photoprism/internal/query/faces_test.go
2021-10-22 16:03:50 +02:00

235 lines
71 KiB
Go

package query
import (
"testing"
"github.com/stretchr/testify/assert"
"github.com/photoprism/photoprism/internal/entity"
"github.com/photoprism/photoprism/internal/face"
)
func TestFaces(t *testing.T) {
t.Run("known", func(t *testing.T) {
results, err := Faces(true, false, false)
if err != nil {
t.Fatal(err)
}
assert.GreaterOrEqual(t, len(results), 1)
for _, val := range results {
assert.IsType(t, entity.Face{}, val)
}
})
t.Run("Hidden", func(t *testing.T) {
results, err := Faces(false, false, true)
if err != nil {
t.Fatal(err)
}
assert.Empty(t, results)
})
t.Run("unmatched", func(t *testing.T) {
results, err := Faces(false, true, false)
if err != nil {
t.Fatal(err)
}
assert.GreaterOrEqual(t, len(results), 1)
for _, val := range results {
assert.IsType(t, entity.Face{}, val)
}
})
}
func TestManuallyAddedFaces(t *testing.T) {
t.Run("Ok", func(t *testing.T) {
results, err := ManuallyAddedFaces(false)
if err != nil {
t.Fatal(err)
}
assert.GreaterOrEqual(t, len(results), 1)
for _, val := range results {
assert.IsType(t, entity.Face{}, val)
}
})
t.Run("Hidden", func(t *testing.T) {
results, err := ManuallyAddedFaces(true)
if err != nil {
t.Fatal(err)
}
assert.Empty(t, results)
})
}
func TestMatchFaceMarkers(t *testing.T) {
const faceFixtureId = "mt9k3pw1wowuy444"
if m, err := MarkerByUID(faceFixtureId); err != nil {
t.Fatal(err)
} else if m == nil {
t.Fatal("marker is nil")
} else {
assert.Empty(t, m.SubjUID)
}
// Reset subj_uid.
if err := Db().Model(&entity.Marker{}).
Where("subj_src = ?", entity.SrcAuto).
Where("subj_uid = ?", "jqu0xs11qekk9jx8").
UpdateColumn("subj_uid", "").Error; err != nil {
t.Fatal(err)
}
affected, err := MatchFaceMarkers()
if err != nil {
t.Fatal(err)
}
assert.Equal(t, int64(2), affected)
if m, err := MarkerByUID(faceFixtureId); err != nil {
t.Fatal(err)
} else if m == nil {
t.Fatal("marker is nil")
} else {
assert.Equal(t, "jqu0xs11qekk9jx8", m.SubjUID)
}
}
func TestRemoveAnonymousFaceClusters(t *testing.T) {
removed, err := RemoveAnonymousFaceClusters()
if err != nil {
t.Fatal(err)
}
assert.Equal(t, int64(2), removed)
}
func TestCountNewFaceMarkers(t *testing.T) {
t.Run("all", func(t *testing.T) {
assert.GreaterOrEqual(t, CountNewFaceMarkers(0, 0), 1)
})
t.Run("score 10", func(t *testing.T) {
assert.GreaterOrEqual(t, CountNewFaceMarkers(0, 10), 1)
})
t.Run("size 160", func(t *testing.T) {
assert.GreaterOrEqual(t, CountNewFaceMarkers(160, 0), 1)
})
t.Run("score 50 and size 160", func(t *testing.T) {
assert.GreaterOrEqual(t, CountNewFaceMarkers(160, 50), 1)
})
}
func TestMergeFaces(t *testing.T) {
t.Run("SameSubjects", func(t *testing.T) {
face1 := entity.NewFace(
"jqynvsf28rhn6b0c",
entity.SrcManual,
face.Embeddings{
face.Embedding{0.10730543085474682, -0.007740289179353713, 0.04013410115400314, 0.01458170011165962, -0.033333988977870946, 0.06636234022813034, -0.00010941258007316575, 0.0266348918046072, -0.05017391628723953, 0.026034562221256254, -0.03388911566430759, -0.03461048494812202, 0.040559725024994844, 0.02683793627304573, -0.00972269717541027, -0.07836494561032105, -0.022470260049817198, 0.011276674801708603, -0.05526434009558201, 0.014401617237932205, -0.031258523568474236, -0.05416104192368187, -0.05567222379755878, 0.017950877029356768, -0.016397424193561935, 0.062346790423413276, -0.019043469394284057, 0.04085343435437774, -0.05627231374819698, 0.002355368169155769, 0.07268979656775187, -0.0015096598716884627, -0.030188596848975374, -0.030941932784964564, -0.02826790015985233, -0.05420075791573048, -0.015742074680253033, 0.019360258910790157, -0.008227027287290193, -0.08797317745792674, -0.07358703463505077, 0.09688007249803735, 0.015168583267354964, -0.034569315837825396, 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face2 := entity.NewFace(
