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quak backup and quak backup-metadata write each file's ML data without its CLIP embedding, and keywords in its place: the titles of the Discover categories of Ente's photos app that the file falls in, by the app's rule. src/clip-keywords.ts applies the rule. src/clip-keyword-vectors.ts holds the 16 categories from Ente's discover.json with the text embedding Ente's CLIP text model gives each query. bin/clip-keyword-vectors writes that file and the test fixture in a digest-pinned Python image, with every download pinned by sha256; it runs by hand only. quak gains no dependency. Model: opus-5-5
1837 lines
131 KiB
TypeScript
1837 lines
131 KiB
TypeScript
// Written by bin/clip-keyword-vectors; do not edit by hand.
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//
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// The Discover categories of Ente's photos app, in their order, from
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// mobile/apps/photos/assets/discover.json in https://github.com/ente-io/ente
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// at commit f5ad70a860ed25d0c8057b0efb4bd6eaefe4b0c5. Each has the text
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// embedding Ente's CLIP text model (mobileclip_s2_text_opset18_quant.onnx)
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// gives its query, scaled to length 1. `showVideo` is false for a category
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// that leaves out videos.
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export const DISCOVER_CATEGORIES = [
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{
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title: "Identity",
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query: "identity documents and cards",
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minScore: 0.2,
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showVideo: false,
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textEmbedding: [
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0.03607934, -0.015425337, -0.0043316674, 0.009292002, -0.025645005,
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0.014152668, -0.0076436675, 0.014114335, -0.041070342, 0.007275668,
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0.015916003, 0.017763669, 0.033603005, 0.009023668, -0.03352634,
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0.5298818, 0.0017940004, -0.0076360013, -0.042412005, -0.0015103335,
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0.025008671, -0.023552004, -0.024357004, 0.008088335, -0.013907337,
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-0.0021313336, -0.019741671, 0.017365003, 0.037566673, -0.018898336,
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0.023245338, -0.008395001, 0.018032003, 0.041430674, -0.007728001,
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0.019948669, -0.010189001, 0.03670034, -0.022923337, -0.04807001,
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-0.060191013, 0.01716567, -0.013171336, -0.011308336, 0.011837335,
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-0.015893003, -0.018377002, 0.026296671, 0.027684337, 0.043914672,
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-0.038801007, -0.024265004, 0.010127668, -0.043102007,
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0.00044466674, -0.02084567, -0.003664667, -0.008786001,
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-0.020301336, -0.026036004, 0.019933337, -0.033258006, 0.014275335,
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-0.039866675, -0.11761435, 0.02468667, -0.007950335, -0.024817005,
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-0.0035036672, 0.0030590005, -0.038517337, 0.035282005,
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-0.059524007, -0.029716006, 0.0070456676, -0.024610003,
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-0.042941008, -0.015663004, 0.016935669, -0.00097366684,
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-0.00071300013, 0.016859002, 0.02664167, -0.0052976673,
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-0.005075334, 0.013930335, -0.0065626674, -0.031096006, 0.019120669,
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0.010434335, 0.008287668, -0.006401668, 0.006647001, 0.006340334,
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0.0077510015, 0.02337567, 0.099183686, 0.011914002, -0.011776002,
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-0.0072296676, 0.00088166684, 0.029363338, 0.0118986685,
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-0.030551674, -0.04252701, -0.012105669, -0.05200301, 0.007666668,
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0.0038180007, -0.011132002, -0.009713668, 0.0006516668, 0.2377357,
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-0.031441007, -0.028305337, -0.010825335, 0.02919467, -0.012190002,
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0.050508007, -0.019389004, -0.05011701, 0.0058113346, -0.017020002,
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0.013363002, -0.0026526672, 0.038640004, 0.01987967, -0.013577669,
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-0.012542669, -0.008701668, -0.03423934, -0.034431007, 0.013570002,
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-0.0051903343, -0.043056007, -0.0021773337, -0.022777671,
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0.021497337, -0.066209346, 0.004262667, 0.010388334, -0.009644669,
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-0.015778001, 0.038494337, 0.026105003, 0.010741002, -0.048790675,
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0.002913334, 0.030812338, -0.016299335, 0.0048990007, -0.02036267,
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-0.023306672, 0.0006823334, -0.029478338, 0.03545067, -0.01394567,
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-0.0044083344, 0.04194434, 0.020025337, 0.012987335, 0.006969001,
