/// <summary>
/// Query one specific song using MinHash algorithm. ConnectionString is set by the caller.
/// </summary>
/// <param name = "signatures">Fingerprint signatures from a song</param>
/// <param name = "dalManager">DAL Manager used to query the underlying database</param>
/// <param name = "permStorage">Permutation storage</param>
/// <param name = "seconds">Fingerprints to consider as query points [1.4 sec * N]</param>
/// <param name = "lHashTables">Number of hash tables from the database</param>
/// <param name = "lGroupsPerKey">Number of groups per hash table</param>
/// <param name = "thresholdTables">Threshold percentage [0.07 for 20 LHash Tables, 0.17 for 25 LHashTables]</param>
/// <param name = "queryTime">Set but the method, representing the query length</param>
/// <returns>Dictionary with Tracks ID's and the Query Statistics</returns>
public static Dictionary<Int32, QueryStats> QueryOneSongMinHash(
IEnumerable<bool[]> signatures,
DaoGateway dalManager,
IPermutations permStorage,
int seconds,
int lHashTables,
int lGroupsPerKey,
int thresholdTables,
ref long queryTime)
{
Stopwatch stopWatch = new Stopwatch();
stopWatch.Start();
Dictionary<Int32, QueryStats> stats = new Dictionary<Int32, QueryStats>();
MinHash minHash = new MinHash(permStorage);
foreach (bool[] f in signatures)
{
if (f == null) continue;
int[] bin = minHash.ComputeMinHashSignature(f); /*Compute Min Hash on randomly selected fingerprints*/
Dictionary<int, long> hashes = minHash.GroupMinHashToLSHBuckets(bin, lHashTables, lGroupsPerKey); /*Find all candidates by querying the database*/
long[] hashbuckets = hashes.Values.ToArray();
Dictionary<int, List<HashBinMinHash>> candidates = dalManager.ReadFingerprintsByHashBucketLSH(hashbuckets);
Dictionary<int, List<HashBinMinHash>> potentialCandidates = SelectPotentialMatchesOutOfEntireDataset(candidates, thresholdTables);
if (potentialCandidates.Count > 0)
{
List<Fingerprint> fingerprints = dalManager.ReadFingerprintById(potentialCandidates.Keys);
Dictionary<Fingerprint, int> fCandidates = new Dictionary<Fingerprint, int>();
foreach (Fingerprint finger in fingerprints)
fCandidates.Add(finger, potentialCandidates[finger.Id].Count);
ArrangeCandidatesAccordingToFingerprints(f, fCandidates, lHashTables, lGroupsPerKey, stats);
}
}
stopWatch.Stop();
queryTime = stopWatch.ElapsedMilliseconds; /*Set the query Time parameter*/
return stats;
}
public Repository(IPermutations permutations, DatabaseService dbService, FingerprintService fingerprintService)
{
this.permutations = permutations;
this.minHash = new MinHash(this.permutations);
this.dbService = dbService;
this.fingerprintService = fingerprintService;
}
/// <summary>
/// Each repository should have storage for permutations and for tracks/fingerprints
/// </summary>
/// <param name = "storage">Track/Signatures storage</param>
/// <param name = "permutations">Permutations storage</param>
public Repository(IStorage storage, IPermutations permutations)
{
_permutations = permutations;
_storage = storage;
_manager = new FingerprintManager();
_hasher = new MinHash(_permutations);
}
public Repository(IFingerprintService fingerprintService, IWorkUnitBuilder workUnitBuilder, IStorage storage, IPermutations permutations)
{
this.permutations = permutations;
this.storage = storage;
service = fingerprintService;
this.workUnitBuilder = workUnitBuilder;
hasher = new MinHash(this.permutations);
}
/// <summary>
/// Query one specific song using MinHash algorithm.