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entity.SrcManual,
face.Embeddings{
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0.006255630871762562, -0.020806247741813468, 0.0675457214042778, 0.007579460672946357, 0.012004441173839569, -0.028187582314963343, -0.0018772867526912688, -0.01844064376148571, -0.05389302147970715, -0.04154738243111, -0.05912346626385308, -0.003186127453911171, -0.015869915592464562, 0.036601020266580665, -0.08332522355102062, -0.015594113206121387, 0.010554298175920372, 0.009863903175943527, -0.04408378851017952, -0.01321298950931368, -0.026788807387387467, -0.00905998101737915, -0.07901183432849217, 0.022626760559060342, 0.05966787504726859, -0.0373913765745697, -0.00620443077226124, -0.005321248754354935, -0.05629461318153381, -0.04339327553344822, 0.03066110013017902, -0.0560899433873785, 0.029585001932263853, -0.06142458606396866, 0.018855098215825178, 0.03336997769082436, -0.07772387048591708, 0.02869667860757885, 0.04751144987925148, 0.07131169258731747, 0.01554444873138424, -0.019102520424152183, -0.06713599618322277, 0.021553602847260475, 0.022784952935549926, 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-0.021955625942386627, 0.018907365975515553, 0.03550167291446045, 0.01069377167082758, 0.00010183658435096768, -0.04899959038740444, 0.04724968668608978, -0.01864932432341235, 0.0591259089168789, 0.07907125494612216, 0.028897156624642945, 0.01633692932619137, 0.06420496597867965, 0.018129071607111358, -0.06522170992608013, -0.03939954941189146, 0.04130569647272587, 0.04419998725251961, 0.04542913027885341, 0.018470383181769943, 0.008568164058957863, -0.06659949697784996, -0.053012251715078354, -0.020253768667636778, -0.0428765378002491, 0.07184141544699574, 0.02058260375849676, -0.03779574153167915, 0.0021254573788347247, 0.00922705617390442, -0.06903300705643031, 0.048223514541707424, -0.008124176700399017, 0.06623217639861775, 0.011399885879904556, 0.13320644195552445, -0.015707634324862062, 0.004298537653726769, 0.007440328888434029, -0.03552852988830433, 0.006549433453245544, -0.019685784628289793, 0.001693401851796341, 0.050209905835451124, 0.023254144681681632, -0.04905436637160683, -0.01058279299507389, 0.06261640349854469, -0.07554102380998802, -0.010803172210683784, 0.04001997347501145, -0.013296409033855438, 0.056829244201244355, 0.029110596151947783, 0.006392164909307861, -0.0035876165295053485, -0.019022594469099045, -0.06487911801050472, 0.02178870949222603, 0.05293369045270252, 0.0014374271403566358, 0.02058438161717472, -0.05258523574003887, -0.03312468141761551, 0.051533518133239746, 0.03929023312081566, -0.07294044148252202, 0.01607557897360134, -0.0007034383966050719, 0.014925192443655966, 0.051449392859268764, -0.06079890988933106, -0.04363216685223599, 0.028568039422766974, 0.045766175851156804, 0.07275596444172669, -0.02276483221781349, 0.09294405910429002, 0.06625853254336929, -0.04167032707059745, -0.04751508792911625, -0.014774199240300752, 0.023224616626467326, -0.01281115503053608, 0.03472993899021339, 0.008343472536062031, -0.011408440443860645, 0.004419146704378701, 0.05045044130775452, -0.03518939370823498, -0.04170123182437134, 0.022208642446600917, 0.07141607704347333, -0.04112406919064011, 0.03227901691925602, 0.03527487398910847, -0.029543274091153718, 0.005872693907862854, -0.008123872357421475, -0.058780187362098696, -0.00027467445847377796, 0.024044984289353373, 0.057634827237228584, -0.04450547877367153, -0.03946884506688686, -0.02006971111822632, 0.006139106799438476, 0.014848452844277668, -0.040448605585189826, -0.047422823475079534, 0.00047739853115692137, -0.03920787799786568, -0.05102518756346798, 