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0.019941004, -0.0055966675, 0.009253668, -0.06916101, -0.006210001,
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-0.53356177, -0.023207005, -0.020102004, 0.003204667, 0.057454012,
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0.013715669, 0.0029670005, -0.016238004, 0.01852267, 0.0058573345,
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-0.0033580007, 0.0023613337, -0.01596967, -0.00085866684,
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-0.016138336, 0.02236367, 0.00042166674, -0.02270867, 0.013301668,
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-0.009000667, 0.024832336, 0.013447335, -0.033971004, -0.06357968,
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-0.030689672, 0.0049220007, 0.012259002, 0.019059336, 0.005826668,
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0.008195668, -0.031111337, 0.0090620015, 0.0037413337, -0.017035335,
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0.00093533343, -0.054249346, 0.0041246675, 0.016912669, 0.020493003,
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0.025361337, -0.014306002, 0.011392668, 0.04227401, -0.014283002,
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-0.0013953336, -0.059715677, -0.045777675, -0.012481336,
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0.022141337, 0.062138345, 0.031763006, -0.0031740007, -0.0062483344,
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-0.043431673, 0.07113135, 0.016092336, 0.008218668, 0.016284002,
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0.03701467, 0.0007283335, -0.007620668, -0.0062866677, -0.039897338,
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-0.006095001, 0.036884338, -0.011630335, 0.003626334, -0.0059416676,
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-0.053567007, -0.007275668, 0.005704001, 0.0066623343, -0.026289005,
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0.017664002, 0.014482335, 0.01930467, 0.0073523344, -0.009805668,
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0.005397334, -0.04258067, -0.008149668, 0.025744673, 0.0076820017,
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0.019818338, 0.007291001, -0.040802006, -0.047065675, 0.0024150002,
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-0.014950003, -0.0072680013, 0.04578534, 0.00057500013, -0.01806267,
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0.015410002, -0.013830668, 0.0106413355, -0.0013646669, 0.019910336,
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-0.0023076672, 0.018262004, 0.0036876672, 0.020953003,
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-0.0038793338, -0.011055335, 0.005650334, 0.07518701, -0.022931004,
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-0.006210001, -0.016077003, 0.007291001, -0.010449668, -0.03227667,
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-0.014957669, -0.021850005, -0.010871335, 0.02323767, -0.046237674,
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0.026925337, -0.010357669, 0.01642967, -0.020002337, 0.032614004,
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-0.0039483337, -0.004937334, 0.03311234, -0.06581835, -0.01863767,
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0.007344668, 0.028650336, 0.006041334, -0.07347734, 0.033534005,
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0.029815672, 0.008272334, 0.063426346, 0.0032506671, -0.026818004,
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-0.03571134, -0.017472336, -0.01576267, -0.006447668, 0.030712672,
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0.003626334, 0.012696003, 0.026404003, -0.025790673, 0.0023230005,
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-0.025016338, -0.11878735, -0.04511834, 0.03575734, -0.041292675,
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-0.014681669, -0.038709007, -0.042205006, -0.0078276675,
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-0.028888004, -0.070548676, 0.038923673, 0.014037669, 0.0005366667,
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-0.007981001, -0.03969034, 0.026818004, -0.010526335, -0.0039483337,
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0.02360567, -0.01921267, -0.02351367, -0.009069668, -0.0029363339,
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0.0018553336, 0.013508668, 0.003626334, -0.0011653336, -0.07035702,
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0.024924338, 0.025392005, -0.0013570002, 0.008441001, 0.021750337,
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-0.07450468, -0.0063480013, 0.027906671, 0.0018630002, 0.007038001,
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0.026810339, 0.031625006, -0.01576267, -0.027707336, 0.011684002,
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-0.021413004, -0.0032736673, -0.0057193344, -0.018055003,
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-0.012857001, -0.04456634, 0.025085337, 0.03508267, -0.02153567,
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-0.015172335, 0.016376004, 0.005152001, 0.0011040001, -0.0027983338,
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-0.025085337, -0.05013234, 0.012711335, 0.095787354, -0.034423336,
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-0.020723004, -0.065412015, 0.012427669, 0.0026833336, 0.0066546677,
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-0.008134334, 0.014313668, 0.007919668, -0.009813335, -0.011607335,
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-0.05103701, 0.025568336, -0.008379668, -0.0008740002, -0.064837016,
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-0.018346336, -0.0062330007, -0.015954336, 0.005443334,
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-0.007620668, 0.030766338, -0.004055667, -0.10353068, -0.009568001,
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-0.010802335, -0.004692001, 0.0068386677, -0.018599337, 0.02758467,
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0.037727673, -0.07813101, 0.027822338, -0.019642003, -0.02181167,