/// </summary>
/// <param name="signatures">Signature signatures from a song</param>
/// <param name="dbService">DatabaseService used to query the underlying database</param>
/// <param name="lshHashTables">Number of hash tables from the database</param>
/// <param name="lshGroupsPerKey">Number of groups per hash table</param>
/// <param name="thresholdTables">Threshold percentage [0.07 for 20 LHash Tables, 0.17 for 25 LHashTables]</param>
/// <param name="queryTime">Set buy the method, representing the query length</param>
/// <returns>Dictionary with Tracks ID's and the Query Statistics</returns>
public static Dictionary<Int32, QueryStats> QueryOneSongMinHash(
IEnumerable<bool[]> signatures,
DatabaseService dbService,
MinHash minHash,
int lshHashTables,
int lshGroupsPerKey,
int thresholdTables,
ref long queryTime)
{
Stopwatch stopWatch = new Stopwatch();
stopWatch.Start();
Dictionary<int, QueryStats> stats = new Dictionary<int, QueryStats>();
foreach (bool[] signature in signatures)
{
if (signature == null)
{
continue;
}
// Compute Min Hash on randomly selected fingerprints
int[] bin = minHash.ComputeMinHashSignature(signature);
Dictionary<int, long> hashes = minHash.GroupMinHashToLSHBuckets(bin, lshHashTables, lshGroupsPerKey); /*Find all candidates by querying the database*/
long[] hashbuckets = hashes.Values.ToArray();
IDictionary<int, IList<HashBinMinHash>> candidates = dbService.ReadFingerprintsByHashBucketLsh(hashbuckets);
Dictionary<int, IList<HashBinMinHash>> potentialCandidates = SelectPotentialMatchesOutOfEntireDataset(candidates, thresholdTables);
if (potentialCandidates.Count > 0)
{
IList<Fingerprint> fingerprints = dbService.ReadFingerprintById(potentialCandidates.Keys);
Dictionary<Fingerprint, int> finalCandidates = fingerprints.ToDictionary(finger => finger, finger => potentialCandidates[finger.Id].Count);
ArrangeCandidatesAccordingToFingerprints(
signature, finalCandidates, lshHashTables, lshGroupsPerKey, stats);
}
}
stopWatch.Stop();
queryTime = stopWatch.ElapsedMilliseconds; /*Set the query Time parameter*/
return stats;
}
/// <summary>
/// Get hash similarity of one song
/// </summary>
/// <param name = "service">Fingerprint service</param>
/// <param name = "hashTables">Number of hash tables in the LSH transformation</param>
/// <param name = "hashKeys">Number of hash keys per table in the LSH transformation</param>
/// <param name = "path">Path to analyzed file</param>
/// <param name = "results">Results object to be filled with the appropriate data</param>
private void GetHashSimilarity(IFingerprintService service, int hashTables, int hashKeys, IWorkUnit unitOfWork, IWorkUnit sameUnitOfWork, DumpResults results)
{
double sum = 0;
int hashesCount = 0;
int startindex = 0;
List<bool[]> listDb = unitOfWork.GetFingerprintsUsingService(service).Result;
List<bool[]> listQuery = sameUnitOfWork.GetFingerprintsUsingService(service).Result;
IPermutations perms = new DbPermutations(ConfigurationManager.ConnectionStrings["FingerprintConnectionString"].ConnectionString);
MinHash minHash = new MinHash(perms);
List<int[]> minHashDb = listDb.Select(minHash.ComputeMinHashSignature).ToList();
List<int[]> minHashQuery = listQuery.Select(minHash.ComputeMinHashSignature).ToList();
/*Calculate Min Hash signature similarity by comparing 2 consecutive signatures*/
int countDb = minHashDb.Count;
int countQuery = minHashQuery.Count;
int minHashSignatureLen = minHashDb[0].Length;
int similarMinHashValues = 0;
for (int i = 0; i < countDb; i++)
{
for (int j = 0; j < countQuery; j++)
{
for (int k = 0; k < minHashSignatureLen; k++)
if (minHashDb[i][k] == minHashQuery[j][k])
similarMinHashValues++;
}
}
results.Results.SumIdenticalMinHash = similarMinHashValues;