0.029106281725284004, 0.023013759328845976, -0.0181101632871727, 0.003943383191735267, -0.11744085779379082, 0.00652325401639185, -0.0016088291387550352, 0.004582751362570763, 0.06564233218507957, 0.014525142593546867, -0.05397913284980278, -0.005146496768864823, 0.008265835225847246, -0.09204165418391608, -0.023673615795413973, 0.016221329961976054, 0.0560354235721693, -0.03387280199538708, 0.011243025140723228, 0.02789629877560217, 0.07942785398379296, 0.019745293456116107, -0.03951280953572121, -0.0325216371505229, -0.04877831216997623, 0.008021598871560669, 0.06607214515587043, 0.08340918698473548, -0.06638043362871171, 0.0003533690162649157, -0.05787711264029312, 0.017585791805968413, -0.004768172475530777, -0.031721018591366806, 0.059853391075907716, 0.08903246940908241, 0.00910143805785122, -0.02198764055408287, 0.023417301139897727},
},
)
if err := face1.Create(); err != nil {
t.Fatal(err)
}
if err := face2.Create(); err != nil {
t.Fatal(err)
}
faces := entity.Faces{*face1, *face2}
result, err := MergeFaces(faces)
if err != nil {
t.Fatal(err)
}
assert.Equal(t, "5LH5E35ZGUMF5AYLM42BIZH4DGQHJDAV", result.ID)
assert.Equal(t, entity.SrcManual, result.FaceSrc)
assert.Equal(t, "jqynvsf28rhn6b0c", result.SubjUID)
assert.Equal(t, 2, result.Samples)
assert.Equal(t, 0.03948165743305488, result.SampleRadius)
assert.Equal(t, 0, result.Collisions)
assert.Equal(t, float64(0), result.CollisionRadius)
// t.Logf("merged: %#v", result)
})
t.Run("AmbiguousSubjects", func(t *testing.T) {
face1 := entity.NewFace(
"jqynvsf28rhn6b0c",
entity.SrcManual,
face.Embeddings{
face.Embedding{0.10730543085474682, -0.007740289179353713, 0.04013410115400314, 0.01458170011165962, -0.033333988977870946, 0.06636234022813034, -0.00010941258007316575, 0.0266348918046072, -0.05017391628723953, 0.026034562221256254, -0.03388911566430759, -0.03461048494812202, 0.040559725024994844, 0.02683793627304573, -0.00972269717541027, -0.07836494561032105, -0.022470260049817198, 0.011276674801708603, -0.05526434009558201, 0.014401617237932205, -0.031258523568474236, -0.05416104192368187, -0.05567222379755878, 0.017950877029356768, -0.016397424193561935, 0.062346790423413276, -0.019043469394284057, 0.04085343435437774, -0.05627231374819698, 0.002355368169155769, 0.07268979656775187, -0.0015096598716884627, -0.030188596848975374, -0.030941932784964564, -0.02826790015985233, -0.05420075791573048, -0.015742074680253033, 0.019360258910790157, -0.008227027287290193, -0.08797317745792674, -0.07358703463505077, 0.09688007249803735, 0.015168583267354964, -0.034569315837825396, 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-0.04170123182437134, 0.022208642446600917, 0.07141607704347333, -0.04112406919064011, 0.03227901691925602, 0.03527487398910847, -0.029543274091153718, 0.005872693907862854, -0.008123872357421475, -0.058780187362098696, -0.00027467445847377796, 0.024044984289353373, 0.057634827237228584, -0.04450547877367153, -0.03946884506688686, -0.02006971111822632, 0.006139106799438476, 0.014848452844277668, -0.040448605585189826, -0.047422823475079534, 0.00047739853115692137, -0.03920787799786568, -0.05102518756346798, 0.029106281725284004, 0.023013759328845976, -0.0181101632871727, 0.003943383191735267, -0.11744085779379082, 0.00652325401639185, -0.0016088291387550352, 0.004582751362570763, 0.06564233218507957, 0.014525142593546867, -0.05397913284980278, -0.005146496768864823, 0.008265835225847246, -0.09204165418391608, -0.023673615795413973, 0.016221329961976054, 0.0560354235721693, -0.03387280199538708, 0.011243025140723228, 0.02789629877560217, 0.07942785398379296, 0.019745293456116107, -0.03951280953572121, -0.0325216371505229, -0.04877831216997623, 0.008021598871560669, 0.06607214515587043, 0.08340918698473548, -0.06638043362871171, 0.0003533690162649157, -0.05787711264029312, 0.017585791805968413, -0.004768172475530777, -0.031721018591366806, 0.089853391075907716, 0.08903246940908241, 0.00910143805785122, -0.02198764055408287, 0.033417301139897727},