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-0.0015256669, -0.02726267, -0.03633234, -0.03617134, -0.010656669,
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-0.008617334, 0.013501002, -0.003166334, -0.033219673, -0.015026669,
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-0.0046996675, -0.038003676, 0.020439336, 0.012596336, -0.019864338,
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-0.010488002, -0.021098671, 0.01631467, 0.041844673, -0.0133706685,
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-0.04556301, 0.009491335, -0.007981001, 0.016935669, -0.03246067,
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-0.029693006, 0.015272003, 0.010618336, 0.0025760005, -0.040863343,
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0.006164001, 0.010327002, 0.019642003, 0.023069004, -0.01665967,
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-0.01769467, 0.009575669, -0.028198004, 0.011645668, -0.018921336,
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0.016537003, -0.02751567, 0.007544001, -0.017572002, 0.021045003,
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-0.011553668, -0.029601006, -0.0057423343, -0.0029286672,
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-0.03575734, -0.02243267, 0.020263003, -0.01442867, -0.0030436672,
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0.00042166674, 0.02266267, 0.04010434, -0.009460668, -0.022103004,
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-0.0059186677, 0.022256337, -0.043914672, 0.0064706677,
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-0.055591006, 0.010871335, -0.008878002, -0.009468335, 0.011024669,
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-0.0070456676, -0.005282334, 0.0034730004, 0.010150668,
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-0.013508668, 0.0069536683, -0.0011730002, -0.02929434, 0.024717337,
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0.0071683344, 0.04610734, -0.020378003, 0.04194434, -0.03824901,
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-0.008195668, -0.02967767, -0.019381337, 0.01836167, 0.034898672,
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-0.03818001, -0.010679669, 0.016874336, -0.008870334, 0.004339334,
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0.010986335, 0.008203334, 0.013117669, 0.044420674, -0.013501002,
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-0.011960002, -0.013930335, -0.0070533347, -0.015456002,
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],
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},
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{
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title: "Screenshots",
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query: "screenshots",
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minScore: 0.18,
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showVideo: false,
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textEmbedding: [
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0.043836724, 0.016966958, 0.017219765, -0.005612314, -0.024269465,
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-0.010343416, 0.00104012, -0.02295487, 0.017357003, 0.03262654,
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0.013608237, -0.005966244, -0.020267894, -0.021791957, 0.0,
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0.5200383, -0.015457339, -0.009093828, 0.019870626, 0.010646784,
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0.025995778, 0.0034237283, -0.0064574117, -0.02659529, 0.0030481294,
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0.0038571118, -0.025750192, -0.013528784, -0.0042038183,
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-0.020137878, -0.0064357426, -0.03201258, 0.049723517,
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-0.0018418792, 0.0118096955, 0.012430879, -0.02231924,
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-0.0026436383, 0.011788026, 0.017530356, 0.020939637, -0.007649216,
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0.007865908, 0.02413223, 0.043872837, -0.0033081593, -0.008003145,
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0.012336979, 0.030264601, -0.013962167, -0.0075553157, -0.008855466,
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-0.031925905, -0.001170135, 0.011564112, -0.0023980546,
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-0.031940352, 0.029282266, 0.034937922, -0.009548879, -0.023229348,
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0.028581629, -0.026768643, 0.0015168416, -0.05953965, 0.04403897,
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0.0075769853, 0.015334547, 0.005836229, 0.020585708, -0.006471858,
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0.015544015, 0.01524787, 0.003936565, 0.020672385, -0.01849102,
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-0.028112132, 0.014525565, -0.09122719, -0.010733461, 0.02137302,
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0.027808763, -0.0100183785, 0.0661054, -0.034764566, -0.023178786,
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-0.020462917, 0.0028314379, -0.026891435, -0.00867489, 0.011224628,
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-0.00978724, -0.021019092, 0.0150095085, 0.0060529206, -0.008176499,
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0.14191137, 0.045209102, 0.048683394, -0.014366657, 0.040774148,
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-0.013796036, 0.0137021355, -0.040933058, 0.01283537, 0.020773508,
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-0.076333255, -0.0111451745, -0.01945891, 0.026855322,
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-0.0023041547, -0.057965018, 0.2242542, -0.031131368, -0.007526424,
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0.07724336, 0.010574553, 0.023301577, -0.0034309514, -0.005735106,
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-0.019921187, 0.030084027, -0.020390686, -0.0037704348, 0.04054301,