results.Results.AverageIdenticalMinHash = (double) similarMinHashValues/(countDb*countQuery*minHashSignatureLen);
/*Group min hash signatures into LSH Buckets*/
List<Dictionary<int, long>> lshBucketsDb =
minHashDb.Select(item => minHash.GroupMinHashToLSHBuckets(item, hashTables, hashKeys)).ToList();
List<Dictionary<int, long>> lshBucketsQuery =
minHashQuery.Select(item => minHash.GroupMinHashToLSHBuckets(item, hashTables, hashKeys)).ToList();
int countSignatures = lshBucketsDb.Count;
sum = 0;
foreach (Dictionary<int, long> a in lshBucketsDb)
{
Dictionary<int, long>.ValueCollection aValues = a.Values;
foreach (Dictionary<int, long> b in lshBucketsQuery)
{
Dictionary<int, long>.ValueCollection bValues = b.Values;
hashesCount += aValues.Intersect(bValues).Count();
}
}
results.Results.SumJaqLSHBucketSimilarity = -1;
results.Results.AverageJaqLSHBucketSimilarity = -1;
results.Results.TotalIdenticalLSHBuckets = hashesCount;
}
/// <summary>
/// Compute Hash Bins using Min Hash algorithm
/// </summary>
private void ComputeHashBinsUsingMinHash()
{
List<Track> tracks = _dalManager.ReadTracks(); /*Read all tracks from the database*/
_pbMinHash.Invoke(new Action(() => /*Progress bar Settings*/
{
_pbMinHash.Minimum = 1;
_pbMinHash.Maximum = tracks.Count;
_pbMinHash.Value = 1;
_pbMinHash.Step = 1;
}));
MinHash minHash = new MinHash(_permutations);
for (int index = 0; index < tracks.Count; index++)
{
Track track = tracks[index];
List<Fingerprint> fingerprints;
try
{
fingerprints = _dalManager.ReadFingerprintsByTrackId(track.Id, 0); /*Read corresponding fingerprints of a specific track*/
if (fingerprints == null)
continue;
}
catch (Exception ex)
{
MessageBox.Show(ex.Message, Resources.Error, MessageBoxButtons.OK, MessageBoxIcon.Error);
return;
}
List<HashBinMinHash> listToInsert = new List<HashBinMinHash>(); /*Generate Min Hash signatures*/
foreach (Fingerprint fingerprint in fingerprints)
{
int[] hashBins = minHash.ComputeMinHashSignature(fingerprint.Signature); /*For each of the fingerprints*/
Dictionary<int, long> hashTable = minHash.GroupMinHashToLSHBuckets(hashBins, _numberofgroupsminhash, _numberofhashesperkeyminhash);
foreach (KeyValuePair<int, long> item in hashTable)
{
HashBinMinHash hash = new HashBinMinHash(-1, item.Value, item.Key, track.Id, fingerprint.Id);
listToInsert.Add(hash);
}
}
_dalManager.InsertHashBin(listToInsert); /*Actual insert*/
_pbMinHash.Invoke(new Action(() => _pbMinHash.PerformStep()));
}
}
private static List<int[]> TestSoundfingerprintingAlgorithm(float[] samples, string name)
{
// work config
WorkUnitParameterObject param = new WorkUnitParameterObject();
param.FingerprintingConfiguration = fingerprintingConfig;
// Soundfingerprinting Service
FingerprintService fingerprintService = GetSoundfingerprintingService();
// Image Service
ImageService imageService =
new ImageService(fingerprintService.SpectrumService, fingerprintService.WaveletService);
// Get fingerprints
double[][] LogSpectrogram;
List<bool[]> fingerprints = fingerprintService.CreateFingerprintsFromAudioSamples(samples, param, out LogSpectrogram);
int width = param.FingerprintingConfiguration.FingerprintLength;
int height = param.FingerprintingConfiguration.LogBins;
imageService.GetImageForFingerprints(fingerprints, width, height, 2).Save("imageservice_" + name + "_fingerprints.png");
IPermutations permutations = new LocalPermutations("Soundfingerprinting\\perms.csv", ",");
/*
Soundfingerprinting.DuplicatesDetector.DataAccess.Repository repository = new Soundfingerprinting.DuplicatesDetector.DataAccess.Repository(permutations);
// Define track
Soundfingerprinting.DuplicatesDetector.Model.Track track
= new Soundfingerprinting.DuplicatesDetector.Model.Track {