},
)
face2 := entity.NewFace(
"jqynvt925h8c1asv",
entity.SrcManual,
face.Embeddings{
face.Embedding{0.10230543085474682, -0.007840289179353713, 0.03013410115400314, 0.02458170011165962, -0.033333988977870946, 0.06636234022813034, -0.00010941258007316575, 0.0266348918046072, -0.05017391628723953, 0.026034562221256254, -0.03388911566430759, -0.03461048494812202, 0.040559725024994844, 0.02683793627304573, -0.00972269717541027, -0.07836494561032105, -0.022470260049817198, 0.011276674801708603, -0.05526434009558201, 0.014401617237932205, -0.031258523568474236, -0.05416104192368187, -0.05567222379755878, 0.017950877029356768, -0.016397424193561935, 0.062346790423413276, -0.019043469394284057, 0.04085343435437774, -0.05627231374819698, 0.002355368169155769, 0.07268979656775187, -0.0015096598716884627, -0.030188596848975374, -0.030941932784964564, -0.02826790015985233, -0.05420075791573048, -0.015742074680253033, 0.019360258910790157, -0.008227027287290193, -0.08797317745792674, -0.07358703463505077, 0.09688007249803735, 0.015168583267354964, -0.034569315837825396, 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-0.03820509264906912, -0.0015166780129867554, 0.02487160170807457, 0.03048850776525669, -0.030538799520168875, 0.0921192664219265, 0.03269134465648327, -0.031787506815418434, -0.01908650508301182, 0.05982613160244779, -0.053232109332236294, -0.03650761934345913, 0.0026813365359365463, 0.032588356136758805, -0.032364926929593085, 0.07780626359498405, 0.044541174425177764, 0.011626562325897788, 0.03554684517681643, -0.030510870967539787, -0.04088990689640999, 0.07105028789278889, 0.03138784011465073, -0.06342823476303319, 0.09164142434876824, -0.0112280279000453, -0.04595559070266152, 0.08798781996626949, 0.026803936697537615, -0.0014241986940294257, -0.020834715982498548, 0.023556784775891685, 0.008996215819517326, -0.0012677171940084454, -0.07692881668502807, 0.024615258007191814, 0.02948731386628723, 0.06911119150276565, -0.041541930091072085, 0.07317672894504547, -0.012252912262506771, -0.03429316172188286, 0.03286905748134327, 0.025736928383919527, 0.003926683415351601, 0.006255630871762562, -0.020806247741813468, 0.0675457214042778, 0.007579460672946357, 0.012004441173839569, -0.028187582314963343, -0.0018772867526912688, -0.01844064376148571, -0.05389302147970715, -0.04154738243111, -0.05912346626385308, -0.003186127453911171, -0.015869915592464562, 0.036601020266580665, -0.08332522355102062, -0.015594113206121387, 0.010554298175920372, 0.009863903175943527, -0.04408378851017952, -0.01321298950931368, -0.026788807387387467, -0.00905998101737915, -0.07901183432849217, 0.022626760559060342, 0.05966787504726859, -0.0373913765745697, -0.00620443077226124, -0.005321248754354935, -0.05629461318153381, -0.04339327553344822, 0.03066110013017902, -0.0560899433873785, 0.029585001932263853, -0.06142458606396866, 0.018855098215825178, 0.03336997769082436, -0.07772387048591708, 0.02869667860757885, 0.04751144987925148, 0.07131169258731747, 0.01554444873138424, -0.019102520424152183, -0.06713599618322277, 0.021553602847260475, 0.022784952935549926, 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-0.021955625942386627, 0.018907365975515553, 0.03550167291446045, 0.01069377167082758, 0.00010183658435096768, -0.04899959038740444, 0.04724968668608978, -0.01864932432341235, 0.0591259089168789, 0.07907125494612216, 0.028897156624642945, 0.01633692932619137, 0.06420496597867965, 0.018129071607111358, -0.06522170992608013, -0.03939954941189146, 0.04130569647272587, 