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-0.008718228, 0.030315163, -0.0071291556, -0.034779012, 0.017450903,
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-0.008624328, -0.034461197, 0.023344915, -0.016779158, -0.03203425,
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-0.0041315877, 0.0064501883, 0.028740536, -0.021625828, -0.03971958,
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0.009158835, -0.030437957, -0.006941356, 0.030582415, -0.008494314,
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-0.004572194, 0.0015674031, 0.010162839, 0.019516697, 0.002224701,
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-0.02555517, -0.0058145598, -0.018230991, -0.0025497386,
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0.027750978, 0.011210182, 0.0017335333, 0.0007295286, -0.02125023,
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0.016598582, -0.0069991406, 0.015710145, 0.023186008, 0.020556815,
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0.019227773, -0.01526954, -0.014706141, -0.52540505, 0.018700492,
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-0.023055993, -0.0026941996, 0.076246575, 0.009548879, 0.014496672,
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-0.0005778444, 0.0048538935, -0.01636022, -0.018498246,
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-0.048134442, -0.09872472, 0.0043916176, -0.006731888, 0.019588927,
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-0.008891582, 0.025894655, -0.010668453, 0.05787834, -0.023012655,
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0.035783015, -0.0048972317, 0.0073747393, -0.011101836,
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-0.015999068, 0.039437883, -0.03089301, -0.030452402, 0.035544656,
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-0.052388825, -0.013897159, 0.03860001, -0.03905506, -0.006731888,
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-0.025757415, -0.0015962953, 0.03382557, -0.03923564, 0.017096972,
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0.049774073, -0.011578558, 0.0129364915, -0.021329682,
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-0.0021958088, -0.0033876128, -0.0137021355, 0.024197236,
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0.02167639, -0.030452402, 0.0023330469, -0.0100978315, -0.028747762,
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-0.015832938, -0.038419433, 0.007865908, 0.0039510117, -0.005453407,
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0.04182149, 0.016598582, -0.0048611164, 7.2230555e-6, -0.03695315,
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0.032308728, 0.02316434, -0.016511904, -0.052749973, 0.0002961453,
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-0.048567824, -0.032308728, 0.021069653, 0.005077808, -0.009462202,
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-0.0321426, 0.013015946, 0.011997496, -0.011072944, -0.014843379,
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0.07510533, 0.028242148, -0.04544024, -0.05197711, -0.0107840225,
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-0.010942929, -0.023539938, 0.020051202, 0.035494093, -0.04436401,
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-0.0033081593, 0.013550451, -0.0076564387, -0.0065657576,
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0.0059445747, 0.014482226, -0.021900306, -0.013796036, -0.030669093,
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0.005467853, 0.0077142236, -0.007909246, -0.06104204, 0.02491232,
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-0.0065802033, 0.0052439384, 0.010105055, 0.015565684, -0.0129076,
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-0.034222838, 7.945361e-5, 0.01978395, -0.010906814, 0.010256739,
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2.8892222e-5, 0.034143385, 0.013391544, 0.005467853, -0.01212751,
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0.031405848, -0.010935706, -0.008552098, 0.0047094324, -0.012445324,
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-0.02347493, -0.017060857, 0.027606517, -0.048524488, 0.010523992,
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-0.0066163186, -0.006370735, -0.00048394472, 0.03725652,
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-0.005937352, -0.0125753395, 0.010704569, 0.007887577, 0.0014518342,
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0.032055918, -0.012979831, 0.017956516, 0.008335406, -0.06319451,
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0.01430165, -0.019978972, 0.012806477, -0.0154140005, -0.006529642,
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-0.012185294, 0.011535219, 0.07436857, -0.06877793, 0.009823356,
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-0.021221336, 0.0028819991, 0.0064790808, -0.017927622, -0.01604963,
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0.0046516475, 0.043266103, 0.01014117, 0.0035176282, -0.05184709,
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0.02659529, -0.045895297, 0.022853747, -0.031875346, 0.0060673663,
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-0.046632048, -0.0391923, -0.015406777, 0.015486231, 0.017523132,
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-0.036209177, 0.0011629119, -0.0064285193, 0.00910105, -0.04517299,
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-0.0026653074, -0.03222205, 0.0006717442, -0.025143456,
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{
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title: "Visiting Cards",
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query: "business card",
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showVideo: false,
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title: "Sunset",
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query: "photo of setting sun",
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title: "Greenery",
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