Title = name
};
*/
Soundfingerprinting.Hashing.MinHash hasher = new Soundfingerprinting.Hashing.MinHash(permutations);
List<int[]> signatures = new List<int[]>();
foreach (bool[] fingerprint in fingerprints)
{
int[] signature = hasher.ComputeMinHashSignature(fingerprint); /*Compute min-hash signature out of signature*/
signatures.Add(signature);
}
return signatures;
}
static void Process(string path)
{
Console.WriteLine(path);
var proxy = new BassProxy();
proxy.RecodeTheFile(path + ".mp3", path + ".wav", 5512);
var data = File.CreateText(path + ".txt");
FingerprintManager manager = new FingerprintManager();
manager.FingerprintLength = Length;
manager.TopWavelets = 150;
manager.MaxFrequency = 2048;
manager.MinFrequency = 512;
float[][] spec = manager.CreateSpectrogram(proxy, path + ".wav", 0, 0);
var StaticStride = ( path == "7" ) ? new StaticStride(Milliseconds) : new StaticStride(0);
var fingerprint = manager.CreateFingerprints(proxy, path + ".wav", StaticStride);
if (path == "4") { sfinger = fingerprint; }
foreach (var finger in fingerprint)
{
int[] bits = finger.Select(f => f ? 1 : 0).ToArray();
data.WriteLine(string.Join(";", bits));
}
data.Close();
if(File.Exists( path + ".jpg") )
File.Delete(path + ".jpg");
if (spec.Length > 0)
{
Bitmap image = Imaging.GetSpectrogramImage(spec, 800, 600);
image.Save(path + ".jpg", ImageFormat.Jpeg);
}
if (path == "7")
{
var hasMin = new MinHash(new LocalPermutations("2.txt", ";"));
var result = File.CreateText("r.txt");
Dictionary<int, int> count = new Dictionary<int, int>();
foreach (var finger in sfinger)
{
//var t = fingerprint.Select(p => MinHash.CalculateSimilarity(finger, p)).OrderByDescending(p => p).ToArray();
//var t = fingerprint.Select(p => MinHash.CalculateHammingDistance (finger, p)).OrderByDescending(p => p).ToArray();
//var t = sfinger.Select(p => MinHash.CalculateSimilarity(finger, p)).OrderByDescending(p => p).ToArray();
for (int i = 0; i < fingerprint.Count; i++)
{
var similarity = MinHash.CalculateSimilarity(finger, fingerprint[i]);
if (similarity > 0.5f)
{
if (!count.ContainsKey(i))
count.Add(i, 0);
count[i]++;
result.Write("{1}:{0};", similarity.ToString("#.000"), i, i * 11.6f * Block, (i + 1) * 11.6f * Block);
}
}
result.WriteLine();
}
foreach (var c in count.OrderByDescending(p => p.Value))
result.Write("{0}:{1};", c.Key, c.Value);
result.WriteLine("-------------------");
foreach (var c in count.OrderBy(p => p.Key))
result.WriteLine("{0}:{1} Time: {2} ms;", c.Key, c.Value, c.Key * 11.6f * Block);
result.Close();
}
}
/// <summary>
/// Hash Fingerprints using Min-Hash algorithm
/// </summary>
/// <param name = "listOfFingerprintsToHash">List of fingerprints already inserted in the database</param>
/// <param name = "track">Track of the corresponding fingerprints</param>
/// <param name = "hashTables">Number of hash tables</param>
/// <param name = "hashKeys">Number of hash keys</param>
private void HashFingerprintsUsingMinHash(IEnumerable<Fingerprint> listOfFingerprintsToHash, Track track, int hashTables, int hashKeys)
{
List<HashBinMinHash> listToInsert = new List<HashBinMinHash>();
MinHash minHash = new MinHash(_permStorage);
foreach (Fingerprint fingerprint in listOfFingerprintsToHash)
{
int[] hashBins = minHash.ComputeMinHashSignature(fingerprint.Signature); //Compute Min Hashes
Dictionary<int, long> hashTable = minHash.GroupMinHashToLSHBuckets(hashBins, hashTables, hashKeys);
foreach (KeyValuePair<int, long> item in hashTable)
{
HashBinMinHash hash = new HashBinMinHash(-1, item.Value, item.Key, track.Id, fingerprint.Id);
listToInsert.Add(hash);
}
}
_dalManager.InsertHashBin(listToInsert); //Insert
}
/// <summary>
/// Query one specific song using MinHash algorithm.