0.04419998725251961, 0.04542913027885341, 0.018470383181769943, 0.008568164058957863, -0.06659949697784996, -0.053012251715078354, -0.020253768667636778, -0.0428765378002491, 0.07184141544699574, 0.02058260375849676, -0.03779574153167915, 0.0021254573788347247, 0.00922705617390442, -0.06903300705643031, 0.048223514541707424, -0.008124176700399017, 0.06623217639861775, 0.011399885879904556, 0.13320644195552445, -0.015707634324862062, 0.004298537653726769, 0.007440328888434029, -0.03552852988830433, 0.006549433453245544, -0.019685784628289793, 0.001693401851796341, 0.050209905835451124, 0.023254144681681632, -0.04905436637160683, -0.01058279299507389, 0.06261640349854469, -0.07554102380998802, -0.010803172210683784, 0.04001997347501145, -0.013296409033855438, 0.056829244201244355, 0.029110596151947783, 0.006392164909307861, -0.0035876165295053485, -0.019022594469099045, -0.06487911801050472, 0.02178870949222603, 0.05293369045270252, 0.0014374271403566358, 0.02058438161717472, -0.05258523574003887, -0.03312468141761551, 0.051533518133239746, 0.03929023312081566, -0.07294044148252202, 0.01607557897360134, -0.0007034383966050719, 0.014925192443655966, 0.051449392859268764, -0.06079890988933106, -0.04363216685223599, 0.028568039422766974, 0.045766175851156804, 0.07275596444172669, -0.02276483221781349, 0.09294405910429002, 0.06625853254336929, -0.04167032707059745, -0.04751508792911625, -0.014774199240300752, 0.023224616626467326, -0.01281115503053608, 0.03472993899021339, 0.008343472536062031, -0.011408440443860645, 0.004419146704378701, 0.05045044130775452, -0.03518939370823498, -0.04170123182437134, 0.022208642446600917, 0.07141607704347333, -0.04112406919064011, 0.03227901691925602, 0.03527487398910847, -0.029543274091153718, 0.005872693907862854, -0.008123872357421475, -0.058780187362098696, -0.00027467445847377796, 0.024044984289353373, 0.057634827237228584, -0.04450547877367153, -0.03946884506688686, -0.02006971111822632, 0.006139106799438476, 0.014848452844277668, -0.040448605585189826, -0.047422823475079534, 0.00047739853115692137, -0.03920787799786568, -0.05102518756346798, 0.029106281725284004, 0.023013759328845976, -0.0181101632871727, 0.003943383191735267, -0.11744085779379082, 0.00652325401639185, -0.0016088291387550352, 0.004582751362570763, 0.06564233218507957, 0.014525142593546867, -0.05397913284980278, -0.005146496768864823, 0.008265835225847246, -0.09204165418391608, -0.023673615795413973, 0.016221329961976054, 0.0560354235721693, -0.03387280199538708, 0.011243025140723228, 0.02789629877560217, 0.07942785398379296, 0.019745293456116107, -0.03951280953572121, -0.0325216371505229, -0.04877831216997623, 0.008021598871560669, 0.06607214515587043, 0.08340918698473548, -0.06638043362871171, 0.0003533690162649157, -0.05787711264029312, 0.017585791805968413, -0.004768172475530777, -0.031721018591366806, 0.059853391075907716, 0.08903246940908241, 0.00910143805785122, -0.02198764055408287, 0.023417301139897727},
},
)
faces := entity.Faces{*face1, *face2}
result, err := MergeFaces(faces)
assert.EqualError(t, err, "faces: can't merge clusters with conflicting subjects jqynvsf28rhn6b0c <> jqynvt925h8c1asv")
assert.Nil(t, result)
})
t.Run("OneSubject", func(t *testing.T) {
result, err := MergeFaces(entity.Faces{entity.Face{ID: "5LH5E35ZGUMF5AYLM42BIZH4DGQHJDAV"}})
assert.EqualError(t, err, "faces: two or more clusters required for merging")
assert.Nil(t, result)
})
}
func TestResolveFaceCollisions(t *testing.T) {
c, r, err := ResolveFaceCollisions()
if err != nil {
t.Fatal(err)
}
assert.LessOrEqual(t, 3, c)
assert.LessOrEqual(t, 3, r)
}
func TestRemoveAutoFaceClusters(t *testing.T) {
removed, err := RemoveAutoFaceClusters()
if err != nil {
t.Fatal(err)
}
assert.Equal(t, int64(3), removed)
}