRecognizer>();
foreach (var lang in languages)
{
recognizers.AddRange(_registry.GetRecognizers(lang, allFields: true));
}
return recognizers.Distinct().ToArray();
}
public IReadOnlyCollection<string> GetSupportedEntities(string? language = null)
{
var languages = language is null ? _supportedLanguages : new[] { language };
return _registry.GetSupportedEntities(languages);
}
public IReadOnlyCollection<RecognizerResult> Analyze(
string text,
string language,
IReadOnlyCollection<string>? entities = null,
string? correlationId = null,
double? scoreThreshold = null,
bool returnDecisionProcess = false,
IReadOnlyCollection<EntityRecognizer>? adHocRecognizers = null,
IReadOnlyCollection<string>? context = null,
IReadOnlyCollection<string>? allowList = null,
AllowListMatch allowListMatch = AllowListMatch.Exact,
RegexOptions regexOptions = RegexOptions.Singleline | RegexOptions.Multiline | RegexOptions.IgnoreCase,
NlpArtifacts? nlpArtifacts = null)
{
ArgumentException.ThrowIfNullOrWhiteSpace(language);
EnsureNlpEngineLoaded();
var allFields = entities is null || entities.Count == 0;
var recognizers = _registry.GetRecognizers(
language,
entities,
allFields,
adHocRecognizers);
if (allFields)
{
entities = GetSupportedEntities(language);
}
try
{
nlpArtifacts ??= _nlpEngine.ProcessText(text, language);
}
catch (NotSupportedException ex) when (ex.Message.Contains("Language", StringComparison.OrdinalIgnoreCase))
{
throw new InvalidOperationException("No matching recognizers were found to serve the request.", ex);
}
if (_logDecisionProcess)
{
_appTracer.Trace(correlationId, $"nlp_artifacts: {nlpArtifacts.ToJson()}");
}
var results = new List<RecognizerResult>();
foreach (var recognizer in recognizers)
{
if (!recognizer.IsLoaded)
{
recognizer.Load();
}
var currentResults = recognizer.Analyze(text, entities!, nlpArtifacts);
if (currentResults is null || currentResults.Count == 0)
{
continue;
}
AddRecognizerMetadata(currentResults, recognizer);
results.AddRange(currentResults);
}
var enhanced = EnhanceUsingContext(text, results, nlpArtifacts, recognizers, context);
if (_logDecisionProcess)
{
var serialized = enhanced.Select(result => result.ToDictionary()).ToArray();
_appTracer.Trace(correlationId, $"results: {System.Text.Json.JsonSerializer.Serialize(serialized)}");
}
var deduplicated = RecognizerResult.RemoveDuplicates(enhanced);
var filtered = RemoveLowScores(deduplicated, scoreThreshold);
if (allowList is not null && allowList.Count > 0)
{
filtered = RemoveAllowList(filtered, allowList, text, regexOptions, allowListMatch);
}
if (!returnDecisionProcess)
{
foreach (var result in filtered)
{
result.ClearAnalysisExplanation();
}
}
return filtered.ToArray();
}
public void Dispose()
{
_nlpEngine.Dispose();
}
private static void AddRecognizerMetadata(IEnumerable<RecognizerResult> results, EntityRecognizer recognizer)
{
foreach (var result in results)
{
if (!result.TryGetMetadata<string>(RecognitionMetadataKeys.RecognizerIdentifier, out _))
{
result.SetMetadata(RecognitionMetadataKeys.RecognizerIdentifier, recognizer.Id);
}
if (!result.TryGetMetadata<string>(RecognitionMetadataKeys.RecognizerName, out _))
{
result.SetMetadata(RecognitionMetadataKeys.RecognizerName, recognizer.Name);
}
}
}
private IReadOnlyCollection<RecognizerResult> EnhanceUsingContext(
string text,
IReadOnlyCollection<RecognizerResult> rawResults,
NlpArtifacts artifacts,
IReadOnlyCollection<EntityRecognizer> recognizers,
IReadOnlyCollection<string>? context)
{
if (rawResults.Count == 0)
{
return rawResults;
}
var enhancedResults = new List<RecognizerResult>();
foreach (var recognizer in recognizers)
{
var recognizerResults = rawResults
.Where(result => result.TryGetMetadata<string>(RecognitionMetadataKeys.RecognizerIdentifier, out var id) &&
string.Equals(id, recognizer.Id, StringComparison.Ordinal))
.ToArray();
if (recognizerResults.Length == 0)
{
continue;
}
var otherResults = rawResults.Except(recognizerResults).ToArray();
var updated = recognizer.EnhanceUsingContext(text, recognizerResults, otherResults, artifacts, context);
enhancedResults.AddRange(updated);
}
return _contextAwareEnhancer.EnhanceUsingContext(text, enhancedResults, artifacts, recognizers, context);
}
private IReadOnlyCollection<RecognizerResult> RemoveLowScores(
IEnumerable<RecognizerResult> results,
double? scoreThreshold)
{
var threshold = scoreThreshold ?? _defaultScoreThreshold;
return results
.Where(result => result.Score >= threshold)
.ToArray();
}
private static IReadOnlyCollection<RecognizerResult> RemoveAllowList(
IEnumerable<RecognizerResult> results,
IReadOnlyCollection<string> allowList,
string text,
RegexOptions regexOptions,
AllowListMatch allowListMatch)
{
if (allowListMatch == AllowListMatch.Regex)
{
var pattern = string.Join("|", allowList);
var regex = new Regex(pattern, regexOptions);
return results
.Where(result => !regex.IsMatch(GetSegment(text, result)))
.ToArray();
}
return results
.Where(result => !allowList.Contains(GetSegment(text, result)))
.ToArray();
}
private void EnsureNlpEngineLoaded()
{
if (!_nlpEngine.IsLoaded)
{
_nlpEngine.Load();
}
}
private static bool HasMatchingLanguages(
IReadOnlyCollection<string> registryLanguages,
IReadOnlyCollection<string> engineLanguages)
{
return registryLanguages.Count == engineLanguages.Count
&& !registryLanguages.Except(engineLanguages, StringComparer.OrdinalIgnoreCase).Any();
}
private static string GetSegment(string text, RecognizerResult result)
{
if (string.IsNullOrEmpty(text))
{
return string.Empty;
}
var safeStart = Math.Clamp(result.Start, 0, text.Length);
var safeEnd = Math.Clamp(result.End, 0, text.Length);
if (safeEnd <= safeStart)
{
return string.Empty;
}
return text[safeStart..safeEnd];
}
}
public enum AllowListMatch
{
Exact,
Regex,
}