/// </summary>
/// <param name="signatures">Signature signatures from a song</param>
/// <param name="dbService">DatabaseService used to query the underlying database</param>
/// <param name="lshHashTables">Number of hash tables from the database</param>
/// <param name="lshGroupsPerKey">Number of groups per hash table</param>
/// <param name="thresholdTables">Minimum number of hash tables that must be found for one signature to be considered a candidate (0 = return all candidates, 2+ = return only exact matches)</param>
/// <param name="queryTime">Set by the method, representing the query length</param>
/// <param name="doSearchEverything">disregard the local sensitivity hashes and search the whole database</param>
/// <param name="splashScreen">The "please wait" splash screen (or null)</param>
/// <returns>Dictionary with Tracks ID's and the Query Statistics</returns>
public static Dictionary<Int32, QueryStats> QueryOneSongMinHash(
IEnumerable<bool[]> signatures,
DatabaseService dbService,
MinHash minHash,
int lshHashTables,
int lshGroupsPerKey,
int thresholdTables,
ref long queryTime,
bool doSearchEverything = false,
SplashSceenWaitingForm splashScreen = null)
{
Stopwatch stopWatch = new Stopwatch();
stopWatch.Start();
int signatureCounter = 0;
int signatureTotalCount = signatures.Count();
Dictionary<int, QueryStats> stats = new Dictionary<int, QueryStats>();
foreach (bool[] signature in signatures) {
#region Please Wait Splash Screen Cancel Event
// check if the user clicked cancel
if (splashScreen.CancellationPending) {
break;
}
#endregion
if (signature == null) {
continue;
}
IDictionary<int, IList<HashBinMinHash>> candidates = null;
if (doSearchEverything) {
candidates = dbService.ReadAllFingerprints();
} else {
// Compute Min Hash on randomly selected fingerprint
int[] bin = minHash.ComputeMinHashSignature(signature);
// Find all hashbuckets to care about
Dictionary<int, long> hashes = minHash.GroupMinHashToLSHBuckets(bin, lshHashTables, lshGroupsPerKey);
long[] hashbuckets = hashes.Values.ToArray();
// Find all candidates by querying the database for those hashbuckets
candidates = dbService.ReadFingerprintsByHashBucketLsh(hashbuckets);
}
// Reduce the potential candidates list if the number of hash tables found for each signature are less than the threshold
Dictionary<int, IList<HashBinMinHash>> potentialCandidates = SelectPotentialMatchesOutOfEntireDataset(candidates, thresholdTables);
// get the final candidate list by only using the potential candidate list
if (potentialCandidates.Count > 0) {
IList<Fingerprint> fingerprints = dbService.ReadFingerprintById(potentialCandidates.Keys);
Dictionary<Fingerprint, int> finalCandidates = fingerprints.ToDictionary(finger => finger, finger => potentialCandidates[finger.Id].Count);
ArrangeCandidatesAccordingToFingerprints(signature,
finalCandidates,
lshHashTables,
lshGroupsPerKey,
stats);
}
#region Please Wait Splash Screen Update
// calculate a percentage between 5 and 90
int percentage = (int) ((float) (signatureCounter) / (float) signatureTotalCount * 85) + 5;
if (splashScreen != null) splashScreen.SetProgress(percentage, String.Format("Searching for similar fingerprints.\n(Signature {0} of {1})", signatureCounter+1, signatureTotalCount));
signatureCounter++;
#endregion Updat
}
stopWatch.Stop();
queryTime = stopWatch.ElapsedMilliseconds; /*Set the query Time parameter*/
return stats;
}